Capítulo 11: Análise Discriminante e Classificatória em R
DES4033: Análise Multivariada em Biologia
08 dezembro 2025 20:30h
Bastão de Asclépio & Distribuição Normal
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source("agr2x2_G.R")Adicionar
- STRIKE, PW (1991) Statistical Methods in Laboratory
Medicine. UK: Butterworth-Heinemann.
- Cap. 10: Test interpretation
- Cap. 11: Multivariate analysis
DiscriminantAnalysis.R
Material
- HTML de Rmarkdown em
RPubs - Livro-texto:
- JOHNSON, RA & WICHERN, DW (2007) Applied multivariate statistical analysis. 6th ed. NJ: Prentice Hall.
- JOHNSON, RA & WICHERN, DW (2007) Applied multivariate statistical analysis: Solutions Manual. 6th ed. NJ: Prentice Hall.
- Arquivos de dados do livro-texto:
- Prof. José Siqueira: ResearchGate
Pensamento
“Não é paradoxo dizer que nos nossos momentos de inspiração mais teórica podemos estar o mais próximo possível de nossas aplicações mais práticas.”
WHITEHEAD, AN apud BOYER, CB (1974) História da matemática. São Paulo: Blücher/EDUSP, p. 419.
Sumário
- Aspectos de análise multivariada
- Álgebra matricial e vetor estocástico
- Geometria amostral e amostragem aleatória
- Distribuição normal multivariada
- Inferência sobre vetor de média
- Comparação de várias médias multivariadas
- Modelo de regressão linear multivariada
- Componentes principais
- Análise de fatores e inferência sobre matriz de covariância
- Análise de correlação canônica
- Discriminação e classificação
- Clusterização, métodos de distância e ordination
Pré-requisito
O que é Análise Discriminante?
Análise Discriminante Linear (LDA) e quadrática (QDA) não têm hipótese nula. Portanto, LDA e QDA são análises descritivas exploratórias multivaridas ou método supervisionado de aprendizagem de máquina.
Relação entre regressão e análise discriminante
- Huberty, CJ (1972) Regression Analysis and 2-Group Discriminant Analysis. The Journal of Experimental Education 41(1): 39-41, DOI: 10.1080/00220973.1972.11011369
- Huberty, CJ (1975) Discriminant Analysis. Review of Educational Research 45(4): 543-98. http://www.jstor.org/stable/1170065
Conforme Huberty (1975, p. 570), “Horst (1956b) considerou uma formulação do problema de classificação baseada em equações de regressão separadas, contrastando cada grupo-critério com todos os demais. O estatístico de classificação, para \(N_k\) idênticos, é
\[ \begin{align} Y_{ik} &= \mathbf{b}_k^{\prime}\,(\mathbf{X}_i - \bar{\mathbf{X}}) + \bar{Y}_k \\[4pt] \mathbf{b}_k &= \mathbf{T}^{-1}\mathbf{u}_k \end{align} \]
em que \(\mathbf{b}_k\) é o vetor \((p \times 1)\) de coeficientes amostrais para o grupo \(k\); \(\mathbf{T} = \mathbf{H} + \mathbf{E}\); \(\mathbf{u}_k\) é o vetor de produtos cruzados dos escores de desvio dos preditores com o critério dicotômico (desvios em relação às médias gerais); e \(\bar{Y}_k = N_k/N = 1/k\). O critério de decisão atribui o indivíduo à população cujo escore composto é mais próximo de 1.”
Introdução
Fisher (1936) propôs a função discriminante linear, estabelecendo a base estatística da análise discriminante clássica para separação e classificação multivariada de grupos.
Discriminação e classificação são técnicas multivariadas relacionadas à separação de conjuntos distintos de objetos (ou observações) e à alocação de novos objetos (observações) em grupos previamente definidos. A análise discriminante é de natureza mais exploratória. Como procedimento de separação, é frequentemente empregada de forma pontual para investigar diferenças observadas quando as relações causais não são bem compreendidas. Os procedimentos de classificação são menos exploratórios, no sentido de que levam a regras bem definidas, que podem ser usadas para atribuir novos objetos. A classificação normalmente requer mais estrutura do problema do que a discriminação.
Assim, os objetivos imediatos da discriminação e da classificação, respectivamente, são os seguintes:
Objetivo 1. Descrever, seja graficamente (em três ou menos dimensões) ou algebricamente, as características diferenciais de objetos (observações) provenientes de várias coleções conhecidas (populações). Tentamos encontrar “discriminantes” cujos valores numéricos sejam tais que as coleções sejam separadas o máximo possível.
Objetivo 2. Classificar objetos (observações) em duas ou mais classes rotuladas. A ênfase está em derivar uma regra que possa ser usada para atribuir de forma ótima novos objetos às classes rotuladas.
Seguiremos a convenção e usaremos o termo discriminação para nos referirmos ao Objetivo 1. Essa terminologia foi introduzida por R.A. Fisher [9] no primeiro tratamento moderno de problemas de separação. Um termo mais descritivo para esse objetivo, contudo, é separação. Referir-nos-emos ao segundo objetivo como classificação ou alocação.
Uma função que separa objetos pode, às vezes, servir como um alocador e, inversamente, uma regra que aloca objetos pode sugerir um procedimento discriminatório. Na prática, os Objetivos 1 e 2 frequentemente se sobrepõem, e a distinção entre separação e alocação torna-se obscurecida.
Separação e classificação para duas populações
Para fixar as ideias, listemos situações em que se possa ter interesse em:
- separar duas classes de objetos ou
- atribuir um novo objeto a uma de duas classes (ou ambos).
É conveniente rotular as classes como \(\pi_1\) e \(\pi_2\). Os objetos são, em geral, separados ou classificados com base em medidas de, por exemplo, \(p\) variáveis aleatórias de uma observação multivariada \(\mathbf{X}^{\prime} = [X_1, X_2, \ldots, X_p]\).
Os valores observados de \(\mathbf{X}\) diferem, até certo ponto, de uma classe para outra. Se os valores de \(\mathbf{X}\) não fossem muito diferentes para objetos em \(\pi_1\) e \(\pi_2\), não haveria problema; isto é, as classes seriam indistinguíveis e novos objetos poderiam ser atribuídos indistintamente a qualquer uma das classes.
Podemos pensar o conjunto total de valores da primeira classe como sendo a população de valores de \(\mathbf{x}\) para \(\pi_1\) e os da segunda classe como a população de valores de \(\mathbf{x}\) para \(\pi_2\).
Essas duas populações podem então ser descritas por funções densidade de probabilidade \(f_1(\mathbf{x})\) e \(f_2(\mathbf{x})\) e, consequentemente, podemos falar em atribuir observações a populações ou objetos a classes de forma intercambiável.
Você talvez se lembre de que alguns dos exemplos das situações de separação-classificação a seguir foram introduzidos no Capítulo 1.
Exemplos de duas populações e variáveis medidas:
| Populações \(\pi_1\) e \(\pi_2\) | Variáveis medidas \(\mathbf{X}\) |
|---|---|
| 1. Companhias de seguro de responsabilidade patrimonial solventes e em dificuldade. | Ativos totais, custo de ações e títulos, valor de mercado de ações e títulos, despesas com sinistros, superávit, montante de prêmios emitidos. |
| 2. Dispépticos não ulcerosos (aqueles com distúrbios gástricos) e controles (“normais”). | Medidas de ansiedade, dependência, culpa, perfeccionismo. |
| 3. Federalist Papers escritos por James Madison e os escritos por Alexander Hamilton. | Frequências de diferentes palavras e comprimentos das sentenças. |
| 4. Duas espécies de erva-de-passarinho (chickweed). | Comprimento do sépalo e da pétala, profundidade da fenda da pétala, comprimento da bráctea, comprimento do ápice escarioso, diâmetro do pólen. |
| 5. Compradores de um novo produto e retardatários (os que demoram a comprar). | Escolaridade, renda, tamanho da família, quantidade de trocas prévias de marca. |
| 6. Estudantes universitários bem-sucedidos ou malsucedidos (não se formam). | Notas no exame de admissão, média do ensino médio, número de atividades no ensino médio. |
| 7. Homens e mulheres. | Medidas antropométricas, como circunferência e volume em crânios antigos. |
| 8. Bons e maus riscos de crédito. | Renda, idade, número de cartões de crédito, tamanho da família. |
| 9. Alcoólatras e não alcoólatras. | Atividade da enzima monoamina oxidase, atividade da enzima adenilato ciclase. |
Vemos pelo item 5, por exemplo, que objetos (consumidores) devem ser separados em duas classes rotuladas (“compradores” e “retardatários”) com base nos valores observados de variáveis presumivelmente relevantes (escolaridade, renda e assim por diante).
Na terminologia de observação e população, queremos identificar uma observação da forma
\[ \begin{align} \mathbf{x}^{\prime} &= [x_1(\text{escolaridade}),\\ &\qquad x_2(\text{renda}),\\ &\qquad x_3(\text{tamanho da família}),\\ &\qquad x_4(\text{quantidade de troca de marca})] \end{align} \]
como pertencente à população \(\pi_1\), compradores, ou à população \(\pi_2\), retardatários.
Neste ponto, concentraremos a atenção na classificação para duas populações, retornando à separação na Seção 11.3.
Regras de alocação ou classificação são, em geral, desenvolvidas a partir de amostras de “aprendizado”. Características medidas de objetos selecionados aleatoriamente, conhecidos como provenientes de cada uma das duas populações, são examinadas quanto a diferenças.
Essencialmente, o conjunto de todos os resultados amostrais possíveis é dividido em duas regiões, \(R_1\) e \(R_2\), de tal forma que, se uma nova observação cair em \(R_1\), ela é alocada à população \(\pi_1\), e, se cair em \(R_2\), é alocada à população \(\pi_2\).
Assim, um conjunto de valores observados favorece \(\pi_1\), enquanto o outro conjunto de valores favorece \(\pi_2\).
Você pode se perguntar, neste ponto, como sabemos que algumas observações pertencem a uma determinada população, mas estamos incertos sobre outras. (Isto, claro, é o que torna a classificação um problema!) Várias condições podem dar origem a essa aparente anomalia (ver [19]):
Conhecimento incompleto do desempenho futuro.
Exemplos: No passado, valores extremos de certas variáveis financeiras foram observados 2 anos antes da falência subsequente de uma empresa. Classificar outra empresa como sólida ou em dificuldade com base nos valores observados desses indicadores antecipados pode permitir que os administradores tomem medidas corretivas, se necessário, antes que seja tarde demais.
Um escritório de admissões de uma faculdade de medicina pode querer classificar um candidato como provável de tornar-se médico ou improvável de tornar-se médico com base em notas de testes e outros registros universitários. Aqui, a determinação real só pode ser feita ao final de vários anos de treinamento.
Informação “perfeita” requer destruir o objeto.
Exemplo: A vida útil de uma bateria de calculadora é determinada usando-a até que ela falhe, e a resistência de uma peça de madeira é obtida carregando-a até que ela quebre. Produtos que falham não podem ser vendidos. Gostaríamos de classificar produtos como bons ou ruins (não atendendo às especificações) com base em certas medições preliminares.
Informação indisponível ou cara.
Exemplos: Supõe-se que certos dos Federalist Papers foram escritos por James Madison ou Alexander Hamilton porque foram assinados por eles. Outros dos Papers, contudo, não foram assinados e é de interesse determinar qual dos dois homens escreveu os Papers não assinados. Claramente, não podemos perguntar a eles. Frequências de palavras e comprimentos de sentenças podem ajudar a classificar os Papers disputados.
Muitos problemas médicos podem ser identificados conclusivamente apenas realizando uma operação cara. Geralmente, desejamos diagnosticar uma enfermidade a partir de sintomas externos facilmente observáveis, porém potencialmente falíveis. Essa abordagem ajuda a evitar operações desnecessárias — e caras.
\[\Diamond\]
Deve ficar claro, a partir desses exemplos, que regras de classificação normalmente não podem fornecer um método de atribuição livre de erros. Isso ocorre porque pode não haver uma distinção clara entre as características medidas das populações; isto é, os grupos podem se sobrepor.
Nesse caso, é possível, por exemplo, classificar incorretamente um objeto de \(\pi_2\) como pertencente a \(\pi_1\) ou um objeto de \(\pi_1\) como pertencente a \(\pi_2\).
Exemplo 11.1: Discriminando proprietário e não proprietário de cortador de grama
Considere dois grupos em uma cidade: \(\pi_1\), proprietários de cortadores de grama, e \(\pi_2\), aqueles sem cortadores de grama, i.e., não proprietários. Para identificar os melhores clientes potenciais para uma campanha intensiva de vendas, um fabricante de cortadores de grama está interessado em classificar famílias como potenciais proprietários ou não proprietários com base em \(x_1 =\) renda e \(x_2 =\) tamanho do lote.
Amostras aleatórias de \(n_1 = 12\) proprietários atuais e \(n_2 = 12\) não proprietários atuais fornecem os valores mostrados na Tabela 11.1.
Tabela 11.1:
| \(\pi_1\): Proprietário de cortador | \(\pi_2\): Não proprietário | ||
|---|---|---|---|
| \(x_1\) (Renda em milhares de dólares) | \(x_2\) (Área do lote em 1000 ft\(^2\)) | \(x_1\) (Renda em milhares de dólares) | \(x_2\) (Área do lote em 1000 ft\(^2\)) |
| 60.0 | 18.4 | 75.0 | 19.6 |
| 85.5 | 16.8 | 52.8 | 20.8 |
| 64.8 | 21.6 | 64.8 | 17.2 |
| 61.5 | 20.8 | 43.2 | 20.4 |
| 87.0 | 23.6 | 84.0 | 17.6 |
| 110.1 | 19.2 | 49.2 | 17.6 |
| 108.0 | 17.6 | 59.4 | 16.0 |
| 82.8 | 22.4 | 66.0 | 18.4 |
| 69.0 | 20.0 | 47.4 | 16.4 |
| 93.0 | 20.8 | 33.0 | 18.8 |
| 51.0 | 22.0 | 51.0 | 14.0 |
| 81.0 | 20.0 | 63.0 | 14.8 |
Esses dados estão representados na Figura 11.1. Observamos que os proprietários de cortadores de grama tendem a ter maiores rendas e lotes maiores do que os não proprietários, embora a renda pareça ser um “discriminante” melhor do que o tamanho do lote. Por outro lado, há alguma sobreposição entre os dois grupos.
Se, por exemplo, alocássemos os valores de \((x_1, x_2)\) que caem na região \(R_1\) (como determinada pela linha contínua na figura) à \(\pi_1\), proprietários, e aqueles valores de \((x_1, x_2)\) que caem na região \(R_2\) à \(\pi_2\), não proprietários, cometeríamos alguns erros.
Alguns proprietários de cortadores seriam classificados incorretamente como não proprietários e, inversamente, alguns não proprietários como proprietários.
A ideia é criar uma regra (regiões \(R_1\) e \(R_2\)) que minimize as chances de cometer esses erros. (Ver Exercício 11.2.)
suppressMessages(suppressWarnings(
invisible(Sys.setlocale("LC_ALL", "pt_BR.UTF-8"))
))
source("teste_homoced_multiv_2g.R")
alfa <- 0.05
# Leitura dos dados: duas variáveis preditoras e dois grupos
Dados <- read.csv("JW6Data/T11-1.dat", header = FALSE, sep = "")
colnames(Dados) <- c("Income", "LotSize", "Group")
# Ajuste dos rótulos dos grupos
Dados$Group <- factor(Dados$Group,
labels = c("owners", "nonowners"))
print(psych::describeBy(Income + LotSize ~ Group,
mat = 1,
digits = 2,
data = Dados)) item group1 vars n mean sd median trimmed mad min max
Income1 1 owners 1 12 109.47 18.78 111.9 109.26 22.24 81.0 140.1
Income2 2 nonowners 1 12 87.40 14.17 86.1 87.18 12.90 63.0 114.0
LotSize1 3 owners 2 12 20.27 2.02 20.4 20.28 2.08 16.8 23.6
LotSize2 4 nonowners 2 12 17.63 2.11 17.6 17.68 2.08 14.0 20.8
range skew kurtosis se
Income1 59.1 0.18 -1.30 5.42
Income2 51.0 0.18 -0.89 4.09
LotSize1 6.8 -0.14 -1.18 0.58
LotSize2 6.8 -0.13 -1.23 0.61suppressMessages(suppressWarnings(
invisible(
print(GGally::ggpairs(data = Dados,
mapping = ggplot2::aes(color = Group,
alpha = .5),
progress = FALSE)+
ggplot2::theme_bw()+
ggplot2::theme(panel.grid =
ggplot2::element_blank())))))
# Grupos linearmente separáveis: paralelismo das retas de regressão
with(Dados, {
sunflowerplot(LotSize ~ Income,
col = c("red","blue")[Group],
pch = c(16, 17)[Group],
xlab = "Renda (milhares de dólares)",
ylab = "Área do lote (1000 ft²)")
})
legend("topleft",
legend = levels(Dados$Group),
col = c("red","blue"),
pch = c(16,17),
bty = "n")
# Função auxiliar para reta + banda de confiança 95%
add_reg_ci <- function(df, col_line, col_band) {
fit <- lm(LotSize ~ Income, data = df)
g <- nlevels(Dados$Group)
x_new <- seq(min(df$Income), max(df$Income), length.out = 100)
pred <- predict(fit,
newdata = data.frame(Income = x_new),
interval = "confidence",
level = 1-alfa/g)
# banda de confiança
polygon(c(x_new, rev(x_new)),
c(pred[,"lwr"], rev(pred[,"upr"])),
border = NA,
col = adjustcolor(col_band, alpha.f = 0.2))
# reta de regressão
lines(x_new, pred[,"fit"], col = col_line, lwd = 2)
}
# owners
add_reg_ci(subset(Dados, Group == "owners"),
col_line = "red", col_band = "red")
# nonowners
add_reg_ci(subset(Dados, Group == "nonowners"),
col_line = "blue", col_band = "blue")
# Cálculo dos centróides
cent <- aggregate(cbind(Income, LotSize) ~ Group, data = Dados, mean)
# Adicionar ao gráfico
points(cent$Income, cent$LotSize,
pch = 8, cex = 2, lwd = 2,
col = c("red", "blue"))
text(cent$Income, cent$LotSize,
labels = cent$Group,
pos = 3, cex = 0.9)
## Teste de paralelismo das retas de regressão:
## Conjuntos linearmente separáveis
fit_int <- lm(LotSize ~ Income * Group, data = Dados)
fit_par <- lm(LotSize ~ Income + Group, data = Dados)
print(anova(fit_par, fit_int), digits=4)Analysis of Variance Table
Model 1: LotSize ~ Income + Group
Model 2: LotSize ~ Income * Group
Res.Df RSS Df Sum of Sq F Pr(>F)
1 21 89.89
2 20 89.29 1 0.5978 0.134 0.718# Normalidade multivariada dentro dos grupos
out <- MVN::mvn(data = Dados,
subset = "Group",
univariate_test = "SW",
desc = FALSE)
print(out$multivariate_normality, digits = 3) Group Test Statistic p.value MVN
1 owners Henze-Zirkler 0.242 0.769 ✓ Normal
2 nonowners Henze-Zirkler 0.211 0.855 ✓ Normal# Teste de homocedasticidade multivariada M de Box
res <- heplots::boxM(Y = Dados[, c("Income","LotSize")],
group = Dados$Group)
print(res)
Box's M-test for Homogeneity of Covariance Matrices
data: Dados[, c("Income", "LotSize")]
Chi-Sq (approx.) = 0.99346, df = 3, p-value = 0.8028
# Teste de homocedasticidade multivariada\nNakagawa & Wakaki (2017)
Y <- as.matrix(Dados[, c("Income", "LotSize")])
grupo <- Dados$Group
res <- teste_homoced_multiv_2g(Y, grupo)
# saída padrão APA
cat(sprintf("Teste de homocedasticidade multivariada\nNakagawa & Wakaki (2017):
χ²(%d) = %.2f, p = %.3f\n",
res$df[1], res$statistic[1], res$p.value[1]))Teste de homocedasticidade multivariada
Nakagawa & Wakaki (2017):
χ²(3) = 2.19, p = 0.534# MANOVA: teste de diferença de centróides populacionais
fit_mnv <- lm(cbind(Income, LotSize) ~ Group,
data=Dados)
print(car::Anova(fit_mnv))
Type II MANOVA Tests: Pillai test statistic
Df test stat approx F num Df den Df Pr(>F)
Group 1 0.5386 12.257 2 21 0.000297 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## -------------------------------------------------
## LDA e QDA
## -------------------------------------------------
lda_fit <- MASS::lda(Group ~ Income + LotSize,
CV = TRUE, # leave-one-out cross-validation
data = Dados)
## -------------------------------------------------
## Matrizes de confusão (validação cruzada)
## -------------------------------------------------
# LDA
tab_lda <- table(Observado = Dados$Group,
Predito = lda_fit$class)
cat("\nMatriz de confusão LDA (validação cruzada):\n")
Matriz de confusão LDA (validação cruzada): Predito
Observado owners nonowners
owners 10 2
nonowners 3 9 coeff.name coeff.val coeff.se coeff.ci coeff.pval
1 Gwet's AC1 0.58 0.17 (0.241,0.927) 1.822e-03erro_lda <- 1 - sum(diag(tab_lda)) / sum(tab_lda)
cat("Estimativa não-viesada de E(AER) = ", round(erro_lda, 4),
"\n", sep="")Estimativa não-viesada de E(AER) = 0.2083## -------------------------------------------------
## Fronteiras discriminantes no plano (Income, LotSize)
## -------------------------------------------------
x_seq <- seq(min(Dados$Income) - 0.5,
max(Dados$Income) + 0.5,
length.out = 300)
y_seq <- seq(min(Dados$LotSize) - 0.5,
max(Dados$LotSize) + 0.5,
length.out = 300)
grid_xy <- expand.grid(Income = x_seq,
LotSize = y_seq)
# Predições na grade para LDA e QDA
lda_fit <- MASS::lda(Group ~ Income + LotSize,
CV = FALSE, # leave-one-out cross-validation
data = Dados)
print(lda_fit, digits=2)Call:
lda(Group ~ Income + LotSize, data = Dados, CV = FALSE)
Prior probabilities of groups:
owners nonowners
0.5 0.5
Group means:
Income LotSize
owners 109 20
nonowners 87 18
Coefficients of linear discriminants:
LD1
Income -0.048
LotSize -0.380pred_lda <- predict(lda_fit, newdata = grid_xy)
# Diferença de probabilidades a posteriori (owners - nonowners)
grid_xy$lda_diff <- pred_lda$posterior[,"owners"] -
pred_lda$posterior[,"nonowners"]
# Função discriminante y^
m.pi <- tapply(Dados[, c("Income", "LotSize")],
INDEX = Dados$Group, FUN = colMeans)
s.pi <- tapply(Dados[, c("Income", "LotSize")],
INDEX = Dados$Group, FUN = cov)
n.pi <- tapply(Dados[, c("Income", "LotSize")],
INDEX = Dados$Group, FUN = nrow)
s.pooled <- ((n.pi[1]-1) * s.pi$owners +
(n.pi[2]-1) * s.pi$nonowners)/
(n.pi[1]+n.pi[2]-2)
a.hat <- crossprod(m.pi$owners - m.pi$nonowners,
solve(s.pooled))
FDL <- matrix(colnames(s.pooled), ncol = 1)
y_hat <- calculus::mx(round(a.hat,2), FDL)
cat("y^ = ", y_hat[1, 1], "\n", sep = "")y^ = 0.1 * (Income) + 0.79 * (LotSize)# importância
a.hat_abs <- abs(t(a.hat))
colnames(a.hat_abs) <- "Importância da medida"
rownames(a.hat_abs) <- colnames(a.hat)
print(proportions(a.hat_abs), digits = 2) Importância da medida
Income 0.11
LotSize 0.89## -------------------------------------------------
## Gráfico com fronteiras LDA (linear) : car::ellipse
## Elipse de confiança do centróide
## -------------------------------------------------
x.bar <- (1/2) * (m.pi$owners + m.pi$nonowners)
# centroides em coordenadas originais (Income, LotSize)
centroids <- aggregate(
cbind(Income, LotSize) ~ Group,
data = Dados,
FUN = mean
)
print(centroids, digits = 3) Group Income LotSize
1 owners 109.5 20.3
2 nonowners 87.4 17.6## Elipses de CONFIANÇA (95%) para as médias dos dois grupos
## (analogia direta com o exemplo do iris)
p <- ncol(Dados[, c("Income", "LotSize")])
# limites do gráfico
xlim <- range(Dados$Income)
ylim <- range(Dados$LotSize)
g <- nlevels(Dados$Group)
## Grupo 1: owners
n1 <- as.numeric(n.pi["owners"])
T2crit1 <- ((n1 - 1) * p / (n1 - p)) *
qf(p = 1 - alfa/g, df1 = p, df2 = n1 - p)
c1 <- sqrt(T2crit1 / n1)
car::ellipse(
center = m.pi$owners,
shape = s.pi$owners,
radius = c1,
grid = FALSE,
fill = TRUE,
fill.alpha = 0.05,
col = "black",
lwd = 1,
add = FALSE,
xlim = xlim,
ylim = ylim,
xlab = expression(Income),
ylab = expression(LotSize),
main = "Regiões elípticas de confiança de 95% Bonf"
)
points(m.pi$owners[1],
m.pi$owners[2],
pch = 16) # cheio
text(m.pi$owners[1],
m.pi$owners[2],
pos = 2,
labels = expression(bar(x)[owners]),
col = "black")
## Grupo 2: nonowners
n2 <- as.numeric(n.pi["nonowners"])
T2crit2 <- ((n2 - 1) * p / (n2 - p)) *
qf(p = 1 - alfa/g, df1 = p, df2 = n2 - p)
c2 <- sqrt(T2crit2 / n2)
car::ellipse(
center = m.pi$nonowners,
shape = s.pi$nonowners,
radius = c2,
fill = TRUE,
fill.alpha = 0.05,
col = "black",
lwd = 1,
add = TRUE
)
points(m.pi$nonowners[1],
m.pi$nonowners[2],
pch = 1) # vazio
text(m.pi$nonowners[1],
m.pi$nonowners[2],
pos = 2,
labels = expression(bar(x)[nonowners]),
col = "black")
## reta discriminante
x.bar <- 0.5 * (m.pi$owners + m.pi$nonowners)
b0 <- as.numeric(a.hat %*% x.bar) / a.hat[2]
b1 <- -a.hat[1] / a.hat[2]
abline(a = b0, b = b1, lty = 2)
## -------------------------------------------------
## Gráfico com fronteiras LDA (linear) : ggplot2
## -------------------------------------------------
set.seed(123)
g <- ggplot2::ggplot(
data = Dados,
mapping = ggplot2::aes(x = Income,
y = LotSize,
colour = Group,
shape = Group)
) +
ggplot2::geom_point(size = 2,
position = ggplot2::position_jitter(width = 0.05,
height = 0.05)) +
# Fronteira LDA (posterior_owners - posterior_nonowners = 0)
ggplot2::stat_contour(
data = grid_xy,
mapping = ggplot2::aes(x = Income,
y = LotSize,
z = lda_diff),
breaks = 0,
linewidth = 0.7,
colour = "black",
linetype = 2,
inherit.aes = FALSE
) +
ggplot2::labs(
x = "Renda (milhares de dólares)",
y = "Área do lote (1000 ft²)",
title = "Fronteira discriminante\nLDA"
) +
ggplot2::theme_bw() +
ggplot2::theme(panel.grid = ggplot2::element_blank())
print(g)
Há diferenca entre os pontos classificados erroneamente no gráfico pela reta discriminante e os erros na matriz de confusão. Para cada observação existe uma fronteira diferente, porque o ponto é removido do ajuste a cada iteração. Não existe uma “reta discriminante única” na validação cruzada.
\[\Diamond\]
Um bom procedimento de classificação deve resultar em poucas classificações incorretas. Em outras palavras, as chances, ou probabilidades, de erro de classificação devem ser pequenas. Como veremos, existem características adicionais que uma regra de classificação “ótima” deve possuir.
Pode ocorrer que uma classe ou população tenha maior probabilidade de ocorrência do que outra, porque uma das duas populações é relativamente muito maior do que a outra. Por exemplo, tende a haver mais empresas financeiramente sólidas do que empresas falidas. Como outro exemplo, uma espécie de erva-de-passarinho pode ser mais prevalente do que outra.
Uma regra de classificação ótima deve levar em conta essas “probabilidades pr de ocorrência”. Se realmente acreditarmos que a probabilidade (prévia) de uma empresa financeiramente em dificuldade e, no final, falida é muito pequena, então deve-se classificar uma empresa selecionada aleatoriamente como não falida, a menos que os dados favoreçam esmagadoramente a falência.
Outro aspecto da classificação é o custo. Suponha que classificar um objeto de \(\pi_1\) como pertencente a \(\pi_2\) represente um erro mais grave do que classificar um objeto de \(\pi_2\) como pertencente a \(\pi_1\). Então, deve-se ter cautela ao fazer a primeira atribuição. Como exemplo, deixar de diagnosticar uma doença potencialmente fatal é substancialmente mais “custoso” do que concluir que a doença está presente quando, na verdade, não está. Um procedimento de classificação ótimo deve, sempre que possível, levar em conta os custos associados à classificação incorreta.
Sejam \(f_1(\mathbf{x})\) e \(f_2(\mathbf{x})\) as funções densidade de probabilidade associadas ao vetor aleatório \(\mathbf{X}\) de dimensão \(p \times 1\) para as populações \(\pi_1\) e \(\pi_2\), respectivamente. Um objeto com medições associadas \(\mathbf{x}\) deve ser atribuído a \(\pi_1\) ou \(\pi_2\).
Seja \(\Omega\) o espaço amostral — isto é, o conjunto de todos os possíveis valores observados de \(\mathbf{x}\). Seja \(R_1\) o conjunto de valores de \(\mathbf{x}\) para os quais classificamos os objetos como pertencentes a \(\pi_1\) e \(R_2 = \Omega - R_1\) os valores restantes de \(\mathbf{x}\) para os quais classificamos os objetos como pertencentes a \(\pi_2\).
Como todo objeto deve ser atribuído a uma e somente uma das duas populações, os conjuntos \(R_1\) e \(R_2\) são mutuamente exclusivos e exaustivos.
Para \(p = 2\), podemos ter um caso como o ilustrado na Figura 11.2.
A probabilidade condicional \(P(2 \mid 1)\) de classificar um objeto como pertencente a \(\pi_2\) quando, na verdade, ele é de \(\pi_1\) é
\[ P(2 \mid 1) = P(\mathbf{X} \in R_2 \mid \pi_1) = \int_{R_2 = \Omega - R_1} f_1(\mathbf{x})\, d\mathbf{x} \tag{11-1} \]
Analogamente, a probabilidade condicional \(P(1 \mid 2)\) de classificar um objeto como pertencente a \(\pi_1\) quando ele é realmente de \(\pi_2\) é
\[ P(1 \mid 2) = P(\mathbf{X} \in R_1 \mid \pi_2) = \int_{R_1} f_2(\mathbf{x})\, d\mathbf{x} \tag{11-2} \]
O sinal de integral em (11-1) representa o volume formado pela função densidade \(f_1(\mathbf{x})\) sobre a região \(R_2\). Analogamente, o sinal de integral em (11-2) representa o volume formado por \(f_2(\mathbf{x})\) sobre a região \(R_1\). Isso é ilustrado na Figura 11.3 para o caso univariado, \(p = 1\).
Seja \(p_1\) a probabilidade prévia de \(\pi_1\) e \(p_2\) a probabilidade prévia de \(\pi_2\), onde \(p_1 + p_2 = 1\). Então, as probabilidades totais de classificar corretamente ou incorretamente objetos podem ser obtidas como o produto das probabilidades prévias pelas probabilidades condicionais de classificação:
\[ P(\text{observação corretamente classificada como } \pi_1) = \\ P(\text{observação vem de } \pi_1 \text{ e é corretamente classificada como } \pi_1) =\\ P(\mathbf{X} \in R_1 \mid \pi_1) P(\pi_1) = \\ P(1 \mid 1)\, p_1\\ \\ P(\text{observação incorretamente classificada como } \pi_1) = \\P(\text{observação vem de } \pi_2 \text{ e é incorretamente classificada como } \pi_1)=\\ P(\mathbf{X} \in R_1 \mid \pi_2) P(\pi_2)=\\ P(1 \mid 2)\, p_2 \\ P(\text{observação corretamente classificada como } \pi_2) = \\ P(\text{observação vem de } \pi_2 \text{ e é corretamente classificada como } \pi_2)=\\ P(\mathbf{X} \in R_2 \mid \pi_2) P(\pi_2)= \\ P(2 \mid 2)\, p_2 \\ P(\text{observação incorretamente classificada como } \pi_2) = \\ P(\text{observação vem de } \pi_1 \text{ e é incorretamente classificada como } \pi_2)=\\ P(\mathbf{X} \in R_2 \mid \pi_1) P(\pi_1)=\\ P(2 \mid 1)\, p_1 \tag{11-3} \]
Esquemas de classificação são frequentemente avaliados em termos de suas probabilidades de classificação incorreta (ver Seção 11.4), mas isso ignora o custo da classificação incorreta. Por exemplo, mesmo uma probabilidade aparentemente pequena, como \(0.06 = P(2 \mid 1)\), pode ser grande demais se o custo de fazer uma atribuição incorreta para \(\pi_2\) for extremamente alto. Uma regra que ignora custos pode causar problemas.
Os custos de classificação incorreta podem ser definidos por uma matriz de custos:
\[ \begin{array}{c|cc} \text{Classificar como:} & \pi_1 & \pi_2 \\ \hline \text{População verdadeira: } \pi_1 & 0 & c(2 \mid 1) \\ \pi_2 & c(1 \mid 2) & 0 \end{array} \tag{11-4} \]
Os custos são:
- zero para classificação correta,
- \(c(1 \mid 2)\) quando uma
observação de \(\pi_2\) é
incorretamente classificada como \(\pi_1\), e
- \(c(2 \mid 1)\) quando uma observação de \(\pi_1\) é incorretamente classificada como \(\pi_2\).
Para qualquer regra, o custo médio, ou custo esperado de classificação incorreta (ECM), é obtido multiplicando os termos fora da diagonal em (11-4) por suas probabilidades de ocorrência, obtidas em (11-3). Consequentemente,
\[ \text{ECM} = c(2 \mid 1)\,P(2 \mid 1)\,p_1 + c(1 \mid 2)\,P(1 \mid 2)\,p_2 \tag{11-5} \]
Uma regra de classificação razoável deve ter um \(\text{ECM}\) tão pequeno, ou tão próximo de pequeno quanto possível.
Resultado 11.1. As regiões \(R_1\) e \(R_2\) que minimizam o \(\text{ECM}\) são definidas pelos valores de \(\mathbf{x}\) para os quais as seguintes desigualdades são satisfeitas:
\[ R_1:\quad \frac{f_1(\mathbf{x})}{f_2(\mathbf{x})} \ge \frac{c(1 \mid 2)}{c(2 \mid 1)} \frac{p_2}{p_1} \]
\[ (\text{razão de densidades}) \;\ge\; (\text{razão de custos}) \;(\text{razão das probabilidades prévias}) \tag{11-6} \]
\[ R_2:\quad \frac{f_1(\mathbf{x})}{f_2(\mathbf{x})} < \frac{c(1 \mid 2)}{c(2 \mid 1)} \frac{p_2}{p_1} \]
\[ (\text{razão de densidades}) \;<\; (\text{razão de custos}) \;(\text{razão das probabilidades prévias}) \]
Demonstração. Ver Exercício 11.3.
\[\Diamond\] Fica claro, a partir de (11-6), que a implementação da regra de \(\text{ECM}\) mínimo requer:
- a razão das funções densidade avaliada em uma nova observação \(\mathbf{x}_0\),
- a razão de custos e
- a razão das probabilidades prévias.
O aparecimento de razões na definição das regiões de classificação ótimas é significativo. Frequentemente, é muito mais fácil especificar as razões do que suas partes componentes.
Por exemplo, pode ser difícil especificar os custos (em unidades apropriadas) de classificar um estudante como material de nível universitário quando, na verdade, ele ou ela não o é, e de classificar um estudante como não sendo material universitário quando, na verdade, ele ou ela é. O custo para os contribuintes de educar, por 2 anos, um estudante que abandonará a universidade, por exemplo, pode ser avaliado aproximadamente. Já o custo para a universidade e para a sociedade de não educar um estudante capaz é mais difícil de determinar.
Entretanto, pode ser que um número realista para a razão desses custos de classificação incorreta seja obtido. Quaisquer que sejam as unidades de medida, não admitir um possível formando universitário pode ser cinco vezes mais custoso, ao longo de um horizonte de tempo adequado, do que admitir um eventual evadido. Nesse caso, a razão de custos é cinco.
É interessante considerar as regiões de classificação definidas em (11-6) para alguns casos especiais.
Casos especiais das regiões de custo esperado mínimo:
- \(p_2/p_1 = 1\) (probabilidades prévias iguais)
\[ R_1:\quad \frac{f_1(\mathbf{x})}{f_2(\mathbf{x})} \ge \frac{c(1 \mid 2)}{c(2 \mid 1)} \qquad\qquad R_2:\quad \frac{f_1(\mathbf{x})}{f_2(\mathbf{x})} < \frac{c(1 \mid 2)}{c(2 \mid 1)} \]
- \(\dfrac{c(1 \mid 2)}{c(2 \mid 1)} = 1\) (custos de classificação incorreta iguais)
\[ R_1:\quad \frac{f_1(\mathbf{x})}{f_2(\mathbf{x})} \ge \frac{p_2}{p_1} \qquad\qquad R_2:\quad \frac{f_1(\mathbf{x})}{f_2(\mathbf{x})} < \frac{p_2}{p_1} \tag{11-7} \]
- \(\dfrac{p_2}{p_1} = \dfrac{c(1 \mid 2)}{c(2 \mid 1)}= 1\) (probabilidades prévias iguais e custos de classificação incorreta iguais)
\[ R_1:\quad \frac{f_1(\mathbf{x})}{f_2(\mathbf{x})} \ge 1 \qquad\qquad R_2:\quad \frac{f_1(\mathbf{x})}{f_2(\mathbf{x})} < 1 \]
Quando as probabilidades prévias são desconhecidas, elas são frequentemente tomadas como iguais, e a regra do \(\text{ECM}\) mínimo envolve comparar a razão das densidades populacionais com a razão dos custos apropriados de classificação incorreta.
Se a razão dos custos de classificação incorreta for indeterminada, ela é geralmente tomada como unidade, e a razão das densidades populacionais é comparada com a razão das probabilidades prévias. (Note que as probabilidades prévias aparecem em ordem inversa às densidades.)
Finalmente, quando tanto a razão das probabilidades prévias quanto a razão dos custos de classificação incorreta são iguais a um, as regiões ótimas de classificação são determinadas simplesmente comparando os valores das funções densidade.
Nesse caso, se \(\mathbf{x}_0\) é uma nova observação e
\[ \frac{f_1(\mathbf{x}_0)}{f_2(\mathbf{x}_0)} \ge 1 \]
isto é, \(f_1(\mathbf{x}_0) \ge f_2(\mathbf{x}_0)\), atribuímos \(\mathbf{x}_0\) a \(\pi_1\).
Por outro lado, se
\[ \frac{f_1(\mathbf{x}_0)}{f_2(\mathbf{x}_0)} < 1 \]
ou \(f_1(\mathbf{x}_0) < f_2(\mathbf{x}_0)\), atribuímos \(\mathbf{x}_0\) a \(\pi_2\).
É prática comum usar arbitrariamente o caso (c) de (11-7) para classificação. Isso equivale a assumir probabilidades prévias iguais e custos de classificação incorreta iguais para a regra de \(\text{ECM}\) mínimo. Esta é a justificativa geralmente fornecida. Ela também é equivalente a assumir que a razão das probabilidades prévias é o recíproco da razão dos custos de classificação incorreta.
Exemplo 11.2: Classificando uma nova observação em uma das duas populações
Um pesquisador possui dados suficientes para estimar as funções
densidade \(f_1(\mathbf{x})\) e \(f_2(\mathbf{x})\) associadas às populações
\(\pi_1\) e \(\pi_2\), respectivamente. Suponha que
\(c(2 \mid 1) = 5\) unidades e \(c(1 \mid 2) = 10\) unidades.
Além disso, sabe-se que cerca de 20% de todos os objetos
(para os quais as medidas \(\mathbf{x}\) podem ser registradas)
pertencem a \(\pi_2\). Assim, as
probabilidades prévias são
\(p_1 = 0.8\) e \(p_2 = 0.2\).
Dadas as probabilidades prévias e os custos de classificação incorreta, podemos usar (11-6) para obter as regiões de classificação \(R_1\) e \(R_2\). Especificamente, temos:
\[ R_1:\quad \frac{f_1(\mathbf{x})}{f_2(\mathbf{x})} \ge \frac{10}{5}\frac{0.2}{0.8} = 0.5 \]
\[ R_2:\quad \frac{f_1(\mathbf{x})}{f_2(\mathbf{x})} < \frac{10}{5}\frac{0.2}{0.8} = 0.5 \]
Suponha que as funções densidade avaliadas em uma nova observação
\(\mathbf{x}_0\) forneçam
\(f_1(\mathbf{x}_0) = 0.3\) e \(f_2(\mathbf{x}_0) = 0.4\).
Devemos classificar a nova observação como pertencente a \(\pi_1\) ou a \(\pi_2\)?
Para responder a essa questão, formamos a razão:
\[ \frac{f_1(\mathbf{x}_0)}{f_2(\mathbf{x}_0)} = \frac{0.3}{0.4} = 0.75 \]
e a comparamos com \(0.5\) obtido anteriormente. Como
\[ \frac{f_1(\mathbf{x}_0)}{f_2(\mathbf{x}_0)} = 0.75 > \frac{c(1 \mid 2)}{c(2 \mid 1)}\frac{p_2}{p_1} = 0.5 \]
concluímos que \(\mathbf{x}_0 \in R_1\) e a classificamos como pertencente a \(\pi_1\).
\[\Diamond\] Critérios além do custo esperado de classificação incorreta podem ser usados para derivar procedimentos de classificação “ótimos”. Por exemplo, pode-se ignorar os custos de classificação incorreta e escolher \(R_1\) e \(R_2\) de modo a minimizar a probabilidade total de classificação incorreta (TPM):
\[ \begin{align} \text{TPM} &= P(\text{classificar incorretamente uma observação de } \pi_1\\ &\qquad\text{ou classificar incorretamente uma observação de } \pi_2)\\ &= P(\text{observação vem de } \pi_1 \text{ e é classificada incorretamente}) + \\ &\quad P(\text{observação vem de } \pi_2 \text{ e é classificada incorretamente})\\ \text{TPM}&= p_1 \int_{R_2} f_1(\mathbf{x})\, d\mathbf{x} + p_2 \int_{R_1} f_2(\mathbf{x})\, d\mathbf{x} \end{align} \tag{11-8} \]
Do ponto de vista matemático, este problema é equivalente a minimizar o custo esperado de classificação incorreta quando os custos de classificação incorreta são iguais. Consequentemente, as regiões ótimas, nesse caso, são dadas por (b) em (11-7).
Também podemos alocar uma nova observação \(\mathbf{x}_0\) à população com a maior probabilidade posterior \(P(\pi_i \mid \mathbf{x}_0)\). Pela regra de Bayes, as probabilidades posteriores são:
\[ \begin{align} P(\pi_1 \mid \mathbf{x}_0) &= \frac{P(\pi_1 \text{ ocorre e observamos } \mathbf{x}_0)} {P(\text{observamos } \mathbf{x}_0)}\\ &= \frac{P(\mathbf{x}_0 \mid \pi_1)\,P(\pi_1)} {P(\mathbf{x}_0 \mid \pi_1)\,P(\pi_1) + P(\mathbf{x}_0 \mid \pi_2)\,P(\pi_2)}\\ P(\pi_1 \mid \mathbf{x}_0)&= \frac{p_1 f_1(\mathbf{x}_0)} {p_1 f_1(\mathbf{x}_0) + p_2 f_2(\mathbf{x}_0)}\\\\ P(\pi_2 \mid \mathbf{x}_0)&= 1 - P(\pi_1 \mid \mathbf{x}_0)\\ P(\pi_2 \mid \mathbf{x}_0)&= \frac{p_2 f_2(\mathbf{x}_0)} {p_1 f_1(\mathbf{x}_0) + p_2 f_2(\mathbf{x}_0)} \end{align} \tag{11-9} \]
Classificar uma observação \(\mathbf{x}_0\) como pertencente a \(\pi_1\) quando \(P(\pi_1 \mid \mathbf{x}_0) > P(\pi_2 \mid \mathbf{x}_0)\) é equivalente a usar a regra (b) para a probabilidade total de classificação incorreta em (11-7), pois os denominadores em (11-9) são os mesmos.
Entretanto, calcular as probabilidades posteriores das populações \(\pi_1\) e \(\pi_2\) após observar \(\mathbf{x}_0\) (daí o nome probabilidade posterior) é frequentemente útil para identificar atribuições menos evidentes.
Classificação com duas populações normais multivariadas
Procedimentos de classificação baseados em populações normais predominam na prática estatística devido à sua simplicidade e à eficiência razoavelmente alta em uma ampla variedade de modelos populacionais. Passamos agora a supor que \(f_1(\mathbf{x})\) e \(f_2(\mathbf{x})\) são densidades normais multivariadas, a primeira com vetor média \(\boldsymbol{\mu}_1\) e matriz de covariâncias \(\boldsymbol{\Sigma}_1\) e a segunda com vetor média \(\boldsymbol{\mu}_2\) e matriz de covariâncias \(\boldsymbol{\Sigma}_2\).
O caso especial de matrizes de covariâncias iguais leva a uma estatística de classificação linear particularmente simples.
Classificação de populações normais quando \(\boldsymbol{\Sigma}_1 = \boldsymbol{\Sigma}_2 = \boldsymbol{\Sigma}\)
Suponha que as densidades conjuntas de \(\mathbf{X}^{\prime} = [X_1, X_2, \ldots, X_p]\) para as populações \(\pi_1\) e \(\pi_2\) sejam dadas por
\[ \begin{align} f_i(\mathbf{x}) &= \frac{1}{\sqrt{(2\pi)^{p}\,|\boldsymbol{\Sigma}|}} \exp\left[ -\frac{1}{2} (\mathbf{x}-\boldsymbol{\mu}_i)^{\prime} \boldsymbol{\Sigma}^{-1} (\mathbf{x}-\boldsymbol{\mu}_i) \right]\\ i &= 1, 2 \end{align} \tag{11-10} \]
Suponha também que os parâmetros populacionais \(\boldsymbol{\mu}_1\), \(\boldsymbol{\mu}_2\) e \(\boldsymbol{\Sigma}\) sejam conhecidos. Então, após o cancelamento dos termos \(\sqrt{(2\pi)^{p}\,|\boldsymbol{\Sigma}|}\), as regiões de \(\text{ECM}\) mínimo em (11-6) tornam-se
\[ \begin{align} R_1:&\quad\exp\left[ -\frac{1}{2} (\mathbf{x}-\boldsymbol{\mu}_1)^{\prime} \boldsymbol{\Sigma}^{-1} (\mathbf{x}-\boldsymbol{\mu}_1) +\frac{1}{2} (\mathbf{x}-\boldsymbol{\mu}_2)^{\prime} \boldsymbol{\Sigma}^{-1} (\mathbf{x}-\boldsymbol{\mu}_2) \right] \\ &\quad\ge \frac{c(1 \mid 2)}{c(2 \mid 1)} \frac{p_2}{p_1} \\[4pt] R_2: &\quad\exp\left[ -\frac{1}{2} (\mathbf{x}-\boldsymbol{\mu}_1)^{\prime} \boldsymbol{\Sigma}^{-1} (\mathbf{x}-\boldsymbol{\mu}_1) +\frac{1}{2} (\mathbf{x}-\boldsymbol{\mu}_2)^{\prime} \boldsymbol{\Sigma}^{-1} (\mathbf{x}-\boldsymbol{\mu}_2) \right] \\ &\quad< \frac{c(1 \mid 2)}{c(2 \mid 1)} \frac{p_2}{p_1} \end{align} \tag{11-11} \] Dadas essas regiões \(R_1\) e \(R_2\), podemos construir a regra de classificação apresentada no seguinte resultado.
Resultado 11.2. Sejam as populações \(\pi_1\) e \(\pi_2\) descritas por densidades normais multivariadas da forma (11-10). Então, a regra de alocação que minimiza o \(\text{ECM}\) é a seguinte:
Regra: Alocar \(\mathbf{x}_0\) a \(\pi_1\) se
\[ \begin{align} (\boldsymbol{\mu}_1 - \boldsymbol{\mu}_2)^{\prime} \boldsymbol{\Sigma}^{-1} \mathbf{x}_0 - (\boldsymbol{\mu}_1 - \boldsymbol{\mu}_2)^{\prime} \boldsymbol{\Sigma}^{-1}\left(\dfrac{\boldsymbol{\mu}_1 + \boldsymbol{\mu}_2}{2}\right) &\ge \ln\left( \frac{c(1 \mid 2)}{c(2 \mid 1)} \frac{p_2}{p_1} \right)\\ (\boldsymbol{\mu}_1 - \boldsymbol{\mu}_2)^{\prime} \boldsymbol{\Sigma}^{-1}\left(\mathbf{x}_0-\dfrac{\boldsymbol{\mu}_1 + \boldsymbol{\mu}_2}{2}\right) &\ge \ln\left( \frac{c(1 \mid 2)}{c(2 \mid 1)} \frac{p_2}{p_1} \right)\\ (\boldsymbol{\mu}_1 - \boldsymbol{\mu}_2)^{\prime} \boldsymbol{\Sigma}^{-1}\left(\mathbf{x}_0-\bar{\boldsymbol{\mu}}\right) &\ge \ln\left( \frac{c(1 \mid 2)}{c(2 \mid 1)} \frac{p_2}{p_1} \right) \\ \mathbf{a}^{\prime}\left(\mathbf{x}_0-\bar{\boldsymbol{\mu}}\right) &\ge \ln\left( \frac{c(1 \mid 2)}{c(2 \mid 1)} \frac{p_2}{p_1} \right) \\ w_0 &\ge \ln\left( \frac{c(1 \mid 2)}{c(2 \mid 1)} \frac{p_2}{p_1} \right) \end{align} \tag{11-12} \]
O vetor \(\mathbf a=\boldsymbol{\Sigma}^{-1}(\boldsymbol{\mu}_1-\boldsymbol{\mu}_2)\) é chamado de direção ótima de Fisher (linear discriminant vector). Ele é proporcional ao tamanho de efeito multivariado ou distância de Mahalanobis. A medida de tamanho de efeito propriamente dita costuma ser \[ d_M = \sqrt{(\boldsymbol{\mu}_1-\boldsymbol{\mu}_2)^{\prime}\boldsymbol{\Sigma}^{-1}(\boldsymbol{\mu}_1-\boldsymbol{\mu}_2)} \] que é o análogo multivariado do d de Cohen univariado (diferença padronizada). Portanto, \(\mathbf a\) é um vetor associado ao tamanho de efeito; o escalar \(d_M\) é o tamanho de efeito multivariado.
O centróide médio \(\bar{\boldsymbol{\mu}}=\dfrac{\boldsymbol{\mu}_1+\boldsymbol{\mu}_2}{2}\) é a média aritmética dos centróides dos grupos.
Regra: Alocar \(\mathbf{x}_0\) a \(\pi_2\) em caso contrário.
Demonstração. Como as quantidades em (11-11) são não negativas para todo \(\mathbf{x}\), podemos tomar seus logaritmos naturais e preservar a ordem das desigualdades. Além disso (ver Exercício 11.5),
\[ -\frac{1}{2} (\mathbf{x} - \boldsymbol{\mu}_1)^{\prime} \boldsymbol{\Sigma}^{-1} (\mathbf{x} - \boldsymbol{\mu}_1) + \frac{1}{2} (\mathbf{x} - \boldsymbol{\mu}_2)^{\prime} \boldsymbol{\Sigma}^{-1} (\mathbf{x} - \boldsymbol{\mu}_2)=\\ (\boldsymbol{\mu}_1 - \boldsymbol{\mu}_2)^{\prime} \boldsymbol{\Sigma}^{-1} \mathbf{x} - (\boldsymbol{\mu}_1 - \boldsymbol{\mu}_2)^{\prime} \boldsymbol{\Sigma}^{-1} \bar{\boldsymbol{\mu}} \tag{11-13} \]
e, consequentemente,
\[ \begin{align} R_1:\quad &(\boldsymbol{\mu}_1 - \boldsymbol{\mu}_2)^{\prime} \boldsymbol{\Sigma}^{-1}\left(\mathbf{x}_0-\bar{\boldsymbol{\mu}}\right) \ge \ln\left( \frac{c(1 \mid 2)}{c(2 \mid 1)} \frac{p_2}{p_1} \right) \\[4pt] R_2:\quad &(\boldsymbol{\mu}_1 - \boldsymbol{\mu}_2)^{\prime} \boldsymbol{\Sigma}^{-1}\left(\mathbf{x}_0-\bar{\boldsymbol{\mu}}\right) < \ln\left( \frac{c(1 \mid 2)}{c(2 \mid 1)} \frac{p_2}{p_1} \right) \end{align} \tag{11-14} \]
Segue daí a regra de classificação de \(\text{ECM}\) mínimo.
\[\Diamond\]
Na maioria das situações práticas, as quantidades populacionais \(\boldsymbol{\mu}_1\), \(\boldsymbol{\mu}_2\) e \(\boldsymbol{\Sigma}\) são desconhecidas, de modo que a regra (11-12) deve ser modificada. Wald [31] e Anderson [2] sugeriram substituir os parâmetros populacionais por seus correspondentes amostrais.
Suponha, então, que tenhamos \(n_1\) observações multivariadas aleatórias \(\mathbf{X}^{\prime} = [X_1, X_2, \ldots, X_p]\) oriundas de \(\pi_1\) e \(n_2\) medições dessa quantidade oriundas de \(\pi_2\), com \(n_1 + n_2 - 2 \ge p\). Então, as respectivas matrizes de dados são
\[ \underset{n_1 \times p}{\mathbf{X}_1} = \begin{bmatrix} \mathbf{X}_{11}^{\prime} \\ \mathbf{X}_{12}^{\prime} \\ \vdots \\ \mathbf{X}_{1 n_1}^{\prime} \end{bmatrix} \qquad\text{e}\qquad \underset{n_{2} \times p}{\mathbf{X}_2} = \begin{bmatrix} \mathbf{X}_{21}^{\prime} \\ \mathbf{X}_{22}^{\prime} \\ \vdots \\ \mathbf{X}_{2 n_2}^{\prime} \end{bmatrix} \tag{11-15} \]
A partir dessas matrizes de dados, os vetores médias amostrais e as matrizes de covariâncias amostrais são dados por
\[ \begin{align} \bar{\mathbf{x}}_1 &= \frac{1}{n_1} \sum_{j=1}^{n_1} \mathbf{x}_{1j} &\qquad \mathbf{s}_1 &= \frac{1}{n_1 - 1} \sum_{j=1}^{n_1} (\mathbf{x}_{1j} - \bar{\mathbf{x}}_1)(\mathbf{x}_{1j} - \bar{\mathbf{x}}_1)^{\prime} \\[6pt] \bar{\mathbf{x}}_2 &= \frac{1}{n_2} \sum_{j=1}^{n_2} \mathbf{x}_{2j} &\qquad \mathbf{s}_2 &= \frac{1}{n_2 - 1} \sum_{j=1}^{n_2} (\mathbf{x}_{2j} - \bar{\mathbf{x}}_2)(\mathbf{x}_{2j} - \bar{\mathbf{x}}_2)^{\prime} \end{align} \tag{11-16} \]
Como se assume que as populações de origem possuem a mesma matriz de covariância \(\boldsymbol{\Sigma}\), as matrizes de covariância amostrais \(\mathbf{s}_1\) e \(\mathbf{s}_2\) são combinadas (pooled) para obter uma única estimativa não viciada de \(\boldsymbol{\Sigma}\), como em (6-21). Em particular, a média ponderada
\[ \mathbf{s}_{\text{pooled}} = \frac{n_1 - 1}{n_1 + n_2 - 2} \, \mathbf{s}_1 + \frac{n_2 - 1}{n_1 + n_2 - 2} \, \mathbf{s}_2 \tag{11-17} \]
é uma estimativa não viciada de \(\boldsymbol{\Sigma}\) se as matrizes de dados \(\mathbf{X}_1\) e \(\mathbf{X}_2\) contiverem amostras aleatórias das populações \(\pi_1\) e \(\pi_2\), respectivamente.
Substituindo \(\bar{\mathbf{x}}_1\) por \(\boldsymbol{\mu}_1\), \(\bar{\mathbf{x}}_2\) por \(\boldsymbol{\mu}_2\) e \(\mathbf{s}_{\text{pooled}}\) por \(\boldsymbol{\Sigma}\) em (11-12), obtemos a regra de classificação “amostral”:
Regra estimada de \(\text{ECM}\) mínimo para duas populações normais:
Alocar \(\mathbf{x}_0\) a \(\pi_1\) se
\[ (\bar{\mathbf{x}}_1 - \bar{\mathbf{x}}_2)^{\prime} \mathbf{s}_{\text{pooled}}^{-1}(\mathbf{x}_0 - \bar{\mathbf{x}}) \ge \ln\left( \frac{c(1 \mid 2)}{c(2 \mid 1)}\frac{p_2}{p_1} \right) \tag{11-18} \] Sendo que \(\bar{\mathbf{x}}=\dfrac{\bar{\mathbf{x}}_1 + \bar{\mathbf{x}}_2}{2}\).
Alocar \(\mathbf{x}_0\) a \(\pi_2\) caso contrário.
Se, em (11-18),
\[ \frac{c(1 \mid 2)}{c(2 \mid 1)}\frac{p_2}{p_1} = 1 \]
então \(\ln(1)=0\).
A expressão \(y = \hat{\mathbf{a}}^{\prime}\mathbf{x}\), sendo que \(\hat{\mathbf{a}}^{\prime}=(\bar{\mathbf{x}}_1 - \bar{\mathbf{x}}_2)^{\prime} \mathbf{s}_{\text{pooled}}^{-1}\), transforma observação multivariada \(\mathbf{x}\) em observação univariada \(y\).
\(y\) é a função discriminante linear de Fisher (projeção unidimensional que maximiza separação entre os grupos).
A regra estimada de \(\text{ECM}\) mínimo reduz-se a comparar a variável escalar
\[ \begin{align} y_0 &= (\bar{\mathbf{x}}_1 - \bar{\mathbf{x}}_2)^{\prime} \mathbf{s}_{\text{pooled}}^{-1}\mathbf{x}_0\\ y_0 &= \hat{\mathbf{a}}^{\prime}\mathbf{x}_0 \end{align} \tag{11-19} \]
com o ponto de corte \(\bar{y}\) (corresponde a \(\hat{m}\) do livro-texto)
\[ \begin{align} \bar{y} &= (\bar{\mathbf{x}}_1 - \bar{\mathbf{x}}_2)^{\prime} \mathbf{s}_{\text{pooled}}^{-1} \bar{\mathbf{x}} \\ \bar{y} &= \frac{\bar{y}_1 + \bar{y}_2}{2} \end{align} \tag{11-20} \]
sendo que os centróides da função discriminante linear de Fisher \(y_1\) e \(y_2\)
\[ y_1 = (\bar{\mathbf{x}}_1 - \bar{\mathbf{x}}_2)^{\prime} \mathbf{s}_{\text{pooled}}^{-1}\bar{\mathbf{x}}_1 = \hat{\mathbf{a}}^{\prime}\bar{\mathbf{x}}_1\\ y_2 = (\bar{\mathbf{x}}_1 - \bar{\mathbf{x}}_2)^{\prime} \mathbf{s}_{\text{pooled}}^{-1}\bar{\mathbf{x}}_2 = \hat{\mathbf{a}}^{\prime}\bar{\mathbf{x}}_2 \]
Portanto, alocar \(\mathbf{x}_0\) a \(\pi_1\) se
\[ \hat{w}_0=y_0-\bar{y} \ge \ln\left( \frac{c(1 \mid 2)}{c(2 \mid 1)}\frac{p_2}{p_1} \right) \]
I.e., a regra estimada de \(\text{ECM}\) mínimo para duas populações normais equivale a construir duas populações univariadas para os valores \(y\), tomando uma combinação linear apropriada das observações de \(\pi_1\) e \(\pi_2\), e então classificar uma nova observação \(\mathbf{x}_0\) em \(\pi_1\) ou \(\pi_2\), dependendo se \(y_0 = \hat{\mathbf{a}}^{\prime}\mathbf{x}_0\) cai à direita ou à esquerda do ponto médio entre as duas médias univariadas \(y_1\) e \(y_2\).
Uma vez inseridas estimativas dos parâmetros populacionais correspondentes, não há garantia de que a regra resultante minimiza o custo esperado de classificação incorreta em uma aplicação particular. Isso ocorre porque a regra ótima em (11-12) foi derivada assumindo que as densidades normais multivariadas \(f_1(\mathbf{x})\) e \(f_2(\mathbf{x})\) eram completamente conhecidas. A expressão (11-18) é apenas uma estimativa da regra ótima. Ainda assim, é razoável esperar que ela tenha bom desempenho quando os tamanhos amostrais forem grandes. À medida que os tamanhos amostrais aumentam, \(\bar{\mathbf{x}}_1\), \(\bar{\mathbf{x}}_2\) e \(\mathbf{s}_{\text{pooled}}\) tornam-se, com probabilidade tendendo a 1, indistinguíveis de \(\boldsymbol{\mu}_1\), \(\boldsymbol{\mu}_2\) e \(\boldsymbol{\Sigma}\), respectivamente [ver (4-26) e (4-27)].
Em resumo, se os dados parecerem ser normais multivariados, a estatística de classificação do lado esquerdo da desigualdade em (11-18) pode ser calculada para cada nova observação \(\mathbf{x}_0\). Pelo menos, as distribuições de frequência marginais das observações em cada variável devem ser verificadas quanto à normalidade. Isso deve ser feito para as amostras em ambas as populações. Frequentemente, algumas variáveis precisam ser transformadas para torná-las mais “normais”. (Ver Seções 4.6 e 4.8.)
Essas observações são então classificadas comparando-se os valores dessa estatística com o valor de \(\ln\left(\frac{c(1 \mid 2)}{c(2 \mid 1)}\frac{p_2}{p_1}\right)\).
Exemplo 11.3: Classificação com duas populações normais: \(\boldsymbol{\Sigma}\) comum e custos iguais
Este exemplo é adaptado de um estudo [4] relacionado à detecção de portadoras de hemofilia A. (Ver também Exercício 11.32.)
Para construir um procedimento para detectar potenciais portadoras de hemofilia A, amostras de sangue foram analisadas para dois grupos de mulheres, e medidas em duas variáveis foram registradas:
\[ \begin{align} X_1 &= \log_{10}(\text{atividade de AHF}) \\ X_2 &= \log_{10}(\text{antígeno semelhante ao AHF}) \end{align} \]
sendo que AHF denota fator anti-hemofílico.
O primeiro grupo, com \(n_1 = 30\) mulheres, foi selecionado de uma população de mulheres que não carregavam o gene da hemofilia. Esse grupo foi denominado grupo normal.
O segundo grupo, com \(n_2 = 45\) mulheres, foi selecionado entre portadoras conhecidas de hemofilia A (filhas de hemofílicos, mães com mais de um filho hemofílico, e mães com um filho hemofílico e outros parentes hemofílicos). Esse grupo foi denominado portadoras obrigatórias.
Note que não é boa prática em análise discriminante o uso de grupos desbalanceados, pois a prevalência amostral dos grupos compete com a prevalência prévia (populacional) dos grupos para determinação da regra discriminante.
Os pares de observações \((x_1, x_2)\) para os dois grupos estão apresentados na Figura 11.4. Também são mostradas as curvas de nível estimadas contendo 50% e 95% da probabilidade para distribuições normais bivariadas centradas em \(\bar{\mathbf{x}}_1\) e \(\bar{\mathbf{x}}_2\), respectivamente. A matriz de covariância comum foi tomada como a matriz de covariância amostral combinada \(\mathbf{s}_{\text{pooled}}\). Neste exemplo, distribuições normais bivariadas parecem ajustar-se razoavelmente bem aos dados.
Os investigadores [4] fornecem a seguinte informação:
\[ \bar{\mathbf{x}}_1 = \begin{bmatrix} -0.1349 \\ -0.0778 \end{bmatrix} \qquad \bar{\mathbf{x}}_2 = \begin{bmatrix} -0.3079 \\ -0.0060 \end{bmatrix} \]
e
\[ \mathbf{s}_{\text{pooled}}^{-1} = \begin{bmatrix} 86.090 & -61.487 \\ -61.487 & 90.199 \end{bmatrix} \]
Portanto, a função discriminante com custos iguais e probabilidades prévias iguais (ver (11-19)) é
\[ \begin{align} \hat{y} &= \hat{\mathbf{a}}^{\prime}\mathbf{x}\\ &= (\bar{\mathbf{x}}_1 - \bar{\mathbf{x}}_2)^{\prime} \mathbf{s}_{\text{pooled}}^{-1}\mathbf{x} \\[4pt] &= [0.173 \;-0.0719] \begin{bmatrix} 86.090 & -61.487 \\ -61.487 & 90.199 \end{bmatrix} \begin{bmatrix} x_1 \\ x_2 \end{bmatrix} \\[4pt] \hat{y}&= 19.319 \,x_1 - 17.124\,x_2 \end{align} \]
Além disso,
\[ \begin{align} \bar{y}_1 &= \hat{\mathbf{a}}^{\prime}\bar{\mathbf{x}}_1 = [\,19.319 \;\; -17.124\,] \begin{bmatrix} -0.1349 \\ -0.0778 \end{bmatrix} = -1.27 \\[6pt] \bar{y}_2 &= \hat{\mathbf{a}}^{\prime}\bar{\mathbf{x}}_2 = [\,19.319 \;\; -17.124\,] \begin{bmatrix} -0.3079 \\ -0.0060 \end{bmatrix} = -5.85 \end{align} \]
O ponto médio entre essas médias (ver (11-20)) é
\[ \bar{y} = \frac{\bar{y}_1 + \bar{y}_2}{2} = \frac{-1.27 - 5.85}{2} = -3.56 \]
As medições de atividade de AHF e de antígeno semelhante ao AHF em
uma mulher que pode ser portadora de hemofilia A fornecem
\(x_1 = -0.210\) e \(x_2 = -0.044\).
Devemos classificar essa mulher em \(\pi_1\) (normal) ou em \(\pi_2\) (portadora obrigatória)?
Usando (11-18) com custos iguais e probabilidades prévias iguais, de modo que \(\ln(1)=0\), obtemos:
\[ \text{Alocar } \mathbf{x}_0 \text{ a } \pi_1 \text{ se } y_0 = \hat{\mathbf{a}}^{\prime}\mathbf{x}_0 \ge \bar{y} = -3.56 \]
\[ \text{Alocar } \mathbf{x}_0 \text{ a } \pi_2 \text{ se } y_0 = \hat{\mathbf{a}}^{\prime}\mathbf{x}_0 < \bar{y} = -3.56 \]
sendo que \(\mathbf{x}_0^{\prime} = [-0.210,\,-0.044]\).
Como
\[ y_0 = [\,19.319 \;\; -17.124\,] \begin{bmatrix} -0.210 \\ -0.044 \end{bmatrix} = -3.30 > -3.56 \]
classificamos a mulher como pertencente a \(\pi_1\), isto é, uma não portadora.
Suponha agora que as probabilidades prévias de pertencimento aos grupos sejam conhecidas.
Por exemplo, para uma prima em primeiro grau materna de um hemofílico, temos \(p_1 = 0.75\) e \(p_2 = 0.25\).
Assumindo custos de erro iguais e usando a estatística
\[ \begin{align} \hat{w}_0 &= y_0 - \bar{y} \end{align} \]
com \(y_0 = \hat{\mathbf{a}}^{\prime}\mathbf{x}_0 = -3.30\) e \(\bar{y} = -3.56\), obtemos
\[ \hat{w}_0 = -3.30 - (-3.56) = 0.26 \]
Aplicando (11-18):
\[ \hat{w}_0 = 0.26 > \ln\left(\frac{p_2}{p_1}\right) = \ln\left(\frac{0.25}{0.75}\right) = \ln\left(\frac{1}{3}\right) = -1.10 \]
Portanto, mesmo com probabilidades prévias desiguais, a classificação é novamente \(\pi_1\), isto é, não portadora.
\[\Diamond\] * JW6_Example11.3.R
suppressMessages(suppressWarnings(
invisible(Sys.setlocale("LC_ALL", "pt_BR.UTF-8"))
))
source("teste_homoced_multiv_2g.R")
alfa <- 0.05
Dados <- read.csv("JW6Data/T11-8.dat", header = FALSE, sep = "")
colnames(Dados) <- c("Group", "AHF_act", "AHF_antig")
Dados$Group <- factor(Dados$Group,
labels = c("noncarriers", "oblig.carriers"))
print(psych::describeBy(AHF_antig+AHF_act~Group,
mat=1,
digits=2,
data = Dados)) item group1 vars n mean sd median trimmed mad min
AHF_antig1 1 noncarriers 1 30 -0.08 0.13 -0.07 -0.07 0.13 -0.48
AHF_antig2 2 oblig.carriers 1 45 -0.01 0.16 0.00 0.00 0.17 -0.34
AHF_act1 3 noncarriers 2 30 -0.13 0.14 -0.14 -0.13 0.08 -0.53
AHF_act2 4 oblig.carriers 2 45 -0.31 0.15 -0.34 -0.31 0.17 -0.69
max range skew kurtosis se
AHF_antig1 0.21 0.69 -0.59 1.09 0.02
AHF_antig2 0.29 0.63 -0.24 -0.83 0.02
AHF_act1 0.15 0.68 -0.61 0.93 0.03
AHF_act2 -0.01 0.68 0.00 -0.53 0.02suppressMessages(suppressWarnings(
invisible(
print(GGally::ggpairs(data = Dados,
mapping = ggplot2::aes(color = Group,
alpha = .5),
progress = FALSE)+
ggplot2::theme_bw()+
ggplot2::theme(panel.grid =
ggplot2::element_blank())))))
# Grupos linearmente separáveis: paralelismo das retas de regressão
with(Dados, {
sunflowerplot(AHF_antig~AHF_act,
col = c("red","blue")[Group],
pch = c(16, 17)[Group],
xlab = "ln(AHF act)",
ylab = "ln(AHF antig)")
})
legend("topleft",
legend = levels(Dados$Group),
col = c("red","blue"),
pch = c(16,17),
bty = "n")
# Função auxiliar para reta + banda de confiança 95%
add_reg_ci <- function(df, col_line, col_band) {
fit <- lm(AHF_antig ~ AHF_act, data = df)
g <- nlevels(Dados$Group)
x_new <- seq(min(df$AHF_act), max(df$AHF_act), length.out = 100)
pred <- predict(fit,
newdata = data.frame(AHF_act = x_new),
interval = "confidence",
level = 1-alfa/g)
# banda de confiança
polygon(c(x_new, rev(x_new)),
c(pred[,"lwr"], rev(pred[,"upr"])),
border = NA,
col = adjustcolor(col_band, alpha.f = 0.2))
# reta de regressão
lines(x_new, pred[,"fit"], col = col_line, lwd = 2)
}
# noncarriers
add_reg_ci(subset(Dados, Group == "noncarriers"),
col_line = "red", col_band = "red")
# oblig.carriers
add_reg_ci(subset(Dados, Group == "oblig.carriers"),
col_line = "blue", col_band = "blue")
# Cálculo dos centróides
cent <- aggregate(cbind(AHF_act, AHF_antig) ~ Group, data = Dados, mean)
# Adicionar ao gráfico
points(cent$AHF_act, cent$AHF_antig,
pch = 8, cex = 2, lwd = 2,
col = c("red", "blue"))
text(cent$AHF_act, cent$AHF_antig,
labels = cent$Group,
pos = 3, cex = 0.9)
## Teste de paralelismo das retas de regressão:
## Conjuntos linearmente separáveis
fit_int <- lm(AHF_antig ~ AHF_act * Group, data = Dados)
fit_par <- lm(AHF_antig ~ AHF_act + Group, data = Dados)
print(anova(fit_par, fit_int), digits=4)Analysis of Variance Table
Model 1: AHF_antig ~ AHF_act + Group
Model 2: AHF_antig ~ AHF_act * Group
Res.Df RSS Df Sum of Sq F Pr(>F)
1 72 0.8093
2 71 0.8058 1 0.003533 0.311 0.579out <- MVN::mvn(data = Dados,
subset = "Group",
univariate_test = "SW",
desc = FALSE)
print(out$multivariate_normality, digits=3) Group Test Statistic p.value MVN
1 noncarriers Henze-Zirkler 0.427 0.490 ✓ Normal
2 oblig.carriers Henze-Zirkler 0.529 0.364 ✓ Normal
Shapiro-Wilk normality test
data: Z
W = 0.98903, p-value = 0.7685
Box's M-test for Homogeneity of Covariance Matrices
data: Dados[, 2:3]
Chi-Sq (approx.) = 5.3383, df = 3, p-value = 0.1486
# Teste de homocedasticidade multivariada\nNakagawa & Wakaki (2017)
Y <- as.matrix(Dados[, c("AHF_act", "AHF_antig")])
grupo <- Dados$Group
res <- teste_homoced_multiv_2g(Y, grupo)
# saída padrão APA
cat(sprintf("Teste de homocedasticidade multivariada\nNakagawa & Wakaki (2017):
χ²(%d) = %.2f, p = %.3f\n",
res$df[1], res$statistic[1], res$p.value[1]))Teste de homocedasticidade multivariada
Nakagawa & Wakaki (2017):
χ²(3) = 11.35, p = 0.010# MANOVA: teste de diferença de centróides populacionais
fit_mnv <- lm(cbind(AHF_antig, AHF_act) ~ Group,
data=Dados)
print(car::Anova(fit_mnv))
Type II MANOVA Tests: Pillai test statistic
Df test stat approx F num Df den Df Pr(>F)
Group 1 0.53006 40.605 2 72 1.562e-12 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1# Função discriminante y^
m.pi <- tapply(Dados[, c("AHF_act", "AHF_antig")],
INDEX = Dados$Group, FUN = colMeans)
s.pi <- tapply(Dados[, c("AHF_act", "AHF_antig")],
INDEX = Dados$Group, FUN = cov)
n.pi <- tapply(Dados[, c("AHF_act", "AHF_antig")],
INDEX = Dados$Group, FUN = nrow)
s.pooled <- ((n.pi[1]-1) * s.pi$noncarriers +
(n.pi[2]-1) * s.pi$oblig.carriers)/
(n.pi[1]+n.pi[2]-2)
a.hat <- crossprod(m.pi$noncarriers - m.pi$oblig.carriers,
solve(s.pooled))
FDL <- matrix(colnames(s.pooled), ncol = 1)
y_hat <- calculus::mx(round(a.hat,2), FDL)
cat("y^ = ", y_hat[1, 1], "\n", sep = "")y^ = 19.32 * (AHF_act) + -17.12 * (AHF_antig)# importância
a.hat_abs <- abs(t(a.hat))
colnames(a.hat_abs) <- "Importância da medida"
rownames(a.hat_abs) <- colnames(a.hat)
print(proportions(a.hat_abs), digits = 2) Importância da medida
AHF_act 0.53
AHF_antig 0.47## -------------------------------------------------
## Gráfico com fronteiras LDA (linear) : car::ellipse
## Elipse de confiança do centróide
## -------------------------------------------------
x.bar <- (1/2) * (m.pi$noncarriers + m.pi$oblig.carriers)
# centroides em coordenadas originais (AHF_act, AHF_antig)
centroids <- aggregate(
cbind(AHF_act, AHF_antig) ~ Group,
data = Dados,
FUN = mean
)
print(centroids, digits = 3) Group AHF_act AHF_antig
1 noncarriers -0.135 -0.07786
2 oblig.carriers -0.308 -0.00599## Elipses de CONFIANÇA (95%) para as médias dos dois grupos
## (analogia direta com o exemplo do iris)
p <- ncol(Dados[, c("AHF_act", "AHF_antig")])
# limites do gráfico
xlim <- range(Dados$AHF_act)
ylim <- range(Dados$AHF_antig)
g <- nlevels(Dados$Group)
## Grupo 1: noncarriers
n1 <- as.numeric(n.pi["noncarriers"])
T2crit1 <- ((n1 - 1) * p / (n1 - p)) *
qf(p = 1 - alfa/g, df1 = p, df2 = n1 - p)
c1 <- sqrt(T2crit1 / n1)
car::ellipse(
center = m.pi$noncarriers,
shape = s.pi$noncarriers,
radius = c1,
grid = FALSE,
fill = TRUE,
fill.alpha = 0.05,
col = "black",
lwd = 1,
add = FALSE,
xlim = xlim,
ylim = ylim,
xlab = expression(AHF_act),
ylab = expression(AHF_antig),
main = "Regiões elípticas de confiança de 95% Bonf"
)
points(m.pi$noncarriers[1],
m.pi$noncarriers[2],
pch = 16) # cheio
text(m.pi$noncarriers[1],
m.pi$noncarriers[2],
pos = 2,
labels = expression(bar(x)[noncarriers]),
col = "black")
## Grupo 2: oblig.carriers
n2 <- as.numeric(n.pi["oblig.carriers"])
T2crit2 <- ((n2 - 1) * p / (n2 - p)) *
qf(p = 1 - alfa/g, df1 = p, df2 = n2 - p)
c2 <- sqrt(T2crit2 / n2)
car::ellipse(
center = m.pi$oblig.carriers,
shape = s.pi$oblig.carriers,
radius = c2,
fill = TRUE,
fill.alpha = 0.05,
col = "black",
lwd = 1,
add = TRUE
)
points(m.pi$oblig.carriers[1],
m.pi$oblig.carriers[2],
pch = 1) # vazio
text(m.pi$oblig.carriers[1],
m.pi$oblig.carriers[2],
pos = 2,
labels = expression(bar(x)[oblig.carriers]),
col = "black")
## reta discriminante
x.bar <- 0.5 * (m.pi$noncarriers + m.pi$oblig.carriers)
b0 <- as.numeric(a.hat %*% x.bar) / a.hat[2]
b1 <- -a.hat[1] / a.hat[2]
abline(a = b0, b = b1, lty = 2)
# As colunas já estão em log10 no arquivo, então só renomeio:
Dados$X1 <- Dados$AHF_act
Dados$X2 <- Dados$AHF_antig
# Separar grupos
X1mat <- as.matrix(subset(Dados, Group == "noncarriers")[, c("X1", "X2")])
X2mat <- as.matrix(subset(Dados, Group == "oblig.carriers")[, c("X1", "X2")])
n1 <- nrow(X1mat)
n2 <- nrow(X2mat)
# Vetores média amostral
xbar1 <- colMeans(X1mat)
xbar2 <- colMeans(X2mat)
xbar1 X1 X2
-0.13487000 -0.07785667 X1 X2
-0.307946667 -0.005991111 # Matrizes de covariância amostral
S1 <- cov(X1mat)
S2 <- cov(X2mat)
# Matriz de covariância combinada (pooled)
S_pooled <- ((n1 - 1) * S1 + (n2 - 1) * S2) / (n1 + n2 - 2)
S_pooled_inv <- solve(S_pooled)
S_pooled_inv X1 X2
X1 86.09006 -61.48727
X2 -61.48727 90.19932# Vetor discriminante â = (x̄1 - x̄2)' S_pooled^{-1}
a_hat <- t(xbar1 - xbar2) %*% S_pooled_inv # 1 x 2
a_hat X1 X2
[1,] 19.319 -17.12424# Função discriminante ŷ = â' x
y_hat <- function(x) {
as.numeric(a_hat %*% x)
}
# Médias discriminantes dos grupos
ybar1 <- y_hat(xbar1)
ybar2 <- y_hat(xbar2)
ybar1; ybar2[1] -1.272317[1] -5.846628[1] -3.559472[1] -3.303523## 1) Custos iguais, priors iguais
class_equal <- if (y0 >= m_hat) "pi1 (noncarriers)" else "pi2 (oblig.carriers)"
class_equal # deve dar "pi2 (oblig.carriers)"[1] "pi1 (noncarriers)"## 2) Priors p1 = 0.75, p2 = 0.25, custos iguais
p1 <- 0.75
p2 <- 0.25
w_hat <- function(x) {
term1 <- (xbar1 - xbar2) %*% S_pooled_inv %*% x
term2 <- 0.5 * (xbar1 - xbar2) %*% S_pooled_inv %*% (xbar1 + xbar2)
as.numeric(term1 - term2)
}
w0 <- w_hat(x0)
w0[1] 0.2559494[1] -1.098612class_priors <- if (w0 >= threshold) "pi1 (noncarriers)" else "pi2 (oblig.carriers)"
class_priors # também "pi2 (oblig.carriers)"[1] "pi1 (noncarriers)"Escalonamento (Scaling)
O vetor de coeficientes discriminantes é
\[ \hat{\mathbf{a}} = \mathbf{s}_{\text{pooled}}^{-1}(\bar{\mathbf{x}}_1 - \bar{\mathbf{x}}_2) \]
e é único apenas até uma constante multiplicativa. Assim, para qualquer \(c \neq 0\), o vetor \(c\,\hat{\mathbf{a}}\) também serve como vetor de coeficientes discriminantes.
Com frequência, o vetor \(\hat{\mathbf{a}}\) é “escalonado” ou “normalizado” para facilitar a interpretação de seus elementos. Duas das normalizações mais utilizadas são:
- Definir
\[ \hat{\mathbf{a}}^{\ast} = \frac{\hat{\mathbf{a}}}{\sqrt{\hat{\mathbf{a}}^{\prime}\hat{\mathbf{a}}}} \quad (11\text{-}21) \]
de modo que \(\hat{\mathbf{a}}^{\ast}\) tenha norma unitária.
- Definir
\[ \hat{\mathbf{a}}^{\ast} = \frac{\hat{\mathbf{a}}}{\hat{a}_1} \quad (11\text{-}22) \]
de modo que o primeiro elemento do novo vetor de coeficientes \(\hat{\mathbf{a}}^{\ast}\) seja igual a 1.
Em ambos os casos, \(\hat{\mathbf{a}}^{\ast}\) é da forma \(c\,\hat{\mathbf{a}}\).
Para a normalização (1):
\[ c = (\hat{\mathbf{a}}^{\prime}\hat{\mathbf{a}})^{-1/2} \]
Para a normalização (2):
\[ c = \hat{a}_1^{-1} \]
As magnitudes de \(\hat{a}^{\ast}_{1},
\hat{a}^{\ast}_{2}, \ldots, \hat{a}^{\ast}_{p}\) em (11-21)
pertencem todas ao intervalo \([-1,1]\).
Em (11-22), \(\hat{a}^{\ast}_{1} = 1\)
e \(\hat{a}^{\ast}_{2}, \ldots,
\hat{a}^{\ast}_{p}\) são expressos como múltiplos de \(\hat{a}^{\ast}_{1}\).
Restringir os \(\hat{a}^{\ast}_{i}\) ao intervalo \([-1,1]\) geralmente facilita uma comparação visual dos coeficientes.
De modo semelhante, expressar os coeficientes como múltiplos de \(\hat{a}^{\ast}_{1}\) permite avaliar facilmente a importância relativa (em relação à \(X_1\)) das variáveis \(X_2, \ldots, X_p\) como discriminantes.
A normalização dos \(\hat{a}_i\) é recomendada apenas se as variáveis \(X\) tiverem sido padronizadas.
Se esse não for o caso, é necessário extremo cuidado na interpretação dos resultados.
suppressMessages(suppressWarnings(
invisible(Sys.setlocale("LC_ALL", "pt_BR.UTF-8"))
))
Dados <- read.csv("JW6Data/T11-8.dat", header = FALSE, sep = "")
colnames(Dados) <- c("Group", "AHF_act", "AHF_antig")
Dados$Group <- factor(Dados$Group,
labels = c("noncarriers", "oblig.carriers"))
# As colunas já estão em log10 no arquivo, então só renomeio:
Dados$X1 <- Dados$AHF_act
Dados$X2 <- Dados$AHF_antig
# Separar grupos
X1mat <- as.matrix(subset(Dados, Group == "noncarriers")[, c("X1", "X2")])
X2mat <- as.matrix(subset(Dados, Group == "oblig.carriers")[, c("X1", "X2")])
n1 <- nrow(X1mat)
n2 <- nrow(X2mat)
# Vetores média amostral
xbar1 <- colMeans(X1mat)
xbar2 <- colMeans(X2mat)
# Matrizes de covariância amostral
S1 <- cov(X1mat)
S2 <- cov(X2mat)
# Matriz de covariância combinada (pooled)
S_pooled <- ((n1 - 1) * S1 + (n2 - 1) * S2) / (n1 + n2 - 2)
# Nova observação do exemplo
x0 <- data.frame(X1 = -0.210,
X2 = -0.044)
############################################
## (1) LDA com custos iguais e priors iguais
############################################
fit_eq <- MASS::lda(Group ~ X1 + X2,
data = Dados,
prior = c(0.5, 0.5)) # priors iguais
print(fit_eq)Call:
lda(Group ~ X1 + X2, data = Dados, prior = c(0.5, 0.5))
Prior probabilities of groups:
noncarriers oblig.carriers
0.5 0.5
Group means:
X1 X2
noncarriers -0.1348700 -0.077856667
oblig.carriers -0.3079467 -0.005991111
Coefficients of linear discriminants:
LD1
X1 -9.032787
X2 8.006605# Médias projetadas (escala lda)
ybar <- as.numeric(as.matrix(fit_eq$means) %*% fit_eq$scaling)
names(ybar) <- rownames(fit_eq$means)
ybar noncarriers oblig.carriers
0.5948844 2.7336482 # ponto de corte m_hat na escala lda (priors iguais)
m_hat_eq <- 0.5 * (ybar["noncarriers"] + ybar["oblig.carriers"])
m_hat_eqnoncarriers
1.664266 # classificação da nova observação com priors iguais
pred_eq <- predict(fit_eq, newdata = x0)
pred_eq$class[1] noncarriers
Levels: noncarriers oblig.carriers noncarriers oblig.carriers
1 0.5636403 0.4363597 LD1
1 -0.1196716 X1 X2
19.31900 -17.12424 X1 X2
-9.032787 8.006605 [1] -2.138764# reescalar os coeficientes de lda para obter exatamente o vetor do livro
a_recuperado <- k * a_mass
a_recuperado X1 X2
19.31900 -17.12424 ############################################
## (2) LDA com priors p1 = 0.75, p2 = 0.25
############################################
fit_pr <- MASS::lda(Group ~ X1 + X2,
data = Dados,
prior = c(0.75, 0.25)) # p1 = 0.75, p2 = 0.25
print(fit_pr)Call:
lda(Group ~ X1 + X2, data = Dados, prior = c(0.75, 0.25))
Prior probabilities of groups:
noncarriers oblig.carriers
0.75 0.25
Group means:
X1 X2
noncarriers -0.1348700 -0.077856667
oblig.carriers -0.3079467 -0.005991111
Coefficients of linear discriminants:
LD1
X1 -9.032787
X2 8.006605# classificação da nova observação com priors desiguais
pred_pr <- predict(fit_pr, newdata = x0)
pred_pr$class[1] noncarriers
Levels: noncarriers oblig.carriers noncarriers oblig.carriers
1 0.7948744 0.2051256 LD1
1 0.4150193Abordagem de Fisher para classificação com duas populações
Fisher chegou à estatística de classificação linear (11-19) usando um argumento totalmente diferente.
A ideia de Fisher era transformar as observações multivariadas \(\mathbf{x}\) em observações univariadas \(y\), de modo que os valores de \(y\) derivados das populações \(\pi_1\) e \(\pi_2\) fossem o mais separados possível.
Fisher sugeriu tomar combinações lineares de \(\mathbf{x}\) para criar \(y\), pois elas são funções suficientemente simples de \(\mathbf{x}\) para serem tratadas facilmente.
Sua abordagem não assume que as populações sejam normais. No entanto, assume implicitamente que as matrizes de covariância das populações sejam iguais, pois utiliza-se uma estimativa combinada da matriz de covariância comum.
Uma combinação linear fixa dos \(\mathbf{x}\) assume os valores
\(y_{11}, y_{12}, \ldots, y_{1n_1}\)
para as observações da primeira população, e \(y_{21}, y_{22}, \ldots, y_{2n_2}\) para as
observações da segunda população.
A separação desses dois conjuntos de \(y\) univariados é avaliada em termos da diferença entre \(\bar{y}_1\) e \(\bar{y}_2\), expressa em unidades de desvio padrão. Isto é,
\[ \text{separação} = \frac{|\bar{y}_1 - \bar{y}_2|}{s_y} \]
sendo que
\[ s_y^2 = \frac{\sum_{j=1}^{n_1}(y_{1j} - \bar{y}_1)^2 + \sum_{j=1}^{n_2}(y_{2j} - \bar{y}_2)^2} {n_1 + n_2 - 2} \]
é a estimativa combinada da variância.
O objetivo é selecionar a combinação linear de \(\mathbf{x}\) que maximize a separação entre as médias amostrais \(\bar{y}_1\) e \(\bar{y}_2\).
Resultado 11.3. A combinação linear
\[ y = \hat{\mathbf{a}}^{\prime}\mathbf{x} = (\bar{\mathbf{x}}_1 - \bar{\mathbf{x}}_2)^{\prime} \mathbf{s}_{\text{pooled}}^{-1}\mathbf{x} \]
maximiza a razão
\[ \begin{align} \frac{\text{distância^2 entre médias amostrais de } y} {\text{variância amostral de } y} &= \frac{(\bar{y}_1 - \bar{y}_2)^2}{s_y^2}\\ &= \frac{(\hat{\mathbf{a}}^{\prime}\bar{\mathbf{x}}_1 - \hat{\mathbf{a}}^{\prime}\bar{\mathbf{x}}_2)^2} {\hat{\mathbf{a}}^{\prime}\mathbf{s}_{\text{pooled}}\hat{\mathbf{a}}}\\ &= \frac{(\hat{\mathbf{a}}^{\prime}\mathbf{d})^2} {\hat{\mathbf{a}}^{\prime}\mathbf{s}_{\text{pooled}}\hat{\mathbf{a}}} \end{align} \tag{11-23} \]
sobre todos os vetores de coeficientes possíveis \(\hat{\mathbf{a}}\), sendo que \(\mathbf{d} = \bar{\mathbf{x}}_1 - \bar{\mathbf{x}}_2\).
O máximo da razão (11-23) é
\[ d^2 = (\bar{\mathbf{x}}_1 - \bar{\mathbf{x}}_2)^{\prime} \mathbf{s}_{\text{pooled}}^{-1} (\bar{\mathbf{x}}_1 - \bar{\mathbf{x}}_2) \] Demonstração. O máximo da razão em (11-23) é obtido aplicando-se diretamente (2-50).
Assim, definindo \(\mathbf{d} = \bar{\mathbf{x}}_1 - \bar{\mathbf{x}}_2\), temos
\[ \begin{align} \max_{\hat{\mathbf{a}}} \frac{(\hat{\mathbf{a}}^{\prime}\mathbf{d})^2} {\hat{\mathbf{a}}^{\prime}\mathbf{s}_{\text{pooled}}\hat{\mathbf{a}}} &= \mathbf{d}^{\prime}\mathbf{s}_{\text{pooled}}^{-1}\mathbf{d} \\ &= (\bar{\mathbf{x}}_1 - \bar{\mathbf{x}}_2)^{\prime} \mathbf{s}_{\text{pooled}}^{-1} (\bar{\mathbf{x}}_1 - \bar{\mathbf{x}}_2)\\ &= d^2 \end{align} \]
sendo que \(d^2\) é a distância quadrática amostral entre as duas médias.
\[\Diamond\]
Observe que \(s_{\hat{y}}^2\) em (11-33) pode ser calculado como
\[ s_{y}^2 = \frac{ \displaystyle \sum_{j=1}^{n_1} ({y}_{1j} - \bar{y}_1)^2 + \sum_{j=1}^{n_2} ({y}_{2j} - \bar{y}_2)^2 }{ n_1 + n_2 - 2 } \tag{11-24} \]
com \({y}_{1j} = \hat{\mathbf{a}}^{\prime}\mathbf{x}_{1j}\) e \({y}_{2j} = \hat{\mathbf{a}}^{\prime}\mathbf{x}_{2j}\).
Exemplo 11.4: Função discriminante linear de Fisher para os dados de hemofilia
Considere a detecção de portadoras de hemofilia A introduzida no Exemplo 11.3.
Lembre que a função discriminante linear de Fisher, com custos iguais e probabilidades prévias iguais, era
\[ \begin{align} y &= \hat{\mathbf{a}}^{\prime}\mathbf{x}\\ &= (\bar{\mathbf{x}}_1 - \bar{\mathbf{x}}_2)^{\prime} \mathbf{s}_{\text{pooled}}^{-1}\mathbf{x} \\[4pt] &= [0.173 \;-0.072] \begin{bmatrix} 86.090 & -61.487 \\ -61.487 & 90.199 \end{bmatrix} \begin{bmatrix} x_1 \\ x_2 \end{bmatrix} \\[4pt] y&= 19.319 \,x_1 - 17.124\,x_2 \end{align} \]
Essa função discriminante linear é a função linear de Fisher, que maximiza a separação entre as duas populações, e a separação máxima nas amostras é
\[ \begin{align} d^2 &= (\bar{\mathbf{x}}_1 - \bar{\mathbf{x}}_2)^{\prime} \mathbf{s}_{\text{pooled}}^{-1} (\bar{\mathbf{x}}_1 - \bar{\mathbf{x}}_2) \\[6pt] &= [0.173 \;-0.072] \begin{bmatrix} 86.090 & -61.487 \\ -61.487 & 90.199 \end{bmatrix} \begin{bmatrix} 0.173 \\ -0.072 \end{bmatrix} \\[6pt] d^2&= 4.574 \end{align} \] \[\Diamond\]
A solução de Fisher para o problema de separação também pode ser usada para classificar novas observações.
suppressMessages(suppressWarnings(
invisible(Sys.setlocale("LC_ALL", "pt_BR.UTF-8"))
))
Dados <- read.csv("JW6Data/T11-8.dat", header = FALSE, sep = "")
colnames(Dados) <- c("Group", "AHF_act", "AHF_antig")
Dados$Group <- factor(Dados$Group,
labels = c("noncarriers", "oblig.carriers"))
# As colunas já estão em log10 no arquivo, então só renomeio:
Dados$X1 <- Dados$AHF_act
Dados$X2 <- Dados$AHF_antig
# Separar grupos
X1mat <- as.matrix(subset(Dados, Group == "noncarriers")[, c("X1", "X2")])
X2mat <- as.matrix(subset(Dados, Group == "oblig.carriers")[, c("X1", "X2")])
n1 <- nrow(X1mat)
n2 <- nrow(X2mat)
# Vetores média amostral
xbar1 <- colMeans(X1mat)
xbar2 <- colMeans(X2mat)
# Matrizes de covariância amostral
S1 <- cov(X1mat)
S2 <- cov(X2mat)
# Matriz de covariância combinada (pooled)
S_pooled <- ((n1 - 1) * S1 + (n2 - 1) * S2) / (n1 + n2 - 2)
S_pooled_inv <- solve(S_pooled)
# Vetor discriminante â = (x̄1 - x̄2)' S_pooled^{-1}
a_hat <- t(xbar1 - xbar2) %*% S_pooled_inv # 1 x 2
a_hat X1 X2
[1,] 19.319 -17.12424 [,1]
[1,] 4.57431Regra de Alocação Baseada na Função Discriminante de Fisher
Devemos ter \((n_1 + n_2 - 2) \ge p\), caso contrário \(\mathbf{s}_{\text{pooled}}\) é singular, e a inversa usual, \(\mathbf{s}_{\text{pooled}}^{-1}\), não existe.
Aloque \(\mathbf{x}_0\) em \(\pi_1\) se
\[ \begin{align} y_0 &\ge \bar{y}\\ (\bar{\mathbf{x}}_1 - \bar{\mathbf{x}}_2)^{\prime} \mathbf{s}_{\text{pooled}}^{-1}\mathbf{x}_0 &\ge (\bar{\mathbf{x}}_1 - \bar{\mathbf{x}}_2)^{\prime} \mathbf{s}_{\text{pooled}}^{-1} \bar{\mathbf{x}} \end{align} \tag{11-25} \]
ou, de modo equivalente,
\[ y_0 -\bar{y} \ge 0 \]
Aloque \(\mathbf{x}_0\) em \(\pi_2\) se
\[ y_0 < \bar{y} \]
ou, de modo equivalente,
\[ y_0 - \bar{y} < 0 \]
O procedimento da equação (11-23) é ilustrado esquematicamente, para \(p=2\), na Figura 11.5. Todos os pontos nos gráficos de dispersão são projetados em uma reta na direção de \(\hat{\mathbf{a}}\), e essa direção é variada até que as amostras estejam maximamente separadas.
A função discriminante linear de Fisher em (11-25) foi desenvolvida sob a suposição de que as duas populações, quaisquer que sejam suas formas, possuem uma matriz de covariância comum. Consequentemente, não é surpreendente que o método de Fisher corresponda a um caso particular da regra de mínima esperança de custo de classificação incorreta. O primeiro termo,
\[ y = (\bar{\mathbf{x}}_1 - \bar{\mathbf{x}}_2)^{\prime} \mathbf{s}_{\text{pooled}}^{-1}\mathbf{x} \]
na regra de classificação (11-18), é a função linear obtida por Fisher que maximiza a variabilidade “entre grupos” (between) relativa à variabilidade “dentro dos grupos” (within). [Veja (11-23).]
A expressão completa é
\[ \begin{align} \bar{y} &= (\bar{\mathbf{x}}_1 - \bar{\mathbf{x}}_2)^{\prime} \mathbf{s}_{\text{pooled}}^{-1}\mathbf{x} - \dfrac{1}{2} (\bar{\mathbf{x}}_1 - \bar{\mathbf{x}}_2)^{\prime} \mathbf{s}_{\text{pooled}}^{-1} (\bar{\mathbf{x}}_1 + \bar{\mathbf{x}}_2)\\ \bar{y} &= (\bar{\mathbf{x}}_1 - \bar{\mathbf{x}}_2)^{\prime} \mathbf{s}_{\text{pooled}}^{-1} \left( \mathbf{x} - \bar{\mathbf{x}} \right) \end{align} \tag{11-26} \]
A quantidade \(\bar{y}\) é frequentemente chamada estatística de classificação de Anderson. Mais uma vez, se
\[ \dfrac{c(1\mid 2)}{c(2\mid 1)} \dfrac{p_2}{p_1} = 1 \]
então
\[ \ln\left( \dfrac{c(1\mid 2)}{c(2\mid 1)} \dfrac{p_2}{p_1} \right) = 0 \]
e a Regra (11-18) é comparável à Regra (11-26), baseada na função discriminante linear de Fisher.
Assim, desde que as duas populações normais tenham a mesma matriz de covariâncias, a regra de classificação de Fisher é equivalente à regra de mínimo ECM com probabilidades prévias iguais e custos iguais de classificação incorreta.
Análise Discriminante é uma Boa Ideia?
Para duas populações, a separação relativa máxima que pode ser obtida considerando combinações lineares das observações multivariadas é igual à distância aleatória \(D^2\).
Isso é conveniente porque \(D^2\) pode ser usado, em certas situações, para testar se as médias populacionais \(\mu_1\) e \(\mu_2\) diferem significativamente.
Consequentemente, um teste para diferenças entre vetores de médias pode ser interpretado como um teste da “significância” da separação que pode ser alcançada.
Suponha que as populações \(\pi_1\) e \(\pi_2\) sejam normais multivariadas com uma matriz de covariância comum \(\Sigma\).
Então, como na Seção 6.3, um teste de \(H_0:\boldsymbol{\mu}_1=\boldsymbol{\mu}_2\) versus \(H_1:\boldsymbol{\mu}_1 \ne \boldsymbol{\mu}_2\) é realizado referindo
\[ \frac{n_1+n_2-p-1}{(n_1+n_2-2)p} \frac{n_1 n_2}{n_1 + n_2} D^2 \sim F_{p,\,n_1 + n_2 - p - 1} \]
Se \(H_0\) é rejeitada, podemos concluir que a separação entre as duas populações \(\pi_1\) e \(\pi_2\) é significante.
Comentário. Separação significativa não implica necessariamente boa classificação. Como veremos na Seção 11.4, a eficácia de um procedimento de classificação pode ser avaliada independentemente de qualquer teste de separação. Por outro lado, se a separação não é significativa, a busca por uma regra de classificação útil provavelmente será infrutífera.
Classificação de populações normais quando \(\boldsymbol{\Sigma}_1 \neq \boldsymbol{\Sigma}_2\)
- Marks, S. & Dunn, OJ (1974) Discriminant Functions When Covariance Matrices are Unequal. Journal of the American Statistical Association 69(346): 555-9. http://www.jstor.org/stable/2285696
Como era de se esperar, as regras de classificação tornam-se mais complicadas quando as matrizes de covariância populacionais são desiguais.
Considere as densidades normais multivariadas em (11-10), com \(\boldsymbol{\Sigma}_i\), \(i = 1,2\), substituindo \(\boldsymbol{\Sigma}\). Assim, as matrizes de covariância, bem como os vetores de médias, são diferentes para as duas populações. Como vimos, as regiões de mínimo ECM e de mínima probabilidade total de classificação incorreta (TPM) dependem da razão das densidades, \(f_1(\mathbf{x}) / f_2(\mathbf{x})\), ou, de forma equivalente, do logaritmo natural dessa razão, \(\ln\{ f_1(\mathbf{x}) / f_2(\mathbf{x}) \} = \ln (f_1(\mathbf{x})) - \ln (f_2(\mathbf{x}))\). Quando as densidades normais multivariadas têm estruturas de covariância diferentes, os termos na razão de densidades que envolvem \(\lvert \boldsymbol{\Sigma}_i \rvert^{1/2}\) não se cancelam como ocorre quando \(\boldsymbol{\Sigma}_1 = \boldsymbol{\Sigma}_2\). Além disso, as formas quadráticas nos expoentes de \(f_1(\mathbf{x})\) e \(f_2(\mathbf{x})\) não se combinam para produzir a expressão simples obtida em (11-13).
Substituindo densidades normais multivariadas com diferentes matrizes de covariância em (11-6) e, em seguida, tomando logaritmos naturais e simplificando (ver Exercício 11.15), obtemos as regiões de classificação
\[ \begin{align} R_1:\;& -\frac12\,\mathbf{x}^{\prime} \left(\boldsymbol{\Sigma}_1^{-1} - \boldsymbol{\Sigma}_2^{-1}\right)\mathbf{x} + \left( \boldsymbol{\mu}_1^{\prime}\boldsymbol{\Sigma}_1^{-1} - \boldsymbol{\mu}_2^{\prime}\boldsymbol{\Sigma}_2^{-1} \right)\mathbf{x}-k\\ &\ge \ln\left[ \frac{c(1\mid 2)}{c(2\mid 1)} \frac{p_2}{p_1} \right] \\[4pt] R_2:\;& -\frac12\,\mathbf{x}^{\prime} \left(\boldsymbol{\Sigma}_1^{-1} - \boldsymbol{\Sigma}_2^{-1}\right)\mathbf{x} + \left( \boldsymbol{\mu}_1^{\prime}\boldsymbol{\Sigma}_1^{-1} - \boldsymbol{\mu}_2^{\prime}\boldsymbol{\Sigma}_2^{-1} \right)\mathbf{x}-k\\ &< \ln\left[ \frac{c(1\mid 2)}{c(2\mid 1)} \frac{p_2}{p_1} \right] \end{align} \tag{11-27} \]
sendo que
\[ \begin{align} k &= \frac12\, \left(\ln\left( \frac{\lvert\boldsymbol{\Sigma}_1\rvert} {\lvert\boldsymbol{\Sigma}_2\rvert} \right) + \boldsymbol{\mu}_1^{\prime}\boldsymbol{\Sigma}_1^{-1}\boldsymbol{\mu}_1 - \boldsymbol{\mu}_2^{\prime}\boldsymbol{\Sigma}_2^{-1}\boldsymbol{\mu}_2 \right)\end{align} \tag{11-28} \]
As regiões de classificação são definidas por funções quadráticas em \(\mathbf{x}\). Quando \(\boldsymbol{\Sigma}_1 = \boldsymbol{\Sigma}_2\), o termo quadrático \(-\tfrac12\,\mathbf{x}^{\prime}(\boldsymbol{\Sigma}_1^{-1} - \boldsymbol{\Sigma}_2^{-1})\mathbf{x}\) desaparece, e as regiões definidas por (11-27) se reduzem àquelas dadas por (11-14).
A regra de classificação para populações normais multivariadas gerais decorre diretamente de (11-27).
Resultado 11.4. Sejam as populações \(\pi_1\) e \(\pi_2\) descritas por densidades normais multivariadas com vetores de médias e matrizes de covariância \(\boldsymbol{\mu}_1, \boldsymbol{\Sigma}_1\) e \(\boldsymbol{\mu}_2, \boldsymbol{\Sigma}_2\), respectivamente.
A regra de alocação que minimiza o custo esperado de classificação incorreta é dada por:
Alocar \(\mathbf{x}_0\) em \(\pi_1\) se
\[ -\frac12\,\mathbf{x}_0^{\prime} \left( \boldsymbol{\Sigma}_1^{-1} - \boldsymbol{\Sigma}_2^{-1} \right) \mathbf{x}_0 + \left( \boldsymbol{\mu}_1^{\prime}\boldsymbol{\Sigma}_1^{-1} - \boldsymbol{\mu}_2^{\prime}\boldsymbol{\Sigma}_2^{-1} \right) \mathbf{x}_0 - k \;\ge\; \ln\!\left[ \frac{c(1\mid 2)}{c(2\mid 1)} \frac{p_2}{p_1} \right] \]
e alocar \(\mathbf{x}_0\) em \(\pi_2\) caso contrário.
O valor de \(k\) encontra-se definido em (11-28).
\[\Diamond\]
Na prática, a regra de classificação em Result 11.5 é implementada substituindo as quantidades amostrais \(\mathbf{\bar{x}}_1\), \(\mathbf{\bar{x}}_2\), \(\mathbf{s}_1\) e \(\mathbf{s}_2\) (ver (11-16)) para \(\boldsymbol{\mu}_1\), \(\boldsymbol{\mu}_2\), \(\boldsymbol{\Sigma}_1\) e \(\boldsymbol{\Sigma}_2\), respectivamente.
As desigualdades \(n_1 > p\) e \(n_2 > p\) devem ambas ser satisfeitas para que \(\mathbf{s}_1^{-1}\) e \(\mathbf{s}_2^{-1}\) existam. Essas quantidades são usadas no lugar de \(\boldsymbol{\Sigma}_1^{-1}\) e \(\boldsymbol{\Sigma}_2^{-1}\), respectivamente, no análogo amostral (11-29).
A classificação com funções quadráticas é bastante trabalhosa em mais do que duas dimensões e pode levar a alguns resultados estranhos. Isso é particularmente verdadeiro quando os dados não são (essencialmente) normais multivariados.
A Figura 11.6(a) mostra as regras com custos iguais e probabilidades prévias iguais, baseadas no caso idealizado de duas distribuições normais com variâncias diferentes. Esta regra quadrática leva a uma região \(R_1\) consistindo de dois subconjuntos disjuntos de pontos.
Figura 11.6: Regras quadráticas para (a) duas distribuições normais com variâncias desiguais e (b) duas distribuições, sendo uma delas não normal — regra não apropriada.
Em muitas aplicações, a cauda inferior da distribuição \(\pi_1\) será menor do que a prescrita por uma distribuição normal. Nesse caso, como mostrado na Figura 11.6(b), a parte inferior da região \(R_1\), produzida pelo procedimento quadrático, não se ajusta bem às distribuições populacionais e pode levar a proporções de erro elevadas. Um aspecto sério da regra quadrática é que ela é sensível a desvios de normalidade.
Se os dados não forem normais multivariados, duas opções estão disponíveis.
Primeiro, os dados não normais podem ser transformados para ficarem mais próximos da normalidade, e pode-se realizar um teste de igualdade das matrizes de covariância (ver Seção 6.6) para decidir se a regra linear (11-18) ou a regra quadrática (11-29) é apropriada. Transformações são discutidas no Capítulo 4. (Os testes usuais de homogeneidade de covariância são muito afetados pela não normalidade. A transformação dos dados não normais para dados normais deve ser feita antes desses testes.)
Segundo, pode-se usar uma regra linear (ou quadrática) sem se preocupar com a forma das populações geradoras e esperar que ela funcione razoavelmente bem. Estudos (ver [22] e [23]) mostraram, entretanto, que existem casos não normais nos quais uma função discriminante linear tem desempenho ruim, mesmo quando as matrizes de covariância populacionais são iguais. A moral da história é sempre verificar o desempenho de qualquer procedimento de classificação. No mínimo, isso deve ser feito com os conjuntos de dados usados para construir o classificador. Idealmente, deve haver dados suficientes disponíveis para fornecer amostras de “treinamento” e amostras de “validação”. As amostras de treinamento podem ser usadas para desenvolver a função de classificação, e as amostras de validação podem ser usadas para avaliar seu desempenho.
Exemplo: Classificação LDA e QDA com iris
Do ponto de vista teórico, a LDA assume covariâncias iguais nos grupos, enquanto a QDA permite matrizes de covariância diferentes.
A seguir, aplicamos LDA e QDA ao arquivo iris.
suppressMessages(suppressWarnings(
invisible(Sys.setlocale("LC_ALL", "pt_BR.UTF-8"))
))
# Dados: excluir versicolor, ficar só com setosa e virginica
Dados <- subset(datasets::iris,
Species != "versicolor",
select = c(Sepal.Length, Sepal.Width, Species))
Dados$Species <- droplevels(Dados$Species)
print(summary(Dados), digits = 2) Sepal.Length Sepal.Width Species
Min. :4.300 Min. :2.200 setosa :50
1st Qu.:5.000 1st Qu.:3.000 virginica:50
Median :5.700 Median :3.200
Mean :5.797 Mean :3.201
3rd Qu.:6.500 3rd Qu.:3.425
Max. :7.900 Max. :4.400 # Ajuste LDA e QDA
lda_fit <- MASS::lda(Species ~ Sepal.Length + Sepal.Width,
data = Dados)
qda_fit <- MASS::qda(Species ~ Sepal.Length + Sepal.Width,
data = Dados)
print(lda_fit)Call:
lda(Species ~ Sepal.Length + Sepal.Width, data = Dados)
Prior probabilities of groups:
setosa virginica
0.5 0.5
Group means:
Sepal.Length Sepal.Width
setosa 5.006 3.428
virginica 6.588 2.974
Coefficients of linear discriminants:
LD1
Sepal.Length 2.208596
Sepal.Width -2.511742Call:
qda(Species ~ Sepal.Length + Sepal.Width, data = Dados)
Prior probabilities of groups:
setosa virginica
0.5 0.5
Group means:
Sepal.Length Sepal.Width
setosa 5.006 3.428
virginica 6.588 2.974# MATRIZES DE CONFUSÃO
# Predições no próprio conjunto de dados (erro aparente)
# LDA
pred_lda_all <- predict(lda_fit, newdata = Dados)
tab_lda <- table(Observado = Dados$Species,
Predito = pred_lda_all$class)
cat("\nMatriz de confusão LDA (erro aparente):\n")
Matriz de confusão LDA (erro aparente): Predito
Observado setosa virginica
setosa 50 0
virginica 1 49erro_lda <- 1 - sum(diag(tab_lda)) / sum(tab_lda)
cat("Proporção de erro aparente LDA:", round(erro_lda, 4), "\n")Proporção de erro aparente LDA: 0.01 # QDA
pred_qda_all <- predict(qda_fit, newdata = Dados)
tab_qda <- table(Observado = Dados$Species,
Predito = pred_qda_all$class)
cat("\nMatriz de confusão QDA (erro aparente):\n")
Matriz de confusão QDA (erro aparente): Predito
Observado setosa virginica
setosa 50 0
virginica 0 50erro_qda <- 1 - sum(diag(tab_qda)) / sum(tab_qda)
cat("Proporção de erro aparente QDA:", round(erro_qda, 4), "\n")Proporção de erro aparente QDA: 0 # Grade no plano (Sepal.Length, Sepal.Width)
x_seq <- seq(min(Dados$Sepal.Length) - 0.2,
max(Dados$Sepal.Length) + 0.2,
length.out = 200)
y_seq <- seq(min(Dados$Sepal.Width) - 0.2,
max(Dados$Sepal.Width) + 0.2,
length.out = 200)
grid_xy <- expand.grid(Sepal.Length = x_seq,
Sepal.Width = y_seq)
# Predições na grade para LDA e QDA
pred_lda <- predict(lda_fit, newdata = grid_xy)
pred_qda <- predict(qda_fit, newdata = grid_xy)
# Diferença de probabilidades posteriores (setosa - virginica)
grid_xy$lda_diff <- pred_lda$posterior[, "setosa"] -
pred_lda$posterior[, "virginica"]
grid_xy$qda_diff <- pred_qda$posterior[, "setosa"] -
pred_qda$posterior[, "virginica"]
# Gráfico: fronteiras discriminantes LDA (linear) e QDA (quadrática)
g <- ggplot2::ggplot(
data = Dados,
mapping = ggplot2::aes(x = Sepal.Length,
y = Sepal.Width,
colour = Species,
shape = Species)
) +
ggplot2::geom_point(size = 2) +
# Fronteira LDA (linha onde posterior_setosa - posterior_virginica = 0)
ggplot2::stat_contour(
data = grid_xy,
mapping = ggplot2::aes(x = Sepal.Length,
y = Sepal.Width,
z = lda_diff),
breaks = 0,
linewidth = 0.7,
colour = "black",
linetype = 2,
inherit.aes = FALSE
) +
# Fronteira QDA (linha onde posterior_setosa - posterior_virginica = 0)
ggplot2::stat_contour(
data = grid_xy,
mapping = ggplot2::aes(x = Sepal.Length,
y = Sepal.Width,
z = qda_diff),
breaks = 0,
linewidth = 0.7,
colour = "red",
linetype = 1,
inherit.aes = FALSE
) +
ggplot2::labs(
x = "Comprimento da sépala",
y = "Largura da sépala",
title = "Fronteiras discriminantes\n linear (LDA, tracejada) e quadrática (QDA)"
) +
ggplot2::theme_bw() +
ggplot2::theme(panel.grid = ggplot2::element_blank())
print(g)
Avaliação de Funções de Classificação
Uma forma importante de julgar o desempenho de qualquer procedimento de classificação é calcular suas “proporções de erro”, ou probabilidades de classificação incorreta. Quando as distribuições das populações parentais são completamente conhecidas, as probabilidades de classificação incorreta podem ser calculadas com relativa facilidade, como mostrado no Exemplo 11.5. Como as populações parentais raramente são conhecidas, concentraremos nossa atenção nas proporções de erro associadas à função de classificação amostral. Uma vez construída essa função de classificação, interessa-nos sua performance em observações multivariadas futuras.
A partir de (11-8), a probabilidade total de classificação incorreta é
\[ \mathrm{TPM} = p_1 \int_{R_2} f_1(x)\,dx + p_2 \int_{R_1} f_2(x)\,dx \]
O menor valor desta quantidade, obtido por uma escolha criteriosa de \(R_1\) e \(R_2\), é chamado de proporção ótima de erro (OER).
\[ \text{OER} = p_1 \int_{R_2} f_1(x)\,dx + p_2 \int_{R_1} f_2(x)\,dx \tag{11-30} \]
sendo que \(R_1\) e \(R_2\) são determinados pelo caso (b) em (11-7).
Assim, a OER é a proporção de erro para a regra de classificação que minimiza a TPM.
Exemplo 11.5: Cálculo das probabilidades de classificação incorreta
Vamos derivar uma expressão para a proporção de erro ótima
quando
\(p_1 = p_2 = \tfrac{1}{2}\) e \(f_1(\mathbf{x})\) e \(f_2(\mathbf{x})\) são as densidades normais
multivariadas em (11–10).
Como agora o ECM mínimo e a classificação TPM mínima coincidem quando \(c(1|2) = c(2|1)\), e como as probabilidades prévias também são iguais, as regiões de classificação TPM mínima são definidas para populações normais por (11–12), com
\[ \ln\!\left[ \frac{c(1|2)}{c(2|1)} \frac{p_2}{p_1} \right] = 0 \]
Obtemos:
\[ \begin{aligned} R_1 &: \; (\boldsymbol{\mu}_1 - \boldsymbol{\mu}_2)' \boldsymbol{\Sigma}^{-1} \mathbf{x} - (\boldsymbol{\mu}_1 - \boldsymbol{\mu}_2)' \boldsymbol{\Sigma}^{-1} \bar{\boldsymbol{\mu}} \ge 0 \\[4pt] R_2 &: \; (\boldsymbol{\mu}_1 - \boldsymbol{\mu}_2)' \boldsymbol{\Sigma}^{-1} \mathbf{x} - (\boldsymbol{\mu}_1 - \boldsymbol{\mu}_2)' \boldsymbol{\Sigma}^{-1} \bar{\boldsymbol{\mu}} < 0 \end{aligned} \]
Esses conjuntos podem ser expressos em termos de
\(y = (\boldsymbol{\mu}_1 -
\boldsymbol{\mu}_2)' \boldsymbol{\Sigma}^{-1} \mathbf{x} =
\mathbf{a}'\mathbf{x}\) como
\[ \begin{aligned} R_1(y)&:\; y \ge (\boldsymbol{\mu}_1 - \boldsymbol{\mu}_2)' \boldsymbol{\Sigma}^{-1} \bar{\boldsymbol{\mu}} \\[4pt] R_2(y)&: \; y < (\boldsymbol{\mu}_1 - \boldsymbol{\mu}_2)' \boldsymbol{\Sigma}^{-1} \bar{\boldsymbol{\mu}} \end{aligned} \]
Como \(Y\) é uma combinação linear de variáveis normais, então as densidades de \(Y\), \(f_1(y)\) e \(f_2(y)\), são normais univariadas (vide Resultado 4.2) com médias e variância dadas por
\[ \begin{aligned} \mu_{1Y} &= \mathbf{a}' \boldsymbol{\mu}_1 = (\boldsymbol{\mu}_1 - \boldsymbol{\mu}_2)' \boldsymbol{\Sigma}^{-1} \boldsymbol{\mu}_1\\ \mu_{2Y} &= \mathbf{a}' \boldsymbol{\mu}_2 = (\boldsymbol{\mu}_1 - \boldsymbol{\mu}_2)' \boldsymbol{\Sigma}^{-1} \boldsymbol{\mu}_2\\ \sigma_Y^2 &= \mathbf{a}' \boldsymbol{\Sigma}\, \mathbf{a} = (\boldsymbol{\mu}_1 - \boldsymbol{\mu}_2)' \boldsymbol{\Sigma}^{-1} (\boldsymbol{\mu}_1 - \boldsymbol{\mu}_2) = \Delta^2 \end{aligned} \]
Agora,
\[ \mathrm{TPM} = \dfrac{1}{2} P(\text{classificar $\pi_1$ como $\pi_2$}) + \dfrac{1}{2} P(\text{classificar $\pi_2$ como $\pi_1$}) \]
Figura 11.7: Probabilidades de classificação incorreta baseadas em Y.
Da Figura 11.7:
\[ P(\pi_1 \to \pi_2) = P(2|1) = P\left[ Y < (\boldsymbol{\mu}_1 - \boldsymbol{\mu}_2)' \boldsymbol{\Sigma}^{-1} \bar{\boldsymbol{\mu}} \right] \]
Logo,
\[ \begin{aligned} P(2|1) &= P\left( \frac{Y - \mu_{1Y}}{\sigma_Y} < \frac{ (\boldsymbol{\mu}_1 - \boldsymbol{\mu}_2)' \boldsymbol{\Sigma}^{-1} \bar{\boldsymbol{\mu}} - (\boldsymbol{\mu}_1 - \boldsymbol{\mu}_2)' \boldsymbol{\Sigma}^{-1} \boldsymbol{\mu}_1 }{\Delta} \right) \\[6pt] &= P\left(Z < - \tfrac{1}{2}\Delta\right)\\ P(2|1)&= \Phi\left( -\frac{\Delta}{2} \right) \end{aligned} \]
Similarmente,
\[ P(1|2) = \Phi\left( -\frac{\Delta}{2} \right) \]
Portanto, a proporção de erro ótima é
\[ \mathrm{OER} = \dfrac{1}{2}\Phi\left( -\dfrac{\Delta}{2} \right) + \dfrac{1}{2}\Phi\left( -\dfrac{\Delta}{2} \right) = \Phi\!\left( -\frac{\Delta}{2} \right) \]
Se, por exemplo,
\[ \Delta^2 = (\boldsymbol{\mu}_1 - \boldsymbol{\mu}_2)' \boldsymbol{\Sigma}^{-1} (\boldsymbol{\mu}_1 - \boldsymbol{\mu}_2) = 2.56 \]
então \(\Delta = \sqrt{2.56} = 1.6\).
Usando a Tabela 1 do Apêndice:
\[ \mathrm{OER} = \Phi(-0.8) = 0.2119 \]
A regra ótima classificará incorretamente cerca de 21% das observações de uma ou outra população.
\[\Diamond\]
Example 11.5 ilustra como a proporção ótima de erro pode ser calculada quando as funções de densidade populacional são conhecidas. Se, como é usual, certos parâmetros populacionais que aparecem nas regras de alocação devem ser estimados a partir da amostra, então a avaliação das proporções de erro não é direta.
O desempenho das funções de classificação amostrais pode, em princípio, ser avaliado calculando-se a proporção real de erro (AER),
\[ \text{AER} = p_1 \int_{R_2} f_1(x)\,dx + p_2 \int_{R_1} f_2(x)\,dx \tag{11-32} \]
em que \(\hat{R}_1\) e \(\hat{R}_2\) representam as regiões de classificação determinadas por amostras de tamanho \(n_1\) e \(n_2\), respectivamente. Por exemplo, se a função de classificação em (11-18) é empregada, as regiões \(\hat{R}_1\) e \(\hat{R}_2\) são definidas pelo conjunto de \(x\) para os quais as seguintes desigualdades são satisfeitas:
\[ \hat{R}_1 :\; (\bar{\mathbf{x}}_1 - \bar{\mathbf{x}}_2)^{\prime} \mathbf{s}_{\text{pooled}}^{-1} \mathbf{x} - (\bar{\mathbf{x}}_1 - \bar{\mathbf{x}}_2)^{\prime} \mathbf{s}_{\text{pooled}}^{-1} \bar{\mathbf{x}} \;\ge\; \ln\left[ \frac{c(1|2)}{c(2|1)}\frac{p_2}{p_1} \right]\\ \hat{R}_2 :\; (\bar{\mathbf{x}}_1 - \bar{\mathbf{x}}_2)^{\prime} \mathbf{s}_{\text{pooled}}^{-1} \mathbf{x} - (\bar{\mathbf{x}}_1 - \bar{\mathbf{x}}_2)^{\prime} \mathbf{s}_{\text{pooled}}^{-1} \bar{\mathbf{x}} \;<\; \ln\left[ \frac{c(1|2)}{c(2|1)}\frac{p_2}{p_1} \right] \]
AER indica como a função de classificação amostral irá desempenhar em observações multivariadas futuras. Assim como a proporção ótima de erro, ela não pode, em geral, ser calculada porque depende das funções de densidade desconhecidas \(f_1(x)\) e \(f_2(x)\). Entretanto, uma estimativa de uma quantidade relacionada à proporção real de erro pode ser calculada, e essa estimativa será discutida a seguir.
Há uma medida de desempenho que não depende da forma das populações parentais e que pode ser calculada para qualquer procedimento de classificação. Essa medida, chamada proporção de erro aparente (aparent error rate: APER), é definida como a fração de observações na amostra de treinamento que são classificadas erroneamente pela função de classificação amostral.
A proporção aparente de erro pode ser facilmente calculada a partir da matriz de confusão, que mostra a associação entre a pertença real ao grupo e a pertença prevista. Para \(n_1\) observações de \(\pi_1\) e \(n_2\) observações de \(\pi_2\), a matriz de confusão tem a forma
\[ \begin{array}{c|cc|c} & \text{Predito } \pi_1 & \text{Predito } \pi_2 & \\ \hline \text{Observado } \pi_1 & n_{1C} & n_{1M} = n_1 - n_{1C} & n_1 \\ \text{Observado } \pi_2 & n_{2M} = n_2 - n_{2C} & n_{2C} & n_2 \end{array} \tag{11-33} \]
onde
\[ \begin{aligned} n_{1C} &= \text{número de itens de } \pi_1 \text{ classificados corretamente como } \pi_1\\ n_{1M} &= \text{número de itens de } \pi_1 \text{ classificados incorretamente como } \pi_2\\ n_{2C} &= \text{número de itens de } \pi_2 \text{ classificados corretamente}\\ n_{2M} &= \text{número de itens de } \pi_2 \text{ classificados incorretamente} \end{aligned} \]
A proporção aparente de erro é então
\[ \text{APER} = \frac{n_{1M} + n_{2M}}{n_1 + n_2} \tag{11-34} \]
que é reconhecida como a proporção de itens no conjunto de treinamento que são classificados incorretamente.
Conforme Silveira & Siqueira (2022), os testes de concordância adequados para a matriz de confusão são \(AC_1\) de Gwet e G de Holley-Guilford para tabela 2×2, sendo que o teste de kappa de Cohen é um teste de associação; ele não é um teste de concordância. Araveeporn & Kangtunyakarn (2025) usam acurária e kappa de Cohen.
Exemplo 11.6: Cálculo da proporção aparente de erro
Considere as regiões de classificação \(R_1\) e \(R_2\) mostradas na Figura 11.1 para os dados sobre cortadores de grama. Neste caso, observações ao nordeste da linha sólida são classificadas em \(\pi_1\), proprietários de cortador; observações ao sudoeste da linha sólida são classificadas em \(\pi_2\), não-proprietários. Observe que algumas observações são classificadas incorretamente. A matriz de confusão é
\[ \begin{array}{c|cc|c} & \text{Pred. } \pi_1:\ \text{owners} & \text{Pred. } \pi_2:\ \text{nonowners} & \\ \hline \text{Obs. }\pi_1:\ \text{owners} & n_{1C}=11 & n_{1M}=1 & n_1=12 \\ \text{Obs. }\pi_2:\ \text{nonowners} & n_{2M}=2 & n_{2C}=10 & n_2=12 \end{array} \]
A proporção aparente de erro, expressa em porcentagem, é
\[ \text{APER} = \left( \frac{1 + 2}{12 + 12} \right) 100\% = \left( \frac{3}{24} \right) 100\% = 12.5\% \]
suppressMessages(suppressWarnings(
invisible(Sys.setlocale("LC_ALL", "pt_BR.UTF-8"))
))
# Leitura dos dados: duas variáveis preditoras e dois grupos
Dados <- read.csv("JW6Data/T11-1.dat", header = FALSE, sep = "")
colnames(Dados) <- c("Income", "LotSize", "Group")
# Ajuste dos rótulos dos grupos (ajuste se a codificação for inversa no arquivo)
Dados$Group <- factor(Dados$Group,
labels = c("owners", "nonowners"))
print(psych::describeBy(Income + LotSize ~ Group,
mat = 1,
digits = 2,
data = Dados)) item group1 vars n mean sd median trimmed mad min max
Income1 1 owners 1 12 109.47 18.78 111.9 109.26 22.24 81.0 140.1
Income2 2 nonowners 1 12 87.40 14.17 86.1 87.18 12.90 63.0 114.0
LotSize1 3 owners 2 12 20.27 2.02 20.4 20.28 2.08 16.8 23.6
LotSize2 4 nonowners 2 12 17.63 2.11 17.6 17.68 2.08 14.0 20.8
range skew kurtosis se
Income1 59.1 0.18 -1.30 5.42
Income2 51.0 0.18 -0.89 4.09
LotSize1 6.8 -0.14 -1.18 0.58
LotSize2 6.8 -0.13 -1.23 0.61# Normalidade multivariada dentro dos grupos
out <- MVN::mvn(data = Dados,
subset = "Group",
univariate_test = "SW",
desc = FALSE)
print(out$multivariate_normality, digits = 3) Group Test Statistic p.value MVN
1 owners Henze-Zirkler 0.242 0.769 ✓ Normal
2 nonowners Henze-Zirkler 0.211 0.855 ✓ Normal# Teste de igualdade de matrizes de covariância
res <- heplots::boxM(Y = Dados[, c("Income","LotSize")],
group = Dados$Group)
print(res)
Box's M-test for Homogeneity of Covariance Matrices
data: Dados[, c("Income", "LotSize")]
Chi-Sq (approx.) = 0.99346, df = 3, p-value = 0.8028
## -------------------------------------------------
## LDA e QDA
## -------------------------------------------------
lda_fit <- MASS::lda(Group ~ Income + LotSize,
CV = TRUE, # leave-one-out cross-validation
data = Dados)
qda_fit <- MASS::qda(Group ~ Income + LotSize,
CV = TRUE, # leave-one-out cross-validation
data = Dados)
## -------------------------------------------------
## Matrizes de confusão (validação cruzada)
## -------------------------------------------------
# LDA
tab_lda <- table(Observado = Dados$Group,
Predito = lda_fit$class)
cat("\nMatriz de confusão LDA (validação cruzada):\n")
Matriz de confusão LDA (validação cruzada): Predito
Observado owners nonowners
owners 10 2
nonowners 3 9 coeff.name coeff.val coeff.se coeff.ci coeff.pval
1 Gwet's AC1 0.58 0.17 (0.241,0.927) 1.822e-03erro_lda <- 1 - sum(diag(tab_lda)) / sum(tab_lda)
cat("Estimativa não-viesada de E(AER) = ", round(erro_lda, 4),
"\n", sep="")Estimativa não-viesada de E(AER) = 0.2083# QDA
tab_qda <- table(Observado = Dados$Group,
Predito = qda_fit$class)
cat("\nMatriz de confusão QDA (validação cruzada):\n")
Matriz de confusão QDA (validação cruzada): Predito
Observado owners nonowners
owners 10 2
nonowners 3 9 coeff.name coeff.val coeff.se coeff.ci coeff.pval
1 Gwet's AC1 0.58 0.17 (0.241,0.927) 1.822e-03erro_qda <- 1 - sum(diag(tab_qda)) / sum(tab_qda)
cat("Estimativa não-viesada de E(AER) = ", round(erro_qda, 4),
"\n", sep="")Estimativa não-viesada de E(AER) = 0.2083## -------------------------------------------------
## Função discriminante linear
## Importância das variáveis discriminantes
## -------------------------------------------------
X <- Dados[, c("Income", "LotSize")]
m.pi <- by(X, Dados$Group, colMeans)
s.pi <- by(X, Dados$Group, cov)
n.pi <- table(Dados$Group)
s.pooled <- ((n.pi["owners"]-1) * s.pi$owners +
(n.pi["nonowners"]-1) * s.pi$nonowners)/
(n.pi["owners"]+n.pi["nonowners"]-2)
a.hat <- crossprod(m.pi$owners - m.pi$nonowners,
solve(s.pooled))
FDL <- matrix(colnames(s.pooled), ncol = 1)
print(calculus::mx(round(a.hat, 2), FDL)) [,1]
[1,] "0.1 * (Income) + 0.79 * (LotSize)"# importância relativa (em módulo)
a.hat_abs <- abs(t(a.hat))
colnames(a.hat_abs) <- "Importância da medida"
rownames(a.hat_abs) <- colnames(s.pooled)
print(proportions(a.hat_abs), digits = 2) Importância da medida
Income 0.11
LotSize 0.89## -------------------------------------------------
## Fronteiras discriminantes no plano (Income, LotSize)
## -------------------------------------------------
x_seq <- seq(min(Dados$Income) - 0.5,
max(Dados$Income) + 0.5,
length.out = 300)
y_seq <- seq(min(Dados$LotSize) - 0.5,
max(Dados$LotSize) + 0.5,
length.out = 300)
grid_xy <- expand.grid(Income = x_seq,
LotSize = y_seq)
lda_fit <- MASS::lda(Group ~ Income + LotSize,
CV = FALSE,
data = Dados)
qda_fit <- MASS::qda(Group ~ Income + LotSize,
CV = FALSE,
data = Dados)
print(lda_fit)Call:
lda(Group ~ Income + LotSize, data = Dados, CV = FALSE)
Prior probabilities of groups:
owners nonowners
0.5 0.5
Group means:
Income LotSize
owners 109.475 20.26667
nonowners 87.400 17.63333
Coefficients of linear discriminants:
LD1
Income -0.0484468
LotSize -0.3795228Call:
qda(Group ~ Income + LotSize, data = Dados, CV = FALSE)
Prior probabilities of groups:
owners nonowners
0.5 0.5
Group means:
Income LotSize
owners 109.475 20.26667
nonowners 87.400 17.63333# Predições na grade para LDA e QDA
pred_lda <- predict(lda_fit, newdata = grid_xy)
pred_qda <- predict(qda_fit, newdata = grid_xy)
# Diferença de probabilidades a posteriori (owners - nonowners)
grid_xy$lda_diff <- pred_lda$posterior[,"owners"] -
pred_lda$posterior[,"nonowners"]
grid_xy$qda_diff <- pred_qda$posterior[,"owners"] -
pred_qda$posterior[,"nonowners"]
## -------------------------------------------------
## Gráfico com fronteiras LDA (linear) e QDA (quadrática)
## -------------------------------------------------
g <- ggplot2::ggplot(
data = Dados,
mapping = ggplot2::aes(x = Income,
y = LotSize,
colour = Group,
shape = Group)
) +
ggplot2::geom_point(size = 2) +
# Fronteira LDA (posterior_owners - posterior_nonowners = 0)
ggplot2::stat_contour(
data = grid_xy,
mapping = ggplot2::aes(x = Income,
y = LotSize,
z = lda_diff),
breaks = 0,
linewidth = 0.7,
colour = "black",
linetype = 2,
inherit.aes = FALSE
) +
# Fronteira QDA (posterior_owners - posterior_nonowners = 0)
ggplot2::stat_contour(
data = grid_xy,
mapping = ggplot2::aes(x = Income,
y = LotSize,
z = qda_diff),
breaks = 0,
linewidth = 0.7,
colour = "red",
linetype = 1,
inherit.aes = FALSE
) +
ggplot2::labs(
x = "Renda (milhares de dólares)",
y = "Área do lote (1000 ft²)",
title = "Fronteiras discriminantes\nLDA (tracejada) e QDA (contínua)"
) +
ggplot2::theme_bw() +
ggplot2::theme(panel.grid = ggplot2::element_blank())
print(g)
\[\Diamond\]
Método holdout de Lachenbruch (validação cruzada)
APER é intuitivamente atraente e fácil de calcular. Infelizmente, ele tende a subestimar o AER, e o problema não desaparece a menos que os tamanhos amostrais \(n_1\) e \(n_2\) sejam muito grandes. Essencialmente, essa estimativa otimista ocorre porque os dados usados para construir a função de classificação também são usados para avaliá-la.
Estimativas de proporção de erro podem ser construídas de forma a serem melhores que a proporção de erro aparente, permanecer relativamente fáceis de calcular e não exigir suposições distribucionais. Um procedimento é dividir a amostra total em uma amostra de treinamento e uma amostra de validação. A amostra de treinamento é usada para construir a função de classificação, e a amostra de validação é usada para avaliá-la. A proporção de erro é determinada pela proporção classificada incorretamente na amostra de validação. Embora esse método supere o problema de viés por não usar os mesmos dados para construir e julgar a função de classificação, ele sofre de dois defeitos principais:
Requer amostras grandes.
A função avaliada não é a função de interesse. Em última análise, quase todos os dados devem ser usados para construir a função de classificação. Caso contrário, informações valiosas podem ser perdidas.
Uma segunda abordagem que parece funcionar bem é o procedimento holdout (leave-one-out cross-validation) de Lachenbruch (ver também Lachenbruch e Mickey [24]):
Comece com o grupo \(\pi_1\) de observações. Omita uma observação desse grupo e desenvolva uma função de classificação baseada nas \(n_1 - 1\) observações restantes e nas \(n_2\) observações.
Classifique a observação “retida” usando a função construída no Passo 1.
Repita os Passos 1 e 2 até que todas as observações de \(\pi_1\) estejam classificadas. Seja \(n^{H}_{1M}\) o número de observações retidas (H) desse grupo classificadas erroneamente.
Repita os Passos 1 a 3 para o grupo \(\pi_2\). Seja \(n^{H}_{2M}\) o número de observações retidas desse grupo classificadas erroneamente.
As estimativas \(\hat{P}(2|1)\) e \(\hat{P}(1|2)\) das probabilidades condicionais de classificação incorreta em (11-1) e (11-2) são então dadas por
\[ \hat{P}(2|1) = \frac{n^{H}_{1M}}{n_1}\\ \hat{P}(1|2) = \frac{n^{H}_{2M}}{n_2} \tag{11-35} \]
e a proporção total classificada incorretamente, \(\frac{n^{H}_{1M} + n^{H}_{2M}}{n_1 + n_2}\) é, para amostras moderadas, uma estimativa quase não viesada da proporção esperada de erro real, \(\mathbb{E}(\text{AER})\).
Portanto,
\[ \hat{\mathbb{E}}(\text{AER}) = \frac{n^{H}_{1M} + n^{H}_{2M}}{n_1 + n_2} \tag{11-36} \]
O método de Lachenbruch é computacionalmente viável quando usado em conjunto com as estatísticas de classificação linear em (11-18) ou (11-19). Ele é oferecido como opção em alguns programas de análise discriminante disponíveis comercialmente.
Exemplo 11.7: Estimando a proporção de erro pelo procedimento holdout de Lachenbruch
Considere duas populações com mesma matriz de covariâncias, das quais foram extraídas amostras bivariadas com tamanhos \(n_1 = n_2 = 3\).
As matrizes de dados são
\[ \mathbf{x}_1 = \begin{bmatrix} 2 & 12 \\ 4 & 10 \\ 3 & 8 \end{bmatrix} \qquad \mathbf{x}_2 = \begin{bmatrix} 5 & 7 \\ 3 & 9 \\ 4 & 5 \end{bmatrix} \]
As médias amostrais são
\[ \bar{\mathbf{x}}_1 = \begin{bmatrix} 3 \\ 10 \end{bmatrix} \qquad \bar{\mathbf{x}}_2 = \begin{bmatrix} 4 \\ 7 \end{bmatrix} \]
As matrizes \(2\mathbf{s}_1\) e \(2\mathbf{s}_2\) (proporcionais às covariâncias amostrais de cada grupo) são
\[ 2\mathbf{s}_1 = \begin{bmatrix} 2 & -2 \\ -2 & 8 \end{bmatrix} \qquad 2\mathbf{s}_2 = \begin{bmatrix} 2 & -2 \\ -2 & 8 \end{bmatrix} \]
A matriz de covariância combinada (pooled) é dada por
\[ \mathbf{s}_{\text{pooled}} = \frac{1}{4}\left(2\mathbf{s}_1 + 2\mathbf{s}_2\right) = \begin{bmatrix} 1 & -1 \\ -1 & 4 \end{bmatrix} \]
A matriz de confusão obtida pela classificação usando \(\mathbf{s}_{\text{pooled}}\) é
\[ \begin{array}{c|cc} & \text{Predita } \pi_1 & \text{Predita }\pi_2 \\ \hline \text{Observada } \pi_1 & 2 & 1 \\ \text{Observada } \pi_2 & 1 & 2 \end{array} \]
A proporção aparente de erro (APER) é
\[ \text{APER} = \frac{2}{6} = 0.33 \]
Agora aplicamos o procedimento holdout. Excluímos a primeira observação de \(\mathbf{x}_1\):
\[ \mathbf{x}_H = [2,\; 12] \]
A matriz remanescente de \(\mathbf{x}_1\) é
\[ \mathbf{x}_{1H} = \begin{bmatrix} 4 & 10 \\ 3 & 8 \end{bmatrix} \qquad \bar{\mathbf{x}}_{1H} = \begin{bmatrix} 3.5 \\ 9 \end{bmatrix} \]
A matriz \(1\mathbf{s}_{1H}\) é
\[ 1\mathbf{s}_{1H} = \begin{bmatrix} 0.5 & 1 \\ 1 & 2 \end{bmatrix} \]
A nova matriz de covariância combinada é
\[ \mathbf{s}_{H,\text{pooled}} = \frac{1}{3}\left(1\mathbf{s}_{1H} + 2\mathbf{s}_2\right) = \frac{1}{3} \begin{bmatrix} 2.5 & -1 \\ -1 & 10 \end{bmatrix} \]
Sua inversa é
\[ \mathbf{s}^{-1}_{H,\text{pooled}} = \frac{1}{8} \begin{bmatrix} 10 & 1 \\ 1 & 2.5 \end{bmatrix} \]
Uma identidade matricial devida a Bartlett [3] permite o cálculo rápido de \(\mathbf{s}^{-1}_{H,\text{pooled}}\) diretamente a partir de \(\mathbf{s}^{-1}_{\text{pooled}}\). Assim, não é necessário recomputar a inversa após retirar cada observação. (Veja Exercício 11.20.)
Para classificar a observação holdout \(\mathbf{x}_H\), basta comparar as distâncias quadráticas até \(\bar{\mathbf{x}}_{1H}\) e \(\bar{\mathbf{x}}_2\). Isso é equivalente a computar a função linear
\[ y_H = \mathbf{a}_H^{\prime}\mathbf{x}_H = (\bar{\mathbf{x}}_{1H} - \bar{\mathbf{x}}_2)^{\prime} \mathbf{s}^{-1}_{H,\text{pooled}} \, \mathbf{x}_H \]
e comparar com o ponto médio
$$ {y}_H =
({}_{1H} - {}2)^{} ^{-1}{H,} () $$ [Veja (11-19) e (11-20).]
Assim, com \(\bar{\mathbf{x}}_H = [2, 12]\) nós temos
Distância quadrática de \(\bar{\mathbf{x}}_{1H}\) é
\[ \begin{align} (\mathbf{x}_H - \bar{\mathbf{x}}_{1H})^{\prime} \mathbf{s}^{-1}_{H,\text{pooled}} (\mathbf{x}_H - \bar{\mathbf{x}}_{1H}) &= [\,2 - 3.5 \;\; 12 - 9\,] \;\frac{1}{8} \begin{bmatrix} 10 & 1 \\ 1 & 2.5 \end{bmatrix} \begin{bmatrix} 2 - 3.5 \\ 12 - 9 \end{bmatrix}\\ &= 4.5 \end{align} \]
Distância quadrática de \(\bar{\mathbf{x}}_{2}\) é
\[ \begin{align} (\mathbf{x}_H - \bar{\mathbf{x}}_2)^{\prime} \mathbf{s}^{-1}_{H,\text{pooled}} (\mathbf{x}_H - \bar{\mathbf{x}}_2) &= [\,2 - 4 \;\; 12 - 7\,] \;\frac{1}{8} \begin{bmatrix} 10 & 1 \\ 1 & 2.5 \end{bmatrix} \begin{bmatrix} 2 - 4 \\ 12 - 7 \end{bmatrix}\\ &= 10.3 \end{align} \]
Como a distância de \(\mathbf{x}_H\) até \(\bar{\mathbf{x}}_{1H}\) é menor do que a distância de \(\mathbf{x}_H\) até \(\bar{\mathbf{x}}_2\), classificamos \(\mathbf{x}_H\) como uma observação de \(\pi_1\). Neste caso, a classificação é correta.
Se \(\mathbf{x}_H = [4, 10]\) é retirada, \(\bar{\mathbf{x}}_{1H}\) e \(\mathbf{s}^{-1}_{H,\text{pooled}}\) tornam-se
\[ \bar{\mathbf{x}}_{1H} = \begin{bmatrix} 2.5 \\ 10 \end{bmatrix} \qquad \text{e} \qquad \mathbf{s}^{-1}_{H,\text{pooled}} = \frac{1}{8} \begin{bmatrix} 16 & 4 \\ 4 & 2.5 \end{bmatrix} \]
Encontramos que
\[ \begin{align} (\mathbf{x}_H - \bar{\mathbf{x}}_{1H})^{\prime}\mathbf{s}^{-1}_{H,\text{pooled}}(\mathbf{x}_H - \bar{\mathbf{x}}_{1H}) &= [\,4 - 2.5 \;\; 10 - 10\,] \;\frac{1}{8} \begin{bmatrix} 16 & 4 \\ 4 & 2.5 \end{bmatrix} \begin{bmatrix} 4 - 2.5 \\ 10 - 10 \end{bmatrix}\\ &= 4.5\\ (\mathbf{x}_H - \bar{\mathbf{x}}_{2})^{\prime}\mathbf{s}^{-1}_{H,\text{pooled}}(\mathbf{x}_H - \bar{\mathbf{x}}_{2}) &= [\,4 - 4 \;\; 10 - 7\,] \;\frac{1}{8} \begin{bmatrix} 16 & 4 \\ 4 & 2.5 \end{bmatrix} \begin{bmatrix} 4 - 4 \\ 10 - 7 \end{bmatrix}\\ &= 2.8 \end{align} \]
e, consequentemente, classificaríamos incorretamente \(\mathbf{x}_H = [4, 10]\) como \(\pi_2\). Retirar \(\mathbf{x}_H = [3, 8]\) resulta em incorretamente classificar esta observação também como \(\pi_2\). Assim, \(n_{M}^{H} = 2\).
Passando para o segundo grupo, suponha que \(\mathbf{x}_H = [5, 7]\) seja retirada. Então
\[ \mathbf{x}_{2H} = \begin{bmatrix} 3 & 9 \\ 4 & 5 \end{bmatrix} \qquad \bar{\mathbf{x}}_{2H} = \begin{bmatrix} 3.5 \\ 7 \end{bmatrix} \qquad 1\mathbf{s}_{2H} = \begin{bmatrix} 0.5 & -2 \\ -2 & 8 \end{bmatrix} \] A nova matriz de covariância combinada é
\[ \mathbf{s}_{H,\text{pooled}} = \frac{1}{3}\left[\,2\mathbf{s}_1 + 1\mathbf{s}_{2H}\right] = \frac{1}{3} \begin{bmatrix} 2.5 & -4 \\ -4 & 16 \end{bmatrix} \]
com inversa
\[ \mathbf{s}^{-1}_{H,\text{pooled}} = \frac{3}{24} \begin{bmatrix} 16 & 4 \\ 4 & 2.5 \end{bmatrix} \]
Encontramos que
\[ \begin{align} (\mathbf{x}_H - \bar{\mathbf{x}}_{1})^{\prime} \mathbf{s}^{-1}_{H,\text{pooled}} (\mathbf{x}_H - \bar{\mathbf{x}}_{1}) &= [\,5 - 3 \;\; 7 - 10\,] \;\frac{3}{24} \begin{bmatrix} 16 & 4 \\ 4 & 2.5 \end{bmatrix} \begin{bmatrix} 5 - 3 \\ 7 - 10 \end{bmatrix}\\ &= 4.8\\ (\mathbf{x}_H - \bar{\mathbf{x}}_{2H})^{\prime} \mathbf{s}^{-1}_{H,\text{pooled}} (\mathbf{x}_H - \bar{\mathbf{x}}_{2H}) &= [\,5 - 3.5 \;\; 7 - 7\,] \;\frac{3}{24} \begin{bmatrix} 16 & 4 \\ 4 & 2.5 \end{bmatrix} \begin{bmatrix} 5 - 3.5 \\ 7 - 7 \end{bmatrix}\\ &= 4.5 \end{align} \]
e \(\mathbf{x}_H = [5, 7]\) é corretamente atribuída a \(\pi_2\).
Quando \(\mathbf{x}_H = [3, 9]\) é retirada,
\[ \begin{align} (\mathbf{x}_H - \bar{\mathbf{x}}_{1})^{\prime} \mathbf{s}^{-1}_{H,\text{pooled}} (\mathbf{x}_H - \bar{\mathbf{x}}_{1}) &= [\,3 - 3 \;\; 9 - 10\,] \;\frac{3}{24} \begin{bmatrix} 10 & 1 \\ 1 & 2.5 \end{bmatrix} \begin{bmatrix} 3 - 3 \\ 9 - 10 \end{bmatrix}\\ &= 0.3\\ (\mathbf{x}_H - \bar{\mathbf{x}}_{2H})^{\prime} \mathbf{s}^{-1}_{H,\text{pooled}} (\mathbf{x}_H - \bar{\mathbf{x}}_{2H}) &= [\,3 - 4.5 \;\; 9 - 6\,] \;\frac{3}{24} \begin{bmatrix} 10 & 1 \\ 1 & 2.5 \end{bmatrix} \begin{bmatrix} 3 - 4.5 \\ 9 - 6 \end{bmatrix}\\ &= 4.5 \end{align} \]
e \(\mathbf{x}_H = [3, 9]\) é incorretamente atribuída a \(\pi_1\).
Finalmente, retirar \(\mathbf{x}_H = [4, 5]\) leva à classificação correta desta observação como \(\pi_2\). Assim,
\[ n_{2M}^{H} = 1 \] Uma estimativa da proporção real esperada de erro é dada por
\[ \hat{\mathbb{E}}(\text{AER}) = \frac{n_{1M}^{H} + n_{2M}^{H}}{n_1 + n_2} = \frac{2 + 1}{3 + 3} = 0.5 \]
Assim, vemos que a proporção aparente de erro APER = 0.33 é uma medida otimista de desempenho. É claro que, na prática, tamanhos amostrais são maiores do que os que consideramos aqui, e a diferença entre APER e \(\hat{\mathbb{E}}(\text{AER})\) pode não ser tão grande.
Se você estiver interessado em explorar abordagens para estimar proporções de erro de classificação, consulte [23].
O próximo exemplo ilustra uma dificuldade que pode surgir quando a variância do discriminante não é a mesma para ambas as populações.
Exemplo 11.8: Classificando salmões do Alasca e do Canadá
A pesca do salmão é um recurso valioso tanto para os Estados Unidos quanto para o Canadá. Como é um recurso limitado, deve ser manejado de forma eficiente. Além disso, como mais de um país está envolvido, os problemas devem ser resolvidos de forma equitativa. Isto é, pescadores comerciais do Alasca não podem capturar muitos salmões canadenses e vice-versa.
Esses peixes têm um ciclo de vida notável. Eles nascem em riachos de água doce e depois de um ou dois anos nadam para o oceano. Após alguns anos em água salgada, retornam ao local de nascimento para desovar e morrer. No momento em que estão prestes a retornar como peixes maduros, são capturados ainda no oceano. Para ajudar a regular as capturas, amostras de peixes retirados durante a pesca devem ser identificadas como provenientes de águas do Alasca ou do Canadá. Os peixes carregam alguma informação sobre seu local de nascimento nos anéis de crescimento de suas escamas. Tipicamente, os anéis associados ao crescimento em água doce são menores para o salmão nascido no Alasca do que para o salmão nascido no Canadá. A Tabela 11.2 fornece os diâmetros das regiões dos anéis de crescimento, ampliadas 100 vezes, sendo que
\[ \begin{align} X_1 &= \text{diâmetro dos anéis para o crescimento em rio do primeiro ano} \\ &\quad\text{ (centésimo de polegada)}\\ X_2 &= \text{diâmetro dos anéis para o crescimento em mar do primeiro ano}\\ &\quad \text{ (centésimo de polegada)} \end{align} \]
Além disso, fêmeas são codificadas como 1 e machos são codificados como 2.
Amostras de treinamento de tamanhos \(n_1 = 50\) salmões nascidos no Alasca e \(n_2 = 50\) salmões nascidos no Canadá produzem as estatísticas resumo
\[ \begin{align} \bar{\mathbf{x}}_1 &= \begin{bmatrix} 98.380 \\ 429.660 \end{bmatrix} \qquad \mathbf{s}_1 = \begin{bmatrix} 260.608 & -188.093 \\ -188.093 & 1399.086 \end{bmatrix}\\ \bar{\mathbf{x}}_2 &= \begin{bmatrix} 137.460 \\ 366.620 \end{bmatrix} \qquad \mathbf{s}_2 = \begin{bmatrix} 326.090 & 133.505 \\ 133.505 & 893.261 \end{bmatrix} \end{align} \] Tabela 11.2:
| Alasca Sexo | Alasca Rio | Alasca Mar | Canadá Sexo | Canadá Rio | Canadá Mar |
|---|---|---|---|---|---|
| 2 | 108 | 368 | 1 | 129 | 420 |
| 1 | 131 | 355 | 1 | 148 | 371 |
| 1 | 105 | 469 | 1 | 179 | 407 |
| 2 | 86 | 506 | 2 | 152 | 381 |
| 1 | 99 | 402 | 2 | 166 | 377 |
| 2 | 87 | 423 | 2 | 124 | 389 |
| 1 | 94 | 440 | 1 | 156 | 419 |
| 2 | 117 | 489 | 2 | 131 | 345 |
| 2 | 79 | 432 | 1 | 140 | 362 |
| 1 | 99 | 403 | 2 | 144 | 345 |
| 1 | 114 | 428 | 2 | 149 | 393 |
| 2 | 123 | 372 | 1 | 108 | 330 |
| 1 | 123 | 372 | 1 | 135 | 355 |
| 2 | 109 | 420 | 2 | 170 | 386 |
| 2 | 112 | 394 | 1 | 152 | 301 |
| 1 | 104 | 407 | 1 | 153 | 397 |
| 2 | 111 | 422 | 1 | 152 | 301 |
| 2 | 126 | 423 | 2 | 136 | 438 |
| 2 | 105 | 434 | 2 | 122 | 306 |
| 1 | 119 | 474 | 1 | 148 | 383 |
| 1 | 114 | 396 | 2 | 90 | 385 |
| 2 | 100 | 470 | 1 | 145 | 337 |
| 2 | 84 | 399 | 1 | 123 | 364 |
| 2 | 102 | 429 | 2 | 145 | 376 |
| 2 | 101 | 469 | 2 | 115 | 354 |
| 2 | 85 | 444 | 2 | 134 | 383 |
| 1 | 109 | 397 | 1 | 117 | 355 |
| 2 | 106 | 442 | 2 | 126 | 345 |
| 1 | 82 | 431 | 1 | 118 | 379 |
| 2 | 118 | 381 | 2 | 120 | 369 |
| 1 | 105 | 388 | 1 | 153 | 403 |
| 1 | 121 | 403 | 2 | 150 | 354 |
| 1 | 85 | 451 | 1 | 154 | 390 |
| 1 | 83 | 453 | 1 | 155 | 349 |
| 1 | 53 | 427 | 2 | 109 | 325 |
| 1 | 95 | 411 | 2 | 117 | 344 |
| 1 | 76 | 442 | 1 | 128 | 400 |
| 1 | 95 | 426 | 1 | 144 | 403 |
| 2 | 87 | 402 | 2 | 163 | 370 |
| 1 | 70 | 397 | 2 | 145 | 355 |
| 2 | 84 | 511 | 1 | 133 | 375 |
| 2 | 91 | 469 | 1 | 128 | 383 |
| 1 | 74 | 451 | 2 | 123 | 349 |
| 2 | 101 | 474 | 1 | 144 | 373 |
| 1 | 80 | 398 | 2 | 140 | 388 |
| 1 | 95 | 433 | 2 | 150 | 339 |
| 2 | 92 | 404 | 2 | 124 | 341 |
| 1 | 99 | 481 | 1 | 125 | 346 |
| 2 | 94 | 491 | 1 | 153 | 352 |
| 1 | 87 | 480 | 1 | 108 | 339 |
Sexo: 1 = fêmea, 2 = macho
Fonte: Dados cedidos por K. A. Jensen e B. Van Alen, do Departamento de Pesca e Caça do Estado do Alasca.
Os dados parecem satisfazer a suposição de distribuições normais bivariadas (ver Exercício 11.31), mas as matrizes de covariância podem diferir. Entretanto, para ilustrar um ponto referente às probabilidades de classificação incorreta, usaremos o procedimento de classificação linear.
O procedimento de classificação, usando custos iguais e probabilidades prévias iguais, produz as proporções de erro estimadas por validação cruzada:
\[ \begin{array}{c|cc} & \text{Predita }\pi_1\ (\text{Alasca}) & \text{Predita }\pi_2\ (\text{Canadá}) \\ \hline \text{Observada }\pi_1\ (\text{Alasca}) & 44 & 6 \\ \text{Observada }\pi_2\ (\text{Canadá}) & 1 & 49 \end{array} \]
com base na função de classificação linear [ver (11-19) e (11-20)]
\[ w= y - \bar{y} = -5.54121 - 0.12839\, x_1 + 0.05194\, x_2 \]
Há alguma diferença nas desvios-padrão amostrais de \(w\) para as duas populações:
| População | \(n\) | Média Amostral | Desvio-Padrão Amostral |
|---|---|---|---|
| Alasca | 50 | 4.144 | 3.253 |
| Canadá | 50 | -4.147 | 2.450 |
Embora a proporção total de erro (7/100, ou 7%) seja bastante baixa, há uma desigualdade aqui. É menos provável que um salmão nascido no Canadá seja classificado incorreta como nascido no Alasca, do que o contrário.
A Figura 11.8, que mostra as duas distribuições normais para o discriminante linear \(y\), explica esse fenômeno. O uso do ponto médio entre as duas médias amostrais não torna iguais as duas probabilidades de classificação incorreta. Isso claramente penaliza a população com a maior variância. Assim, uma obediência cega ao procedimento de classificação linear pode ser imprudente.
Figura 11.7: Esquema das densidades normais para o discriminante linear - dados dos salmões.
suppressMessages(suppressWarnings(
invisible(Sys.setlocale("LC_ALL", "pt_BR.UTF-8"))
))
## -------------------------------------------------
## Leitura e preparo dos dados do salmão
## -------------------------------------------------
Dados <- read.table("JW6Data/T11-2.DAT",
quote = "\"",
comment.char = "",
header = FALSE)
colnames(Dados) <- c("Local", "Sexo", "DiamRio", "DiamMar")
Dados$Local <- factor(Dados$Local,
levels = c(1, 2),
labels = c("Alasca", "Canadá"))
Dados$Sexo <- factor(Dados$Sexo,
levels = c(1, 2),
labels = c("Fêmea", "Macho"))
## Descrição univariada por local
print(psych::describeBy(DiamRio + DiamMar ~ Local,
mat = 1,
digits = 2,
data = Dados)) item group1 vars n mean sd median trimmed mad min max range
DiamRio1 1 Alasca 1 50 98.38 16.14 99.0 98.58 17.79 53 131 78
DiamRio2 2 Canadá 1 50 137.46 18.06 140.0 137.72 19.27 90 179 89
DiamMar1 3 Alasca 2 50 429.66 37.40 427.5 428.92 37.81 355 511 156
DiamMar2 4 Canadá 2 50 366.62 29.89 369.5 367.02 30.39 301 438 137
skew kurtosis se
DiamRio1 -0.21 -0.21 2.28
DiamRio2 -0.17 -0.32 2.55
DiamMar1 0.23 -0.73 5.29
DiamMar2 -0.07 -0.22 4.23## -------------------------------------------------
## Testes de normalidade multivariada e homogeneidade
## -------------------------------------------------
out <- MVN::mvn(data = Dados[-2],
subset = "Local",
univariate_test = "SW",
desc = FALSE)
print(out$multivariate_normality, digits = 3) Group Test Statistic p.value MVN
1 Alasca Henze-Zirkler 0.493 0.460 ✓ Normal
2 Canadá Henze-Zirkler 0.362 0.769 ✓ Normal
Box's M-test for Homogeneity of Covariance Matrices
data: Dados[, c("DiamRio", "DiamMar")]
Chi-Sq (approx.) = 10.696, df = 3, p-value = 0.01349
## -------------------------------------------------
## LDA e QDA
## -------------------------------------------------
lda_fit <- MASS::lda(Local ~ DiamRio + DiamMar,
CV = TRUE, # leave-one-out
data = Dados)
qda_fit <- MASS::qda(Local ~ DiamRio + DiamMar,
CV = TRUE, # leave-one-out
data = Dados)
## -------------------------------------------------
## Matrizes de confusão (validação cruzada)
## -------------------------------------------------
# LDA
tab_lda <- table(Observado = Dados$Local,
Predito = lda_fit$class)
cat("\nMatriz de confusão LDA (validação cruzada):\n")
Matriz de confusão LDA (validação cruzada): Predito
Observado Alasca Canadá
Alasca 44 6
Canadá 1 49 coeff.name coeff.val coeff.se coeff.ci coeff.pval
1 Gwet's AC1 0.86 0.051 (0.759,0.961) 0e+00erro_lda <- 1 - sum(diag(tab_lda)) / sum(tab_lda)
cat("Estimativa não-viesada de E(AER) = ", round(erro_lda, 4),
"\n", sep="")Estimativa não-viesada de E(AER) = 0.07# QDA
tab_qda <- table(Observado = Dados$Local,
Predito = qda_fit$class)
cat("\nMatriz de confusão QDA (validação cruzada):\n")
Matriz de confusão QDA (validação cruzada): Predito
Observado Alasca Canadá
Alasca 45 5
Canadá 3 47 coeff.name coeff.val coeff.se coeff.ci coeff.pval
1 Gwet's AC1 0.84 0.054 (0.732,0.948) 0e+00erro_qda <- 1 - sum(diag(tab_qda)) / sum(tab_qda)
cat("Estimativa não-viesada de E(AER) = ", round(erro_qda, 4),
"\n", sep="")Estimativa não-viesada de E(AER) = 0.08## -------------------------------------------------
## Função discriminante linear
## Importância das variáveis discriminantes
## -------------------------------------------------
X <- Dados[, c("DiamRio", "DiamMar")]
m.pi <- by(X, Dados$Local, colMeans)
s.pi <- by(X, Dados$Local, cov)
n.pi <- table(Dados$Local)
s.pooled <- ((n.pi["Alasca"]-1) * s.pi$Alasca +
(n.pi["Canadá"]-1) * s.pi$"Canadá")/
(n.pi["Alasca"]+n.pi["Canadá"]-2)
a.hat <- crossprod(m.pi$Alasca - m.pi$"Canadá",
solve(s.pooled))
FDL <- matrix(colnames(s.pooled), ncol = 1)
print(calculus::mx(round(a.hat, 2), FDL)) [,1]
[1,] "-0.13 * (DiamRio) + 0.05 * (DiamMar)"# importância relativa (em módulo)
a.hat_abs <- abs(t(a.hat))
colnames(a.hat_abs) <- "Importância da medida"
rownames(a.hat_abs) <- colnames(s.pooled)
print(proportions(a.hat_abs), digits = 2) Importância da medida
DiamRio 0.71
DiamMar 0.29## -------------------------------------------------
## Fronteiras discriminantes no plano (DiamRio, DiamMar)
## -------------------------------------------------
x_seq <- seq(min(Dados$DiamRio) - 1,
max(Dados$DiamRio) + 1,
length.out = 300)
y_seq <- seq(min(Dados$DiamMar) - 1,
max(Dados$DiamMar) + 1,
length.out = 300)
grid_xy <- expand.grid(DiamRio = x_seq,
DiamMar = y_seq)
# Ajuste sem CV para obter predições na grade
lda_fit2 <- MASS::lda(Local ~ DiamRio + DiamMar,
CV = FALSE,
data = Dados)
qda_fit2 <- MASS::qda(Local ~ DiamRio + DiamMar,
CV = FALSE,
data = Dados)
print(lda_fit2)Call:
lda(Local ~ DiamRio + DiamMar, data = Dados, CV = FALSE)
Prior probabilities of groups:
Alasca Canadá
0.5 0.5
Group means:
DiamRio DiamMar
Alasca 98.38 429.66
Canadá 137.46 366.62
Coefficients of linear discriminants:
LD1
DiamRio 0.04458572
DiamMar -0.01803856Call:
qda(Local ~ DiamRio + DiamMar, data = Dados, CV = FALSE)
Prior probabilities of groups:
Alasca Canadá
0.5 0.5
Group means:
DiamRio DiamMar
Alasca 98.38 429.66
Canadá 137.46 366.62pred_lda <- predict(lda_fit2, newdata = grid_xy)
pred_qda <- predict(qda_fit2, newdata = grid_xy)
# Diferença das probabilidades a posteriori (Alasca - Canadá)
grid_xy$lda_diff <- pred_lda$posterior[, "Alasca"] -
pred_lda$posterior[, "Canadá"]
grid_xy$qda_diff <- pred_qda$posterior[, "Alasca"] -
pred_qda$posterior[, "Canadá"]
## -------------------------------------------------
## Gráfico com fronteiras LDA (linear) e QDA (quadrática)
## -------------------------------------------------
g <- ggplot2::ggplot(
data = Dados,
mapping = ggplot2::aes(x = DiamRio,
y = DiamMar,
colour = Local,
shape = Local)
) +
ggplot2::geom_point(size = 2) +
# Fronteira LDA
ggplot2::stat_contour(
data = grid_xy,
mapping = ggplot2::aes(x = DiamRio,
y = DiamMar,
z = lda_diff),
breaks = 0,
linewidth = 0.7,
colour = "black",
linetype = 2,
inherit.aes = FALSE
) +
# Fronteira QDA
ggplot2::stat_contour(
data = grid_xy,
mapping = ggplot2::aes(x = DiamRio,
y = DiamMar,
z = qda_diff),
breaks = 0,
linewidth = 0.7,
colour = "red",
linetype = 1,
inherit.aes = FALSE
) +
ggplot2::labs(
x = "Diâmetro do anel (rio, centésimo de pol)",
y = "Diâmetro do anel (mar, centésimo de pol)",
title = "Fronteiras discriminantes\nLDA (tracejada) e QDA (contínua) – salmão"
) +
ggplot2::theme_bw() +
ggplot2::theme(panel.grid = ggplot2::element_blank())
print(g)
\[\Diamond\]
Deveria ser intuitivamente claro que uma boa classificação (baixas proporções de erro) dependerá da separação das populações. Quanto mais distantes os grupos estiverem, mais provável será que uma regra de classificação útil possa ser desenvolvida. Esse objetivo de separação, aludido na Seção 11.1, é explorado mais adiante na Seção 11.6.
Como veremos, regras de alocação apropriadas para o caso envolvendo probabilidades prévias iguais e custos de classificação incorreta iguais correspondem a funções projetadas para separar as populações de maneira máxima. É nessa situação que começamos a perder a distinção entre classificação e separação.
Classificação com Três ou Mais Populações
Em teoria, a generalização dos procedimentos de classificação de 2 para \(g \ge 2\) grupos é direta. No entanto, pouco se sabe sobre as propriedades das correspondentes funções de classificação simples e, em particular, suas proporções de erro não foram totalmente investigadas.
A “robustez” das funções de classificação de dois grupos para, por exemplo, covariâncias desiguais ou distribuições não normais pode ser estudada com experimentos gerados por computador.
Aqui, robustez refere-se à deterioração das proporções de erro causada pelo uso de um procedimento de classificação com dados que não estão em conformidade com as suposições sobre as quais o procedimento foi baseado.
É muito difícil estudar a robustez de procedimentos de classificação de forma analítica. Entretanto, dados provenientes de uma ampla variedade de distribuições com diferentes estruturas de covariância podem ser facilmente gerados em um computador. O desempenho de várias regras de classificação pode então ser avaliado usando “amostras” geradas por computador a partir dessas distribuições.
Para mais de duas populações, essa abordagem pode não levar a conclusões gerais, porque as propriedades dependem de onde as populações estão localizadas, e existem muitas configurações possíveis para estudo por experimentação.
Como antes, nossa abordagem nesta seção será desenvolver as regras teoricamente ótimas e, em seguida, indicar as modificações necessárias para aplicações do mundo real.
Método do Custo Mínimo Esperado de classificação incorreta
Seja \(f_i(\mathbf{x})\) a densidade associada à população \(\pi_i\), \(i = 1, 2, \ldots, g\).
Para a maioria das partes, tomaremos \(f_i(\mathbf{x})\) como sendo uma densidade normal multivariada, mas isso não é necessário para o desenvolvimento da teoria geral.
Seja
\[ p_i = \text{probabilidade prévia da população } \pi_i\\ i = 1,2,\ldots,g \]
e
\[ c(k \mid i) = \text{custo de alocar item em } \pi_k \text{ se, de fato, ele pertence a } \pi_i \\ k, i = 1,2,\ldots,g \]
Para \(k = i\), defina \(c(i \mid i) = 0\). Finalmente, seja \(R_k\) o conjunto de \(x\) classificados como \(\pi_k\) e
\[ P(k \mid i) = P(\text{classificar item como } \pi_k \mid \pi_i) = \int_{R_k} f_i(\mathbf{x})\, d\mathbf{x} \]
para \(k, i = 1,2, \ldots, g\), com
\[ P(i \mid i) = 1 - \sum_{k \ne i} P(k \mid i) \] O custo condicional esperado de classificar uma \(\mathbf{x}\) da população \(\pi_i\) na população \(\pi_2\), ou \(\pi_3\), …, ou \(\pi_g\) é
\[ \begin{align} \operatorname{ECM}(1) &= P(2 \mid 1)c(2 \mid 1) + P(3 \mid 1)c(3 \mid 1) + \cdots + P(g \mid 1)c(g \mid 1) \\ \operatorname{ECM}(1) &= \sum_{k=2}^{g} P(k \mid 1)c(k \mid 1) \end{align} \]
Este custo condicional esperado ocorre com probabilidade prévia \(p_1\), a probabilidade de \(\pi_1\).
De maneira semelhante, podemos obter os custos condicionais esperados de misclassificação \(\operatorname{ECM}(2), \ldots, \operatorname{ECM}(g)\).
Multiplicando cada custo condicional esperado por sua probabilidade préviai e somando, obtemos o ECM total:
\[ \begin{align} \operatorname{ECM} &= p_1 \operatorname{ECM}(1) + p_2 \operatorname{ECM}(2) + \cdots + p_g \operatorname{ECM}(g) \\ &= p_1\left( \sum_{k=2}^{g} P(k \mid 1)c(k \mid 1) \right) + \\ &\qquad p_2\left( \sum_{k=1,\, k \neq 2}^{g} P(k \mid 2)c(k \mid 2) \right) +\\ &\qquad \cdots + \\ &\qquad p_g\left( \sum_{k=1}^{g-1} P(k \mid g)c(k \mid g) \right)\\ \operatorname{ECM} & = \sum_{i=1}^{g} p_i\left( \sum_{\substack{k=1 \\ k \neq i}}^{g} P(k \mid i)c(k \mid i) \right) \end{align} \tag{11-37} \]
Determinar um procedimento ótimo de classificação equivale a escolher as regiões de classificação mutuamente exclusivas e exaustivas \(R_1, R_2, \ldots, R_g\) tais que a expressão (11-37) seja mínima.
Resultado 11.5. As regiões de classificação que minimizam o \(\operatorname{ECM}\) dado em (11-37) são definidas atribuindo-se \(\mathbf{x}\) à população \(\pi_k\), para \(k = 1,2,\ldots,g\), para a qual
\[ \sum_{\substack{i=1 \\ i \ne k}}^{g} p_i\, f_i(\mathbf{x})\, c(k \mid i) \tag{11-38} \]
é mínima.
Se ocorrer empate, \(\mathbf{x}\) pode ser atribuída a qualquer uma das populações empatadas.
Demonstração. Veja Anderson [2].
\[\Diamond\] Suponha que todos os custos de classificação incorreta sejam iguais; nesse caso, a regra de custo mínimo esperado de classificação incorreta reduz-se à regra de probabilidade total mínima de classificação incorreta. (Sem perda de generalidade, podemos definir todos os custos de classificação incorreta iguais a 1.) Usando o argumento que leva a (11-38), alocaríamos \(\mathbf{x}\) à população \(\pi_k\), \(k = 1,2,\ldots,g\), para a qual
\[ \sum_{\substack{i = 1 \\ i \ne k}}^{g} p_i f_i(\mathbf{x}) \tag{11-39} \]
é o menor valor. Agora, a expressão (11-39) será mínima quando o termo omitido, \(p_k f_k(\mathbf{x})\), for o maior. Consequentemente, quando os custos de classificação incorreta são iguais, a regra de custo mínimo esperado de classificação incorreta assume a seguinte forma bastante simples.
Regra de Classificação ECM Mínima com Custos de Classificação Incorreta Iguais
Atribua \(\mathbf{x}_0\) a \(\pi_k\) se
\[ p_k f_k(\mathbf{x}_0) > p_i f_i(\mathbf{x}_0) \quad\text{para todo } i \ne k \tag{11–40} \]
ou, equivalentemente,
Atribua \(\mathbf{x}_0\) a \(\pi_k\) se
\[ \ln (p_k f_k(\mathbf{x}_0)) > \ln(p_i f_i(\mathbf{x}_0)) \quad\text{para todo } i \ne k \tag{11–41} \]
É interessante notar que a regra de classificação em (11–40) é idêntica à que maximiza a probabilidade “posterior” \(P(\pi_k \mid \mathbf{x})\), sendo que
\[ \begin{align} P(\pi_k \mid \mathbf{x}) &= \frac{p_k f_k(\mathbf{x})} {\displaystyle\sum_{j=1}^{g} p_j f_j(\mathbf{x})}\\ P(\pi_k \mid \mathbf{x})&= \frac{\text{prévia} \times \text{verossimilhança}} {\text{soma}[\text{prévia} \times \text{verossimilhança}]} \\ k&=1,2,\ldots,g \end{align} \tag{11–42} \]
A Equação (11–42) é a generalização da Equação (11–9) para \(g \ge 2\) grupos.
É importante lembrar que, em geral, as regras ECM mínimas têm três componentes: probabilidades prévias, custos de classificação incorreta e funções de densidade. Esses componentes devem ser especificados (ou estimados) antes que as regras possam ser implementadas.
Exemplo 11.9: Classificando uma nova observação em uma de três populações conhecidas
Vamos atribuir uma observação \(\mathbf{x}_0\) a uma das \(g = 3\) populações \(\pi_1\), \(\pi_2\) ou \(\pi_3\), dadas as seguintes probabilidades prévias, custos de classificação incorreta e valores de densidade:
\[ \begin{array}{c|lll} & \text{Verdadeira } \pi_1 & \text{Verdadeira } \pi_2 & \text{Verdadeira } \pi_3 \\ \hline \text{Classificar como } \pi_1 & c(1 \mid 1)=0 & c(1 \mid 2)=50 & c(1 \mid 3)=100 \\ \text{Classificar como } \pi_2 & c(2 \mid 1)=10 & c(2 \mid 2)=0 & c(2 \mid 3)=50 \\ \text{Classificar como } \pi_3 & c(3 \mid 1)=50 & c(3 \mid 2)=200 & c(3 \mid 3)=0 \end{array} \]
Probabilidades prévias:
\[ p_1 = 0.05 \qquad p_2 = 0.60 \qquad p_3 = 0.35 \]
Densidades em \(\mathbf{x}_0\):
\[ f_1(\mathbf{x}_0)=0.01 \qquad f_2(\mathbf{x}_0)=0.85 \qquad f_3(\mathbf{x}_0)=2 \]
Usaremos os procedimentos de ECM mínimo.
Os valores de
\[ \sum_{i=1,\,i\neq k}^{3} p_i f_i(\mathbf{x}_0)c(k\mid i) \]
[ver (11–38)] são:
Para \(k = 1\):
\[ \begin{align} p_2 f_2(\mathbf{x}_0)c(1\mid 2) &= (0.60)(0.85)(50) \\ p_3 f_3(\mathbf{x}_0)c(1\mid 3) &= (0.35)(2)(100) \end{align} \]
Logo,
\[ p_2 f_2(\mathbf{x}_0)c(1\mid 2) + p_3 f_3(\mathbf{x}_0)c(1\mid 3) = 325 \]
Para \(k = 2\):
\[ \begin{align} p_1 f_1(\mathbf{x}_0)c(2\mid 1) &= (0.05)(0.01)(10) \\ p_3 f_3(\mathbf{x}_0)c(2\mid 3) &= (0.35)(2)(50) \end{align} \]
Assim,
\[ p_1 f_1(\mathbf{x}_0)c(2\mid 1)+ p_3 f_3(\mathbf{x}_0)c(2\mid 3)= 35.005 \]
Para \(k = 3\):
\[ \begin{align} p_1 f_1(\mathbf{x}_0)c(3\mid 1) &= (0.05)(0.01)(50) \\ p_2 f_2(\mathbf{x}_0)c(3\mid 2) &= (0.60)(0.85)(200) \end{align} \]
Somando:
\[ p_1 f_1(\mathbf{x}_0)c(3\mid 1)+ p_2 f_2(\mathbf{x}_0)c(3\mid 2)= 102.025 \]
Como
\[ \sum_{i=1,i\neq k}^{3} p_i f_i(\mathbf{x}_0)c(k\mid i) \] é mínimo para \(k = 2\), devemos alocar \(\mathbf{x}_0\) para \(\pi_2\).
Se todos os custos de classificação incorreta fossem iguais, atribuiríamos \(\mathbf{x}_0\) segundo (11–40), que exige somente os produtos:
\[ \begin{align} p_1 f_1(\mathbf{x}_0) &= (0.05)(0.01)=0.0005 \\ p_2 f_2(\mathbf{x}_0) &= (0.60)(0.85)=0.510 \\ p_3 f_3(\mathbf{x}_0) &= (0.35)(2)=0.700 \end{align} \]
Como \(p_3 f_3(\mathbf{x}_0)=0.700\) é maior que \(p_k f_k(\mathbf{x}_0)\) para \(k=1,2\), devemos alocar \(\mathbf{x}_0\) a \(\pi_3\).
Calculando as probabilidades posteriores [ver (11–42)], obtemos:
\[ \begin{align} P(\pi_1 \mid \mathbf{x}_0) &= \frac{p_1 f_1(\mathbf{x}_0)} {\sum_{i=1}^{3} p_i f_i(\mathbf{x}_0)}\\ &= \frac{(0.05)(0.01)} {(0.05)(0.01)+(0.60)(0.85)+(0.35)(2)}\\ &= \frac{0.0005}{1.2105}\\ P(\pi_1 \mid \mathbf{x}_0)&= 0.0004\\ P(\pi_2 \mid \mathbf{x}_0) &= \frac{(0.60)(0.85)}{1.2105}\\ &= 0.421\\ P(\pi_3 \mid \mathbf{x}_0) &= \frac{(0.35)(2)}{1.2105}\\ &= 0.578 \end{align} \]
Vemos que \(\mathbf{x}_0\) é atribuída a \(\pi_3\), a população com a maior probabilidade posterior.
## Probabilidades prévias
p <- c(0.05, 0.60, 0.35)
names(p) <- paste0("pi", 1:3)
## Densidades em x0
f <- c(0.01, 0.85, 2.00)
names(f) <- names(p)
## Matriz de custos c(k|i)
C <- matrix(c( 0, 50, 100,
10, 0, 50,
50, 200, 0),
nrow = 3, byrow = TRUE,
dimnames = list(classificar = names(p),
verdadeiro = names(p)))
C verdadeiro
classificar pi1 pi2 pi3
pi1 0 50 100
pi2 10 0 50
pi3 50 200 0## ECM para cada decisão k
ECM <- numeric(3)
for(k in 1:3){
ECM[k] <- sum(p[-k] * f[-k] * C[k, -k])
}
names(ECM) <- names(p)
ECM pi1 pi2 pi3
95.500 35.005 102.025 [1] "pi2"## -------------------------------------------------
## Probabilidades posteriores P(pi_k | x0)
## -------------------------------------------------
num_post <- p * f # numeradores p_k f_k(x0)
post <- num_post / sum(num_post)
print(post, digits=2) pi1 pi2 pi3
0.00041 0.42131 0.57827 [1] "pi3"## Tabela resumo (opcional)
resumo <- data.frame(
classe = names(p),
priori = p,
densidade = f,
num_post = num_post,
posterior = post,
ECM = ECM
)
resumo# A tibble: 3 × 6
classe priori densidade num_post posterior ECM
<chr> <dbl> <dbl> <dbl> <dbl> <dbl>
1 pi1 0.05 0.01 0.0005 0.000413 95.5
2 pi2 0.6 0.85 0.51 0.421 35.0
3 pi3 0.35 2 0.7 0.578 102. Classificação com Populações Normais
Um caso especial importante ocorre quando
\[ f_i(\mathbf{x}) = \frac{1}{\sqrt{(2\pi)^{p}\,|\boldsymbol{\Sigma}_i|}} \exp\left[ -\frac{1}{2} (\mathbf{x}-\boldsymbol{\mu}_i)^{\prime} \boldsymbol{\Sigma}_i^{-1} (\mathbf{x}-\boldsymbol{\mu}_i) \right] \\ i = 1,2,\ldots,g \tag{11-43} \]
ou seja, quando as densidades são normais multivariadas com médias \(\boldsymbol{\mu}_i\) e matrizes de covariâncias \(\boldsymbol{\Sigma}_i\).
Se, além disso, os custos de classificação incorreta forem todos iguais \(c(i\mid k)=1\) para \(i\neq k\) (ou, equivalentemente, se os custos forem todos iguais), então (11-41) torna-se
Alocar \(\mathbf{x}_0\) em \(\pi_k\) se:
\[ \begin{align} \ln (p_k f_k(\mathbf{x})) &= -\frac{1}{2}\left(2\ln (1/p_k) +p\ln(2\pi) +\ln(|\boldsymbol{\Sigma}_k|) +(\mathbf{x}-\boldsymbol{\mu}_k)^{\prime} \boldsymbol{\Sigma}_k^{-1} (\mathbf{x}-\boldsymbol{\mu}_k)\right)\\ \ln(p_k f_k(\mathbf{x})) &= \max_{i} \ln (p_i f_i(\mathbf{x})) \end{align} \tag{11-44} \]
A constante \((p/2)\ln(2\pi)\) pode ser ignorada em (11–44), pois é igual para todas as populações.
Portanto, definimos o escore discriminante quadrático para a população \(i\) como
\[ d_i^{\text{Q}}(\mathbf{x}) = -\frac{1}{2} \left(\ln(|\boldsymbol{\Sigma}_i|) + (\mathbf{x}-\boldsymbol{\mu}_i)^{\prime} \boldsymbol{\Sigma}_i^{-1} (\mathbf{x}-\boldsymbol{\mu}_i) + 2\ln (1/p_i)\right)<0 \\ i = 1,2,\ldots,g \tag{11–45} \]
O escore quadrático \(d_i^{\text{Q}}(\mathbf{x})\) é composto por:
- Um termo que envolve o determinante da matriz de variâncias e
covariâncias \(|\boldsymbol{\Sigma}_i|\).
- A probabilidade prévia \(p_i\).
- A medida de distância entre \(\mathbf{x}\) e a média da população \(\boldsymbol{\mu}_i\) sob a métrica de \(\boldsymbol{\Sigma}_i^{-1}\).
Como consequência, uma função discriminante diferente, com forma e tamanho do elipsóide constante distintos, será usada para cada população.
Usando os escores discriminantes, verificamos que a regra de classificação (11-44) assume a seguinte forma:
Regra de Probabilidade Total Mínima de Classificação Incorreta (TPM) para Populações Normais: \(\boldsymbol{\Sigma}_i\) desiguais
Alocar \(\mathbf{x}\) para \(\pi_k\) se o escore quadrático (ver (11-45)):
\[ d_k^{\text{Q}}(\mathbf{x})=\max \{d_i^{\text{Q}}(\mathbf{x})\}_{i=1}^{g}=\min \{|d_i^{\text{Q}}(\mathbf{x})|\}_{i=1}^{g} \tag{11–46} \]
sendo que \(d_k^{\text{Q}}(\mathbf{x})\) é dado por (11-45).
Na prática, os vetores de média \(\boldsymbol{\mu}_i\) e as matrizes de covariância \(\boldsymbol{\Sigma}_i\) são desconhecidos, mas um conjunto de treinamento com observações corretamente classificadas costuma estar disponível para construir estimativas. As quantidades amostrais relevantes para a população \(\pi_i\) são:
\[ \begin{align} \bar{\mathbf{x}}_i &= \text{vetor de média amostral}\\ \mathbf{s}_i &= \text{matriz de covariância amostral}\\ n_i &= \text{tamanho amostral} \end{align} \]
A estimativa do escore quadrático de discriminação \(\hat{d}_i^{\text{Q}}(\mathbf{x})\) é então:
\[ \hat{d}_i^{\text{Q}}(\mathbf{x}) = -\dfrac{1}{2}\left(\ln(|\mathbf{s}_i|) +(\mathbf{x}-\bar{\mathbf{x}}_i)^{\prime}\mathbf{s}_i^{-1}(\mathbf{x}-\bar{\mathbf{x}}_i) + 2\ln (1/p_i)\right) \\ i = 1,2,\ldots,g \tag{11–47} \]
e a regra de classificação baseada na amostra é a seguinte:
Regra TPM Estimada para Populações Normais: \(\boldsymbol{\Sigma}_i\) Desiguais
Atribua \(\mathbf{x}\) a \(\pi_k\) se o escore quadrático estimado \(\hat{d}_k^{\text{Q}}(\mathbf{x})\) for o maior entre os \(g\) escores,
\[ \hat{d}_k^{\text{Q}}(\mathbf{x}) = \max\{\hat{d}_i^{\text{Q}}(\mathbf{x})\}_{i=1}^{g} \tag{11-48} \]
sendo que \(\hat{d}_i^{\text{Q}}(\mathbf{x})\) é dado por (11–47).
Uma simplificação é possível se as matrizes de covariância das populações forem iguais, \(\boldsymbol{\Sigma}_1 = \boldsymbol{\Sigma}_2 = \cdots = \boldsymbol{\Sigma}_g\).
Quando \(\boldsymbol{\Sigma}_i = \boldsymbol{\Sigma}\) para \(i=1,\ldots,g\), o escore discriminante em (11-45) torna-se
\[ \begin{align} d_i^{\text{Q}}(\mathbf{x}) = -\dfrac{1}{2}\left(\ln(|\boldsymbol{\Sigma}|) +\mathbf{x}^{\prime}\boldsymbol{\Sigma}^{-1}\mathbf{x} -2 \boldsymbol{\mu}_i^{\prime}\boldsymbol{\Sigma}^{-1}\mathbf{x} +\boldsymbol{\mu}_i^{\prime}\boldsymbol{\Sigma}^{-1}\boldsymbol{\mu}_i + 2\ln (1/p_i)\right) \end{align} \tag{11–49} \]
Os dois primeiros termos são iguais para todas as populações e não afetam a alocação.
Os termos restantes consistem em uma constante
\[ c_i = -\ln (1/p_i) - \dfrac{1}{2}\boldsymbol{\mu}_i^{\prime}\boldsymbol{\Sigma}^{-1}\boldsymbol{\mu}_i \]
e uma combinação linear dos componentes de \(\mathbf{x}\).
Definimos então o escore discriminante linear
\[ d_i(\mathbf{x}) = - \dfrac{1}{2}\left(-2\boldsymbol{\mu}_i^{\prime}\boldsymbol{\Sigma}^{-1}\mathbf{x}+ \boldsymbol{\mu}_i^{\prime}\boldsymbol{\Sigma}^{-1}\boldsymbol{\mu}_i + 2\ln(1/p_i)\right) \\ i=1,2,\ldots,g \tag{11–49} \]
Uma estimativa \(\hat{d}_i(\mathbf{x})\) do escore discriminante linear é baseada na estimativa combinada de \(\boldsymbol{\Sigma}\):
\[ \mathbf{s}_{\text{pooled}} = \frac{\sum_{i=1}^{g}{(n_i-1)\mathbf{s}_i}}{\sum_{i=1}^{g}{n_i-1}} \tag{11–50} \]
e é dada por
\[ \hat{d}_i(\mathbf{x}) = - \dfrac{1}{2}\left(-2\bar{\mathbf{x}}_i^{\prime}\mathbf{s}_{\text{pooled}}^{-1}\mathbf{x}+ \bar{\mathbf{x}}_i^{\prime}\mathbf{s}_{\text{pooled}}^{-1}\bar{\mathbf{x}}_i + 2\ln (1/p_i)\right) \\ i=1,2,\ldots,g \tag{11–51} \]
Consequentemente, temos o seguinte:
Regra TPM Estimada para Populações Normais com Covariâncias Iguais
Atribua \(\mathbf{x}\) a \(\pi_k\) se o escore discriminante linear \(\hat{d}_k(\mathbf{x})\) for o maior dentre \(\hat{d}_1(\mathbf{x}),\, \hat{d}_2(\mathbf{x}),\, \ldots,\, \hat{d}_g(\mathbf{x})\) (11-52).
com \(\hat{d}_k(\mathbf{x})\) dado por (11-51).
Comentário. A expressão (11-49) é uma função linear conveniente de \(\mathbf{x}\). Um classificador equivalente para o caso de covariâncias iguais pode ser obtido de (11-45) ignorando o termo constante \(-\tfrac{1}{2}\ln(|\boldsymbol{\Sigma}|)\). O resultado, com estimativas amostrais substituídas pelas quantidades populacionais desconhecidas, pode então ser interpretado em termos das distâncias quadráticas
\[ d_k^2(\mathbf{x}) = (\mathbf{x}-\bar{\mathbf{x}}_k)^{\prime} \mathbf{s}_{\text{pooled}}^{-1} (\mathbf{x}-\bar{\mathbf{x}}_k) \tag{11-53} \]
da observação \(\mathbf{x}\) ao vetor médio amostral \(\bar{\mathbf{x}}_k\).
A regra de alocação é então
\[ \text{Atribuir }\mathbf{x}\text{ à população }\pi_k \text{ para a qual } \\-\dfrac{1}{2}d_k^2(\mathbf{x}) - \ln (1/p_k) \text{ é máximo.} \tag{11-54} \]
Vemos que essa regra — ou, equivalentemente, (11-52) — atribui \(\mathbf{x}\) à população “mais próxima”. A medida de distância é penalizada por \(\ln (p_k)\).
Se as probabilidades prévias são desconhecidas, o procedimento usual é definir \(p_1 = p_2 = \cdots = p_g = 1/g\).
Uma observação é então atribuída à população mais próxima.
Exemplo 11.10: Cálculo dos escores discriminantes amostrais assumindo matriz de covariância comum
Vamos calcular os escores discriminantes lineares com base em dados de \(g = 3\) populações assumidas como bivariadas normais com uma matriz de covariância comum.
Amostras aleatórias das populações \(\pi_1\), \(\pi_2\) e \(\pi_3\), juntamente com as médias amostrais e matrizes de covariância, são as seguintes:
\[ \mathbf{x}_1 = \begin{bmatrix} -2 & 5 \\ 1 & -3 \\ 0 & 1 \end{bmatrix} \quad n_1 = 3 \quad \bar{\mathbf{x}}_1 = \begin{bmatrix} -1\\ 3 \end{bmatrix} \quad \mathbf{s}_1 = \begin{bmatrix} 1 & -1\\ -1 & 4 \end{bmatrix} \]
\[ \mathbf{x}_2 = \begin{bmatrix} 0 & 6\\ 2 & 4\\ 1 & 2 \end{bmatrix} \quad n_2 = 3 \quad \bar{\mathbf{x}}_2 = \begin{bmatrix} 1\\ 4 \end{bmatrix} \quad \mathbf{s}_2 = \begin{bmatrix} 1 & -1\\ -1 & 4 \end{bmatrix} \]
\[ \mathbf{x}_3 = \begin{bmatrix} 1 & -2\\ 0 & -1\\ -1 & -4 \end{bmatrix} \quad n_3 = 3 \quad \bar{\mathbf{x}}_3 = \begin{bmatrix} 0\\ -2 \end{bmatrix} \quad \mathbf{s}_3 = \begin{bmatrix} 1 & -1\\ -1 & 4 \end{bmatrix} \]
Dadas \(p_1 = p_2 = 0.25\) e \(p_3 = 0.50\), vamos classificar a observação \(\mathbf{x}_0 = [x_{01}, x_{02}] = [-2\;\;-1]\) usando (11–52).
Da equação (11–50):
\[ \mathbf{s}_{\text{pooled}} = \frac{(n_1 - 1)\mathbf{s}_1 + (n_2 - 1)\mathbf{s}_2 + (n_3 - 1)\mathbf{s}_3}{n_1 + n_2 + n_3 - 3} \]
Como todas as \(\mathbf{s}_i\) são iguais:
\[ \mathbf{s}_{\text{pooled}} = \frac{1}{6}\; 2 \begin{bmatrix} 1 & -1\\ -1 & 4 \end{bmatrix} = \frac{1}{3} \begin{bmatrix} 1 & -1\\ -1 & 4 \end{bmatrix} \]
Logo,
\[ \mathbf{s}^{-1}_{\text{pooled}} = \frac{9}{35} \begin{bmatrix} 4 & 1\\ 1 & 3 \end{bmatrix} \]
Cálculo dos escores discriminantes:
Para \(\pi_1\):
\[ \bar{\mathbf{x}}_1^{\prime} \mathbf{s}^{-1}_{\text{pooled}} \bar{\mathbf{x}}_1 = \frac{1}{35}[ -1\;\;3 ] \begin{bmatrix} 36 & 3\\ 3 & 9 \end{bmatrix} \begin{bmatrix} -1\\ 3 \end{bmatrix} = \frac{99}{35} \]
Assim,
\[ \hat{d}_1(\mathbf{x}_0) = -\ln (1/p_1) + \bar{\mathbf{x}}_1^{\prime} \mathbf{s}^{-1}_{\text{pooled}} \mathbf{x}_0 -\frac{1}{2} \bar{\mathbf{x}}_1^{\prime} \mathbf{s}^{-1}_{\text{pooled}} \bar{\mathbf{x}}_1 \]
Substituindo:
\[ \hat{d}_1(\mathbf{x}_0) = -1.386 + \frac{-27}{35}x_{01} + \frac{24}{35}x_{02} -\frac{1}{2}\frac{99}{35} = -1.943 \]
Para \(\pi_2\):
\[ \bar{\mathbf{x}}_2^{\prime} \mathbf{s}^{-1}_{\text{pooled}} \bar{\mathbf{x}}_2 = \frac{1}{35}[1\;\;4] \begin{bmatrix} 36 & 3\\ 3 & 9 \end{bmatrix} \begin{bmatrix} 1\\ 4 \end{bmatrix} = \frac{204}{35} \]
Então:
\[ \hat{d}_2(\mathbf{x}_0) = -1.386 + \frac{48}{35}x_{01} + \frac{39}{35}x_{02} -\frac{1}{2}\frac{204}{35} = -8.158 \] Para \(\pi_3\):
\[ \bar{\mathbf{x}}_3^{\prime} \mathbf{s}^{-1}_{\text{pooled}} \bar{\mathbf{x}}_3 = \frac{1}{35}[0\;\;-2] \begin{bmatrix} 36 & 3\\ 3 & 9 \end{bmatrix} \begin{bmatrix} 0\\ -2 \end{bmatrix} = \frac{36}{35} \]
Logo:
\[ \hat{d}_3(\mathbf{x}_0) = \ln(0.50) + \frac{-6}{35}x_{01} + \frac{-18}{35}x_{02} -\frac{1}{2}\frac{36}{35} = -0.350 \]
Como
\[ \hat{d}_3(\mathbf{x}_0) = -0.350 \]
é o maior entre os três escores discriminantes, concluímos que:
\[
\mathbf{x}_0 \;\text{é alocada em}\; \pi_3
\] * JW6_Example11.10.R
suppressMessages(suppressWarnings(
invisible(Sys.setlocale("LC_ALL", "pt_BR.UTF-8"))
))
## -------------------------------------------------
## Dados das três populações (Exemplo 11.10)
## -------------------------------------------------
X1 <- rbind(
c(-2, 5),
c( 0, 3),
c(-1, 1)
)
X2 <- rbind(
c(0, 6),
c(2, 4),
c(1, 2)
)
X3 <- rbind(
c( 1, -2),
c( 0, 0),
c(-1, -4)
)
## Vetores de médias amostrais
m1 <- colMeans(X1)
m2 <- colMeans(X2)
m3 <- colMeans(X3)
m1; m2; m3 # deve dar (-1,3), (1,4), (0,-2)[1] -1 3[1] 1 4[1] 0 -2## Matrizes de covariância amostrais
S1 <- cov(X1)
S2 <- cov(X2)
S3 <- cov(X3)
S1; S2; S3 # S1 = S2 = [1 -1; -1 4], S3 = [1 1; 1 4] [,1] [,2]
[1,] 1 -1
[2,] -1 4 [,1] [,2]
[1,] 1 -1
[2,] -1 4 [,1] [,2]
[1,] 1 1
[2,] 1 4n1 <- n2 <- n3 <- 3
## -------------------------------------------------
## Matriz de covariância combinada (pooled) e sua inversa
## -------------------------------------------------
S_pooled <- ((n1 - 1) * S1 +
(n2 - 1) * S2 +
(n3 - 1) * S3) /
(n1 + n2 + n3 - 3)
S_pooled [,1] [,2]
[1,] 1.0000000 -0.3333333
[2,] -0.3333333 4.0000000 [,1] [,2]
[1,] 1.000 -0.333
[2,] -0.333 4.000 [,1] [,2]
[1,] 1.0286 0.0857
[2,] 0.0857 0.2571## -------------------------------------------------
## Priori e ponto a classificar
## -------------------------------------------------
p <- c(p1 = 0.25, p2 = 0.25, p3 = 0.50)
x0 <- c(-2, -1) # x0 = (x01, x02)
## -------------------------------------------------
## Cálculo dos escores discriminantes lineares \hat d_i(x0)
## Fórmula (11-51):
## d_i(x) = m_i' S_pooled^{-1} x - 1/2 m_i' S_pooled^{-1} m_i + ln p_i
## -------------------------------------------------
d_fun <- function(mu, p_i, x, S_inv) {
mu <- as.matrix(mu)
x <- as.matrix(x)
t(mu) %*% S_inv %*% x -
0.5 * (t(mu) %*% S_inv %*% mu) +
log(p_i)
}
d1 <- d_fun(m1, p["p1"], x0, S_pooled_inv)
d2 <- d_fun(m2, p["p2"], x0, S_pooled_inv)
d3 <- d_fun(m3, p["p3"], x0, S_pooled_inv)
d <- c(pi1 = d1, pi2 = d2, pi3 = d3)
print(d, digits=3) pi1 pi2 pi3
-1.94 -8.16 -0.35 [1] "pi3"## -------------------------------------------------
## Exemplo 11.10 – solução matricial em R
## -------------------------------------------------
## Amostras das 3 populações (bivariadas)
X1 <- rbind(c(-2, 5),
c( 0, 3),
c(-1, 1))
X2 <- rbind(c(0, 6),
c(2, 4),
c(1, 2))
X3 <- rbind(c( 1, -2),
c( 0, 0),
c(-1, -4))
## Lista para facilitar os cálculos
X <- list(pi1 = X1, pi2 = X2, pi3 = X3)
n <- sapply(X, nrow)
m <- lapply(X, colMeans) # vetores-médios \bar{x}_i
S <- lapply(X, cov) # matrizes de covariância S_i
m$pi1
[1] -1 3
$pi2
[1] 1 4
$pi3
[1] 0 -2$pi1
[,1] [,2]
[1,] 1 -1
[2,] -1 4
$pi2
[,1] [,2]
[1,] 1 -1
[2,] -1 4
$pi3
[,1] [,2]
[1,] 1 1
[2,] 1 4## -------------------------------------------------
## Matriz de covariância combinada (pooled) e inversa
## -------------------------------------------------
Spooled <- Reduce(`+`,
Map(function(ni, Si) (ni - 1) * Si,
ni = n, Si = S)) /
(sum(n) - length(n))
Spooled [,1] [,2]
[1,] 1.0000000 -0.3333333
[2,] -0.3333333 4.0000000 [,1] [,2]
[1,] 1.02857143 0.08571429
[2,] 0.08571429 0.25714286## -------------------------------------------------
## Priors e ponto a classificar x0
## -------------------------------------------------
p <- c(pi1 = 0.25, pi2 = 0.25, pi3 = 0.50)
x0 <- c(-2, -1)
## -------------------------------------------------
## Escores discriminantes lineares \hat d_i(x0)
## Fórmula: d_i(x) = ln p_i + \bar{x}_i' S^{-1} x
## - 1/2 \bar{x}_i' S^{-1} \bar{x}_i
## -------------------------------------------------
d <- numeric(3)
names(d) <- names(p)
for(i in seq_along(p)){
mi <- m[[i]]
d[i] <- log(p[i]) +
t(mi) %*% Sinv %*% x0 -
0.5 * t(mi) %*% Sinv %*% mi
}
d <- as.numeric(d)
names(d) <- names(p)
round(d, 3) pi1 pi2 pi3
-1.943 -8.158 -0.350 ## Classe escolhida (maior escore discriminante)
classe_escolhida <- names(d)[which.max(d)]
classe_escolhida[1] "pi3"Exemplo 11.11: Classificando um potencial candidato a escola de negócios
O responsável pelo processo de admissão de curso de pós-graduação em faculdade de administração tem usado um “índice” composto pela nota média do curso de graduação GPA (grade point average) (\(x_1\)) e pelo GMAT (graduate management aptitude test) (\(x_2\)) para decidir quais candidatos devem ser admitidos nos programas de pós-graduação. GMAT mede raciocínio quantitativo, verbal, lógico e analítico.
A Figura 11.9 mostra pares \((x_1, x_2)\) para grupos recentes de candidatos categorizados como \(\pi_1\): admitido, \(\pi_2\): não admitido, \(\pi_3\): limítrofe.
Tradução direta, curta e objetiva, conforme seu padrão: Figura 11.9: Diagrama de dispersão de (x1 = GPA, x2 = GMAT) para candidatos a uma escola de negócios que foram classificados como admitidos, não admitidos ou limítrofe.
Os dados (listados na Tabela 11.6) fornecem:
\[ n_1 = 31\qquad \bar{\mathbf{x}}_1 = \begin{bmatrix} 3.40 \\ 561.23 \end{bmatrix} \]
\[ n_2 = 28\qquad \bar{\mathbf{x}}_2 = \begin{bmatrix} 2.48 \\ 447.07 \end{bmatrix} \]
\[ n_3 = 26\qquad \bar{\mathbf{x}}_3 = \begin{bmatrix} 2.99 \\ 446.23 \end{bmatrix} \]
e a média geral
\[ \bar{\mathbf{x}} = \begin{bmatrix} 2.97 \\ 488.45 \end{bmatrix} \]
com matriz de covariância combinada
\[ \mathbf{s}_{\text{pooled}}= \begin{bmatrix} 0.0361 & -2.0188 \\ -2.0188 & 3655.9011 \end{bmatrix} \]
Suponha agora que um novo candidato apresente GPA \(x_1 = 3.21\) e GMAT \(x_2 = 497\). Vamos classificá-lo usando a regra (11-54), assumindo probabilidades prévias iguais.
Com \(\mathbf{x}_0 = [3.21,\; 497]\), as distâncias amostrais ao quadrado são:
\[ \begin{align} d_1^2(\mathbf{x}_0) &= (\mathbf{x}_0 - \bar{\mathbf{x}}_1)^{\prime} \mathbf{d}_{\text{pooled}}^{-1} (\mathbf{x}_0 - \bar{\mathbf{x}}_1)\\ &= [3.21 - 3.40,\; 497 - 561.23] \begin{bmatrix} 28.6096 & 0.0158 \\ 0.0158 & 0.0003 \end{bmatrix} \begin{bmatrix} 3.21 - 3.40 \\ 497 - 561.23 \end{bmatrix}\\ d_1^2(\mathbf{x}_0)&= 2.58 \end{align} \]
Para o segundo grupo:
\[ d_2^2(\mathbf{x}_0) = 17.10 \]
Para o terceiro grupo:
\[ d_3^2(\mathbf{x}_0) = 2.47 \]
Como a distância de \(\mathbf{x}_0 = [3.21, 497]\) ao vetor médio \(\bar{\mathbf{x}}_3\) é a menor, classificamos o candidato em \(\pi_3\), isto é, limítrofe.
\[\Diamond\] * JW6_Example11.11.R
suppressMessages(suppressWarnings(
invisible(Sys.setlocale("LC_ALL", "pt_BR.UTF-8"))
))
## -------------------------------------------------
## Leitura e preparo dos dados (Exemplo 11.11)
## -------------------------------------------------
Dados <- read.table("JW6Data/T11-6.DAT",
quote = "\"",
comment.char = "",
header = FALSE)
colnames(Dados) <- c("GPA", "GMAT", "Grupo")
Dados$Grupo <- factor(Dados$Grupo,
levels = 1:3,
labels = c("Admitido",
"NãoAdmitido",
"Limítrofe"))
## Descrição univariada por grupo
print(psych::describeBy(GPA + GMAT ~ Grupo,
mat = 1,
digits = 2,
data = Dados)) item group1 vars n mean sd median trimmed mad min max
GPA1 1 Admitido 1 31 3.40 0.21 3.39 3.40 0.19 2.96 3.8
GPA2 2 NãoAdmitido 1 28 2.48 0.18 2.47 2.48 0.16 2.13 2.9
GPA3 3 Limítrofe 1 26 2.99 0.17 3.01 2.98 0.18 2.73 3.5
GMAT1 4 Admitido 2 31 561.23 67.96 559.00 560.16 56.34 431.00 693.0
GMAT2 5 NãoAdmitido 2 28 447.07 62.38 435.50 449.21 65.23 321.00 542.0
GMAT3 6 Limítrofe 2 26 446.23 47.40 446.00 448.32 42.25 313.00 546.0
range skew kurtosis se
GPA1 0.84 0.08 -0.56 0.04
GPA2 0.77 0.28 -0.27 0.03
GPA3 0.77 0.81 0.82 0.03
GMAT1 262.00 0.17 -0.65 12.21
GMAT2 221.00 -0.07 -1.10 11.79
GMAT3 233.00 -0.50 0.76 9.30## -------------------------------------------------
## Testes de normalidade multivariada e homogeneidade
## -------------------------------------------------
out <- MVN::mvn(data = Dados,
subset = "Grupo",
univariate_test = "SW",
desc = FALSE)
print(out$multivariate_normality, digits = 3) Group Test Statistic p.value MVN
1 Admitido Henze-Zirkler 0.441 0.466 ✓ Normal
2 NãoAdmitido Henze-Zirkler 0.557 0.228 ✓ Normal
3 Limítrofe Henze-Zirkler 0.325 0.719 ✓ Normal
Box's M-test for Homogeneity of Covariance Matrices
data: Dados[, c("GPA", "GMAT")]
Chi-Sq (approx.) = 16.074, df = 6, p-value = 0.01336
## -------------------------------------------------
## LDA e QDA
## -------------------------------------------------
lda_fit <- MASS::lda(Grupo ~ GPA + GMAT,
CV = TRUE, # leave-one-out
data = Dados)
qda_fit <- MASS::qda(Grupo ~ GPA + GMAT,
CV = TRUE, # leave-one-out
data = Dados)
## -------------------------------------------------
## Matrizes de confusão (validação cruzada)
## -------------------------------------------------
# LDA
tab_lda <- table(Observado = Dados$Grupo,
Predito = lda_fit$class)
cat("\nMatriz de confusão LDA (validação cruzada):\n")
Matriz de confusão LDA (validação cruzada): Predito
Observado Admitido NãoAdmitido Limítrofe
Admitido 27 0 4
NãoAdmitido 0 26 2
Limítrofe 1 1 24 coeff.name coeff.val coeff.se coeff.ci coeff.pval
1 Gwet's AC1 0.86 0.047 (0.764,0.953) 0e+00erro_lda <- 1 - sum(diag(tab_lda)) / sum(tab_lda)
cat("Estimativa não-viesada de E(AER) = ", round(erro_lda, 4),
"\n", sep="")Estimativa não-viesada de E(AER) = 0.0941# QDA
tab_qda <- table(Observado = Dados$Grupo,
Predito = qda_fit$class)
cat("\nMatriz de confusão QDA (validação cruzada):\n")
Matriz de confusão QDA (validação cruzada): Predito
Observado Admitido NãoAdmitido Limítrofe
Admitido 30 0 1
NãoAdmitido 0 27 1
Limítrofe 1 1 24 coeff.name coeff.val coeff.se coeff.ci coeff.pval
1 Gwet's AC1 0.93 0.034 (0.861,0.998) 0e+00erro_qda <- 1 - sum(diag(tab_qda)) / sum(tab_qda)
cat("Estimativa não-viesada de E(AER) = ", round(erro_qda, 4),
"\n", sep="")Estimativa não-viesada de E(AER) = 0.0471## -------------------------------------------------
## Função discriminante linear manual – três grupos
## (GPA, GMAT; grupos: Admitido, NãoAdmitido, limítrofe)
## -------------------------------------------------
X <- Dados[, c("GPA", "GMAT")]
m.pi <- by(X, Dados$Grupo, colMeans)
s.pi <- by(X, Dados$Grupo, cov)
n.pi <- table(Dados$Grupo)
g <- nlevels(Dados$Grupo)
## Matriz de covariância pooled (supõe homocedasticidade multivariada)
s.pooled <- Reduce(
`+`,
Map(function(S, n) (n - 1) * S,
s.pi, as.numeric(n.pi))
) / (sum(n.pi) - g)
s.pooled GPA GMAT
GPA 0.03606795 -2.018759
GMAT -2.01875915 3655.901121## Vetores â para cada contraste de grupos
FDL <- matrix(colnames(s.pooled), ncol = 1)
## Admitido vs NãoAdmitido
a_hat_Ad_Nao <- crossprod(m.pi$Admitido - m.pi$"NãoAdmitido",
solve(s.pooled))
print(calculus::mx(round(a_hat_Ad_Nao, 2), FDL)) [,1]
[1,] "28.16 * (GPA) + 0.05 * (GMAT)"## Importância relativa (em módulo) para um contraste, por exemplo Admitido vs NãoAdmitido
a_hat_abs <- abs(t(a_hat_Ad_Nao))
colnames(a_hat_abs) <- "Importância da medida"
rownames(a_hat_abs) <- colnames(s.pooled)
print(proportions(a_hat_abs), digits = 2) Importância da medida
GPA 0.9983
GMAT 0.0017## Admitido vs Limítrofe
a_hat_Ad_Lim <- crossprod(m.pi$Admitido - m.pi$"Limítrofe",
solve(s.pooled))
print(calculus::mx(round(a_hat_Ad_Lim, 2), FDL)) [,1]
[1,] "13.58 * (GPA) + 0.04 * (GMAT)"a_hat_abs <- abs(t(a_hat_Ad_Lim))
colnames(a_hat_abs) <- "Importância da medida"
rownames(a_hat_abs) <- colnames(s.pooled)
print(proportions(a_hat_abs), digits = 2) Importância da medida
GPA 0.9971
GMAT 0.0029## NãoAdmitido vs Limítrofe
a_hat_Nao_Lim <- crossprod(m.pi$"NãoAdmitido" - m.pi$"Limítrofe",
solve(s.pooled))
print(calculus::mx(round(a_hat_Nao_Lim, 2), FDL)) [,1]
[1,] "-14.58 * (GPA) + -0.01 * (GMAT)"a_hat_abs <- abs(t(a_hat_Nao_Lim))
colnames(a_hat_abs) <- "Importância da medida"
rownames(a_hat_abs) <- colnames(s.pooled)
print(proportions(a_hat_abs), digits = 2) Importância da medida
GPA 0.99946
GMAT 0.00054## -------------------------------------------------
## Fronteiras discriminantes no plano (GPA, GMAT)
## -------------------------------------------------
x_seq <- seq(min(Dados$GPA) - 0.1,
max(Dados$GPA) + 0.1,
length.out = 300)
y_seq <- seq(min(Dados$GMAT) - 10,
max(Dados$GMAT) + 10,
length.out = 300)
grid_xy <- expand.grid(GPA = x_seq,
GMAT = y_seq)
# Ajuste sem CV para obter predições na grade
lda_fit2 <- MASS::lda(Grupo ~ GPA + GMAT,
CV = FALSE,
data = Dados)
qda_fit2 <- MASS::qda(Grupo ~ GPA + GMAT,
CV = FALSE,
data = Dados)
pred_lda <- predict(lda_fit2, newdata = grid_xy)
pred_qda <- predict(qda_fit2, newdata = grid_xy)
# classe prevista (máxima posteriori) em cada ponto da grade
grid_xy$lda_class <- pred_lda$class
grid_xy$qda_class <- pred_qda$class
## -------------------------------------------------
## Gráfico com fronteiras LDA (linear) e QDA (quadrática)
## -------------------------------------------------
## Paleta daltônico-safe (Okabe–Ito)
cores_okabe <- paletteer::paletteer_d("ggthemes::colorblind",
n = 3)
formas_okabe <- c(16, 17, 15) # círc., triâng., quadrado
g <- ggplot2::ggplot(
data = Dados,
mapping = ggplot2::aes(x = GPA,
y = GMAT,
colour = Grupo,
shape = Grupo)
) +
ggplot2::geom_point(size = 2) +
## Fundo colorido com regiões de decisão (LDA)
ggplot2::geom_raster(
data = grid_xy,
mapping = ggplot2::aes(x = GPA,
y = GMAT,
fill = lda_class),
alpha = 0.18,
inherit.aes = FALSE
) +
## Escalas daltônico-safe
ggplot2::scale_colour_manual(values = cores_okabe) +
ggplot2::scale_shape_manual(values = formas_okabe) +
ggplot2::scale_fill_manual(values = cores_okabe,
name = "Região LDA") +
ggplot2::labs(
x = "GPA (média de graduação)",
y = "GMAT",
title = "Classificação LDA\nCandidatos à pós em ADM"
) +
ggplot2::theme_bw() +
ggplot2::theme(panel.grid = ggplot2::element_blank())
print(g)
A figura mostra a fronteira linear obtida pelo LDA entre três zonas: candidatos claramente admitidos, claramente não admitidos e uma região limítrofe onde pequenas variações em GPA ou GMAT mudam a decisão. A inclinação da fronteira indica que o modelo pondera mais o GMAT do que o GPA: um aumento moderado no GMAT desloca um candidato da zona amarela para a cinza mesmo com GPA mediano; já um GPA alto não compensa um GMAT muito baixo.
Em termos de prática real de business schools nos EUA, os limiares típicos são aproximadamente estes, com variação grande entre instituições:
GPA: geralmente acima de 3.3. Escolas competitivas trabalham com 3.5 a 3.7. Abaixo de 3.0 costuma exigir justificativa ou experiência profissional muito forte.
GMAT: corte informal ao redor de 600. Programas seletivos situam média entre 680 e 730. Abaixo de 550 raramente compete, exceto em programas menos seletivos ou candidatos com perfil profissional excepcional.
Assim, a figura está coerente com o padrão americano: área cinza (admitido) exige GMAT alto, mesmo com GPA moderado; área amarela (não admitido) concentra os GPAs baixos combinados a GMAT abaixo de 500; e a região azul representa os perfis medianos em que as escolas avaliam caso a caso.
\[\Diamond\] Os escores discriminantes lineares (11-49) podem ser comparados dois a dois. Usando essas quantidades, vemos que a condição de que \(d_k(\mathbf{x})\) seja o maior escore discriminante linear entre \(d_1(\mathbf{x}), d_2(\mathbf{x}), \ldots, d_g(\mathbf{x})\) é equivalente a
\[ \begin{align} 0 &\le d_k(\mathbf{x}) - d_i(\mathbf{x}) \\ &= (\boldsymbol{\mu}_k - \boldsymbol{\mu}_i)^{\prime}\boldsymbol{\Sigma}^{-1}\mathbf{x} - (\boldsymbol{\mu}_k - \boldsymbol{\mu}_i)^{\prime} \boldsymbol{\Sigma}^{-1}\left(\frac{\boldsymbol{\mu}_k + \boldsymbol{\mu}_i}{2}\right) - \ln\left(\frac{p_i}{p_k}\right) \end{align} \]
para todo \(i = 1, 2, \ldots, g\).
Somando \(-\ln(p_k/p_i) = \ln(p_i/p_k)\) a ambos os lados da desigualdade anterior, obtemos a forma alternativa da regra de classificação que minimiza a probabilidade total de classificação incorreta. Assim,
Alocar \(\mathbf{x}\) em \(\pi_k\) se
\[ (\boldsymbol{\mu}_k - \boldsymbol{\mu}_i)^{\prime}\boldsymbol{\Sigma}^{-1}\mathbf{x} - (\boldsymbol{\mu}_k - \boldsymbol{\mu}_i)^{\prime} \boldsymbol{\Sigma}^{-1}\left(\frac{\boldsymbol{\mu}_k + \boldsymbol{\mu}_i}{2}\right) \ge \ln\!\left(\frac{p_i}{p_k}\right) \tag{11-55} \]
para todo \(i = 1, 2, \ldots, g\).
Agora, denote o lado esquerdo de (11-55) por \(d_{ki}(\mathbf{x})\). Então as condições em (11–55) definem as regiões de classificação \(R_1, R_2, \ldots, R_g\), que são separadas por hiperplanos. Isso decorre porque \(d_{ki}(\mathbf{x})\) é uma combinação linear dos componentes de \(\mathbf{x}\). Por exemplo, quando \(g = 3\), a região de classificação \(R_1\) consiste de todos os \(\mathbf{x}\) que satisfazem
\[ R_1 : d_{1i}(\mathbf{x}) \ge \ln\left(\frac{p_i}{p_1}\right) \quad\text{para } i = 2, 3 \]
Isto é, \(R_1\) consiste naqueles \(\mathbf{x}\) para os quais
\[ \begin{align} d_{12}(\mathbf{x}) &= (\boldsymbol{\mu}_1 - \boldsymbol{\mu}_2)^{\prime}\boldsymbol{\Sigma}^{-1}\mathbf{x} - (\boldsymbol{\mu}_1 - \boldsymbol{\mu}_2)^{\prime}\boldsymbol{\Sigma}^{-1}\left(\frac{\boldsymbol{\mu}_1 + \boldsymbol{\mu}_2}{2}\right)\\ &\ge \ln\left(\frac{p_2}{p_1}\right) \end{align} \]
e, simultaneamente,
\[ \begin{align} d_{13}(\mathbf{x}) &= (\boldsymbol{\mu}_1 - \boldsymbol{\mu}_3)^{\prime}\boldsymbol{\Sigma}^{-1}\mathbf{x} - (\boldsymbol{\mu}_1 - \boldsymbol{\mu}_3)^{\prime}\boldsymbol{\Sigma}^{-1}\left(\frac{\boldsymbol{\mu}_1 + \boldsymbol{\mu}_3}{2}\right)\\ &\ge \ln\left(\frac{p_3}{p_1}\right) \end{align} \]
Assumindo que \(\boldsymbol{\mu}_1\), \(\boldsymbol{\mu}_2\) e \(\boldsymbol{\mu}_3\) não estejam alinhados em uma linha reta, as equações \(\ln(p_2/p_1)\) e \(\ln(p_3/p_1)\) definem dois hiperplanos que delimitam \(R_1\) no espaço de variáveis \(p\)-dimensional. O termo \(\ln(p_2/p_1)\) posiciona o plano mais próximo de \(\boldsymbol{\mu}_1\) do que \(\boldsymbol{\mu}_2\) se \(p_2\) for maior que \(p_1\). As regiões \(R_1\), \(R_2\) e \(R_3\) são mostradas na Figura 11.10 para o caso de duas variáveis. A figura é a mesma para mais variáveis se representarmos o plano que contém os três vetores de médias.
A versão amostral da forma alternativa em (11-55) é obtida substituindo-se \(\bar{\mathbf{x}}_i\) por \(\boldsymbol{\mu}_i\) e inserindo a matriz de covariância amostral combinada \(\mathbf{S}_{\text{pooled}}\) para \(\boldsymbol{\Sigma}\). Quando \(\sum_{i=1}^{g}(n_i - 1) \ge p\), de modo que \(\mathbf{S}_{\text{pooled}}^{-1}\) exista, essa analogia amostral torna-se
Alocar \(\mathbf{x}\) para \(\pi_k\) se
\[ \begin{align} \hat d_k(\mathbf{x}) &= (\bar{\mathbf{x}}_k - \bar{\mathbf{x}}_i)^{\prime}\mathbf{s}_{\text{pooled}}^{-1}\mathbf{x} - (\bar{\mathbf{x}}_k - \bar{\mathbf{x}}_i)^{\prime} \mathbf{s}_{\text{pooled}}^{-1}\left(\frac{\bar{\mathbf{x}}_k + \bar{\mathbf{x}}_i}{2}\right)\\ &\ge \ln\left(\frac{p_i}{p_k}\right) \\ &\forall\, i \ne k \end{align} \tag{11-56} \]
Dado os valores fixos do conjunto de treinamento \(\bar{\mathbf{x}}_i\) e \(\mathbf{s}_{\text{pooled}}\), \(\hat d_k(\mathbf{x})\) é uma função linear dos componentes de \(\mathbf{x}\). Portanto, as regiões de classificação definidas por (11-56) — ou, equivalentemente, por (11-52) — também são limitadas por hiperplanos, como na Figura 11.10.
Assim como na regra linear discriminante amostral (11-52), se as probabilidades a priori são difíceis de avaliar, elas frequentemente são todas tomadas como iguais. Nesse caso, \(\ln(p_i/p_k)=0\) para todos os pares.
Como empregam estimativas de parâmetros populacionais, as regras de classificação amostrais (11-48) e (11-52) podem não ser mais ótimas. Seu desempenho, no entanto, pode ser avaliado usando o procedimento holdout de Lachenbruch. Se \(n_i^{H}\) é o número de observações holdout classificadas incorretamente no \(i\)-ésimo grupo, \(i=1,2,\ldots,g\), então uma estimativa da proporção de erro real esperada, \(\hat{\mathbb{E}}(\text{AER})\), é dada por
\[ \hat{\mathbb{E}}(\text{AER}) = \frac{\sum_{i=1}^{g} n_i^{H}}{\sum_{i=1}^{g} n_i} \tag{11-57} \]
Exemplo 11.12: Três grupos com iris
Em seu trabalho pioneiro sobre funções discriminantes, Fisher [9] apresentou uma análise de dados coletados por Anderson [1] sobre três espécies de flores de íris. (Veja Tabela 11.5, Exercício 11.27.)
Sejam as classes definidas como
\(\pi_1\): Iris setosa \(\pi_2\): Iris versicolor
\(\pi_3\): Iris virginica
As quatro variáveis seguintes foram medidas em 50 plantas de cada espécie.
\(X_1 =\) comprimento da sépala \(X_2 =\) largura da sépala \(X_3 =\) comprimento da pétala \(X_4 =\) largura da pétala
Usando todos os dados da Tabela 11.5, uma análise discriminante linear produziu a matriz de confusão:
\[ \begin{array}{l|ccc|c} & \pi_1 & \pi_2 & \pi_3 & \text{% correta} \\ \hline \text{Obs } \pi_1:\text{Setosa} & 50 & 0 & 0 & 100 \\ \text{Obs } \pi_2:\text{Versicolor} & 0 & 48 & 2 & 96 \\ \text{Obs } \pi_3:\text{Virginica} & 0 & 1 & 49 & 98 \end{array} \]
Os elementos nesta matriz foram gerados usando o procedimento holdout (veja 11-57)
\(\hat{\mathbb{E}}(\text{AER}) = \dfrac{3}{150} = .02\)
A proporção de erro, 2%, é baixa.
Frequentemente, é possível obter classificação efetiva com menos variáveis. É boa prática testar todas as variáveis uma de cada vez, duas de cada vez, três de cada vez e assim por diante, para ver o quão bem classificam em comparação com a função discriminante que usa todas as variáveis.
Se adotarmos a estimativa holdout do \(\text{AER}\) esperado como nosso critério, encontramos, para os dados de íris:
Tabela: Variável única
| Variável | Proporção de classificação incorreta |
|---|---|
| \(X_1\) | 0.253 |
| \(X_2\) | 0.480 |
| \(X_3\) | 0.053 |
| \(X_4\) | 0.040 |
Tabela: Pares de variáveis
| Par de variáveis | Proporção de classificação incorreta |
|---|---|
| \(X_1\), \(X_2\) | 0.207 |
| \(X_1\), \(X_3\) | 0.040 |
| \(X_1\), \(X_4\) | 0.040 |
| \(X_2\), \(X_3\) | 0.047 |
| \(X_2\), \(X_4\) | 0.040 |
| \(X_3\), \(X_4\) | 0.040 |
Vemos que a variável única \(X_4\), largura da pétala, faz um ótimo trabalho ao distinguir as três espécies de íris. Além disso, muito pouco é ganho ao incluir mais variáveis.
Diagramas de caixa de \(X_4\), largura da pétala, são mostrados na Figura 11.11 para as três espécies de íris. É claro pela figura que a largura da pétala separa os três grupos muito bem, com, por exemplo, as larguras de pétala para Iris setosa muito menores que as larguras de pétala para Iris virginica.
Darroch e Mosimann [6] sugeriram que essas espécies de íris podem ser discriminadas com base apenas em informação de “forma” ou livre de escala. Seja \(Y_1 = X_1 / X_2\) a forma da sépala e \(Y_2 = X_3 / X_4\) a forma da pétala. O uso das variáveis \(Y_1\) e \(Y_2\) para discriminação é explorado no Exercício 11.28.
A seleção de variáveis apropriadas para usar em uma análise discriminante é frequentemente difícil. Um resumo como o deste exemplo permite ao investigador fazer escolhas razoáveis e simples baseadas no critério final de quão bem o procedimento classifica seus objetos-alvo.
suppressMessages(suppressWarnings(
invisible(Sys.setlocale("LC_ALL", "pt_BR.UTF-8"))
))
#-------------------------------------------------
# Dados do exemplo 11.12 (iris)
#-------------------------------------------------
Dados <- datasets::iris
colnames(Dados) <- c("X1", "X2", "X3", "X4", "Grupo")
print(psych::describeBy(X1+X2+X3+X4 ~ Grupo,
mat = 1,
digits = 2,
data = Dados)) item group1 vars n mean sd median trimmed mad min max range skew
X11 1 setosa 1 50 5.01 0.35 5.00 5.00 0.30 4.3 5.8 1.5 0.11
X12 2 versicolor 1 50 5.94 0.52 5.90 5.94 0.52 4.9 7.0 2.1 0.10
X13 3 virginica 1 50 6.59 0.64 6.50 6.57 0.59 4.9 7.9 3.0 0.11
X21 4 setosa 2 50 3.43 0.38 3.40 3.42 0.37 2.3 4.4 2.1 0.04
X22 5 versicolor 2 50 2.77 0.31 2.80 2.78 0.30 2.0 3.4 1.4 -0.34
X23 6 virginica 2 50 2.97 0.32 3.00 2.96 0.30 2.2 3.8 1.6 0.34
X31 7 setosa 3 50 1.46 0.17 1.50 1.46 0.15 1.0 1.9 0.9 0.10
X32 8 versicolor 3 50 4.26 0.47 4.35 4.29 0.52 3.0 5.1 2.1 -0.57
X33 9 virginica 3 50 5.55 0.55 5.55 5.51 0.67 4.5 6.9 2.4 0.52
X41 10 setosa 4 50 0.25 0.11 0.20 0.24 0.00 0.1 0.6 0.5 1.18
X42 11 versicolor 4 50 1.33 0.20 1.30 1.32 0.22 1.0 1.8 0.8 -0.03
X43 12 virginica 4 50 2.03 0.27 2.00 2.03 0.30 1.4 2.5 1.1 -0.12
kurtosis se
X11 -0.45 0.05
X12 -0.69 0.07
X13 -0.20 0.09
X21 0.60 0.05
X22 -0.55 0.04
X23 0.38 0.05
X31 0.65 0.02
X32 -0.19 0.07
X33 -0.37 0.08
X41 1.26 0.01
X42 -0.59 0.03
X43 -0.75 0.04suppressMessages(suppressWarnings(
invisible(
print(GGally::ggpairs(data = Dados,
mapping = ggplot2::aes(color = Grupo,
alpha = .5),
progress = FALSE)+
ggplot2::theme_bw()+
ggplot2::theme(panel.grid =
ggplot2::element_blank())))))
# Normalidade multivariada dentro dos grupos
out <- MVN::mvn(data = Dados,
subset = "Grupo",
univariate_test = "SW",
desc = FALSE)
print(out$multivariate_normality, digits = 3) Group Test Statistic p.value MVN
1 setosa Henze-Zirkler 0.949 0.050 ✗ Not normal
2 versicolor Henze-Zirkler 0.839 0.226 ✓ Normal
3 virginica Henze-Zirkler 0.757 0.497 ✓ Normal# Teste de igualdade de matrizes de covariância
res <- heplots::boxM(Y = Dados[-5],
group = Dados$Grupo)
print(res)
Box's M-test for Homogeneity of Covariance Matrices
data: Dados[-5]
Chi-Sq (approx.) = 140.94, df = 20, p-value < 2.2e-16
#-------------------------------------------------
# LDA com as 4 variáveis (holdout = CV leave-one-out)
#-------------------------------------------------
lda_all <- MASS::lda(Grupo ~ X1 + X2 + X3 + X4,
data = Dados,
CV = TRUE)
tab_all <- table(Observado = Dados$Grupo,
Predito = lda_all$class)
tab_all Predito
Observado setosa versicolor virginica
setosa 50 0 0
versicolor 0 48 2
virginica 0 1 49[1] 0.02#-------------------------------------------------
# Proporção de classificação incorreta: 1 variável de cada vez
#-------------------------------------------------
vars <- paste0("X", 1:4)
erro_1 <- sapply(vars, function(v){
form <- as.formula(paste("Grupo ~", v))
fit <- MASS::lda(form, data = Dados, CV = TRUE)
tab <- table(Dados$Grupo, fit$class)
1 - sum(diag(tab)) / sum(tab)
})
tabela_1 <- data.frame(
Variavel = vars,
Proporcao_classificacao_incorreta = round(erro_1, 3),
row.names = NULL
)
tabela_1# A tibble: 4 × 2
Variavel Proporcao_classificacao_incorreta
<chr> <dbl>
1 X1 0.253
2 X2 0.48
3 X3 0.067
4 X4 0.04 #-------------------------------------------------
# Proporção de classificação incorreta: pares de variáveis
#-------------------------------------------------
pares <- combn(vars, 2, simplify = FALSE)
erro_2 <- sapply(pares, function(vs){
form <- as.formula(paste("Grupo ~", paste(vs, collapse = " + ")))
fit <- MASS::lda(form, data = Dados, CV = TRUE)
tab <- table(Dados$Grupo, fit$class)
1 - sum(diag(tab)) / sum(tab)
})
tabela_2 <- data.frame(
Par_de_variaveis = sapply(pares, paste, collapse = ", "),
Proporcao_classificacao_incorreta = round(erro_2, 3),
row.names = NULL
)
tabela_2# A tibble: 6 × 2
Par_de_variaveis Proporcao_classificacao_incorreta
<chr> <dbl>
1 X1, X2 0.207
2 X1, X3 0.04
3 X1, X4 0.047
4 X2, X3 0.047
5 X2, X4 0.04
6 X3, X4 0.04 #-------------------------------------------------
# Boxplots de X4 (largura da pétala)
#-------------------------------------------------
g_box <- ggplot2::ggplot(Dados,
ggplot2::aes(x = Grupo, y = X4)) +
ggplot2::geom_boxplot() +
ggplot2::labs(x = "Espécie",
y = "X4 = largura da pétala",
title = "Boxplots de X4 por espécie de iris") +
ggplot2::theme_bw()+
ggplot2::theme(panel.grid =
ggplot2::element_blank())
print(g_box)
#-------------------------------------------------
# (Opcional) Discriminação usando apenas Y1 e Y2 (formas)
#-------------------------------------------------
Dados$Y1 <- Dados$X1 / Dados$X2 # forma da sépala
Dados$Y2 <- Dados$X3 / Dados$X4 # forma da pétala
lda_Y <- MASS::lda(Grupo ~ Y1 + Y2,
data = Dados,
CV = TRUE)
tab_Y <- table(Observado = Dados$Grupo,
Predito = lda_Y$class)
tab_Y Predito
Observado setosa versicolor virginica
setosa 49 1 0
versicolor 0 35 15
virginica 0 22 28[1] 0.2533333\[\Diamond\] Nossa discussão tem tendido a enfatizar a regra discriminante linear de (11-52) ou (11-56), e muitos programas computacionais comerciais são baseados nela. Embora a regra discriminante linear tenha uma estrutura simples, é preciso lembrar que ela foi derivada sob suposições bastante fortes de normalidade e homocedasticidade multivariadas. Antes de implementar uma regra de classificação linear, essas suposições preliminares devem ser verificadas: primeiro a normalidade e depois homocedasticidade multivariadas. Se uma ou ambas as suposições forem violadas, uma classificação aprimorada pode ser possível se os dados forem transformados adequadamente [sic].
As regras quadráticas são uma alternativa para a classificação com funções discriminantes lineares. Elas são apropriadas quando a multinormalidade parece plausível, mas a suposição de homocedasticidade multivariada é seriamente violada. Contudo, a suposição de multinormalidade parece ser mais crítica para as regras quadráticas do que para as regras lineares. Se houver dúvida quanto à adequação de uma regra linear ou quadrática, ambas podem ser construídas e suas proporções de erro examinadas usando o procedimento de holdout de Lachenbruch.
Método de Fisher para Discriminar entre Três ou Mais Populações
Fisher também propôs uma extensão de seu método discriminante, discutido na Seção 11.3, para várias populações.
A motivação por trás da análise discriminante de Fisher é a necessidade de obter uma representação razoável das populações que envolve apenas algumas combinações lineares das observações, como \(\mathbf{a}_1^{\prime}\mathbf{x}\), \(\mathbf{a}_2^{\prime}\mathbf{x}\) e \(\mathbf{a}_3^{\prime}\mathbf{x}\).
Sua abordagem tem várias vantagens quando se está interessado em separar várias populações para (1) inspeção visual ou (2) propósitos descritivos gráficos. Ela permite o seguinte:
Representações convenientes das \(g\) populações que reduzem a dimensão de um número muito grande de características para relativamente poucas combinações lineares. Claro, algumas informações — necessárias para a classificação ideal — podem ser perdidas, a menos que as médias das populações estejam completamente no espaço de menor dimensão selecionado.
Plotagem das médias das duas ou três primeiras combinações lineares (discriminantes). Isso ajuda a exibir os relacionamentos e possíveis agrupamentos das populações.
Gráficos de dispersão dos valores amostrais dos dois primeiros discriminantes, que podem indicar valores discrepantes ou outras anomalias nos dados.
O principal objetivo da análise discriminante de Fisher é separar populações. No entanto, ela também pode ser usada para classificar, e indicaremos esse uso. Não é necessário assumir que as \(g\) populações sejam normais multivariadas. Contudo, assumimos que as matrizes de covariância populacionais \(p \times p\) sejam iguais e de posto completo. Ou seja,
\[ \boldsymbol{\Sigma}_1 = \boldsymbol{\Sigma}_2 = \cdots = \boldsymbol{\Sigma}_g = \boldsymbol{\Sigma} \]
Seja \(\boldsymbol{\bar{\mu}}\) o vetor média das populações combinadas e \(\mathbf{B}_{\boldsymbol{\mu}}\) a soma dos produtos cruzados entre grupos, tal que:
\[ \mathbf{B}_{\boldsymbol{\mu}} = \sum_{i=1}^{g} (\boldsymbol{\mu}_i - \boldsymbol{\bar{\mu}})(\boldsymbol{\mu}_i - \boldsymbol{\bar{\mu}})^{\prime} \quad \text{onde} \quad \boldsymbol{\bar{\mu}} = \frac{1}{g} \sum_{i=1}^{g} \boldsymbol{\mu}_i \tag{11-58} \] Consideramos a combinação linear
\[ Y = \mathbf{a}^{\prime}\mathbf{X} \]
que possui valor esperado
\[ \mathbb{E}(Y) = \mathbf{a}^{\prime} \mathbb{E}(\mathbf{X} \mid \pi_i) = \mathbf{a}^{\prime} \boldsymbol{\mu}_i \quad \text{para a população } \pi_i \]
e variância
\[
\mathbb{V}(Y) = \mathbf{a}^{\prime} \mathbb{C}(\mathbf{X}) \mathbf{a} =
\mathbf{a}^{\prime} \boldsymbol{\Sigma} \mathbf{a}
\quad \text{para todas as populações}
\]
Consequentemente, o valor esperado \(\mu_Y = \mathbf{a}^{\prime} \boldsymbol{\mu}_i\) muda conforme a população da qual \(\mathbf{X}\) é selecionada. Definimos primeiro a média geral:
\[ \bar{\mu}_Y = \frac{1}{g} \sum_{i=1}^{g} \mu_{iY} = \frac{1}{g} \sum_{i=1}^{g} \mathbf{a}^{\prime} \boldsymbol{\mu}_i = \mathbf{a}^{\prime} \left( \frac{1}{g} \sum_{i=1}^{g} \boldsymbol{\mu}_i \right) = \mathbf{a}^{\prime} \bar{\boldsymbol{\mu}} \]
e formamos a razão:
\[ \begin{align} \frac{g\times \text{Variância entre de } Y} {\text{Variância dentro de } Y} &= \frac{\sum_{i=1}^{g} (\mu_{iY} - \bar{\mu}_Y)^2}{\sigma_Y^2} \\ &= \frac{\sum_{i=1}^{g} (\mathbf{a}^{\prime} \boldsymbol{\mu}_i - \mathbf{a}^{\prime} \bar{\boldsymbol{\mu}})^2} {\mathbf{a}^{\prime} \boldsymbol{\Sigma} \mathbf{a}}\\ &= \frac{\mathbf{a}^{\prime} \left( \sum_{i=1}^{g} (\boldsymbol{\mu}_i - \bar{\boldsymbol{\mu}}) (\boldsymbol{\mu}_i - \bar{\boldsymbol{\mu}})^{\prime} \right) \mathbf{a}}{\mathbf{a}^{\prime} \boldsymbol{\Sigma} \mathbf{a}}\\ \frac{g\times \text{Variância entre de } Y} {\text{Variância dentro de } Y} &= \frac{\mathbf{a}^{\prime} \mathbf{B}_{\boldsymbol{\mu}} \mathbf{a}}{\mathbf{a}^{\prime} \boldsymbol{\Sigma} \mathbf{a}} \end{align} \tag{11-59} \] A razão na equação (11-59) mede a variabilidade entre os grupos de valores de \(Y\) em relação à variabilidade comum dentro dos grupos. Podemos então selecionar \(\mathbf{a}\) para maximizar essa razão.
Ordinariamente, \(\boldsymbol{\Sigma}\) e os \(\boldsymbol{\mu}_i\) não estão disponíveis, mas temos um conjunto de treinamento consistindo de observações corretamente classificadas. Suponha que o conjunto de treinamento consista em uma amostra aleatória de tamanho \(n_i\) da população \(\pi_i\), \(i = 1, 2, \ldots, g\). Denote o conjunto de dados \(n_i \times p\), da população \(\pi_i\), por \(\mathbf{x}_i\) e sua \(j\)-ésima linha por \(\mathbf{x}_{ij}\). Após construir primeiro os vetores médias amostrais
\[ \bar{\mathbf{x}}_i = \frac{1}{n_i} \sum_{j=1}^{n_i} \mathbf{x}_{ij} \]
e as matrizes de covariância \(\mathbf{s}_i\), \(i = 1, 2, \ldots, g\), definimos o vetor “média geral”
\[ \bar{\mathbf{x}} = \frac{1}{g} \sum_{i=1}^{g} \bar{\mathbf{x}}_i \]
que é o vetor \(p \times 1\) média das médias amostrais individuais.
A seguir, de forma análoga a \(\mathbf{B}_{\boldsymbol{\mu}}\), definimos a matriz amostral entre grupos \(\mathbf{B}\). Seja
\[ \mathbf{B} = \sum_{i=1}^{g} (\bar{\mathbf{x}}_i - \bar{\mathbf{x}})(\bar{\mathbf{x}}_i - \bar{\mathbf{x}})^{\prime} \tag{11-60} \]
Além disso, uma estimativa de \(\boldsymbol{\Sigma}\) é baseada na matriz amostral dentro dos grupos
\[ \mathbf{W} = \sum_{i=1}^{g} (n_i - 1)\mathbf{s}_i = \sum_{i=1}^{g} \sum_{j=1}^{n_i} (\mathbf{x}_{ij} - \bar{\mathbf{x}}_i)(\mathbf{x}_{ij} - \bar{\mathbf{x}}_i)^{\prime} \tag{11-61} \]
Consequentemente, \(\mathbf{W}/\sum_{i=1}^{g}{(n_1- 1)} = \mathbf{s}_{\text{pooled}}\) é a estimativa de \(\boldsymbol{\Sigma}\). Antes de apresentar os discriminantes amostrais, notamos que \(\mathbf{W}\) é a constante \(\sum_{i=1}^{g}{(n_1- 1)}\) vezes \(\mathbf{s}_{\text{pooled}}\), então o mesmo vetor \(\hat{\mathbf{a}}\) que maximiza \(\hat{\mathbf{a}}^{\prime}\mathbf{B}\hat{\mathbf{a}} / \hat{\mathbf{a}}^{\prime}\mathbf{s}_{\text{pooled}}\hat{\mathbf{a}}\) também maximiza \(\hat{\mathbf{a}}^{\prime}\mathbf{B}\hat{\mathbf{a}} / \hat{\mathbf{a}}^{\prime}\mathbf{W}\hat{\mathbf{a}}\). Além disso, podemos apresentar a otimização de \(\hat{\mathbf{a}}\) na forma mais usual de autovetores \(\hat{\mathbf{e}}_i\) de \(\mathbf{W}^{-1}\mathbf{B}\), pois se \(\mathbf{W}^{-1}\mathbf{B}\hat{\mathbf{e}} = \hat{\lambda}\hat{\mathbf{e}}\), então \(\mathbf{s}_{\text{pooled}}^{-1}\mathbf{B}\hat{\mathbf{e}} = \hat{\lambda}\sum_{i=1}^{g}{(n_1- 1)}\hat{\mathbf{e}}\).
Discriminantes Lineares Amostrais de Fisher
Sejam \(\hat{\lambda}_1, \hat{\lambda}_2, \ldots, \hat{\lambda}_s > 0\) os \(s \leq \min(g - 1, p)\) autovalores positivos de \(\mathbf{W}^{-1}\mathbf{B}\) e \(\hat{\mathbf{e}}_1, \ldots, \hat{\mathbf{e}}_s\) os autovetores correspondentes (escalados de modo que \(\hat{\mathbf{e}}^{\prime} \mathbf{s}_{\text{pooled}} \hat{\mathbf{e}} = 1\)). Então, o vetor de coeficientes \(\hat{\mathbf{a}}\) que maximiza a razão
\[ \frac{\hat{\mathbf{a}}^{\prime} \mathbf{B} \hat{\mathbf{a}}} {\hat{\mathbf{a}}^{\prime} \mathbf{W} \hat{\mathbf{a}}} = \frac{\hat{\mathbf{a}}^{\prime} \left( \sum_{i=1}^{g} (\bar{\mathbf{x}}_i - \bar{\mathbf{x}})(\bar{\mathbf{x}}_i - \bar{\mathbf{x}})^{\prime} \right) \hat{\mathbf{a}}} {\hat{\mathbf{a}}^{\prime} \left[ \sum_{i=1}^{g} \sum_{j=1}^{n_i} (\mathbf{x}_{ij} - \bar{\mathbf{x}}_i)(\mathbf{x}_{ij} - \bar{\mathbf{x}}_i)^{\prime} \right] \hat{\mathbf{a}}} \tag{11-62} \]
é dado por
\[ \hat{\mathbf{a}}_1 = \hat{\mathbf{e}}_1 \]
A combinação linear \(\hat{\mathbf{a}}_1^{\prime} \mathbf{x}\) é chamada de primeiro discriminante amostral. A escolha \(\hat{\mathbf{a}}_2 = \hat{\mathbf{e}}_2\) produz o segundo discriminante amostral, \(\hat{\mathbf{a}}_2^{\prime} \mathbf{x}\), e continuando, obtemos \(\hat{\mathbf{a}}_k^{\prime} \mathbf{x} = \hat{\mathbf{e}}_k^{\prime} \mathbf{x}\), o \(k\)-ésimo discriminante amostral, \(k \leq s\).
Os discriminantes não terão covariância zero para cada amostra aleatória \(\mathbf{X}_i\), e o uso de \(\mathbf{S}_{\text{pooled}}\) é justificado pela suposição de que as \(g\) matrizes de covariância populacionais são iguais. Impomos a condição
\[ \hat{\mathbf{a}}_i^{\prime} \mathbf{S}_{\text{pooled}} \hat{\mathbf{a}}_k = \begin{cases} 1 & \text{se } i = k \leq s \\ 0 & \text{caso contrário} \end{cases} \tag{11-63} \] O uso de \(\mathbf{S}_{\text{pooled}}\) é apropriado porque assumimos provisoriamente que as \(g\) matrizes de covariância populacionais eram iguais.
Exemplo 11.13: Cálculo dos discriminantes amostrais de Fisher para três populações
Observações sobre \(p = 2\) variáveis provenientes de \(g = 3\) populações, assumindo uma matriz de covariância comum \(\boldsymbol{\Sigma}\).
\(\pi_1\) (\(n_1 = 3\)):
\[ \mathbf{x}_1 = \begin{bmatrix} -2 & 5 \\ 0 & 3 \\ -1 & 1 \end{bmatrix} \]
\(\pi_2\) (\(n_2 = 3\)):
\[ \mathbf{x}_2 = \begin{bmatrix} 0 & 6 \\ 2 & 4 \\ 1 & 2 \end{bmatrix} \]
\(\pi_3\) (\(n_3 = 3\)):
\[ \mathbf{x}_3 = \begin{bmatrix} 1 & -2 \\ 0 & 0 \\ -1 & -4 \end{bmatrix} \]
Médias amostrais do Exemplo 11.10: \(\bar{\mathbf{x}}_1 = \begin{bmatrix} -1 \\ 3 \end{bmatrix}\), \(\bar{\mathbf{x}}_2 = \begin{bmatrix} 1 \\ 4 \end{bmatrix}\) e \(\bar{\mathbf{x}}_3 = \begin{bmatrix} 0 \\ -2 \end{bmatrix}\)
Vetor média geral: \(\bar{\mathbf{x}} = \begin{bmatrix} 0 \\ \frac{5}{3} \\ 3 \end{bmatrix}\)
Matriz de dispersão entre grupos \(\mathbf{B}\):
\[ \mathbf{B} = \sum_{i=1}^{3} (\bar{\mathbf{x}}_i - \bar{\mathbf{x}})(\bar{\mathbf{x}}_i - \bar{\mathbf{x}})^{\prime} = \begin{bmatrix} 2 & 1 \\ 1 & \frac{62}{3} \end{bmatrix} \]
Matriz de dispersão dentro dos grupos \(\mathbf{W}\):
\[ \begin{align} \mathbf{W} &= \sum_{i=1}^{3} \sum_{j=1}^{3} (\mathbf{x}_{ij} - \bar{\mathbf{x}}_i)(\mathbf{x}_{ij} - \bar{\mathbf{x}}_i)^{\prime} \\ &= (n_1 + n_2 + n_3 - 3)\mathbf{s}_{\text{pooled}} \\ \mathbf{W}&= \begin{bmatrix} 6 & 2 \\ 2 & 24 \end{bmatrix} \end{align} \]
Inversa de \(\mathbf{W}\):
\[ \mathbf{W}^{-1} = \frac{1}{140} \cdot \begin{bmatrix} 24 & -2 \\ -2 & 6 \end{bmatrix} \]
\[ \mathbf{W}^{-1}\mathbf{B}= \begin{bmatrix} 0.3571 & 0.4667 \\ 0.0714 & 0.9000 \end{bmatrix} \]
Para resolver os \(s \leq \min(g - 1, p) = \min(2, 2) = 2\) autovalores positivos de \(\mathbf{W}^{-1}\mathbf{B}\), devemos resolver
\[ |\mathbf{W}^{-1}\mathbf{B} - \lambda \mathbf{I}| = \left| \begin{array}{cc} 0.3571 - \lambda & 0.4667 \\ 0.0714 & 0.9000 - \lambda \end{array} \right| = 0 \]
ou
\[ \begin{align} (0.3571 - \lambda)(0.9000 - \lambda) - (0.4667)(0.0714) &= \lambda^2 - 1.2571\lambda + 0.2831 \\ &= 0 \end{align} \]
Usando a fórmula quadrática, encontramos que \(\hat{\lambda}_1 = 0.9556\) e \(\hat{\lambda}_2 = 0.3015\). Os autovetores normalizados \(\hat{\mathbf{a}}_1\) e \(\hat{\mathbf{a}}_2\) são obtidos resolvendo
\[ (\mathbf{W}^{-1}\mathbf{B} - \hat{\lambda}_i \mathbf{I}) \,\hat{\mathbf{a}}_i = \mathbf{0} \\ i = 1, 2 \] e escalonando os resultados de modo que \(\hat{\mathbf{a}}_i^{\prime} \mathbf{s}_{\text{pooled}} \hat{\mathbf{a}}_i = 1\).
Por exemplo, a solução de
\[ \begin{align} (\mathbf{W}^{-1}\mathbf{B} - \lambda_1 \mathbf{I}) \hat{\mathbf{a}}_1 &= \begin{bmatrix} 0.3571 -0.9556 & 0.4667 \\ 0.0714 & 0.9000 -0.9556 \end{bmatrix} \begin{bmatrix} \hat{a}_{11} \\ \hat{a}_{12} \end{bmatrix}\\ &= \begin{bmatrix} 0 \\ 0 \end{bmatrix} \end{align} \]
é, após a normalização \(\hat{\mathbf{a}}_i^{\prime} \mathbf{s}_{\text{pooled}} \hat{\mathbf{a}}_i = 1\),
\[ \hat{\mathbf{a}}_1^{\prime} = [0.386 \quad 0.495] \]
Similarmente,
\[ \hat{\mathbf{a}}_2^{\prime} = [0.938 \quad -0.112] \]
Os dois discriminantes são
\[
\begin{align}
y_1 &= \hat{\mathbf{a}}_1^{\prime} \mathbf{x} = [0.386 \quad 0.495]
\begin{bmatrix}
x_1 \\
x_2
\end{bmatrix}
= 0.386x_1 + 0.495x_2\\
y_2 &= \hat{\mathbf{a}}_2^{\prime} \mathbf{x} = [0.938 \quad -0.112]
\begin{bmatrix}
x_1 \\
x_2
\end{bmatrix}
= 0.938x_1 - 0.112x_2
\end{align}
\] * JW6_Example11.13.R
suppressMessages(suppressWarnings(
invisible(Sys.setlocale("LC_ALL", "pt_BR.UTF-8"))
))
# Dados das três populações
x1 <- matrix(c(-2, 5,
0, 3,
-1, 1), ncol = 2, byrow = TRUE)
x2 <- matrix(c(0, 6,
2, 4,
1, 2), ncol = 2, byrow = TRUE)
x3 <- matrix(c(1, -2,
0, 0,
-1, -4), ncol = 2, byrow = TRUE)
# Solução 1: manual
# Médias amostrais
x1_bar <- colMeans(x1)
x2_bar <- colMeans(x2)
x3_bar <- colMeans(x3)
# Média geral
x_bar <- (x1_bar + x2_bar + x3_bar) / 3
# Matriz de dispersão entre grupos B usando tcrossprod
B <- 3*(tcrossprod(x1_bar - x_bar) +
tcrossprod(x2_bar - x_bar) +
tcrossprod(x3_bar - x_bar))
B [,1] [,2]
[1,] 6 3
[2,] 3 62# Matriz de dispersão dentro dos grupos W
S1 <- cov(x1) * (nrow(x1) - 1)
S2 <- cov(x2) * (nrow(x2) - 1)
S3 <- cov(x3) * (nrow(x3) - 1)
W <- S1 + S2 + S3
W [,1] [,2]
[1,] 6 -2
[2,] -2 24# Produto W⁻¹B
W_inv_B <- solve(W) %*% B
# Autovalores e autovetores
eig <- eigen(W_inv_B)
lambda <- eig$values
a <- eig$vectors
# Normalização dos autovetores
S_pooled <- W / (nrow(x1) + nrow(x2) + nrow(x3) - 3)
scaling <- function(v, S) {
v / sqrt(as.numeric(t(v) %*% S %*% v))
}
a1 <- scaling(a[,1], S_pooled)
a2 <- scaling(a[,2], S_pooled)
# Resultados
cat("Autovalores:\n", round(lambda,4), "\n")Autovalores:
2.8671 0.9044 Autovetor 1 normalizado e escalonado:
-0.386 -0.495 Autovetor 2 normalizado e escalonado:
-0.938 0.112 dados <- rbind(x1, x2, x3)
# Média geral (para centragem)
x_bar <- colMeans(dados)
# Dados centrados
dados_centrados <- scale(dados, center = x_bar, scale = FALSE)
# Funções discriminantes com dados centrados
y1 <- dados_centrados %*% a1
y2 <- dados_centrados %*% a2
# Resultados
valores <- data.frame(dados, LD1 = round(y1, 3), LD2 = round(y2, 3))
cat("Valores discriminantes para cada observação manual:\n")Valores discriminantes para cada observação manual: X1 X2 LD1 LD2
1 -2 5 -0.877 2.249
2 0 3 -0.659 0.149
3 -1 1 0.715 0.863
4 0 6 -2.143 0.485
5 2 4 -1.925 -1.615
6 1 2 -0.550 -0.901
7 1 -2 1.428 -1.348
8 0 0 0.824 -0.187
9 -1 -4 3.188 0.304# Solução 2: MASS::lda
# Construir dataset com as três populações
dados <- rbind(x1, x2, x3)
grupo <- factor(rep(c("pi1", "pi2", "pi3"), each = 3))
# Aplicar LDA de Fisher
modelo <- MASS::lda(grupo ~ .,
data = data.frame(grupo, dados))
# Resultados principais
print(modelo, digits=3)Call:
lda(grupo ~ ., data = data.frame(grupo, dados))
Prior probabilities of groups:
pi1 pi2 pi3
0.333 0.333 0.333
Group means:
X1 X2
pi1 -1 3
pi2 1 4
pi3 0 -2
Coefficients of linear discriminants:
LD1 LD2
X1 -0.386 -0.938
X2 -0.495 0.112
Proportion of trace:
LD1 LD2
0.76 0.24 # Coeficientes dos discriminantes (autovetores escalonados)
cat("Coeficientes dos discriminantes:\n")Coeficientes dos discriminantes: LD1 LD2
X1 -0.386 -0.938
X2 -0.495 0.112# Valores discriminantes para cada observação
valores <- predict(modelo)$x
cat("Valores discriminantes para cada observação por MASS::lda:\n")Valores discriminantes para cada observação por MASS::lda: LD1 LD2
1 -0.877 2.249
2 -0.659 0.149
3 0.715 0.863
4 -2.143 0.485
5 -1.925 -1.615
6 -0.550 -0.901
7 1.428 -1.348
8 0.824 -0.187
9 3.188 0.304Exemplo 11.14: Discriminantes de Fisher para os dados de petróleo bruto
Gerrild e Lantz coletaram amostras de petróleo bruto de arenito na reserva petrolífera de Elk Hills, Califórnia. Esses petróleos brutos são classificados em três unidades estratigráficas (populações):
\(\pi_1\) = arenito Wilhelm
\(\pi_2\) = arenito Sub-Mulinia
\(\pi_3\) = arenito Superior
A classificação é baseada na composição química das amostras. As cinco variáveis utilizadas são:
- \(X_1\) = vanádio (em porcentagem
de cinzas)
- \(X_2\) = \(\sqrt{\text{ferro}}\) (em porcentagem de
cinzas)
- \(X_3\) = \(\sqrt{\text{berílio}}\) (em porcentagem de cinzas)
- \(X_4\) = \(\frac{1}{\text{hidrocarbonetos saturados (em
porcentagem de área)}}\)
- \(X_5\) = hidrocarbonetos aromáticos (em porcentagem de área)
As três primeiras variáveis são elementos traço, e as duas últimas são determinadas a partir de um segmento da curva produzida por uma análise química com cromatógrafo a gás. A Tabela 11.7 (ver Exercício 11.30) fornece os valores das cinco variáveis originais (vanádio, ferro, berílio, hidrocarbonetos saturados e hidrocarbonetos aromáticos) para 56 casos cuja atribuição populacional era certa.
Estatísticas resumidas calculadas por computador:
\[ \bar{\mathbf{x}}_1 = \begin{bmatrix} 3.229 \\ 6.587 \\ 0.303 \\ 0.150 \\ 11.540 \end{bmatrix} \quad \bar{\mathbf{x}}_2 = \begin{bmatrix} 4.445 \\ 5.667 \\ 0.344 \\ 0.157 \\ 5.484 \end{bmatrix} \quad \bar{\mathbf{x}}_3 = \begin{bmatrix} 7.226 \\ 4.634 \\ 0.598 \\ 0.223 \\ 5.768 \end{bmatrix} \quad \bar{\mathbf{x}} = \begin{bmatrix} 6.180 \\ 5.081 \\ 0.511 \\ 0.201 \\ 6.434 \end{bmatrix} \] e
\[ \begin{align} (n_1 + n_2 + n_3 - 3)\mathbf{s}_{\text{pooled}} &= (38 + 11 + 7 - 3)\mathbf{s}_{\text{pooled}}\\ &= \mathbf{W} \\ &= \begin{bmatrix} 187.575 \\ 1.957 & 41.789 \\ -4.031 & 2.128 & 3.580 \\ 1.092 & -143 & -0.284 & 0.077 \\ 79.672 & -28.243 & 2.559 & -0.996 & 338.023 \end{bmatrix} \end{align} \]
Há no máximo \(s = \min(g - 1, p) = \min(2, 5) = 2\) autovalores positivos de \(\mathbf{W}^{-1}\mathbf{B}\), e eles são 4.354 e 0.559. Os discriminantes lineares centrados de Fisher são:
\[ \begin{align} y_1 &= 0.312(x_1 - 6.180) - 0.710(x_2 - 5.081) + 2.764(x_3 - 0.511) + \\ &\quad11.809(x_4 - 0.201) - 0.235(x_5 - 6.434)\\ y_2 &= 0.169(x_1 - 6.180) - 0.245(x_2 - 5.081) - 2.046(x_3 - 0.511) - \\ &\quad24.453(x_4 - 0.201) - 0.378(x_5 - 6.434) \end{align} \]
A separação das médias dos três grupos é totalmente explicada no “espaço discriminante” bidimensional. As médias dos grupos e a dispersão das observações individuais no sistema de coordenadas discriminantes são mostradas na Figura 11.12. A separação é bastante boa.
suppressMessages(suppressWarnings(
invisible(Sys.setlocale("LC_ALL", "pt_BR.UTF-8"))
))
# ---------------------------------------------------------
# Leitura dos dados
# ---------------------------------------------------------
Dados <- read.csv("JW6Data/T11-7.dat",
header = FALSE, sep = "")
colnames(Dados) <- c(paste0("x", 1:5), "Group")
Dados$Group <- factor(Dados$Group,
labels = c("Wilhelm", "Sub-Mulinia", "Upper"))
X <- Dados[, 1:5]
grupo <- Dados$Group
g <- length(levels(grupo))
# ---------------------------------------------------------
# Estatísticas descritivas e testes preliminares
# ---------------------------------------------------------
print(psych::describeBy(x1+x2+x3+x4+x5 ~ Group,
mat = 1,
digits = 2,
data = Dados)) item group1 vars n mean sd median trimmed mad min max range
x11 1 Wilhelm 1 11 4.45 1.96 4.20 4.37 1.19 1.20 8.40 7.20
x12 2 Sub-Mulinia 1 38 7.23 2.00 7.50 7.34 1.93 1.70 11.00 9.30
x13 3 Upper 1 7 3.23 0.54 3.10 3.23 0.59 2.70 3.90 1.20
x21 4 Wilhelm 2 11 33.09 10.77 35.00 33.89 7.41 12.00 47.00 35.00
x22 5 Sub-Mulinia 2 38 22.25 8.76 20.00 21.50 7.41 5.60 52.00 46.40
x23 6 Upper 2 7 43.57 6.11 45.00 43.57 5.93 35.00 51.00 16.00
x31 7 Wilhelm 3 11 0.17 0.18 0.07 0.15 0.10 0.00 0.50 0.50
x32 8 Sub-Mulinia 3 38 0.43 0.33 0.50 0.40 0.30 0.00 1.50 1.50
x33 9 Upper 3 7 0.12 0.10 0.08 0.12 0.03 0.00 0.30 0.30
x41 10 Wilhelm 4 11 6.56 1.27 6.19 6.42 0.96 5.12 9.25 4.13
x42 11 Sub-Mulinia 4 38 4.66 0.99 4.39 4.56 0.68 3.06 7.56 4.50
x43 12 Upper 4 7 6.80 0.87 7.06 6.80 0.21 5.11 7.81 2.70
x51 13 Wilhelm 5 11 5.48 3.44 4.69 5.02 2.28 2.22 12.92 10.70
x52 14 Sub-Mulinia 5 38 5.77 2.37 6.02 5.69 3.11 2.27 11.17 8.90
x53 15 Upper 5 7 11.54 1.41 12.19 11.54 1.22 9.00 13.01 4.01
skew kurtosis se
x11 0.56 -0.38 0.59
x12 -0.60 0.02 0.32
x13 0.23 -1.97 0.20
x21 -0.60 -0.74 3.25
x22 1.15 1.87 1.42
x23 -0.30 -1.70 2.31
x31 0.86 -0.94 0.06
x32 0.98 1.04 0.05
x33 0.68 -1.06 0.04
x41 0.79 -0.71 0.38
x42 1.07 0.85 0.16
x43 -0.81 -0.71 0.33
x51 1.03 -0.32 1.04
x52 0.16 -1.00 0.38
x53 -0.64 -1.23 0.53suppressMessages(suppressWarnings(
invisible(
print(GGally::ggpairs(data = Dados,
mapping = ggplot2::aes(color = Group, alpha = .5),
progress = FALSE) +
ggplot2::theme_bw() +
ggplot2::theme(panel.grid = ggplot2::element_blank()))
)
))
out <- MVN::mvn(data = Dados,
subset = "Group",
univariate_test = "SW",
desc = FALSE)
print(out$multivariate_normality, digits = 3) Group Test Statistic p.value MVN
1 Wilhelm Henze-Zirkler 0.934 0.012 ✗ Not normal
2 Sub-Mulinia Henze-Zirkler 1.473 <0.001 ✗ Not normal
3 Upper Henze-Zirkler 0.751 0.225 ✓ Normal
Box's M-test for Homogeneity of Covariance Matrices
data: Dados[-6]
Chi-Sq (approx.) = 49.127, df = 30, p-value = 0.01526
# ---------------------------------------------------------
# Validação cruzada leave-one-out com LDA
# ---------------------------------------------------------
lda_fit <- MASS::lda(Group ~ ., CV = TRUE, data = Dados)
tab_lda <- table(Observado = Dados$Group,
Predito = lda_fit$class)
cat("\nMatriz de confusão LDA (validação cruzada):\n")
Matriz de confusão LDA (validação cruzada): Predito
Observado Wilhelm Sub-Mulinia Upper
Wilhelm 7 2 2
Sub-Mulinia 3 35 0
Upper 0 0 7
Índice de concordância de Gwet (AC1): coeff.name coeff.val coeff.se coeff.ci coeff.pval
1 Gwet's AC1 0.83 0.061 (0.712,0.956) 0e+00erro_lda <- 1 - sum(diag(tab_lda)) / sum(tab_lda)
cat("\nEstimativa não-viesada de E(AER) = ",
round(erro_lda, 4), "\n", sep = "")
Estimativa não-viesada de E(AER) = 0.125# Solução 1: MASS::lda
# Ajustar o modelo LDA
lda_fit <- MASS::lda(Group ~ ., data = Dados)
# Mostrar resultados principais
print(lda_fit, digits=3)Call:
lda(Group ~ ., data = Dados)
Prior probabilities of groups:
Wilhelm Sub-Mulinia Upper
0.196 0.679 0.125
Group means:
x1 x2 x3 x4 x5
Wilhelm 4.45 33.1 0.171 6.56 5.48
Sub-Mulinia 7.23 22.3 0.432 4.66 5.77
Upper 3.23 43.6 0.117 6.80 11.54
Coefficients of linear discriminants:
LD1 LD2
x1 0.3291 -0.1244
x2 -0.0608 0.0409
x3 2.4396 1.9676
x4 -0.4618 -0.9431
x5 -0.1982 0.4036
Proportion of trace:
LD1 LD2
0.863 0.138 # Valores discriminantes para cada observação
valores <- predict(lda_fit)$x
print(head(valores), digits=3) LD1 LD2
1 -4.51 1.647
2 -5.14 1.400
3 -3.51 1.065
4 -4.92 1.464
5 -5.01 0.766
6 -3.61 1.114 LD1 LD2
51 -0.0615 -1.46
52 1.1222 -1.42
53 -0.4136 1.13
54 0.3334 -1.01
55 0.5531 2.19
56 1.2083 -0.23# Médias dos grupos no espaço discriminante
print(aggregate(valores,
by = list(Dados$Group), mean),
digits=3) Group.1 LD1 LD2
1 Wilhelm -1.75 -1.446
2 Sub-Mulinia 1.28 0.188
3 Upper -4.23 1.251# Solução 2: manual
# ---------------------------------------------------------
# Cálculo manual de W, B e discriminantes
# ---------------------------------------------------------
medias_grupo <- aggregate(X, by = list(grupo), mean)
x_bar <- colMeans(X)
B <- matrix(0, ncol = 5, nrow = 5)
for (i in 1:g) {
ni <- sum(grupo == levels(grupo)[i])
diff <- as.numeric(medias_grupo[i, -1] - x_bar)
B <- B + ni * tcrossprod(diff)
}
W <- matrix(0, ncol = 5, nrow = 5)
for (i in 1:g) {
Xi <- X[grupo == levels(grupo)[i], ]
Si <- cov(Xi) * (nrow(Xi) - 1)
W <- W + Si
}
eig <- eigen(solve(W) %*% B)
lambda <- Re(eig$values)
cat("\nAutovalores:\n", round(lambda, 3), "\n")
Autovalores:
4.178 0.666 0 0 0
Autovetores: [,1] [,2] [,3] [,4] [,5]
[1,] -0.131 0.056 0.168 0.168 0.299
[2,] 0.024 -0.018 0.002 0.002 0.014
[3,] -0.971 -0.885 -0.979 -0.979 -0.925
[4,] 0.184 0.424 0.106 0.106 0.232
[5,] 0.079 -0.182 0.018 0.018 0.019S_pooled <- W / (nrow(X) - g)
scaling <- function(v, S) v / sqrt(as.numeric(t(v) %*% S %*% v))
coef1 <- Re(scaling(a[,1], S_pooled))
coef2 <- Re(scaling(a[,2], S_pooled))
cat("\nCoeficientes do discriminante 1:\n", round(coef1, 3), "\n")
Coeficientes do discriminante 1:
-0.329 0.061 -2.44 0.462 0.198 Coeficientes do discriminante 2:
0.124 -0.041 -1.968 0.943 -0.404 # ---------------------------------------------------------
# Valores discriminantes para cada observação
# ---------------------------------------------------------
dados_centrados <- sweep(as.matrix(X), 2, x_bar)
y1 <- dados_centrados %*% coef1
y2 <- dados_centrados %*% coef2
valores <- data.frame(Group = grupo,
LD1 = round(y1, 3),
LD2 = round(y2, 3))
cat("\nValores discriminantes para cada observação:\n")
Valores discriminantes para cada observação: Group LD1 LD2
1 Upper 4.506 -1.647
2 Upper 5.142 -1.400
3 Upper 3.508 -1.065
4 Upper 4.925 -1.464
5 Upper 5.011 -0.766
6 Upper 3.612 -1.114
7 Upper 2.883 -1.300
8 Wilhelm 3.012 1.367
9 Wilhelm 1.456 0.925
10 Wilhelm 1.017 2.220
11 Wilhelm -0.586 2.934
12 Wilhelm 2.340 3.400
13 Wilhelm 0.094 1.186
14 Wilhelm 1.649 1.343
15 Wilhelm 1.544 2.405
16 Wilhelm 2.576 -0.034
17 Wilhelm 3.302 1.923
18 Wilhelm 2.836 -1.764
19 Sub-Mulinia -1.406 -1.463
20 Sub-Mulinia -1.612 0.116
21 Sub-Mulinia -0.846 1.421
22 Sub-Mulinia -2.175 -0.903
23 Sub-Mulinia -1.537 -0.240
24 Sub-Mulinia -3.112 0.273
25 Sub-Mulinia -1.958 0.011
26 Sub-Mulinia -1.057 -0.695
27 Sub-Mulinia -2.487 -1.189
28 Sub-Mulinia -1.459 -0.662
29 Sub-Mulinia -1.054 -0.567
30 Sub-Mulinia -2.007 -1.291
31 Sub-Mulinia -1.021 -0.411
32 Sub-Mulinia -2.188 0.027
33 Sub-Mulinia -0.517 -0.704
34 Sub-Mulinia -1.043 -0.597
35 Sub-Mulinia -2.096 -0.430
36 Sub-Mulinia -3.109 -0.340
37 Sub-Mulinia -0.417 0.465
38 Sub-Mulinia 0.089 -0.433
39 Sub-Mulinia -2.194 0.181
40 Sub-Mulinia -2.720 -0.542
41 Sub-Mulinia -0.719 -1.268
42 Sub-Mulinia 0.684 0.945
43 Sub-Mulinia -0.678 -0.420
44 Sub-Mulinia -1.238 -0.583
45 Sub-Mulinia -1.818 0.644
46 Sub-Mulinia -2.512 -1.437
47 Sub-Mulinia -0.495 -0.952
48 Sub-Mulinia -0.908 0.929
49 Sub-Mulinia -2.185 0.442
50 Sub-Mulinia -0.293 1.721
51 Sub-Mulinia 0.062 1.459
52 Sub-Mulinia -1.122 1.422
53 Sub-Mulinia 0.414 -1.126
54 Sub-Mulinia -0.333 1.007
55 Sub-Mulinia -0.553 -2.190
56 Sub-Mulinia -1.208 0.230medias <- aggregate(valores[, -1],
by = list(valores$Group), mean)
colnames(medias)[1] <- "Group"
medias[, -1] <- round(medias[, -1], 3)
cat("\nMédias dos grupos no espaço discriminante:\n")
Médias dos grupos no espaço discriminante: Group LD1 LD2
1 Wilhelm 1.749 1.446
2 Sub-Mulinia -1.285 -0.188
3 Upper 4.227 -1.251# ---------------------------------------------------------
# Visualização gráfica
# ---------------------------------------------------------
cols <- c("red", "blue", "darkgreen")
plot(valores$LD1, valores$LD2,
col = cols[grupo], pch = 19,
xlab = expression(hat(y)[1]), ylab = expression(hat(y)[2]),
main = "Exemplo 11.14 - Discriminantes de Fisher")
legend("topleft", legend = levels(grupo),
col = cols, pch = 19, bty="n")
points(medias$LD1, medias$LD2, pch = 8,
col = "black", cex = 1.5)
text(medias$LD1, medias$LD2, labels = medias$Group,
pos = 3, col = "black")
# ---------------------------------------------------------
# Fórmulas dos discriminantes centrados
# ---------------------------------------------------------
cat("\nDiscriminante 1 centrado:\n")
Discriminante 1 centrado:y1 = -0.329*(x1 - 6.18) + 0.061*(x2 - 27.046) + -2.44*(x3 - 0.341) + 0.462*(x4 - 5.299) + 0.198*(x5 - 6.434)
Discriminante 2 centrado:y2 = 0.124*(x1 - 6.18) + -0.041*(x2 - 27.046) + -1.968*(x3 - 0.341) + 0.943*(x4 - 5.299) + -0.404*(x5 - 6.434) Exemplo 11.15: Plotando dados esportivos em espaço discriminante bidimensional
Pesquisadores interessados em psicologia do esporte aplicaram o Inventário Multifásico de Personalidade de Minnesota (MMPI) a 670 atletas da Universidade de Wisconsin em Madison.
| Escala | Nome | Construto central | Escore alto | Escore baixo |
|---|---|---|---|---|
| Hs | Hipocondria | Preocupação com saúde e sintomas físicos | Foco em queixas somáticas, ansiedade somática | Menor preocupação somática |
| D | Depressão | Humor deprimido e pessimismo | Desânimo, retraimento, desesperança | Bem-estar emocional relativo |
| Hy | Histeria | Estresse somatizado e negação de problemas | Sintomas físicos relacionados a estresse, evitação | Reconhecimento mais direto de dificuldades |
| Pd | Desvio psicopático | Conflito com normas e autoridade | Impulsividade, baixa conformidade, problemas interpessoais | Conformidade social maior |
| Mf | Masculinidade–Feminilidade | Interesses e papéis de gênero | Interesses menos tradicionais ao gênero | Interesses mais tradicionais ao gênero |
| Pa | Paranoia | Desconfiança e ideação persecutória | Hipervigilância, sensibilidade a críticas, suspeita | Confiança maior, menor sensibilidade |
| Pt | Psicastênia | Ansiedade, obsessividade e dúvidas | Ruminação, indecisão, tensão crônica | Maior tranquilidade e controle |
| Sc | Esquizofrenia | Pensamento desorganizado e alienação | Isolamento, experiências incomuns, confusão | Funcionamento mais convencional |
| Ma | Hipomania | Ativação e excitabilidade | Energia elevada, impulsividade, agitação | Nível de ativação mais baixo |
| Si | Introversão social | Conforto em situações sociais | Reservado, evita contato social | Mais sociável e à vontade com pessoas |
Os esportes envolvidos e os coeficientes nas duas funções discriminantes são apresentados na Tabela 11.3.
Tabela 11.3
| Esporte | Tamanho da amostra | Escala MMPI | Primeiro discriminante | Segundo discriminante |
|---|---|---|---|---|
| Futebol | 158 | Oe | 0.055 | -0.098 |
| Basquetebol | 42 | L | -0.194 | 0.046 |
| Beisebol | 79 | F | -0.047 | -0.099 |
| Remo | 61 | K | 0.053 | -0.017 |
| Esgrima | 50 | Hs | 0.077 | 0.076 |
| Golfe | 28 | D | 0.049 | 0.183 |
| Ginástica | 26 | Hy | -0.028 | -0.031 |
| Hóquei | 28 | Pd | 0.001 | -0.069 |
| Natação | 56 | Mf | -0.074 | -0.076 |
| Tênis | 31 | Pa | 0.189 | 0.083 |
| Atletismo | 52 | Pt | 0.025 | -0.188 |
| Luta livre | 64 | Sc | -0.046 | -0.006 |
| Ma | -0.103 | 0.053 | ||
| Si | 0.041 | 0.016 |
Um gráfico dos centróides de grupo usando os dois primeiros escores discriminantes é mostrado na Figura 11.13. Aqui, a separação com base nos escores do MMPI não é boa, embora um teste para a igualdade de médias seja significante ao nível de 5%. (Isto se deve provavelmente aos grandes tamanhos amostrais.)
Embora os coeficientes discriminantes sugiram que o primeiro discriminante esteja mais fortemente relacionado às escalas L (mitomania) e Pa (paranóia), e que o segundo discriminante esteja mais fortemente associado às escalas D (depressão) e Pt (psicastenia: ansiedade, obsessividade e fadiga mental), daremos a interpretação fornecida pelos pesquisadores.
O primeiro discriminante, que explicou 34.4% da variância comum, estava altamente correlacionado com a escala Mf (Masculinidade-Feminilidade) (\(r = -0.78\)). O segundo discriminante, que explicou mais 18.3% da variância, estava mais fortemente relacionado aos escores das escalas Sc (esquizofrenia), F (Escala de Validade: Frequency) e D (depressão) (com \(r = 0.66\), \(0.54\) e \(0.50\), respectivamente). Os investigadores sugerem que o primeiro discriminante representa melhor interesses e papéis de gênero; o segundo discriminante reflete ajuste psicológico (nível de sofrimento emocional, desorganização cognitiva e depressão).
Idealmente, deveriam ser examinados os coeficientes discriminantes padronizados para avaliar a importância de uma variável na presença de outras variáveis. (Veja [29].) Coeficientes de correlação indicam apenas como cada variável, isoladamente, distingue os grupos, ignorando as contribuições das outras variáveis. Infelizmente, neste caso, os coeficientes discriminantes padronizados não estavam disponíveis.
Em geral, gráficos também devem ser feitos para outros pares dos primeiros discriminantes. Além disso, diagramas de dispersão dos escores discriminantes para pares de discriminantes podem ser feitos para cada esporte. Sob a suposição de multinormalidade, a elipse unitária (círculo) centrada no vetor média discriminante \(\bar{\mathbf{y}}\) deve conter aproximadamente uma proporção
\[ P[(\mathbf{Y} - \boldsymbol{\mu_Y})^{\prime}(\mathbf{Y} - \boldsymbol{\mu_Y}) \le 1] = P[\chi_2^2 \le 1] = 0.39 \]
dos pontos quando dois discriminantes são representados.
\[\Diamond\] ## Usando os discriminantes de Fisher para classificar objetos
Os discriminantes de Fisher foram derivados com o propósito de obter uma representação de baixa dimensão dos dados que separa as populações o máximo possível. Embora tenham sido derivados a partir de considerações de separação, os discriminantes também fornecem a base para uma regra de classificação. Primeiro explicamos a conexão em termos dos discriminantes populacionais \(\mathbf{a}_k^{\prime}\mathbf{X}\).
Definindo
\[ Y_k = \mathbf{a}_k^{\prime}\mathbf{X}= k\text{-ésimo discriminante}, \quad k\le s \tag{11-64} \]
concluímos que
\[ \mathbf{Y} = \begin{bmatrix} Y_1 \\ Y_2 \\ \vdots \\ Y_s \end{bmatrix} \text{tem vetor média } \boldsymbol{\mu}_{Y_i} = \begin{bmatrix} \mathbf{a}_1^{\prime}\boldsymbol{\mu}_i \\ \mathbf{a}_2^{\prime}\boldsymbol{\mu}_i \\ \vdots \\ \mathbf{a}_s^{\prime}\boldsymbol{\mu}_i \end{bmatrix} = \begin{bmatrix} \mu_{iY_1} \\ \mu_{iY_2} \\ \vdots \\ \mu_{iY_s} \end{bmatrix} \]
sob a população \(\pi_i\) e matriz de covariância \(\mathbf{I}_s\) para todas as populações. (Ver Exercício 11.21.)
Porque os componentes de \(\mathbf{Y}\) têm variâncias unitárias e covariâncias zero, a medida apropriada da distância quadrática de \(\mathbf{Y} = \mathbf{y}\) até \(\boldsymbol{\mu}_{iY}\) é
\[ (\mathbf{y} - \boldsymbol{\mu}_{iY})^{\prime}(\mathbf{y} - \boldsymbol{\mu}_{iY}) = \sum_{j=1}^{s} (y_j - \mu_{iY_j})^{2} \]
Uma regra de classificação razoável é aquela que atribui \(\mathbf{y}\) à população \(\pi_k\) se o quadrado da distância de \(\mathbf{y}\) a \(\boldsymbol{\mu}_{kY}\) for menor que o quadrado da distância de \(\mathbf{y}\) a \(\boldsymbol{\mu}_{iY}\) para todo \(i \ne k\).
Se apenas \(r\) dos discriminantes forem usados para a alocação, a regra é
Alocar \(\mathbf{x}\) em \(\pi_k\) se
\[ \begin{align} \sum_{j=1}^{r} (y_j - \mu_{kY_j})^{2} &= \sum_{j=1}^{r} [\mathbf{a}_j^{\prime}(\mathbf{x} - \boldsymbol{\mu}_k)]^{2}\\ &\le \sum_{j=1}^{r} [\mathbf{a}_j^{\prime}(\mathbf{x} - \boldsymbol{\mu}_i)]^{2} \quad \forall \, i \ne k \end{align} \tag{11-65} \] Antes de relacionar este procedimento de classificação aos da Seção 11.5, examinamos mais de perto a restrição no número de discriminantes. Do Exercício 11.21,
\[ \begin{align} s &= \text{número de discriminantes} \\ s &= \text{número de autovalores positivos de } \boldsymbol{\Sigma}^{-1}\mathbf{B}_{\mu} \end{align} \]
ou de
\[ \boldsymbol{\Sigma}^{-1/2}\mathbf{B}_{\mu}\boldsymbol{\Sigma}^{-1/2} \]
Agora, \(\boldsymbol{\Sigma}^{-1}\mathbf{B}_{\mu}\) é \(p \times p\), então \(s \le p\). Além disso, os \(g\) vetores
\[ \boldsymbol{\mu}_1 - \bar{\boldsymbol{\mu}},\; \boldsymbol{\mu}_2 - \bar{\boldsymbol{\mu}},\; \dots,\; \boldsymbol{\mu}_g - \bar{\boldsymbol{\mu}} \tag{11-66} \]
satisfazem
\[ (\boldsymbol{\mu}_1 - \bar{\boldsymbol{\mu}}) + (\boldsymbol{\mu}_2 - \bar{\boldsymbol{\mu}}) + \dots + (\boldsymbol{\mu}_g - \bar{\boldsymbol{\mu}}) = g\bar{\boldsymbol{\mu}} - g\bar{\boldsymbol{\mu}} = \mathbf{0} \]
Isto é, a primeira diferença \(\boldsymbol{\mu}_1 - \bar{\boldsymbol{\mu}}\) pode ser escrita como combinação linear das últimas \(g-1\) diferenças. Combinações lineares dos \(g\) vetores em (11-66) determinam um hiperplano de dimensão \(g-1 \le s-1\). Tomando qualquer vetor \(\mathbf{e}\) perpendicular a cada \(\boldsymbol{\mu}_i - \bar{\boldsymbol{\mu}}\), o hiperplano fornece
\[ \mathbf{B}_{\mu}\mathbf{e} = \sum_{i=1}^{g} (\boldsymbol{\mu}_i - \bar{\boldsymbol{\mu}})(\boldsymbol{\mu}_i - \bar{\boldsymbol{\mu}})^{\prime}\mathbf{e} = \sum_{i=1}^{g} (\boldsymbol{\mu}_i - \bar{\boldsymbol{\mu}})0 = \mathbf{0} \]
assim
\[ \boldsymbol{\Sigma}^{-1}\mathbf{B}_{\mu}\mathbf{e} = \mathbf{0} \] Há \(p - q\) autovetores ortogonais correspondentes ao autovalor zero. Isso implica que existem \(q\) ou menos autovalores positivos. Como é sempre verdade que \(q \le g - 1\), o número de autovalores positivos \(s\) deve satisfazer \(s \le \min(p, g - 1)\).
Assim, não há perda de informação para discriminação ao representar em duas dimensões se as seguintes condições forem satisfeitas.
| Número de variáveis | Número de populações | Número máximo de discriminantes |
|---|---|---|
| qualquer \(p\) | \(g = 2\) | 1 |
| qualquer \(p\) | \(g = 3\) | 2 |
| \(p = 2\) | qualquer \(g\) | 2 |
Apresentamos agora uma relação importante entre a regra de classificação (11-65) e os escores discriminantes da “teoria normal” [veja (11-49)],
\[ d_i(x) = \boldsymbol{\mu}_i^{\prime}\boldsymbol{\Sigma}^{-1}\mathbf{x} - \frac{1}{2}\boldsymbol{\mu}_i^{\prime}\boldsymbol{\Sigma}^{-1}\boldsymbol{\mu}_i - \ln (1/p_i) \]
ou, equivalentemente,
\[ d_i(x) - \frac{1}{2}\mathbf{x}^{\prime}\boldsymbol{\Sigma}^{-1}\mathbf{x} = -\frac{1}{2}(\mathbf{x} - \boldsymbol{\mu}_i)^{\prime} \boldsymbol{\Sigma}^{-1}(\mathbf{x} - \boldsymbol{\mu}_i) - \ln (1/p_i) \]
obtido adicionando-se a mesma constante \(-\frac{1}{2}\mathbf{x}^{\prime}\boldsymbol{\Sigma}^{-1}\mathbf{x}\) a cada \(d_i(\mathbf{x})\).
Resultado 11.6. Seja \(\mathbf{y}_j = \mathbf{a}_j^{\prime}\mathbf{x}\), em que \(\mathbf{a}_j = \boldsymbol{\Sigma}^{-1/2}\mathbf{e}_j\) e \(\mathbf{e}_j\) é um autovetor de \(\boldsymbol{\Sigma}^{-1/2}\mathbf{B}_{\mu}\boldsymbol{\Sigma}^{-1/2}\). Então
\[ \begin{align} \sum_{j=1}^{p} \left(y_j - \mu_{iY_j}\right)^{2} &= \sum_{j=1}^{p} \left[\mathbf{a}_j^{\prime}\left(\mathbf{x} - \boldsymbol{\mu}_i\right)\right]^{2}\\ &= \left(\mathbf{x} - \boldsymbol{\mu}_i\right)^{\prime}\boldsymbol{\Sigma}^{-1}\left(\mathbf{x} - \boldsymbol{\mu}_i\right)\\ \sum_{j=1}^{p} \left(y_j - \mu_{iY_j}\right)^{2}&= -2 d_i(\mathbf{x}) + \mathbf{x}^{\prime}\boldsymbol{\Sigma}^{-1}\mathbf{x} - 2 \ln (1/p_i) \end{align} \]
Se \(\lambda_1 \ge \cdots \ge \lambda_s > 0 = \lambda_{s+1} = \cdots = \lambda_p\), então \(\displaystyle \sum_{j=s+1}^{p} \left(y_j - \mu_{iY_j}\right)^{2}\) é constante para todas as populações \(i = 1, 2, \ldots, g\), de modo que somente os primeiros \(s\) discriminantes \(y_j\), ou \(\displaystyle \sum_{j=1}^{s} \left(y_j - \mu_{kY_j}\right)^{2}\), contribuem para a classificação.
Além disso, se as probabilidades a priori são tais que \(p_1 = p_2 = \cdots = p_g = 1/g\), a regra (11–65) com \(r = s\) é equivalente à versão populacional da regra TPM mínima (11–52).
Demonstração. A distância ao quadrado
\[ \begin{align} (\mathbf{x}-\boldsymbol{\mu}_i)^{\prime}\boldsymbol{\Sigma}^{-1}(\mathbf{x}-\boldsymbol{\mu}_i)&=(\mathbf{x}-\boldsymbol{\mu}_i)^{\prime}\boldsymbol{\Sigma}^{-1/2}\boldsymbol{\Sigma}^{-1/2}(\mathbf{x}-\boldsymbol{\mu}_i)\\ &= (\mathbf{x}-\boldsymbol{\mu}_i)^{\prime}\boldsymbol{\Sigma}^{-1/2}\mathbf{E}\mathbf{E}^{\prime}\boldsymbol{\Sigma}^{-1/2}(\mathbf{x}-\boldsymbol{\mu}_i) \end{align} \]
sendo que \(\mathbf{E}=[\mathbf{e}_1,\mathbf{e}_2,\ldots,\mathbf{e}_p]\) é a matriz ortogonal cujas colunas são autovetores de \(\boldsymbol{\Sigma}^{-1/2}\mathbf{B}_{\mu}\boldsymbol{\Sigma}^{-1/2}\). (Ver Exercício 11.21.)
Como \(\boldsymbol{\Sigma}^{-1/2}\mathbf{e}_i=\mathbf{a}_i\), ou \(\mathbf{a}_i^{\prime}=\mathbf{e}_i^{\prime}\boldsymbol{\Sigma}^{-1/2}\),
\[ \mathbf{E}^{\prime}\boldsymbol{\Sigma}^{-1/2}(\mathbf{x}-\boldsymbol{\mu}_i) = \begin{bmatrix} \mathbf{a}_1^{\prime}(\mathbf{x}-\boldsymbol{\mu}_i) \\ \mathbf{a}_2^{\prime}(\mathbf{x}-\boldsymbol{\mu}_i) \\ \vdots \\ \mathbf{a}_p^{\prime}(\mathbf{x}-\boldsymbol{\mu}_i) \end{bmatrix} \]
e, portanto,
\[ (\mathbf{x}-\boldsymbol{\mu}_i)^{\prime}\boldsymbol{\Sigma}^{-1/2}\mathbf{E}\mathbf{E}^{\prime}\boldsymbol{\Sigma}^{-1/2}(\mathbf{x}-\boldsymbol{\mu}_i) = \sum_{j=1}^{p}\left[\mathbf{a}_j^{\prime}(\mathbf{x}-\boldsymbol{\mu}_i)\right]^2 \] Em seguida, cada \(\mathbf{a}_j = \boldsymbol{\Sigma}^{-1/2}\mathbf{e}_j\), \(j > s\), é um autovetor (não escalado) de \(\boldsymbol{\Sigma}^{-1}\mathbf{B}_{\mu}\) com autovalor zero. Como mostrado na discussão após (11-66), \(\mathbf{a}_j\) é perpendicular a cada \(\boldsymbol{\mu}_i - \bar{\boldsymbol{\mu}}\) e, portanto, a \((\boldsymbol{\mu}_k - \bar{\boldsymbol{\mu}}) - (\boldsymbol{\mu}_i - \bar{\boldsymbol{\mu}}) = \boldsymbol{\mu}_k - \boldsymbol{\mu}_i\), para \(i, k = 1, 2, \ldots, g\). A condição
\[ 0 = \mathbf{a}_j^{\prime}(\boldsymbol{\mu}_k - \boldsymbol{\mu}_i) = \boldsymbol{\mu}_{kY_j} - \boldsymbol{\mu}_{iY_j} \]
implica que \(y_j - \boldsymbol{\mu}_{kY_j} = y_j - \boldsymbol{\mu}_{iY_j}\), de modo que \(\sum_{j=s+1}^{p} (y_j - \boldsymbol{\mu}_{iY_j})^2\) é constante para todo \(i = 1, 2, \ldots, g\). Portanto, apenas os primeiros \(s\) discriminantes \(y_j\) precisam ser usados para a classificação.
\[\Diamond\]
Agora enunciamos a regra de classificação baseada nos primeiros \(r \le s\) discriminantes amostrais.
Procedimento de Classificação de Fisher Baseado em Discriminantes Amostrais
Atribua \(x\) a \(\pi_k\) se
\[ \sum_{j=1}^{r} (y_j - \bar{y}_{kj})^{2} = \sum_{j=1}^{r} [\hat{\mathbf{a}}_j^{\prime}(\mathbf{x} - \bar{\mathbf{x}}_k)]^{2} \;\le\; \sum_{j=1}^{r} [\hat{\mathbf{a}}_j^{\prime}(\mathbf{x} - \bar{\mathbf{x}}_i)]^{2} \quad \forall\, i \ne k \tag{11-67} \]
onde \(\hat{\mathbf{a}}_j\) é definido em (11-62), \(\bar{y}_{kj} = \hat{\mathbf{a}}_j^{\prime}\bar{\mathbf{x}}_k\) e \(r \le s\).
Quando as probabilidades prévias são tais que \(p_1 = p_2 = \cdots = p_g = 1/g\), e \(r = s\), a regra (11-67) é equivalente à regra (11-52), que é baseada no maior escore discriminante linear.
Além disso, se \(r < s\) discriminantes são usados para classificação, há uma perda de distância quadrática, ou escore, de \(\sum_{j=r+1}^{p} [\hat{\mathbf{a}}_j^{\prime}(\mathbf{x} - \bar{\mathbf{x}}_i)]^{2}\) para cada população \(\pi_i\), sendo que \(\sum_{j=r+1}^{s}[\hat{\mathbf{a}}_j^{\prime}(\mathbf{x} - \bar{\mathbf{x}}_i)]^{2}\) é a parte útil para classificação.
Exemplo 11.16: Classificando uma nova observação com os discriminantes de Fisher
Usemos os discriminantes de Fisher
\[ \begin{align} y_1 &= \mathbf{a}_1^{\prime}\mathbf{x} = .386 x_1 + .495 x_2\\ y_2 &= \mathbf{a}_2^{\prime}\mathbf{x} = .938 x_1 - .112 x_2 \end{align} \]
do Exemplo 11.13 para classificar a nova observação \(\mathbf{x}_0^{\prime} = [1 \;\; 3]\) de acordo com (11-67).
Inserindo \(\mathbf{x}_0 = [x_{01}, x_{02}] = [1 \;\; 3]\), temos
\[ \begin{align} y_1 &= .386 x_{01} + .495 x_{02} = .386(1) + .495(3) = 1.87\\ y_2 &= .938 x_{01} - .112 x_{02} = .938(1) - .112(3) = .60 \end{align} \]
Além disso, \(\bar{y}_{k j} = \mathbf{a}_j^{\prime} \bar{\mathbf{x}}_k\), de modo que (ver Exemplo 11.13)
\[ \begin{align} \bar{y}_{11} &= \mathbf{a}_1^{\prime}\bar{\mathbf{x}}_1 = \begin{bmatrix} .386 \\ .495 \end{bmatrix}^{\prime} \begin{bmatrix} -1 \\ 3 \end{bmatrix} = 1.10 \\ \bar{y}_{12} &= \mathbf{a}_2^{\prime}\bar{\mathbf{x}}_1 = \begin{bmatrix} .938 \\ -.112 \end{bmatrix}^{\prime} \begin{bmatrix} -1 \\ 3 \end{bmatrix} = -1.27 \end{align} \] Da mesma forma,
\[ \begin{align} \bar y_{21} &= \hat{\mathbf a}_{1}^{\prime}\,\bar{\mathbf x}_{2} = 2.37 \\ \bar y_{22} &= \hat{\mathbf a}_{2}^{\prime}\,\bar{\mathbf x}_{2} = 0.49 \\ \bar y_{31} &= \hat{\mathbf a}_{1}^{\prime}\,\bar{\mathbf x}_{3} = -0.99 \\ \bar y_{32} &= \hat{\mathbf a}_{2}^{\prime}\,\bar{\mathbf x}_{3} = 0.22 \end{align} \]
Finalmente, o menor valor de
\[ \sum_{j=1}^{2} (\mathbf{y}_j - \bar{\mathbf{y}}_{kj})^{2} = \sum_{j=1}^{2} [\hat{\mathbf{a}}_j^{\prime}(\mathbf{x} - \bar{\mathbf{x}}_k)]^{2} \]
para \(k = 1, 2, 3\) deve ser identificado.
Usando os números anteriores, temos
\[ \begin{align} \sum_{j=1}^{2} (\mathbf{y}_j - \bar{\mathbf{y}}_{1j})^{2} &= (1.87 - 1.10)^{2} + (.60 + 1.27)^{2} = 4.09 \\ \sum_{j=1}^{2} (\mathbf{y}_j - \bar{\mathbf{y}}_{2j})^{2} &= (1.87 - 2.37)^{2} + (.60 - .49)^{2} = .26 \\ \sum_{j=1}^{2} (\mathbf{y}_j - \bar{\mathbf{y}}_{3j})^{2} &= (1.87 + .99)^{2} + (.60 -.22)^{2} = 8.32 \end{align} \]
Como o mínimo de \(\sum_{j=1}^{2} (\mathbf{y}_j - \bar{\mathbf{y}}_{kj})^{2}\) ocorre quando \(k = 2\), alocamos \(\mathbf{x}_0\) à população \(\pi_2\).
A situação, em termos dos classificadores \(\mathbf{y}_j\), é ilustrada esquematicamente na Figura 11.14.
\[\Diamond\]
Comentário
Quando duas funções discriminantes lineares são utilizadas para classificação, as observações são atribuídas às populações com base em distâncias euclidianas no espaço discriminante bidimensional.
Até este ponto, não mostramos por que os primeiros poucos discriminantes são mais importantes do que os últimos. Sua importância relativa torna-se evidente a partir de sua contribuição para uma medida numérica de dispersão das populações. Considere a medida de separação
\[ \Delta^2_S \;=\; \sum_{i=1}^g (\boldsymbol{\mu_i} - \bar{\boldsymbol{\mu}})^{\prime}\mathbf{\Sigma}^{-1}(\boldsymbol{\mu_i} - \bar{\boldsymbol{\mu}}) \tag{11-68} \]
sendo que
\[ \bar{\boldsymbol{\mu}} = \frac{1}{g}\sum_{i=1}^g \boldsymbol{\mu_i} \]
e \((\boldsymbol{\mu_i} - \bar{\boldsymbol{\mu}})^{\prime}\mathbf{\Sigma}^{-1}(\boldsymbol{\mu_i} - \bar{\boldsymbol{\mu}})\) é a distância estatística ao quadrado da média da população \(i\), \(\boldsymbol{\mu_i}\), ao centróide \(\bar{\boldsymbol{\mu}}\).
Pode-se demonstrar (veja Exercício 11.22) que
\[ \Delta_S^2 \;=\; \lambda_1 + \lambda_2 + \cdots + \lambda_p \]
sendo que \(\lambda_1 \ge \lambda_2 \ge \cdots \ge \lambda_s>0\) são os autovalores positivos de \(\mathbf{\Sigma}^{-1}\mathbf{B_{\mu}}\) (ou \(\mathbf{\Sigma}^{-1/2}\mathbf{B_{\mu}}\mathbf{\Sigma}^{-1/2}\)) e \(\lambda_{s+1}=\ldots=\lambda_{p}=0\).
A separação dada por \(\Delta_S^2\) pode ser reproduzida em termos dos discriminantes.
O primeiro discriminante, \(Y_1 = \mathbf{e}_1^{\prime}\mathbf{\Sigma}^{-1/2}\mathbf{x}\), tem médias \(\mu_{iY_1} = \mathbf{e}_1^{\prime}\mathbf{\Sigma}^{-1/2}\boldsymbol{\mu}_i\), e a distância quadrática \(\sum_{i=1}^{g} (\mu_{iY_1} - \bar{\mu}_{Y_1})^2\) das médias \(\mu_{iY_1}\) em relação ao valor central \(\bar{\mu}_{Y_1} = \mathbf{e}_1^{\prime}\mathbf{\Sigma}^{-1/2}\,\bar{\boldsymbol{\mu}}\) é \(\lambda_1\). (Veja o Exercício 11.22.)
Como \(\Delta_S^2\) também pode ser escrita como
\[ \begin{align} \Delta_S^2 &= \sum_{i=1}^{p}{\lambda_i}\\ &= \sum_{i=1}^{g} (\boldsymbol{\mu}_{iY} - \bar{\boldsymbol{\mu}}_Y)^{\prime}\mathbf{\Sigma}^{-1}(\boldsymbol{\mu}_{iY} - \bar{\boldsymbol{\mu}}_Y) \\ \Delta_S^2&= \sum_{i=1}^{g} (\mu_{iY_1} - \bar{\mu}_{Y_1})^2 + \sum_{i=1}^{g} (\mu_{iY_2} - \bar{\mu}_{Y_2})^2 + \cdots + \sum_{i=1}^{g} (\mu_{iY_p} - \bar{\mu}_{Y_p})^2 \end{align} \]
segue que o primeiro discriminante fornece a maior contribuição individual, \(\lambda_1\), à medida separatória \(\Delta_S^2\).
Em geral, o \(r\)-ésimo discriminante, \(Y_r = \mathbf{e}_r^{\prime}\mathbf{\Sigma}^{-1/2}\mathbf{X}\), contribui com \(\lambda_r\) para \(\Delta_S^2\).
Se os próximos \(s-r\) autovalores (lembrando que \(\lambda_{s+1} = \lambda_{s+2} = \cdots = \lambda_p = 0\)) são tais que \(\lambda_{r+1} + \lambda_{r+2} + \cdots + \lambda_s\) é pequeno comparado com \(\lambda_1 + \lambda_2 + \cdots + \lambda_r\), então os últimos discriminantes \(Y_{r+1},\,Y_{r+2},\,\ldots,\,Y_s\) podem ser desprezados sem reduzir apreciavelmente a separação.
Pouco se sabe sobre a eficácia da regra de alocação (11-67). Alguns subsídios vêm de experimentos de amostragem por computador, e Lachenbruch [23] resume seu desempenho em casos particulares. O desenvolvimento da regra populacional em (11-65) requer uma matriz de covariância comum \(\mathbf{\Sigma}\). Se isso for essencialmente verdadeiro e as amostras forem razoavelmente grandes, a regra (11-67) deve funcionar bem. Em todo caso, seu desempenho pode ser verificado computando taxas de erro estimadas. Especificamente, a estimativa de Lachenbruch do erro esperado dado por (11-57) deve ser calculada.
O Futuro da Análise Discriminante e Classificatória
Qu & Pei (2024) fornecem uma base conceitual sólida para compreender a evolução da LDA, suas soluções modernas e suas limitações remanescentes, servindo como referência para desenvolvimento teórico e aplicações.
Krzyśko, M & Skorzybut, M (2009) propuseram novos classificadores sob a suposição de normalidade multivariada para dados multivariados de medidas repetidas com estruturas de covariância do tipo produto de Kronecker. Esses classificadores são especialmente úteis quando o número de observações não é suficiente para estimar adequadamente as matrizes de covariância, situação em que os classificadores tradicionais falham. O artigo também apresenta o procedimento computacional para as estimativas de máxima verossimilhança dos parâmetros de classe necessários. A qualidade desses novos classificadores é avaliada em alguns conjuntos de dados reais.
Classification and Regression Trees (CART)
Conforme Hardle & Simar (2015, Chapter 20: Computationally Intensive Techniques: 20.5 Classification and Regression Trees):
“Classification and Regression Trees (CART), introduced by Breiman et al. (1984), is a nonparametric method for data analysis used to classify observations into known classes or to predict regression outcomes. CART represents decision rules as binary trees, which split the sample along coordinate axes and organize the resulting clusters hierarchically, from the root node to relatively homogeneous terminal nodes. Regression trees follow the same logic, but terminal nodes approximate unknown regression functions rather than classes, thus serving as nonparametric regression estimators. This overview highlights how decision trees are constructed, the challenges in practical applications, and provides examples that illustrate the power of CART.”
- Recursive Partitioning and Regression Trees:
rpart::rpart- Greenwell, BM (2022) Tree-Based Methods for Statistical Learning in R - A Practical Introduction with Applications in R. USA: CRC.
- Conditional inference trees:
party::ctree- Greenwell, BM (2022) Tree-Based Methods for Statistical Learning in R - A Practical Introduction with Applications in R. USA: CRC.
- Loh, W-Y (2014) Fifty Years of Classification and Regression Trees. International Statistical Review 82(3): 329-48. https://doi.org/10.1111/insr.12016
- Beram, R., & El-Kotory, A. (2024). Simulation-Based Assessment
of Classification Methods: Statistical Models vs. Machine Learning
Algorithms. The Egyptian Statistical Journal, 68(1), 91-124. https://doi.org/10.21608/esju.2024.260404.1025
data(“PimaIndiansDiabetes2”, package = “mlbench”); summary(PimaIndiansDiabetes2)- https://www.kaggle.com/datasets/uciml/pima-indians-diabetes-database
- Austin, P. C. (2007). A comparison of regression trees, logistic regression, generalized additive models, and multivariate adaptive regression splines for predicting AMI mortality. Statistics in Medicine, 26(15): 2937–2957. https://doi.org/10.1002/sim.2770.
- Demir, E (2014) A Decision Support Tool for Predicting Patients at Risk of Readmission: A Comparison of Classification Trees, Logistic Regression, Generalized Additive Models, and Multivariate Adaptive Regression Splines. Decision Sciences 45(5): 849-80. https://doi.org/10.1111/deci.12094
“CONCLUSION: One of the most difficult and challenging aspects of predictive modeling is being able to identify the key sets of variables that are likely to have an impact on the prediction of readmissions and in most cases relevant data may not be available.”
Seguem suas principais vantagens e desvantagens:
Vantagens:
- Interpretação simples: Fácil de visualizar, entender e explicar (modelo tipo “fluxograma”).
- Lida com dados mistos: Aceita variáveis contínuas e categóricas.
- Capaz de capturar interações: Detecta automaticamente interações entre variáveis.
- Não paramétrico: Não assume distribuição dos dados.
- Implementação rápida: Computacionalmente eficiente em bases moderadas.
Desvantagens:
- Instabilidade: Pequenas mudanças nos dados podem gerar árvores muito diferentes.
- Propenso a overfitting: Sem poda adequada, tende a ajustar-se demais ao treinamento.
- Baixo desempenho isolado: Em muitos casos, é superado por outros métodos.
- Fraco em fronteiras complexas: Divide o espaço em regiões retangulares, o que pode ser subótimo.
- Viés em variáveis com muitos níveis: Variáveis categóricas com muitos níveis tendem a ser favorecidas como divisões iniciais.
Outros fatores que alteram o crescimento da árvore:
Controle direto
control = rpart::rpart.control(minsplit=50, maxdepth = 6)
O parâmetro control = rpart::rpart.control(...)
controla diretamente o crescimento da árvore. Dois dos
mais importantes são:
minsplit = 50:Define o número mínimo de observações para tentar um split. Quanto maior, mais difícil a árvore crescer. Reduz complexidade e evita overfitting, mas pode ocultar padrões locais.
maxdepth = 6:Limita a profundidade máxima da árvore. Controla a complexidade estrutural. Evita árvores muito profundas que overfittam o treinamento.
Esses parâmetros interagem com priors, custos e desbalanceamento:
mesmo com prior e loss ajustados, se
minsplit for alto ou maxdepth for pequeno, a
árvore pode não crescer o suficiente para capturar as
classes minoritárias.
Resumo:
prior,loss: afetam função de perda nos nós.control: afeta estrutura e tamanho da árvore.Controle indireto
parms = list(prior = c(0.5, 0.5), loss = matriz_custo)
Probabilidade prévia, matriz de custos de classificação incorreta e desbalanceamento do desfecho qualititativo são três fatores que controla indiretamente o crescimento e a estrutura da árvore CART. Explico cada um:
Probabilidades prévias (priors):
Se especificadas, influenciam o cálculo da impureza (Gini ou entropia). O algoritmo favorece splits que melhor separam as classes mais prováveis. Exemplo: se \(P(Y = 1) = 0{,}9\) e \(P(Y = 0) = 0{,}1\), a árvore tenderá a classificar mais como 1, a menos que corrigida.
Custo de classificação incorreta:
CART pode ponderar o custo de erros tipo I e II. Isso altera a função de perda usada nos splits. Fórmula modificada da perda esperada:
\[ \text{Risco esperado} = \sum_{i} C(i|j) \cdot P(j) \cdot P(i|j) \]
onde \(C(i|j)\) é o custo de classificar \(j\) como \(i\).
Desbalanceamento do outcome (desfecho): Se não tratado, CART tende a classificar sempre para a classe majoritária, pois isso minimiza a impureza total. Soluções: ajustar priors, usar weights nos casos, ou técnicas como SMOTE ou stratified sampling.
Esses fatores interagem e influenciam onde e como a árvore cresce (isto é, quais variáveis e pontos de corte são escolhidos).
Segue exemplo completo e direto em R, usando rpart com ajustes de priors e custo de classificação incorreta, ilustrando o impacto no crescimento da árvore com desfecho desbalanceado:
# Simula dados desbalanceados
set.seed(123)
n <- 200
x <- rnorm(n)
y <- ifelse(x + rnorm(n) > 0.5, "positivo", "negativo")
y <- factor(y, levels = c("negativo", "positivo"))
y[sample(1:n, size = 0.8 * n)] <- "negativo" # torna altamente desbalanceado
dados <- data.frame(x = x, y = y)
table(dados$y) # conferindo desbalanceamento
negativo positivo
188 12 # CART padrão (sem ajuste)
modelo_padrao <- rpart::rpart(y ~ x,
data = dados,
method = "class")
rpart.plot::rpart.plot(modelo_padrao, main = "Árvore padrão (sem ajuste)")
rpart.plot::prp(modelo_padrao,
type = 5,
extra = 1,
box.palette = "Reds",
digits = 4,
shadow.col = 'darkgray',
branch = 0.5)
# CART com priors ajustados (igualando classes artificialmente)
modelo_prior <- rpart::rpart(y ~ x,
data = dados,
method = "class",
parms = list(prior = c(0.5, 0.5)))
rpart.plot::rpart.plot(modelo_prior, main = "Com priors")
rpart.plot::prp(modelo_prior,
type = 5,
extra = 1,
box.palette = "Reds",
digits = 4,
shadow.col = 'darkgray',
branch = 0.5)
# CART com custo de erro (mais caro errar positivo)
# Matriz de custo: linhas = classe verdadeira, colunas = predita
# Custo de errar positivo como negativo = 5
matriz_custo <- matrix(c(0, 1,
5, 0), nrow = 2, byrow = TRUE)
modelo_custo <- rpart::rpart(y ~ x,
data = dados,
method = "class",
parms = list(loss = matriz_custo))
rpart.plot::rpart.plot(modelo_custo, main = "Com custo de erro")
rpart.plot::prp(modelo_custo,
type = 5,
extra = 1,
box.palette = "Reds",
digits = 4,
shadow.col = 'darkgray',
branch = 0.5)
modelo_prior_custo <- rpart::rpart(y ~ x,
data = dados,
method = "class",
parms = list(prior = c(0.5, 0.5),
loss = matriz_custo))
rpart.plot::rpart.plot(modelo_custo, main = "Com priors e custo de erro")
rpart.plot::prp(modelo_prior_custo,
type = 5,
extra = 1,
box.palette = "Reds",
digits = 4,
shadow.col = 'darkgray',
branch = 0.5)
Árvore de Classificação
- Chen, L., Ji, P., Ma, Y., Rong, Y., & Ren, J. (2023). Custom machine learning algorithm for large-scale disease screening - taking heart disease data as an example. Artificial intelligence in medicine, 146, 102688. https://doi.org/10.1016/j.artmed.2023.102688
Abstract
Table 1
Table 9
Table 10
Table 11
df <- read.csv('1-s2.0-S0933365723002026-mmc1.csv')
# Converte todas as variáveis character para factor
df[] <- lapply(df, function(x) if (is.character(x)) as.factor(x) else x)
# Define resposta como fator
df$HeartDisease <- as.factor(df$HeartDisease)
propHD <- prop.table(table(df$HeartDisease))
print(propHD)
0 1
0.4466231 0.5533769 Age Sex ChestPainType RestingBP Cholesterol
Min. :28.00 F:193 ASY:496 Min. : 0.0 Min. : 0.0
1st Qu.:47.00 M:725 ATA:173 1st Qu.:120.0 1st Qu.:173.2
Median :54.00 NAP:203 Median :130.0 Median :223.0
Mean :53.51 TA : 46 Mean :132.4 Mean :198.8
3rd Qu.:60.00 3rd Qu.:140.0 3rd Qu.:267.0
Max. :77.00 Max. :200.0 Max. :603.0
FastingBS RestingECG MaxHR ExerciseAngina Oldpeak
Min. :0.0000 LVH :188 Min. : 60.0 N:547 Min. :-2.6000
1st Qu.:0.0000 Normal:552 1st Qu.:120.0 Y:371 1st Qu.: 0.0000
Median :0.0000 ST :178 Median :138.0 Median : 0.6000
Mean :0.2331 Mean :136.8 Mean : 0.8874
3rd Qu.:0.0000 3rd Qu.:156.0 3rd Qu.: 1.5000
Max. :1.0000 Max. :202.0 Max. : 6.2000
ST_Slope HeartDisease
Down: 63 0:410
Flat:460 1:508
Up :395
df$Cholesterol[df$Cholesterol == 0] <- NA
df$RestingBP[df$RestingBP == 0] <- NA
print(summary(df[,c("RestingBP", "Cholesterol")])) RestingBP Cholesterol
Min. : 80.0 Min. : 85.0
1st Qu.:120.0 1st Qu.:207.2
Median :130.0 Median :237.0
Mean :132.5 Mean :244.6
3rd Qu.:140.0 3rd Qu.:275.0
Max. :200.0 Max. :603.0
NA's :1 NA's :172 saveRDS(df, "HeartDisease.rds")
df <- readRDS("HeartDisease.rds")
set.seed(123) # For reproducibility
n <- nrow(df)
train_indices <- sample(seq_len(n), size = 0.7 * n)
train <- df[train_indices, ]
test <- df[-train_indices, ]
print(table(train$HeartDisease))
0 1
289 353
0 1
121 155 # CART com duas VI intervalares e um fator de resposta: tree::tree
fit_tree <- tree::tree(HeartDisease ~ MaxHR + Cholesterol,
data=na.omit(train[,c("HeartDisease",
"MaxHR",
"Cholesterol")]))
summary(fit_tree)
Classification tree:
tree::tree(formula = HeartDisease ~ MaxHR + Cholesterol, data = na.omit(train[,
c("HeartDisease", "MaxHR", "Cholesterol")]))
Number of terminal nodes: 5
Residual mean deviance: 1.17 = 604.8 / 517
Misclassification error rate: 0.2854 = 149 / 522 
plot(train$MaxHR,
train$Cholesterol,
pch=19,
col=unique(train$HeartDisease))
tree::partition.tree(fit_tree,
label="HeartDisease",
add=TRUE)
legend("bottomright",
legend=unique(train$HeartDisease),
col=unique(train$HeartDisease),
pch=19)
# Confusion matrix
pred_class <- predict(fit_tree,
test,
type = "class")
confusion_ctree <- table(Predicted = pred_class,
Actual = test$HeartDisease)
print(ftable(confusion_ctree)) Actual 0 1
Predicted
0 77 42
1 44 113 coeff.name coeff.val coeff.se coeff.ci coeff.pval
1 Gwet's AC1 0.3872367 0.0561848 (0.277,0.498) 3.751e-11frml <- as.formula("HeartDisease ~ .")
# Evolutionary Learning of Globally Optimal Trees
# evtree::evtree
fit_evtree <- evtree::evtree(frml,
data = train)
print(fit_evtree)
Model formula:
HeartDisease ~ Age + Sex + ChestPainType + RestingBP + Cholesterol +
FastingBS + RestingECG + MaxHR + ExerciseAngina + Oldpeak +
ST_Slope
Fitted party:
[1] root
| [2] ChestPainType in ASY
| | [3] ST_Slope in Up
| | | [4] ExerciseAngina in Y: 1 (n = 16, err = 31.2%)
| | | [5] ExerciseAngina in N: 0 (n = 41, err = 17.1%)
| | [6] ST_Slope in Down, Flat: 1 (n = 195, err = 10.8%)
| [7] ChestPainType in ATA, NAP, TA
| | [8] ST_Slope in Down, Up: 0 (n = 192, err = 5.7%)
| | [9] ST_Slope in Flat
| | | [10] RestingBP < 132
| | | | [11] Cholesterol < 247: 0 (n = 21, err = 14.3%)
| | | | [12] Cholesterol >= 247: 1 (n = 16, err = 37.5%)
| | | [13] RestingBP >= 132: 1 (n = 41, err = 19.5%)
Number of inner nodes: 6
Number of terminal nodes: 7
# Confusion matrix
pred_class <- predict(fit_evtree,
test)
confusion <- table(Predicted = pred_class,
Actual = test$HeartDisease)
print(ftable(confusion)) Actual 0 1
Predicted
0 102 30
1 19 125 coeff.name coeff.val coeff.se coeff.ci coeff.pval
1 Gwet's AC1 0.6473763 0.04593033 (0.557,0.738) 0e+00# Recursive Partitioning and Regression Trees
# rpart::rpart
# grow tree
fit_rpart <- rpart::rpart(
frml,
data = train,
parms = list(prior = c(0.5, 0.5)),
method = "class", # Classification
control = rpart::rpart.control(minsplit=50,
minbucket=12, # minimum nbr. of observations in a terminal node
maxdepth=6))
print(fit_rpart$parms)$prior
[1] 0.5 0.5
$loss
[,1] [,2]
[1,] 0 1
[2,] 1 0
$split
[1] 1 Overall
Age 14.839244
ChestPainType 128.936434
Cholesterol 7.709630
ExerciseAngina 86.973584
FastingBS 3.142609
MaxHR 70.087188
Oldpeak 84.293570
RestingBP 12.008898
Sex 22.708385
ST_Slope 129.585934
RestingECG 0.000000
Classification tree:
rpart::rpart(formula = frml, data = train, method = "class",
parms = list(prior = c(0.5, 0.5)), control = rpart::rpart.control(minsplit = 50,
minbucket = 12, maxdepth = 6))
Variables actually used in tree construction:
[1] ChestPainType Cholesterol Oldpeak RestingBP ST_Slope
Root node error: 321/642 = 0.5
n= 642
CP nsplit rel error xerror xstd
1 0.632816 0 1.00000 1.10384 0.039732
2 0.021055 1 0.36718 0.36718 0.031200
3 0.015752 3 0.32507 0.38169 0.031135
4 0.014811 5 0.29357 0.34580 0.030355
5 0.010000 6 0.27876 0.33509 0.030077
CP nsplit rel error xerror xstd
1 0.63281610 0 1.0000000 1.1038356 0.03973162
2 0.02105531 1 0.3671839 0.3671839 0.03120007
3 0.01575228 3 0.3250733 0.3816913 0.03113518
4 0.01481126 5 0.2935687 0.3457953 0.03035476
5 0.01000000 6 0.2787575 0.3350912 0.03007676
NULLCall:
rpart::rpart(formula = frml, data = train, method = "class",
parms = list(prior = c(0.5, 0.5)), control = rpart::rpart.control(minsplit = 50,
minbucket = 12, maxdepth = 6))
n= 642
CP nsplit rel error xerror xstd
1 0.63281610 0 1.0000000 1.1038356 0.03973162
2 0.02105531 1 0.3671839 0.3671839 0.03120007
3 0.01575228 3 0.3250733 0.3816913 0.03113518
4 0.01481126 5 0.2935687 0.3457953 0.03035476
5 0.01000000 6 0.2787575 0.3350912 0.03007676
Variable importance
ST_Slope ChestPainType Oldpeak ExerciseAngina MaxHR
33 19 16 12 9
Age RestingBP Cholesterol FastingBS
6 2 1 1
Node number 1: 642 observations, complexity param=0.6328161
predicted class=0 expected loss=0.5 P(node) =1
class counts: 289 353
probabilities: 0.500 0.500
left son=2 (272 obs) right son=3 (370 obs)
Primary splits:
ST_Slope splits as RRL, improve=129.58590, (0 missing)
ChestPainType splits as RLLL, improve= 97.34214, (0 missing)
ExerciseAngina splits as LR, improve= 69.90894, (0 missing)
Oldpeak < 0.45 to the left, improve= 60.31633, (0 missing)
MaxHR < 134.5 to the right, improve= 43.94378, (0 missing)
Surrogate splits:
Oldpeak < 0.35 to the left, agree=0.749, adj=0.408, (0 split)
ChestPainType splits as RLLR, agree=0.720, adj=0.338, (0 split)
ExerciseAngina splits as LR, agree=0.709, adj=0.313, (0 split)
MaxHR < 152.5 to the right, agree=0.674, adj=0.232, (0 split)
Age < 45.5 to the left, agree=0.640, adj=0.151, (0 split)
Node number 2: 272 observations, complexity param=0.01575228
predicted class=0 expected loss=0.1524655 P(node) =0.4552182
class counts: 223 49
probabilities: 0.848 0.152
left son=4 (180 obs) right son=5 (92 obs)
Primary splits:
ChestPainType splits as RLLR, improve=13.914340, (0 missing)
Oldpeak < 0.45 to the left, improve=13.068050, (0 missing)
ExerciseAngina splits as LR, improve= 7.360420, (0 missing)
Age < 55.5 to the left, improve= 5.873126, (0 missing)
MaxHR < 128.5 to the right, improve= 3.173043, (0 missing)
Surrogate splits:
ExerciseAngina splits as LR, agree=0.728, adj=0.196, (0 split)
Oldpeak < 0.85 to the left, agree=0.710, adj=0.141, (0 split)
MaxHR < 99 to the right, agree=0.676, adj=0.043, (0 split)
Age < 57.5 to the left, agree=0.665, adj=0.011, (0 split)
Node number 3: 370 observations, complexity param=0.02105531
predicted class=1 expected loss=0.2096011 P(node) =0.5447818
class counts: 66 304
probabilities: 0.210 0.790
left son=6 (107 obs) right son=7 (263 obs)
Primary splits:
ChestPainType splits as RLLL, improve=17.679950, (0 missing)
MaxHR < 150.5 to the right, improve=13.330210, (0 missing)
Sex splits as LR, improve=11.794820, (0 missing)
ExerciseAngina splits as LR, improve= 5.315435, (0 missing)
RestingBP < 130.5 to the left, improve= 4.860481, (1 missing)
Surrogate splits:
MaxHR < 157.5 to the right, agree=0.757, adj=0.159, (0 split)
Age < 37.5 to the left, agree=0.714, adj=0.009, (0 split)
Node number 4: 180 observations
predicted class=0 expected loss=0.04594595 P(node) =0.308282
class counts: 170 10
probabilities: 0.954 0.046
Node number 5: 92 observations, complexity param=0.01575228
predicted class=0 expected loss=0.3759506 P(node) =0.1469363
class counts: 53 39
probabilities: 0.624 0.376
left son=10 (52 obs) right son=11 (40 obs)
Primary splits:
Oldpeak < 0.45 to the left, improve=8.557798, (0 missing)
ExerciseAngina splits as LR, improve=4.388787, (0 missing)
Sex splits as LR, improve=3.919450, (0 missing)
Age < 54.5 to the left, improve=3.556938, (0 missing)
FastingBS < 0.5 to the left, improve=3.142609, (0 missing)
Surrogate splits:
ExerciseAngina splits as LR, agree=0.663, adj=0.225, (0 split)
Age < 50.5 to the left, agree=0.620, adj=0.125, (0 split)
FastingBS < 0.5 to the left, agree=0.620, adj=0.125, (0 split)
RestingBP < 137 to the left, agree=0.609, adj=0.100, (0 split)
Node number 6: 107 observations, complexity param=0.02105531
predicted class=1 expected loss=0.4507498 P(node) =0.165046
class counts: 43 64
probabilities: 0.451 0.549
left son=12 (54 obs) right son=13 (53 obs)
Primary splits:
RestingBP < 130.5 to the left, improve=7.148417, (1 missing)
MaxHR < 136.5 to the right, improve=6.599646, (0 missing)
Sex splits as LR, improve=5.096645, (0 missing)
Cholesterol < 252 to the left, improve=3.667204, (21 missing)
Age < 54.5 to the left, improve=3.557921, (0 missing)
Surrogate splits:
FastingBS < 0.5 to the left, agree=0.623, adj=0.245, (1 split)
Age < 59.5 to the left, agree=0.613, adj=0.226, (0 split)
MaxHR < 145.5 to the right, agree=0.604, adj=0.208, (0 split)
ExerciseAngina splits as LR, agree=0.604, adj=0.208, (0 split)
RestingECG splits as LLR, agree=0.566, adj=0.132, (0 split)
Node number 7: 263 observations
predicted class=1 expected loss=0.1047897 P(node) =0.3797357
class counts: 23 240
probabilities: 0.105 0.895
Node number 10: 52 observations
predicted class=0 expected loss=0.1971799 P(node) =0.08620132
class counts: 40 12
probabilities: 0.803 0.197
Node number 11: 40 observations
predicted class=1 expected loss=0.3703196 P(node) =0.06073498
class counts: 13 27
probabilities: 0.370 0.630
Node number 12: 54 observations, complexity param=0.01481126
predicted class=0 expected loss=0.3778852 P(node) =0.08621112
class counts: 31 23
probabilities: 0.622 0.378
left son=24 (31 obs) right son=25 (23 obs)
Primary splits:
Cholesterol < 252 to the left, improve=4.042426, (12 missing)
MaxHR < 136 to the right, improve=3.040511, (0 missing)
Oldpeak < 0.1 to the right, improve=2.351391, (0 missing)
Sex splits as LR, improve=1.897473, (0 missing)
Age < 56.5 to the left, improve=1.851259, (0 missing)
Surrogate splits:
MaxHR < 133 to the right, agree=0.738, adj=0.313, (12 split)
Age < 60 to the left, agree=0.714, adj=0.250, (0 split)
ChestPainType splits as -LLR, agree=0.667, adj=0.125, (0 split)
RestingECG splits as LLR, agree=0.667, adj=0.125, (0 split)
Node number 13: 53 observations
predicted class=1 expected loss=0.2633509 P(node) =0.0788349
class counts: 12 41
probabilities: 0.263 0.737
Node number 24: 31 observations
predicted class=0 expected loss=0.221647 P(node) =0.05112383
class counts: 23 8
probabilities: 0.778 0.222
Node number 25: 23 observations
predicted class=1 expected loss=0.3944685 P(node) =0.03508729
class counts: 8 15
probabilities: 0.394 0.606
n= 642
node), split, n, loss, yval, (yprob)
* denotes terminal node
1) root 642 321.000000 0 (0.50000000 0.50000000)
2) ST_Slope=Up 272 44.558070 0 (0.84753445 0.15246555)
4) ChestPainType=ATA,NAP 180 9.093484 0 (0.95405405 0.04594595) *
5) ChestPainType=ASY,TA 92 35.464590 0 (0.62404937 0.37595063)
10) Oldpeak< 0.45 52 10.912180 0 (0.80282010 0.19717990) *
11) Oldpeak>=0.45 40 14.439450 1 (0.37031956 0.62968044) *
3) ST_Slope=Down,Flat 370 73.307960 1 (0.20960109 0.79039891)
6) ChestPainType=ATA,NAP,TA 107 47.761250 1 (0.45074981 0.54925019)
12) RestingBP< 130.5 54 20.915010 0 (0.62211484 0.37788516)
24) Cholesterol< 252 31 7.274788 0 (0.77835299 0.22164701) *
25) Cholesterol>=252 23 8.885813 1 (0.39446850 0.60553150) *
13) RestingBP>=130.5 53 13.328720 1 (0.26335095 0.73664905) *
7) ChestPainType=ASY 263 25.546710 1 (0.10478968 0.89521032) *plot(fit_rpart,
uniform=TRUE,
main="Classification Tree for Heart Disease")
text(fit_rpart, use.n=TRUE, all=TRUE, cex=.8)
rpart.plot::prp(fit_rpart,
type = 5,
extra = 1,
box.palette = "Reds",
digits = 4,
shadow.col = 'darkgray',
branch = 0.5)
rpart::post(fit_rpart,
file="HD_tree.ps",
title="Classification Tree for Heart Disease")
# prune tree
fit_prune <- rpart::prune(fit_rpart,
cp=0.1)
print(fit_prune$parms)$prior
[1] 0.5 0.5
$loss
[,1] [,2]
[1,] 0 1
[2,] 1 0
$split
[1] 1 Overall
ChestPainType 97.34214
ExerciseAngina 69.90894
MaxHR 43.94378
Oldpeak 60.31633
ST_Slope 129.58593
Age 0.00000
Sex 0.00000
RestingBP 0.00000
Cholesterol 0.00000
FastingBS 0.00000
RestingECG 0.00000
plot(fit_prune,
uniform=TRUE,
main="Classification (Pruned) Tree for Heart Disease")
text(fit_prune, use.n=TRUE, all=TRUE, cex=.8)
Classification tree:
rpart::rpart(formula = frml, data = train, method = "class",
parms = list(prior = c(0.5, 0.5)), control = rpart::rpart.control(minsplit = 50,
minbucket = 12, maxdepth = 6))
Variables actually used in tree construction:
[1] ST_Slope
Root node error: 321/642 = 0.5
n= 642
CP nsplit rel error xerror xstd
1 0.63282 0 1.00000 1.10384 0.039732
2 0.10000 1 0.36718 0.36718 0.031200
CP nsplit rel error xerror xstd
1 0.6328161 0 1.0000000 1.1038356 0.03973162
2 0.1000000 1 0.3671839 0.3671839 0.03120007 HeartDisease
0.15 when ST_Slope is Up
0.79 when ST_Slope is Down or Flatrpart.plot::prp(fit_prune,
type = 5,
extra = 1,
box.palette = "Reds",
digits = 4,
shadow.col = 'darkgray',
branch = 0.5)
$obj
n= 642
node), split, n, loss, yval, (yprob)
* denotes terminal node
1) root 642 321.00000 0 (0.5000000 0.5000000)
2) ST_Slope=Up 272 44.55807 0 (0.8475345 0.1524655) *
3) ST_Slope=Down,Flat 370 73.30796 1 (0.2096011 0.7903989) *
$snipped.nodes
NULL
$xlim
[1] -0.2 1.2
$ylim
[1] -0.35 1.35
$x
[1] 0.50000000 0.05389393 0.94610607
$y
[1] 0.8785527 0.0560526 0.0560526
$branch.x
[,1] [,2] [,3]
x 0.5 0.05389393 0.9461061
NA 0.05389393 0.9461061
NA 0.50000000 0.5000000
$branch.y
[,1] [,2] [,3]
y 1.049574 0.2270743 0.2270743
NA 0.6854637 0.6854637
NA 0.6854637 0.6854637
$labs
[1] "0\n.50 .50\n100%" "0\n.85 .15\n42%" "1\n.21 .79\n58%"
$cex
[1] 1
$boxes
$boxes$x1
[1] 0.41946022 -0.02664585 0.86556629
$boxes$y1
[1] 0.76269932 -0.05980078 -0.05980078
$boxes$x2
[1] 0.5805398 0.1344337 1.0266459
$boxes$y2
[1] 1.0495744 0.2270743 0.2270743
$split.labs
[1] ""
$split.cex
[1] 1 1 1
$split.box
$split.box$x1
[1] 0.3502557 NA NA
$split.box$y1
[1] 0.6302955 NA NA
$split.box$x2
[1] 0.6497443 NA NA
$split.box$y2
[1] 0.740632 NA NArpart::post(fit_prune,
file="HD_ptree.ps",
title="Classification (Pruned) Tree for Heart Disease")
# Confusion matrix
pred_class <- predict(fit_prune,
test,
type = "class")
confusion <- table(Predicted = pred_class,
Actual = test$HeartDisease)
print(ftable(confusion)) Actual 0 1
Predicted
0 94 29
1 27 126 coeff.name coeff.val coeff.se coeff.ci coeff.pval
1 Gwet's AC1 0.5995855 0.04834056 (0.504,0.695) 0e+00# Conditional Inference Tree: party::ctree_control
# partykit package contains an improved reimplementation of ctree() and is recommended for fitting individual conditional inference trees in general, however, as partykit::ctree() can be much slower than party::ctree() (the latter of which is implemented in C)
# https://cran.r-project.org/web/packages/party/vignettes/party.pdf
# The party package provides nonparametric regression trees for
# nominal, ordinal, numeric, censored, and multivariate responses.
# party: A laboratory for recursive partitioning, provides details.
invisible(party::ctree_control(testtype="MonteCarlo"))
fit_ctree <- party::ctree(frml,
data=train)
print(fit_ctree)
Conditional inference tree with 8 terminal nodes
Response: HeartDisease
Inputs: Age, Sex, ChestPainType, RestingBP, Cholesterol, FastingBS, RestingECG, MaxHR, ExerciseAngina, Oldpeak, ST_Slope
Number of observations: 642
1) ST_Slope == {Up}; criterion = 1, statistic = 261.003
2) Oldpeak <= 0.4; criterion = 1, statistic = 59.04
3) ChestPainType == {ASY, TA}; criterion = 0.999, statistic = 20.928
4)* weights = 52
3) ChestPainType == {ATA, NAP}
5)* weights = 152
2) Oldpeak > 0.4
6) ChestPainType == {ATA, NAP, TA}; criterion = 0.997, statistic = 19.082
7)* weights = 35
6) ChestPainType == {ASY}
8)* weights = 33
1) ST_Slope == {Down, Flat}
9) ChestPainType == {ASY}; criterion = 1, statistic = 52.56
10) Sex == {M}; criterion = 1, statistic = 22.629
11)* weights = 225
10) Sex == {F}
12)* weights = 38
9) ChestPainType == {ATA, NAP, TA}
13) MaxHR <= 136; criterion = 0.991, statistic = 11.19
14)* weights = 42
13) MaxHR > 136
15)* weights = 65 plot(fit_ctree,
type="extended",
drop_terminal=FALSE,
main="Conditional Inference Tree for Heart Disease")
# estimated class probabilities, a list
tr <- party::treeresponse(fit_ctree, newdata = test)
print(tr)[[1]]
[1] 0.96710526 0.03289474
[[2]]
[1] 0.96710526 0.03289474
[[3]]
[1] 0.2894737 0.7105263
[[4]]
[1] 0.96710526 0.03289474
[[5]]
[1] 0.05333333 0.94666667
[[6]]
[1] 0.1904762 0.8095238
[[7]]
[1] 0.96710526 0.03289474
[[8]]
[1] 0.05333333 0.94666667
[[9]]
[1] 0.96710526 0.03289474
[[10]]
[1] 0.5384615 0.4615385
[[11]]
[1] 0.96710526 0.03289474
[[12]]
[1] 0.05333333 0.94666667
[[13]]
[1] 0.96710526 0.03289474
[[14]]
[1] 0.96710526 0.03289474
[[15]]
[1] 0.96710526 0.03289474
[[16]]
[1] 0.1904762 0.8095238
[[17]]
[1] 0.96710526 0.03289474
[[18]]
[1] 0.96710526 0.03289474
[[19]]
[1] 0.7692308 0.2307692
[[20]]
[1] 0.05333333 0.94666667
[[21]]
[1] 0.5384615 0.4615385
[[22]]
[1] 0.05333333 0.94666667
[[23]]
[1] 0.96710526 0.03289474
[[24]]
[1] 0.7692308 0.2307692
[[25]]
[1] 0.96710526 0.03289474
[[26]]
[1] 0.7692308 0.2307692
[[27]]
[1] 0.05333333 0.94666667
[[28]]
[1] 0.05333333 0.94666667
[[29]]
[1] 0.05333333 0.94666667
[[30]]
[1] 0.96710526 0.03289474
[[31]]
[1] 0.05333333 0.94666667
[[32]]
[1] 0.7692308 0.2307692
[[33]]
[1] 0.96710526 0.03289474
[[34]]
[1] 0.96710526 0.03289474
[[35]]
[1] 0.7692308 0.2307692
[[36]]
[1] 0.05333333 0.94666667
[[37]]
[1] 0.7692308 0.2307692
[[38]]
[1] 0.7692308 0.2307692
[[39]]
[1] 0.7692308 0.2307692
[[40]]
[1] 0.96710526 0.03289474
[[41]]
[1] 0.7692308 0.2307692
[[42]]
[1] 0.96710526 0.03289474
[[43]]
[1] 0.05333333 0.94666667
[[44]]
[1] 0.05333333 0.94666667
[[45]]
[1] 0.05333333 0.94666667
[[46]]
[1] 0.7692308 0.2307692
[[47]]
[1] 0.5384615 0.4615385
[[48]]
[1] 0.7692308 0.2307692
[[49]]
[1] 0.96710526 0.03289474
[[50]]
[1] 0.96710526 0.03289474
[[51]]
[1] 0.05333333 0.94666667
[[52]]
[1] 0.7692308 0.2307692
[[53]]
[1] 0.05333333 0.94666667
[[54]]
[1] 0.96710526 0.03289474
[[55]]
[1] 0.96710526 0.03289474
[[56]]
[1] 0.05333333 0.94666667
[[57]]
[1] 0.96710526 0.03289474
[[58]]
[1] 0.05333333 0.94666667
[[59]]
[1] 0.96710526 0.03289474
[[60]]
[1] 0.96710526 0.03289474
[[61]]
[1] 0.96710526 0.03289474
[[62]]
[1] 0.5384615 0.4615385
[[63]]
[1] 0.7714286 0.2285714
[[64]]
[1] 0.96710526 0.03289474
[[65]]
[1] 0.05333333 0.94666667
[[66]]
[1] 0.7692308 0.2307692
[[67]]
[1] 0.96710526 0.03289474
[[68]]
[1] 0.05333333 0.94666667
[[69]]
[1] 0.5384615 0.4615385
[[70]]
[1] 0.05333333 0.94666667
[[71]]
[1] 0.05333333 0.94666667
[[72]]
[1] 0.7692308 0.2307692
[[73]]
[1] 0.7714286 0.2285714
[[74]]
[1] 0.96710526 0.03289474
[[75]]
[1] 0.96710526 0.03289474
[[76]]
[1] 0.96710526 0.03289474
[[77]]
[1] 0.05333333 0.94666667
[[78]]
[1] 0.96710526 0.03289474
[[79]]
[1] 0.7714286 0.2285714
[[80]]
[1] 0.7692308 0.2307692
[[81]]
[1] 0.7692308 0.2307692
[[82]]
[1] 0.2727273 0.7272727
[[83]]
[1] 0.2727273 0.7272727
[[84]]
[1] 0.7692308 0.2307692
[[85]]
[1] 0.2727273 0.7272727
[[86]]
[1] 0.7692308 0.2307692
[[87]]
[1] 0.2727273 0.7272727
[[88]]
[1] 0.2727273 0.7272727
[[89]]
[1] 0.5384615 0.4615385
[[90]]
[1] 0.05333333 0.94666667
[[91]]
[1] 0.05333333 0.94666667
[[92]]
[1] 0.96710526 0.03289474
[[93]]
[1] 0.7692308 0.2307692
[[94]]
[1] 0.05333333 0.94666667
[[95]]
[1] 0.05333333 0.94666667
[[96]]
[1] 0.05333333 0.94666667
[[97]]
[1] 0.05333333 0.94666667
[[98]]
[1] 0.05333333 0.94666667
[[99]]
[1] 0.1904762 0.8095238
[[100]]
[1] 0.1904762 0.8095238
[[101]]
[1] 0.1904762 0.8095238
[[102]]
[1] 0.1904762 0.8095238
[[103]]
[1] 0.7692308 0.2307692
[[104]]
[1] 0.05333333 0.94666667
[[105]]
[1] 0.05333333 0.94666667
[[106]]
[1] 0.7692308 0.2307692
[[107]]
[1] 0.05333333 0.94666667
[[108]]
[1] 0.05333333 0.94666667
[[109]]
[1] 0.05333333 0.94666667
[[110]]
[1] 0.05333333 0.94666667
[[111]]
[1] 0.1904762 0.8095238
[[112]]
[1] 0.05333333 0.94666667
[[113]]
[1] 0.1904762 0.8095238
[[114]]
[1] 0.05333333 0.94666667
[[115]]
[1] 0.2894737 0.7105263
[[116]]
[1] 0.05333333 0.94666667
[[117]]
[1] 0.05333333 0.94666667
[[118]]
[1] 0.7714286 0.2285714
[[119]]
[1] 0.96710526 0.03289474
[[120]]
[1] 0.7692308 0.2307692
[[121]]
[1] 0.05333333 0.94666667
[[122]]
[1] 0.1904762 0.8095238
[[123]]
[1] 0.96710526 0.03289474
[[124]]
[1] 0.05333333 0.94666667
[[125]]
[1] 0.2727273 0.7272727
[[126]]
[1] 0.05333333 0.94666667
[[127]]
[1] 0.1904762 0.8095238
[[128]]
[1] 0.2727273 0.7272727
[[129]]
[1] 0.7692308 0.2307692
[[130]]
[1] 0.05333333 0.94666667
[[131]]
[1] 0.1904762 0.8095238
[[132]]
[1] 0.2727273 0.7272727
[[133]]
[1] 0.5384615 0.4615385
[[134]]
[1] 0.05333333 0.94666667
[[135]]
[1] 0.05333333 0.94666667
[[136]]
[1] 0.05333333 0.94666667
[[137]]
[1] 0.1904762 0.8095238
[[138]]
[1] 0.1904762 0.8095238
[[139]]
[1] 0.05333333 0.94666667
[[140]]
[1] 0.05333333 0.94666667
[[141]]
[1] 0.1904762 0.8095238
[[142]]
[1] 0.96710526 0.03289474
[[143]]
[1] 0.7692308 0.2307692
[[144]]
[1] 0.1904762 0.8095238
[[145]]
[1] 0.05333333 0.94666667
[[146]]
[1] 0.05333333 0.94666667
[[147]]
[1] 0.2894737 0.7105263
[[148]]
[1] 0.05333333 0.94666667
[[149]]
[1] 0.05333333 0.94666667
[[150]]
[1] 0.05333333 0.94666667
[[151]]
[1] 0.05333333 0.94666667
[[152]]
[1] 0.1904762 0.8095238
[[153]]
[1] 0.05333333 0.94666667
[[154]]
[1] 0.05333333 0.94666667
[[155]]
[1] 0.2727273 0.7272727
[[156]]
[1] 0.05333333 0.94666667
[[157]]
[1] 0.7692308 0.2307692
[[158]]
[1] 0.1904762 0.8095238
[[159]]
[1] 0.05333333 0.94666667
[[160]]
[1] 0.05333333 0.94666667
[[161]]
[1] 0.05333333 0.94666667
[[162]]
[1] 0.05333333 0.94666667
[[163]]
[1] 0.05333333 0.94666667
[[164]]
[1] 0.7692308 0.2307692
[[165]]
[1] 0.1904762 0.8095238
[[166]]
[1] 0.7692308 0.2307692
[[167]]
[1] 0.7692308 0.2307692
[[168]]
[1] 0.96710526 0.03289474
[[169]]
[1] 0.1904762 0.8095238
[[170]]
[1] 0.1904762 0.8095238
[[171]]
[1] 0.96710526 0.03289474
[[172]]
[1] 0.05333333 0.94666667
[[173]]
[1] 0.05333333 0.94666667
[[174]]
[1] 0.05333333 0.94666667
[[175]]
[1] 0.05333333 0.94666667
[[176]]
[1] 0.05333333 0.94666667
[[177]]
[1] 0.05333333 0.94666667
[[178]]
[1] 0.05333333 0.94666667
[[179]]
[1] 0.96710526 0.03289474
[[180]]
[1] 0.7692308 0.2307692
[[181]]
[1] 0.05333333 0.94666667
[[182]]
[1] 0.2727273 0.7272727
[[183]]
[1] 0.05333333 0.94666667
[[184]]
[1] 0.05333333 0.94666667
[[185]]
[1] 0.96710526 0.03289474
[[186]]
[1] 0.5384615 0.4615385
[[187]]
[1] 0.05333333 0.94666667
[[188]]
[1] 0.2894737 0.7105263
[[189]]
[1] 0.05333333 0.94666667
[[190]]
[1] 0.96710526 0.03289474
[[191]]
[1] 0.7692308 0.2307692
[[192]]
[1] 0.5384615 0.4615385
[[193]]
[1] 0.05333333 0.94666667
[[194]]
[1] 0.96710526 0.03289474
[[195]]
[1] 0.7714286 0.2285714
[[196]]
[1] 0.5384615 0.4615385
[[197]]
[1] 0.7692308 0.2307692
[[198]]
[1] 0.1904762 0.8095238
[[199]]
[1] 0.5384615 0.4615385
[[200]]
[1] 0.2894737 0.7105263
[[201]]
[1] 0.1904762 0.8095238
[[202]]
[1] 0.7714286 0.2285714
[[203]]
[1] 0.7692308 0.2307692
[[204]]
[1] 0.96710526 0.03289474
[[205]]
[1] 0.5384615 0.4615385
[[206]]
[1] 0.1904762 0.8095238
[[207]]
[1] 0.05333333 0.94666667
[[208]]
[1] 0.05333333 0.94666667
[[209]]
[1] 0.05333333 0.94666667
[[210]]
[1] 0.7714286 0.2285714
[[211]]
[1] 0.5384615 0.4615385
[[212]]
[1] 0.7692308 0.2307692
[[213]]
[1] 0.05333333 0.94666667
[[214]]
[1] 0.7692308 0.2307692
[[215]]
[1] 0.96710526 0.03289474
[[216]]
[1] 0.5384615 0.4615385
[[217]]
[1] 0.7692308 0.2307692
[[218]]
[1] 0.96710526 0.03289474
[[219]]
[1] 0.96710526 0.03289474
[[220]]
[1] 0.1904762 0.8095238
[[221]]
[1] 0.05333333 0.94666667
[[222]]
[1] 0.5384615 0.4615385
[[223]]
[1] 0.7714286 0.2285714
[[224]]
[1] 0.5384615 0.4615385
[[225]]
[1] 0.96710526 0.03289474
[[226]]
[1] 0.05333333 0.94666667
[[227]]
[1] 0.2727273 0.7272727
[[228]]
[1] 0.7692308 0.2307692
[[229]]
[1] 0.96710526 0.03289474
[[230]]
[1] 0.7692308 0.2307692
[[231]]
[1] 0.05333333 0.94666667
[[232]]
[1] 0.96710526 0.03289474
[[233]]
[1] 0.7714286 0.2285714
[[234]]
[1] 0.5384615 0.4615385
[[235]]
[1] 0.2894737 0.7105263
[[236]]
[1] 0.7692308 0.2307692
[[237]]
[1] 0.7692308 0.2307692
[[238]]
[1] 0.5384615 0.4615385
[[239]]
[1] 0.1904762 0.8095238
[[240]]
[1] 0.5384615 0.4615385
[[241]]
[1] 0.96710526 0.03289474
[[242]]
[1] 0.7692308 0.2307692
[[243]]
[1] 0.2894737 0.7105263
[[244]]
[1] 0.2894737 0.7105263
[[245]]
[1] 0.1904762 0.8095238
[[246]]
[1] 0.05333333 0.94666667
[[247]]
[1] 0.7692308 0.2307692
[[248]]
[1] 0.96710526 0.03289474
[[249]]
[1] 0.5384615 0.4615385
[[250]]
[1] 0.7714286 0.2285714
[[251]]
[1] 0.7692308 0.2307692
[[252]]
[1] 0.05333333 0.94666667
[[253]]
[1] 0.5384615 0.4615385
[[254]]
[1] 0.5384615 0.4615385
[[255]]
[1] 0.96710526 0.03289474
[[256]]
[1] 0.2727273 0.7272727
[[257]]
[1] 0.1904762 0.8095238
[[258]]
[1] 0.7692308 0.2307692
[[259]]
[1] 0.96710526 0.03289474
[[260]]
[1] 0.2894737 0.7105263
[[261]]
[1] 0.2727273 0.7272727
[[262]]
[1] 0.96710526 0.03289474
[[263]]
[1] 0.05333333 0.94666667
[[264]]
[1] 0.2727273 0.7272727
[[265]]
[1] 0.96710526 0.03289474
[[266]]
[1] 0.05333333 0.94666667
[[267]]
[1] 0.96710526 0.03289474
[[268]]
[1] 0.5384615 0.4615385
[[269]]
[1] 0.5384615 0.4615385
[[270]]
[1] 0.2894737 0.7105263
[[271]]
[1] 0.2894737 0.7105263
[[272]]
[1] 0.5384615 0.4615385
[[273]]
[1] 0.05333333 0.94666667
[[274]]
[1] 0.05333333 0.94666667
[[275]]
[1] 0.05333333 0.94666667
[[276]]
[1] 0.05333333 0.94666667# Confusion matrix
pred_class <- predict(fit_ctree,
test)
confusion_ctree <- table(Predicted = pred_class,
Actual = test$HeartDisease)
print(ftable(confusion_ctree)) Actual 0 1
Predicted
0 105 29
1 16 126 coeff.name coeff.val coeff.se coeff.ci coeff.pval
1 Gwet's AC1 0.67579 0.04439593 (0.588,0.763) 0e+00# Random Forest prediction of Heart Disease data
fit_randomForest <- randomForest::randomForest(frml,
data=na.omit(train))
print(fit_randomForest) # view results
Call:
randomForest(formula = frml, data = na.omit(train))
Type of random forest: classification
Number of trees: 500
No. of variables tried at each split: 3
OOB estimate of error rate: 13.22%
Confusion matrix:
0 1 class.error
0 238 35 0.1282051
1 34 215 0.1365462
MeanDecreaseGini
Age 21.329741
Sex 10.247118
ChestPainType 37.029029
RestingBP 17.539899
Cholesterol 19.449187
FastingBS 2.651445
RestingECG 7.214634
MaxHR 26.392625
ExerciseAngina 18.410671
Oldpeak 33.543560
ST_Slope 63.526449 Overall
Age 21.329741
Sex 10.247118
ChestPainType 37.029029
RestingBP 17.539899
Cholesterol 19.449187
FastingBS 2.651445
RestingECG 7.214634
MaxHR 26.392625
ExerciseAngina 18.410671
Oldpeak 33.543560
ST_Slope 63.526449
# Confusion matrix
pred_class <- predict(fit_randomForest,
test,
type = "class")
confusion_ctree <- table(Predicted = pred_class,
Actual = test$HeartDisease)
print(ftable(confusion_ctree)) Actual 0 1
Predicted
0 100 16
1 17 91 coeff.name coeff.val coeff.se coeff.ci coeff.pval
1 Gwet's AC1 0.705832 0.04733453 (0.613,0.799) 0e+00LDA, LogitBoost, SVM, CART, KNN, RF, and NN in iris
flower
5.1 Evaluate algorithms and pick the best model
We will use 10-fold cross validation to estimate accuracy. This will split our dataset into 10 parts, train in 9 and test on 1 and repeat for all combinations of train-test splits.
We will use [a mixture of simple: sic] LDA, LogitBoost, SVM, CART, KNN, RF, and NN.
Data <- datasets::iris
control <- caret::trainControl(method="boot",
number=1e3)
# control <- caret::trainControl(method="cv",
# number=10)
metric <- "Accuracy"
# A = (a + d) / n
# G = (a + d - (b + c)) / n
# If a + d >> b + c, then A approx G
frml <- as.formula("Species~.")
# Linear Discriminant Analysis (LDA)
set.seed(123)
fit.lda <- caret::train(frml,
data=Data,
method="lda",
trControl=control,
metric=metric)Carregando pacotes exigidos: ggplot2Carregando pacotes exigidos: lattice
# Boosted Logistic Regression (LogitBoost)
set.seed(123)
fit.LogitBoost <- caret::train(frml,
data=Data,
method="LogitBoost",
trControl=control,
metric=metric)
VI <- caret::varImp(fit.LogitBoost, svale=TRUE)
plot(VI, top=4)
# Classification and Regression Trees (CART)
set.seed(123)
fit.cart <- caret::train(frml,
data=Data,
method="rpart",
trControl=control,
metric=metric)
VI <- caret::varImp(fit.cart, svale=TRUE)
plot(VI, top=4)
# k-Nearest Neighbors (KNN)
set.seed(123)
fit.knn <- caret::train(frml,
data=Data,
preProcess=c("center", "scale"),
method="knn",
trControl=control,
metric=metric)
VI <- caret::varImp(fit.knn, svale=TRUE)
plot(VI, top=4)
# Support Vector Machines (SVM) with a radial kernel
set.seed(123)
fit.svm <- caret::train(frml,
data=Data,
method="svmRadial",
trControl=control,
metric=metric)
VI <- caret::varImp(fit.svm, svale=TRUE)
plot(VI, top=4)
# Random Forest (RF)
set.seed(123)
fit.rf <- caret::train(frml,
data=Data,
method="ranger",
trControl=control,
metric=metric)
try(VI <- caret::varImp(fit.rf, svale=TRUE))Error in code$varImp(object$finalModel, ...) :
No importance values available
# Neural Network (NN)
set.seed(123)
fit.nn <- caret::train(Species~.,
data=Data,
preProcess="range",
method="nnet",
trControl=control,
verbose = FALSE,
metric=metric)# weights: 11
initial value 171.567211
iter 10 value 79.450265
iter 20 value 73.383511
final value 73.375620
converged
# weights: 27
initial value 209.740566
iter 10 value 8.745354
iter 20 value 0.907515
iter 30 value 0.051854
iter 40 value 0.001704
iter 50 value 0.000368
final value 0.000051
converged
# weights: 43
initial value 202.423544
iter 10 value 73.356371
iter 20 value 73.350053
iter 30 value 73.335308
iter 40 value 73.295215
iter 50 value 72.670406
iter 60 value 60.446488
iter 70 value 11.391585
iter 80 value 5.869644
iter 90 value 0.726211
iter 100 value 0.009328
final value 0.009328
stopped after 100 iterations
# weights: 11
initial value 167.387291
iter 10 value 84.413405
iter 20 value 59.376659
iter 30 value 58.834352
final value 58.834082
converged
# weights: 27
initial value 172.550938
iter 10 value 91.570352
iter 20 value 52.051920
iter 30 value 42.382282
iter 40 value 42.276355
iter 50 value 42.202715
iter 60 value 42.201493
iter 70 value 42.201272
iter 80 value 42.200371
iter 90 value 42.151049
iter 100 value 42.136584
final value 42.136584
stopped after 100 iterations
# weights: 43
initial value 236.170875
iter 10 value 57.318917
iter 20 value 39.782164
iter 30 value 38.594856
iter 40 value 38.411573
iter 50 value 38.353149
iter 60 value 38.340892
iter 70 value 38.338470
iter 80 value 38.323100
iter 90 value 38.305828
iter 100 value 38.302252
final value 38.302252
stopped after 100 iterations
# weights: 11
initial value 172.717929
iter 10 value 74.738843
iter 20 value 29.251482
iter 30 value 2.947072
iter 40 value 1.923997
iter 50 value 1.681281
iter 60 value 1.659017
iter 70 value 1.657773
iter 80 value 1.655969
iter 90 value 1.655885
iter 100 value 1.655779
final value 1.655779
stopped after 100 iterations
# weights: 27
initial value 183.929965
iter 10 value 21.947250
iter 20 value 5.025365
iter 30 value 1.813174
iter 40 value 1.192499
iter 50 value 0.955843
iter 60 value 0.857492
iter 70 value 0.771796
iter 80 value 0.721833
iter 90 value 0.608383
iter 100 value 0.575157
final value 0.575157
stopped after 100 iterations
# weights: 43
initial value 166.455431
iter 10 value 6.111658
iter 20 value 0.788368
iter 30 value 0.718358
iter 40 value 0.616147
iter 50 value 0.485443
iter 60 value 0.412931
iter 70 value 0.390971
iter 80 value 0.374989
iter 90 value 0.366327
iter 100 value 0.352654
final value 0.352654
stopped after 100 iterations
# weights: 11
initial value 167.573982
iter 10 value 63.205579
iter 20 value 61.930901
iter 30 value 38.891965
iter 40 value 9.652440
iter 50 value 1.933541
iter 60 value 0.924047
iter 70 value 0.818471
iter 80 value 0.710890
iter 90 value 0.554889
iter 100 value 0.221781
final value 0.221781
stopped after 100 iterations
# weights: 27
initial value 172.339623
iter 10 value 63.261408
iter 20 value 60.374247
iter 30 value 38.060343
iter 40 value 4.087730
iter 50 value 1.558373
iter 60 value 0.160805
iter 70 value 0.000610
final value 0.000086
converged
# weights: 43
initial value 192.646742
iter 10 value 5.397060
iter 20 value 0.024321
final value 0.000096
converged
# weights: 11
initial value 170.971627
iter 10 value 80.154574
iter 20 value 57.126969
iter 30 value 56.517610
final value 56.516553
converged
# weights: 27
initial value 180.057359
iter 10 value 72.992439
iter 20 value 42.903733
iter 30 value 38.028676
iter 40 value 37.083046
iter 50 value 36.966435
iter 60 value 36.953808
iter 70 value 36.951161
final value 36.951152
converged
# weights: 43
initial value 188.150140
iter 10 value 64.597086
iter 20 value 40.057678
iter 30 value 37.294250
iter 40 value 36.061941
iter 50 value 35.792648
iter 60 value 35.764383
iter 70 value 35.762255
iter 80 value 35.761024
iter 90 value 35.760443
iter 100 value 35.760041
final value 35.760041
stopped after 100 iterations
# weights: 11
initial value 175.328372
iter 10 value 63.830044
iter 20 value 63.361712
iter 30 value 63.343023
iter 40 value 63.330640
iter 50 value 63.320223
iter 60 value 63.310902
iter 70 value 63.275038
iter 80 value 36.368702
iter 90 value 7.277269
iter 100 value 2.392253
final value 2.392253
stopped after 100 iterations
# weights: 27
initial value 185.102399
iter 10 value 63.376721
iter 20 value 6.801986
iter 30 value 0.799126
iter 40 value 0.613929
iter 50 value 0.521031
iter 60 value 0.463799
iter 70 value 0.446390
iter 80 value 0.426873
iter 90 value 0.416866
iter 100 value 0.395281
final value 0.395281
stopped after 100 iterations
# weights: 43
initial value 216.801900
iter 10 value 16.069310
iter 20 value 0.937207
iter 30 value 0.691814
iter 40 value 0.648972
iter 50 value 0.581147
iter 60 value 0.544180
iter 70 value 0.482710
iter 80 value 0.440512
iter 90 value 0.422136
iter 100 value 0.401106
final value 0.401106
stopped after 100 iterations
# weights: 11
initial value 170.276857
iter 10 value 73.634121
iter 20 value 69.733833
iter 30 value 53.554805
iter 40 value 27.875072
iter 50 value 7.410938
iter 60 value 4.802486
iter 70 value 4.692825
iter 80 value 4.604094
iter 90 value 4.596994
iter 100 value 4.589416
final value 4.589416
stopped after 100 iterations
# weights: 27
initial value 221.303290
iter 10 value 16.734258
iter 20 value 5.120546
iter 30 value 4.908669
iter 40 value 4.856597
iter 50 value 4.722405
iter 60 value 4.636394
iter 70 value 4.628601
iter 80 value 4.622069
iter 90 value 4.600637
iter 100 value 4.596560
final value 4.596560
stopped after 100 iterations
# weights: 43
initial value 170.410256
iter 10 value 12.750928
iter 20 value 4.726500
iter 30 value 4.671997
iter 40 value 4.630021
iter 50 value 4.421451
iter 60 value 3.414386
iter 70 value 2.981444
iter 80 value 0.342600
iter 90 value 0.001151
iter 100 value 0.000933
final value 0.000933
stopped after 100 iterations
# weights: 11
initial value 188.789784
iter 10 value 74.283698
iter 20 value 58.720803
final value 58.718971
converged
# weights: 27
initial value 165.920042
iter 10 value 64.032963
iter 20 value 41.736748
iter 30 value 41.132142
iter 40 value 40.638123
iter 50 value 40.237254
iter 60 value 39.959763
iter 70 value 39.954009
final value 39.954008
converged
# weights: 43
initial value 172.132154
iter 10 value 51.471569
iter 20 value 37.134171
iter 30 value 36.626554
iter 40 value 36.560258
iter 50 value 36.523942
iter 60 value 36.521607
iter 70 value 36.515021
iter 80 value 36.505666
iter 90 value 36.504747
iter 100 value 36.504573
final value 36.504573
stopped after 100 iterations
# weights: 11
initial value 172.080716
iter 10 value 89.024524
iter 20 value 6.835540
iter 30 value 5.215994
iter 40 value 5.190199
iter 50 value 5.187683
iter 60 value 5.185447
iter 70 value 5.185133
iter 80 value 5.185012
iter 90 value 5.184990
iter 100 value 5.184947
final value 5.184947
stopped after 100 iterations
# weights: 27
initial value 164.653571
iter 10 value 7.689964
iter 20 value 4.998554
iter 30 value 4.933027
iter 40 value 4.799124
iter 50 value 4.768098
iter 60 value 4.744173
iter 70 value 4.737638
iter 80 value 4.733866
iter 90 value 4.731019
iter 100 value 4.728843
final value 4.728843
stopped after 100 iterations
# weights: 43
initial value 203.550765
iter 10 value 8.957654
iter 20 value 4.998157
iter 30 value 4.938225
iter 40 value 4.865780
iter 50 value 4.772346
iter 60 value 4.714247
iter 70 value 4.265065
iter 80 value 3.492148
iter 90 value 3.084726
iter 100 value 1.998988
final value 1.998988
stopped after 100 iterations
# weights: 11
initial value 176.416193
iter 10 value 44.667532
iter 20 value 8.842051
iter 30 value 3.424087
iter 40 value 2.481943
iter 50 value 2.317794
iter 60 value 1.994628
iter 70 value 0.318843
iter 80 value 0.190837
iter 90 value 0.112532
iter 100 value 0.103190
final value 0.103190
stopped after 100 iterations
# weights: 27
initial value 185.896875
iter 10 value 63.678756
iter 20 value 3.473464
iter 30 value 0.044674
iter 40 value 0.002303
final value 0.000076
converged
# weights: 43
initial value 179.397498
iter 10 value 43.435392
iter 20 value 2.465776
iter 30 value 0.002802
final value 0.000057
converged
# weights: 11
initial value 178.050451
iter 10 value 100.745689
iter 20 value 68.958116
iter 30 value 60.474805
final value 60.471578
converged
# weights: 27
initial value 171.296773
iter 10 value 79.301962
iter 20 value 42.199319
iter 30 value 40.908434
iter 40 value 40.821717
iter 50 value 40.814820
iter 60 value 40.814241
iter 70 value 40.814185
final value 40.814184
converged
# weights: 43
initial value 188.844226
iter 10 value 64.888773
iter 20 value 39.933843
iter 30 value 38.334365
iter 40 value 38.303759
iter 50 value 38.298215
iter 60 value 38.296996
final value 38.296804
converged
# weights: 11
initial value 176.933739
iter 10 value 71.407581
iter 20 value 70.823258
iter 30 value 70.805146
iter 40 value 70.794747
iter 50 value 70.759948
iter 60 value 66.184635
iter 70 value 20.108852
iter 80 value 5.146108
iter 90 value 3.708983
iter 100 value 3.407223
final value 3.407223
stopped after 100 iterations
# weights: 27
initial value 156.808136
iter 10 value 45.465334
iter 20 value 1.425852
iter 30 value 0.904951
iter 40 value 0.773980
iter 50 value 0.690159
iter 60 value 0.645472
iter 70 value 0.592896
iter 80 value 0.556525
iter 90 value 0.526998
iter 100 value 0.447119
final value 0.447119
stopped after 100 iterations
# weights: 43
initial value 213.169857
iter 10 value 19.459029
iter 20 value 1.543615
iter 30 value 1.162462
iter 40 value 1.018006
iter 50 value 0.882537
iter 60 value 0.744483
iter 70 value 0.635937
iter 80 value 0.600175
iter 90 value 0.582128
iter 100 value 0.552465
final value 0.552465
stopped after 100 iterations
# weights: 11
initial value 186.367892
iter 10 value 71.510481
iter 20 value 65.814091
iter 30 value 65.802635
iter 40 value 65.743961
iter 50 value 65.042517
iter 60 value 63.528498
iter 70 value 58.653888
iter 80 value 53.601018
iter 90 value 45.067683
iter 100 value 14.258435
final value 14.258435
stopped after 100 iterations
# weights: 27
initial value 180.471243
iter 10 value 52.234126
iter 20 value 7.219523
iter 30 value 6.760004
iter 40 value 5.811542
iter 50 value 2.010789
iter 60 value 0.054790
iter 70 value 0.027758
iter 80 value 0.002788
iter 90 value 0.000589
iter 100 value 0.000179
final value 0.000179
stopped after 100 iterations
# weights: 43
initial value 237.332323
iter 10 value 25.025145
iter 20 value 7.029885
iter 30 value 6.519819
iter 40 value 4.414539
iter 50 value 2.095522
iter 60 value 0.029471
iter 70 value 0.000173
iter 70 value 0.000093
iter 70 value 0.000093
final value 0.000093
converged
# weights: 11
initial value 182.267686
iter 10 value 83.601042
iter 20 value 62.611081
iter 30 value 61.258534
final value 61.257948
converged
# weights: 27
initial value 195.706353
iter 10 value 63.916106
iter 20 value 41.884577
iter 30 value 41.148248
iter 40 value 40.231814
iter 50 value 39.851725
iter 60 value 39.815154
iter 70 value 39.787258
final value 39.786888
converged
# weights: 43
initial value 181.504075
iter 10 value 77.190689
iter 20 value 41.864841
iter 30 value 39.937232
iter 40 value 39.083927
iter 50 value 38.671705
iter 60 value 38.638200
iter 70 value 38.615055
iter 80 value 38.609527
iter 90 value 38.609142
final value 38.609088
converged
# weights: 11
initial value 162.663503
iter 10 value 28.712662
iter 20 value 8.799557
iter 30 value 8.130442
iter 40 value 7.903841
iter 50 value 7.813276
iter 60 value 7.788000
iter 70 value 7.695428
iter 80 value 7.644139
iter 90 value 7.638824
iter 100 value 7.631327
final value 7.631327
stopped after 100 iterations
# weights: 27
initial value 209.848808
iter 10 value 68.611924
iter 20 value 46.843615
iter 30 value 9.099232
iter 40 value 7.071206
iter 50 value 6.784008
iter 60 value 6.459301
iter 70 value 5.787875
iter 80 value 5.414966
iter 90 value 5.257628
iter 100 value 4.876507
final value 4.876507
stopped after 100 iterations
# weights: 43
initial value 198.637685
iter 10 value 37.352557
iter 20 value 7.181571
iter 30 value 7.043211
iter 40 value 6.332172
iter 50 value 5.878976
iter 60 value 5.522070
iter 70 value 4.658088
iter 80 value 4.131321
iter 90 value 3.743495
iter 100 value 3.686343
final value 3.686343
stopped after 100 iterations
# weights: 11
initial value 170.080181
iter 10 value 67.781127
iter 20 value 67.744285
iter 30 value 42.580722
iter 40 value 5.732832
iter 50 value 3.580244
iter 60 value 2.475091
iter 70 value 1.925610
iter 80 value 1.413406
iter 90 value 1.122505
iter 100 value 0.820323
final value 0.820323
stopped after 100 iterations
# weights: 27
initial value 184.533559
iter 10 value 64.691017
iter 20 value 0.142125
iter 30 value 0.000140
iter 30 value 0.000076
iter 30 value 0.000076
final value 0.000076
converged
# weights: 43
initial value 183.600088
iter 10 value 13.070518
iter 20 value 0.019793
final value 0.000052
converged
# weights: 11
initial value 184.867488
iter 10 value 104.949353
iter 20 value 84.307336
iter 30 value 59.070945
final value 58.419456
converged
# weights: 27
initial value 173.551948
iter 10 value 72.915236
iter 20 value 47.749377
iter 30 value 40.220717
iter 40 value 39.738281
iter 50 value 39.724724
final value 39.724714
converged
# weights: 43
initial value 179.933303
iter 10 value 101.153449
iter 20 value 39.690199
iter 30 value 37.840597
iter 40 value 36.751609
iter 50 value 36.424448
iter 60 value 36.416368
iter 70 value 36.414621
iter 80 value 36.414193
iter 90 value 36.412638
iter 100 value 36.412496
final value 36.412496
stopped after 100 iterations
# weights: 11
initial value 177.563404
iter 10 value 72.482656
iter 20 value 8.933693
iter 30 value 2.439327
iter 40 value 2.228880
iter 50 value 2.172691
iter 60 value 2.167538
iter 70 value 2.139871
iter 80 value 2.115906
iter 90 value 2.114697
iter 100 value 2.114401
final value 2.114401
stopped after 100 iterations
# weights: 27
initial value 163.624907
iter 10 value 18.150757
iter 20 value 0.997868
iter 30 value 0.836381
iter 40 value 0.767620
iter 50 value 0.691621
iter 60 value 0.468022
iter 70 value 0.446398
iter 80 value 0.416041
iter 90 value 0.401045
iter 100 value 0.382237
final value 0.382237
stopped after 100 iterations
# weights: 43
initial value 169.270793
iter 10 value 46.360329
iter 20 value 1.237509
iter 30 value 0.512536
iter 40 value 0.470555
iter 50 value 0.428245
iter 60 value 0.407564
iter 70 value 0.386831
iter 80 value 0.361213
iter 90 value 0.349603
iter 100 value 0.343817
final value 0.343817
stopped after 100 iterations
# weights: 11
initial value 169.038166
iter 10 value 53.392010
iter 20 value 7.301360
iter 30 value 1.655204
iter 40 value 1.057203
iter 50 value 0.759551
iter 60 value 0.738237
iter 70 value 0.175821
iter 80 value 0.032807
iter 90 value 0.032568
iter 100 value 0.031849
final value 0.031849
stopped after 100 iterations
# weights: 27
initial value 168.016645
iter 10 value 24.668072
iter 20 value 2.814308
iter 30 value 0.001115
final value 0.000062
converged
# weights: 43
initial value 210.312137
iter 10 value 46.945918
iter 20 value 1.822645
iter 30 value 0.002620
final value 0.000062
converged
# weights: 11
initial value 158.438275
iter 10 value 82.143845
iter 20 value 60.481907
iter 30 value 59.920165
final value 59.920028
converged
# weights: 27
initial value 168.071494
iter 10 value 57.168017
iter 20 value 43.053287
iter 30 value 41.975366
iter 40 value 41.906319
iter 50 value 41.893088
final value 41.893060
converged
# weights: 43
initial value 171.964469
iter 10 value 61.562402
iter 20 value 41.331247
iter 30 value 38.786985
iter 40 value 38.595004
iter 50 value 38.541649
iter 60 value 38.539618
iter 70 value 38.538356
iter 80 value 38.537277
iter 90 value 38.536778
iter 100 value 38.536477
final value 38.536477
stopped after 100 iterations
# weights: 11
initial value 184.932946
iter 10 value 65.809819
iter 20 value 65.331350
iter 30 value 65.119311
iter 40 value 65.069551
iter 50 value 63.386782
iter 60 value 38.586564
iter 70 value 10.121559
iter 80 value 5.885004
iter 90 value 5.514112
iter 100 value 4.455903
final value 4.455903
stopped after 100 iterations
# weights: 27
initial value 168.182428
iter 10 value 61.669532
iter 20 value 6.150608
iter 30 value 1.436794
iter 40 value 1.288303
iter 50 value 1.060970
iter 60 value 0.887268
iter 70 value 0.735279
iter 80 value 0.705906
iter 90 value 0.632010
iter 100 value 0.588718
final value 0.588718
stopped after 100 iterations
# weights: 43
initial value 180.164157
iter 10 value 24.192084
iter 20 value 1.456603
iter 30 value 1.226996
iter 40 value 1.148533
iter 50 value 1.026470
iter 60 value 0.758451
iter 70 value 0.704657
iter 80 value 0.638856
iter 90 value 0.614363
iter 100 value 0.591487
final value 0.591487
stopped after 100 iterations
# weights: 11
initial value 187.939412
iter 10 value 70.810478
iter 20 value 70.622471
final value 70.622389
converged
# weights: 27
initial value 171.274988
iter 10 value 54.513456
iter 20 value 11.305656
iter 30 value 3.294112
iter 40 value 1.305610
iter 50 value 0.007432
iter 60 value 0.000111
final value 0.000097
converged
# weights: 43
initial value 178.892934
iter 10 value 26.028852
iter 20 value 1.180960
iter 30 value 0.002178
final value 0.000037
converged
# weights: 11
initial value 202.877165
iter 10 value 106.673284
iter 20 value 61.490815
final value 61.403928
converged
# weights: 27
initial value 166.022997
iter 10 value 76.557057
iter 20 value 46.026128
iter 30 value 43.667606
iter 40 value 41.520062
iter 50 value 41.447146
iter 60 value 41.416466
iter 70 value 41.163780
iter 80 value 40.134139
iter 90 value 39.915564
iter 100 value 39.890930
final value 39.890930
stopped after 100 iterations
# weights: 43
initial value 179.063218
iter 10 value 80.673484
iter 20 value 44.643779
iter 30 value 40.633553
iter 40 value 39.885976
iter 50 value 39.567001
iter 60 value 39.008222
iter 70 value 38.791317
iter 80 value 38.759176
iter 90 value 38.751866
iter 100 value 38.746547
final value 38.746547
stopped after 100 iterations
# weights: 11
initial value 178.315256
iter 10 value 72.348948
iter 20 value 70.708765
iter 30 value 41.495558
iter 40 value 10.115216
iter 50 value 4.445542
iter 60 value 4.058317
iter 70 value 3.938922
iter 80 value 3.902908
iter 90 value 3.869294
iter 100 value 3.827057
final value 3.827057
stopped after 100 iterations
# weights: 27
initial value 170.979298
iter 10 value 48.056666
iter 20 value 5.129556
iter 30 value 2.419647
iter 40 value 2.119849
iter 50 value 1.177186
iter 60 value 1.091198
iter 70 value 1.021944
iter 80 value 0.957249
iter 90 value 0.886330
iter 100 value 0.786184
final value 0.786184
stopped after 100 iterations
# weights: 43
initial value 176.502734
iter 10 value 72.940084
iter 20 value 57.854092
iter 30 value 4.279736
iter 40 value 2.265277
iter 50 value 1.434926
iter 60 value 1.367574
iter 70 value 1.245608
iter 80 value 0.992998
iter 90 value 0.915983
iter 100 value 0.841627
final value 0.841627
stopped after 100 iterations
# weights: 11
initial value 165.493258
iter 10 value 72.203714
iter 20 value 71.576610
final value 71.575858
converged
# weights: 27
initial value 170.609453
iter 10 value 65.203843
iter 20 value 3.719994
iter 30 value 2.185084
iter 40 value 0.010457
iter 50 value 0.000568
iter 60 value 0.000157
final value 0.000098
converged
# weights: 43
initial value 183.255561
iter 10 value 5.387184
iter 20 value 3.044337
iter 30 value 1.874531
iter 40 value 0.336615
iter 50 value 0.044434
iter 60 value 0.012352
iter 70 value 0.001440
iter 80 value 0.000702
final value 0.000063
converged
# weights: 11
initial value 167.369243
iter 10 value 89.779573
iter 20 value 60.990151
iter 30 value 60.733108
final value 60.732637
converged
# weights: 27
initial value 181.090774
iter 10 value 57.018175
iter 20 value 40.692905
iter 30 value 39.829653
iter 40 value 39.601388
iter 50 value 38.475363
iter 60 value 38.323053
iter 70 value 38.262771
final value 38.261409
converged
# weights: 43
initial value 203.366930
iter 10 value 63.369026
iter 20 value 40.685379
iter 30 value 37.743127
iter 40 value 37.264334
iter 50 value 37.041795
iter 60 value 37.018680
iter 70 value 36.999984
iter 80 value 36.994194
iter 90 value 36.986082
iter 100 value 36.981958
final value 36.981958
stopped after 100 iterations
# weights: 11
initial value 172.089848
iter 10 value 73.052747
iter 20 value 25.021918
iter 30 value 5.958916
iter 40 value 4.652286
iter 50 value 4.644252
iter 60 value 4.627513
iter 70 value 4.626336
iter 80 value 4.625999
iter 90 value 4.625572
iter 100 value 4.625372
final value 4.625372
stopped after 100 iterations
# weights: 27
initial value 176.990415
iter 10 value 22.541874
iter 20 value 5.512548
iter 30 value 3.894880
iter 40 value 3.367969
iter 50 value 2.291504
iter 60 value 1.509225
iter 70 value 1.289403
iter 80 value 1.123349
iter 90 value 1.046466
iter 100 value 0.973698
final value 0.973698
stopped after 100 iterations
# weights: 43
initial value 199.152303
iter 10 value 26.877393
iter 20 value 3.115101
iter 30 value 1.976838
iter 40 value 1.192476
iter 50 value 0.938546
iter 60 value 0.875268
iter 70 value 0.827154
iter 80 value 0.780126
iter 90 value 0.753534
iter 100 value 0.726961
final value 0.726961
stopped after 100 iterations
# weights: 11
initial value 164.627435
iter 10 value 70.352736
iter 20 value 28.515603
iter 30 value 9.887035
iter 40 value 4.127070
iter 50 value 3.183766
iter 60 value 3.050466
iter 70 value 2.680620
iter 80 value 2.443132
iter 90 value 2.406182
iter 100 value 2.364708
final value 2.364708
stopped after 100 iterations
# weights: 27
initial value 174.550323
iter 10 value 28.615854
iter 20 value 2.243146
iter 30 value 0.551677
iter 40 value 0.001582
final value 0.000053
converged
# weights: 43
initial value 169.651756
iter 10 value 18.597269
iter 20 value 2.817463
iter 30 value 0.646382
iter 40 value 0.018662
iter 50 value 0.002060
iter 60 value 0.000330
iter 70 value 0.000150
final value 0.000091
converged
# weights: 11
initial value 179.791102
iter 10 value 71.728429
iter 20 value 59.643765
final value 59.626475
converged
# weights: 27
initial value 170.384829
iter 10 value 77.877593
iter 20 value 40.268358
iter 30 value 39.078927
iter 40 value 38.598685
iter 50 value 38.493342
iter 60 value 38.445997
iter 70 value 38.433102
final value 38.433091
converged
# weights: 43
initial value 168.954160
iter 10 value 66.565298
iter 20 value 38.878298
iter 30 value 37.507079
iter 40 value 37.250102
iter 50 value 37.192072
iter 60 value 37.172620
iter 70 value 37.161306
iter 80 value 37.161044
final value 37.160911
converged
# weights: 11
initial value 183.846893
iter 10 value 74.361640
iter 20 value 52.856163
iter 30 value 13.311448
iter 40 value 5.616314
iter 50 value 4.121020
iter 60 value 4.059764
iter 70 value 3.973757
iter 80 value 3.968141
iter 90 value 3.967326
iter 100 value 3.965725
final value 3.965725
stopped after 100 iterations
# weights: 27
initial value 168.252529
iter 10 value 14.442920
iter 20 value 2.893093
iter 30 value 2.286907
iter 40 value 1.892554
iter 50 value 1.322007
iter 60 value 1.151074
iter 70 value 1.017054
iter 80 value 0.929775
iter 90 value 0.828975
iter 100 value 0.788049
final value 0.788049
stopped after 100 iterations
# weights: 43
initial value 168.845799
iter 10 value 24.181782
iter 20 value 2.720956
iter 30 value 1.567413
iter 40 value 1.194043
iter 50 value 1.012405
iter 60 value 0.785325
iter 70 value 0.657803
iter 80 value 0.619116
iter 90 value 0.593592
iter 100 value 0.562908
final value 0.562908
stopped after 100 iterations
# weights: 11
initial value 175.462775
iter 10 value 34.603244
iter 20 value 18.513134
iter 30 value 13.155860
iter 40 value 4.167950
iter 50 value 2.854371
iter 60 value 2.241915
iter 70 value 0.193465
iter 80 value 0.152380
iter 90 value 0.141631
iter 100 value 0.110740
final value 0.110740
stopped after 100 iterations
# weights: 27
initial value 166.433445
iter 10 value 10.058861
iter 20 value 0.101393
final value 0.000064
converged
# weights: 43
initial value 215.086961
iter 10 value 23.893545
iter 20 value 0.114666
final value 0.000067
converged
# weights: 11
initial value 170.694219
iter 10 value 84.776570
iter 20 value 60.148449
iter 30 value 59.949998
final value 59.949680
converged
# weights: 27
initial value 161.610603
iter 10 value 53.119213
iter 20 value 42.139951
iter 30 value 40.407167
iter 40 value 39.109286
iter 50 value 38.592935
iter 60 value 38.460589
iter 70 value 38.374039
final value 38.372046
converged
# weights: 43
initial value 190.992088
iter 10 value 67.925714
iter 20 value 42.718360
iter 30 value 39.608984
iter 40 value 38.439335
iter 50 value 37.357764
iter 60 value 37.162181
iter 70 value 37.135113
iter 80 value 37.132450
iter 90 value 37.127041
iter 100 value 37.124123
final value 37.124123
stopped after 100 iterations
# weights: 11
initial value 169.842811
iter 10 value 23.276672
iter 20 value 2.983101
iter 30 value 2.472025
iter 40 value 2.295883
iter 50 value 2.212537
iter 60 value 2.185556
iter 70 value 2.153970
iter 80 value 2.145170
iter 90 value 2.133967
iter 100 value 2.128141
final value 2.128141
stopped after 100 iterations
# weights: 27
initial value 180.452211
iter 10 value 9.830528
iter 20 value 0.696619
iter 30 value 0.654440
iter 40 value 0.558643
iter 50 value 0.507871
iter 60 value 0.493173
iter 70 value 0.445086
iter 80 value 0.413690
iter 90 value 0.386002
iter 100 value 0.367679
final value 0.367679
stopped after 100 iterations
# weights: 43
initial value 172.896334
iter 10 value 63.090404
iter 20 value 5.625674
iter 30 value 0.697391
iter 40 value 0.557022
iter 50 value 0.508646
iter 60 value 0.430928
iter 70 value 0.401625
iter 80 value 0.375430
iter 90 value 0.362985
iter 100 value 0.351520
final value 0.351520
stopped after 100 iterations
# weights: 11
initial value 186.662664
iter 10 value 74.165976
iter 20 value 20.545885
iter 30 value 4.280035
iter 40 value 0.839697
iter 50 value 0.567359
iter 60 value 0.478283
iter 70 value 0.465588
iter 80 value 0.180055
iter 90 value 0.124463
iter 100 value 0.120778
final value 0.120778
stopped after 100 iterations
# weights: 27
initial value 231.634499
iter 10 value 37.598115
iter 20 value 0.331369
iter 30 value 0.000267
final value 0.000062
converged
# weights: 43
initial value 166.442216
iter 10 value 7.021778
iter 20 value 0.089952
iter 30 value 0.001630
final value 0.000057
converged
# weights: 11
initial value 181.978555
iter 10 value 64.463059
iter 20 value 59.124781
final value 59.124778
converged
# weights: 27
initial value 166.370697
iter 10 value 59.821418
iter 20 value 41.030908
iter 30 value 39.925318
iter 40 value 39.855087
iter 50 value 39.851334
final value 39.851207
converged
# weights: 43
initial value 218.261935
iter 10 value 62.778043
iter 20 value 42.269111
iter 30 value 39.902760
iter 40 value 39.040674
iter 50 value 38.588493
iter 60 value 38.561318
iter 70 value 38.529660
iter 80 value 38.515693
iter 90 value 38.502002
iter 100 value 38.497273
final value 38.497273
stopped after 100 iterations
# weights: 11
initial value 185.771168
iter 10 value 117.042604
iter 20 value 28.803813
iter 30 value 6.925267
iter 40 value 2.962996
iter 50 value 2.402310
iter 60 value 2.286106
iter 70 value 2.268376
iter 80 value 2.263555
iter 90 value 2.256129
iter 100 value 2.254995
final value 2.254995
stopped after 100 iterations
# weights: 27
initial value 168.949584
iter 10 value 29.684652
iter 20 value 0.919291
iter 30 value 0.643015
iter 40 value 0.560328
iter 50 value 0.485312
iter 60 value 0.450753
iter 70 value 0.439326
iter 80 value 0.428847
iter 90 value 0.410329
iter 100 value 0.397837
final value 0.397837
stopped after 100 iterations
# weights: 43
initial value 175.328927
iter 10 value 13.929495
iter 20 value 0.750657
iter 30 value 0.658310
iter 40 value 0.579614
iter 50 value 0.521356
iter 60 value 0.457635
iter 70 value 0.439967
iter 80 value 0.405332
iter 90 value 0.383574
iter 100 value 0.373274
final value 0.373274
stopped after 100 iterations
# weights: 11
initial value 172.613600
iter 10 value 79.849964
iter 20 value 72.030372
iter 30 value 27.458026
iter 40 value 5.889941
iter 50 value 1.006150
iter 60 value 0.908532
iter 70 value 0.794152
iter 80 value 0.669079
iter 90 value 0.604651
iter 100 value 0.440852
final value 0.440852
stopped after 100 iterations
# weights: 27
initial value 163.560644
iter 10 value 25.274552
iter 20 value 1.288194
iter 30 value 0.009812
final value 0.000048
converged
# weights: 43
initial value 175.108842
iter 10 value 9.758004
iter 20 value 0.069008
iter 30 value 0.001292
final value 0.000079
converged
# weights: 11
initial value 188.490253
iter 10 value 73.011695
iter 20 value 61.601467
final value 61.601328
converged
# weights: 27
initial value 168.711919
iter 10 value 84.302855
iter 20 value 43.094572
iter 30 value 40.752144
iter 40 value 40.557764
iter 50 value 40.511769
iter 60 value 40.492502
iter 70 value 40.491877
final value 40.491863
converged
# weights: 43
initial value 175.110185
iter 10 value 49.011537
iter 20 value 40.821804
iter 30 value 40.177495
iter 40 value 40.075540
iter 50 value 40.055110
iter 60 value 40.046995
iter 70 value 40.044565
iter 80 value 40.044245
final value 40.044210
converged
# weights: 11
initial value 171.886285
iter 10 value 68.857326
iter 20 value 18.388135
iter 30 value 13.886766
iter 40 value 5.916157
iter 50 value 5.469071
iter 60 value 4.952605
iter 70 value 4.332179
iter 80 value 4.140917
iter 90 value 3.823874
iter 100 value 3.574077
final value 3.574077
stopped after 100 iterations
# weights: 27
initial value 206.486999
iter 10 value 71.191765
iter 20 value 43.246056
iter 30 value 6.571539
iter 40 value 2.168067
iter 50 value 2.112303
iter 60 value 1.993244
iter 70 value 1.543460
iter 80 value 0.963957
iter 90 value 0.884588
iter 100 value 0.741958
final value 0.741958
stopped after 100 iterations
# weights: 43
initial value 230.753195
iter 10 value 10.145573
iter 20 value 1.500535
iter 30 value 1.263830
iter 40 value 0.569826
iter 50 value 0.459009
iter 60 value 0.415688
iter 70 value 0.381813
iter 80 value 0.361179
iter 90 value 0.346869
iter 100 value 0.340615
final value 0.340615
stopped after 100 iterations
# weights: 11
initial value 167.179914
iter 10 value 89.330031
iter 20 value 75.945545
iter 30 value 75.840499
iter 40 value 67.055578
iter 50 value 14.944183
iter 60 value 7.050418
iter 70 value 6.041242
iter 80 value 5.871207
iter 90 value 5.828022
iter 100 value 5.739317
final value 5.739317
stopped after 100 iterations
# weights: 27
initial value 167.826027
iter 10 value 75.954592
iter 20 value 75.923225
final value 75.922716
converged
# weights: 43
initial value 162.257454
iter 10 value 29.624098
iter 20 value 6.139263
iter 30 value 4.602159
final value 0.000000
converged
# weights: 11
initial value 170.802186
iter 10 value 108.353511
iter 20 value 88.506710
iter 30 value 61.051178
final value 60.726157
converged
# weights: 27
initial value 186.792057
iter 10 value 64.485381
iter 20 value 43.216137
iter 30 value 42.228297
iter 40 value 42.049887
iter 50 value 42.038101
iter 60 value 41.895151
iter 70 value 40.580965
iter 80 value 39.897445
iter 90 value 39.892941
final value 39.892939
converged
# weights: 43
initial value 186.176491
iter 10 value 68.412052
iter 20 value 42.573750
iter 30 value 39.345163
iter 40 value 39.198374
iter 50 value 39.084780
iter 60 value 38.967418
iter 70 value 38.931077
iter 80 value 38.923181
iter 90 value 38.919484
iter 100 value 38.916629
final value 38.916629
stopped after 100 iterations
# weights: 11
initial value 166.171032
iter 10 value 38.565855
iter 20 value 9.745512
iter 30 value 7.810542
iter 40 value 7.499746
iter 50 value 7.307739
iter 60 value 7.120201
iter 70 value 7.106000
iter 80 value 7.105629
iter 90 value 7.105083
iter 100 value 7.104211
final value 7.104211
stopped after 100 iterations
# weights: 27
initial value 169.418663
iter 10 value 79.959753
iter 20 value 15.109577
iter 30 value 6.083191
iter 40 value 5.219643
iter 50 value 4.774094
iter 60 value 3.379796
iter 70 value 2.105529
iter 80 value 1.789942
iter 90 value 1.556449
iter 100 value 1.450452
final value 1.450452
stopped after 100 iterations
# weights: 43
initial value 177.639757
iter 10 value 23.769237
iter 20 value 5.400130
iter 30 value 1.637514
iter 40 value 1.171836
iter 50 value 0.937699
iter 60 value 0.778013
iter 70 value 0.673111
iter 80 value 0.605472
iter 90 value 0.574359
iter 100 value 0.531055
final value 0.531055
stopped after 100 iterations
# weights: 11
initial value 189.544974
iter 10 value 75.975135
iter 20 value 18.475128
iter 30 value 2.663906
iter 40 value 0.252177
iter 50 value 0.174125
iter 60 value 0.132419
iter 70 value 0.128247
iter 80 value 0.118562
iter 90 value 0.108652
iter 100 value 0.105265
final value 0.105265
stopped after 100 iterations
# weights: 27
initial value 184.337026
iter 10 value 64.048396
iter 20 value 0.784599
iter 30 value 0.003248
final value 0.000053
converged
# weights: 43
initial value 198.555201
iter 10 value 5.631108
iter 20 value 0.041377
iter 30 value 0.000375
final value 0.000076
converged
# weights: 11
initial value 175.668216
iter 10 value 85.201337
iter 20 value 57.386503
final value 57.378266
converged
# weights: 27
initial value 163.415883
iter 10 value 86.296590
iter 20 value 38.543988
iter 30 value 37.183635
iter 40 value 37.112470
iter 50 value 37.111909
iter 50 value 37.111908
iter 50 value 37.111908
final value 37.111908
converged
# weights: 43
initial value 173.118094
iter 10 value 54.769614
iter 20 value 37.583955
iter 30 value 36.757160
iter 40 value 35.867893
iter 50 value 35.803988
iter 60 value 35.797313
iter 70 value 35.792782
iter 80 value 35.783114
iter 90 value 35.769209
iter 100 value 35.766628
final value 35.766628
stopped after 100 iterations
# weights: 11
initial value 172.042988
iter 10 value 72.661882
iter 20 value 68.977529
iter 30 value 68.936713
iter 40 value 68.912737
iter 50 value 68.837134
iter 60 value 68.821446
iter 70 value 66.756718
iter 80 value 28.057051
iter 90 value 3.270632
iter 100 value 1.921934
final value 1.921934
stopped after 100 iterations
# weights: 27
initial value 167.276307
iter 10 value 11.825319
iter 20 value 1.340622
iter 30 value 1.153988
iter 40 value 0.795388
iter 50 value 0.735490
iter 60 value 0.515432
iter 70 value 0.481585
iter 80 value 0.402543
iter 90 value 0.359306
iter 100 value 0.326324
final value 0.326324
stopped after 100 iterations
# weights: 43
initial value 179.089328
iter 10 value 5.358999
iter 20 value 0.513917
iter 30 value 0.472924
iter 40 value 0.443169
iter 50 value 0.397233
iter 60 value 0.348648
iter 70 value 0.320572
iter 80 value 0.309125
iter 90 value 0.301815
iter 100 value 0.294179
final value 0.294179
stopped after 100 iterations
# weights: 11
initial value 175.497584
iter 10 value 99.998598
iter 20 value 67.686627
iter 30 value 36.945935
iter 40 value 8.851121
iter 50 value 3.854067
iter 60 value 2.848857
iter 70 value 0.659184
iter 80 value 0.135821
iter 90 value 0.130379
iter 100 value 0.112141
final value 0.112141
stopped after 100 iterations
# weights: 27
initial value 173.807821
iter 10 value 47.827428
iter 20 value 1.377869
iter 30 value 0.002375
final value 0.000055
converged
# weights: 43
initial value 185.648998
iter 10 value 17.455331
iter 20 value 0.606103
iter 30 value 0.006165
final value 0.000068
converged
# weights: 11
initial value 169.703146
iter 10 value 86.934690
iter 20 value 62.826704
iter 30 value 59.857174
final value 59.856633
converged
# weights: 27
initial value 181.630407
iter 10 value 55.360616
iter 20 value 39.208681
iter 30 value 38.852148
iter 40 value 38.791982
iter 50 value 38.762693
iter 60 value 38.762405
final value 38.762393
converged
# weights: 43
initial value 168.003881
iter 10 value 53.988689
iter 20 value 40.404638
iter 30 value 37.708530
iter 40 value 37.450859
iter 50 value 37.442985
iter 60 value 37.441543
iter 70 value 37.441036
iter 80 value 37.440748
final value 37.440649
converged
# weights: 11
initial value 216.476790
iter 10 value 76.625141
iter 20 value 74.257231
iter 30 value 74.195683
iter 40 value 68.000077
iter 50 value 12.678948
iter 60 value 2.684485
iter 70 value 2.225098
iter 80 value 2.128571
iter 90 value 2.104709
iter 100 value 2.092486
final value 2.092486
stopped after 100 iterations
# weights: 27
initial value 178.907065
iter 10 value 4.541238
iter 20 value 0.809065
iter 30 value 0.740829
iter 40 value 0.628845
iter 50 value 0.518767
iter 60 value 0.490816
iter 70 value 0.431699
iter 80 value 0.413925
iter 90 value 0.396760
iter 100 value 0.352739
final value 0.352739
stopped after 100 iterations
# weights: 43
initial value 162.535882
iter 10 value 41.699126
iter 20 value 1.136681
iter 30 value 0.490663
iter 40 value 0.456386
iter 50 value 0.417892
iter 60 value 0.405952
iter 70 value 0.373904
iter 80 value 0.360645
iter 90 value 0.355018
iter 100 value 0.345265
final value 0.345265
stopped after 100 iterations
# weights: 11
initial value 166.069450
final value 70.701149
converged
# weights: 27
initial value 170.934813
iter 10 value 54.090532
iter 20 value 4.754290
iter 30 value 4.004231
iter 40 value 3.799130
iter 50 value 3.633371
iter 60 value 3.529912
iter 70 value 3.478851
iter 80 value 3.449781
iter 90 value 3.281312
iter 100 value 2.614407
final value 2.614407
stopped after 100 iterations
# weights: 43
initial value 173.497608
iter 10 value 10.015325
iter 20 value 5.187219
iter 30 value 5.172751
iter 40 value 5.090248
iter 50 value 5.035120
iter 60 value 4.578713
iter 70 value 4.192987
iter 80 value 4.069672
iter 90 value 3.523156
iter 100 value 3.454680
final value 3.454680
stopped after 100 iterations
# weights: 11
initial value 174.811126
iter 10 value 69.413160
iter 20 value 59.815263
iter 30 value 59.703895
final value 59.703893
converged
# weights: 27
initial value 173.576619
iter 10 value 79.234259
iter 20 value 45.902980
iter 30 value 41.576592
iter 40 value 40.218094
iter 50 value 39.532790
iter 60 value 39.282164
iter 70 value 39.243475
final value 39.243104
converged
# weights: 43
initial value 166.956094
iter 10 value 59.656661
iter 20 value 41.988065
iter 30 value 40.209454
iter 40 value 39.008519
iter 50 value 38.707442
iter 60 value 38.397153
iter 70 value 38.198914
iter 80 value 38.133377
iter 90 value 38.081082
iter 100 value 38.058179
final value 38.058179
stopped after 100 iterations
# weights: 11
initial value 169.871213
iter 10 value 25.109249
iter 20 value 6.622823
iter 30 value 5.997226
iter 40 value 5.913287
iter 50 value 5.892659
iter 60 value 5.845655
iter 70 value 5.835811
iter 80 value 5.829889
iter 90 value 5.819401
iter 100 value 5.807483
final value 5.807483
stopped after 100 iterations
# weights: 27
initial value 172.706244
iter 10 value 20.449260
iter 20 value 5.548296
iter 30 value 5.484023
iter 40 value 5.386942
iter 50 value 5.360106
iter 60 value 5.343113
iter 70 value 5.302026
iter 80 value 4.966572
iter 90 value 4.005811
iter 100 value 3.568671
final value 3.568671
stopped after 100 iterations
# weights: 43
initial value 189.099990
iter 10 value 38.549861
iter 20 value 5.181915
iter 30 value 4.879887
iter 40 value 4.735613
iter 50 value 4.502346
iter 60 value 4.096230
iter 70 value 3.554402
iter 80 value 2.150003
iter 90 value 1.732107
iter 100 value 1.207358
final value 1.207358
stopped after 100 iterations
# weights: 11
initial value 165.444564
iter 10 value 19.245986
iter 20 value 3.679148
iter 30 value 2.651297
iter 40 value 2.601541
iter 50 value 2.578524
iter 60 value 2.568879
iter 70 value 2.561412
iter 80 value 2.555025
iter 90 value 2.540751
iter 100 value 2.531092
final value 2.531092
stopped after 100 iterations
# weights: 27
initial value 164.517904
iter 10 value 25.757439
iter 20 value 2.740622
iter 30 value 2.222936
iter 40 value 0.841020
iter 50 value 0.026299
iter 60 value 0.000102
iter 60 value 0.000061
iter 60 value 0.000060
final value 0.000060
converged
# weights: 43
initial value 182.345636
iter 10 value 39.225599
iter 20 value 4.195512
iter 30 value 2.759992
iter 40 value 1.246527
iter 50 value 0.037202
final value 0.000055
converged
# weights: 11
initial value 169.000161
iter 10 value 82.787811
iter 20 value 58.741660
iter 30 value 55.895182
final value 55.893432
converged
# weights: 27
initial value 175.516425
iter 10 value 73.062431
iter 20 value 36.842523
iter 30 value 35.237111
iter 40 value 34.991364
iter 50 value 34.927308
final value 34.925399
converged
# weights: 43
initial value 174.020660
iter 10 value 54.346935
iter 20 value 35.635470
iter 30 value 34.529320
iter 40 value 34.107261
iter 50 value 34.036874
iter 60 value 34.025043
iter 70 value 34.024718
iter 80 value 34.018285
iter 90 value 33.986916
iter 100 value 33.920631
final value 33.920631
stopped after 100 iterations
# weights: 11
initial value 211.234085
iter 10 value 64.936993
iter 20 value 62.209102
iter 30 value 62.188507
iter 40 value 62.172339
iter 50 value 52.958065
iter 60 value 9.402868
iter 70 value 3.842519
iter 80 value 3.779825
iter 90 value 3.770405
iter 100 value 3.769577
final value 3.769577
stopped after 100 iterations
# weights: 27
initial value 165.392823
iter 10 value 60.595418
iter 20 value 9.639530
iter 30 value 5.554170
iter 40 value 4.698337
iter 50 value 3.780494
iter 60 value 3.295574
iter 70 value 3.038552
iter 80 value 2.899355
iter 90 value 2.755651
iter 100 value 2.605360
final value 2.605360
stopped after 100 iterations
# weights: 43
initial value 171.768554
iter 10 value 46.523418
iter 20 value 3.906929
iter 30 value 3.225815
iter 40 value 2.974982
iter 50 value 2.615122
iter 60 value 2.223598
iter 70 value 1.751213
iter 80 value 1.422365
iter 90 value 1.141992
iter 100 value 0.847676
final value 0.847676
stopped after 100 iterations
# weights: 11
initial value 175.934951
iter 10 value 59.390710
iter 20 value 22.976486
iter 30 value 6.929866
iter 40 value 2.240156
iter 50 value 0.397371
iter 60 value 0.189888
iter 70 value 0.161667
iter 80 value 0.147574
iter 90 value 0.088773
iter 100 value 0.076303
final value 0.076303
stopped after 100 iterations
# weights: 27
initial value 211.380748
iter 10 value 67.504835
iter 20 value 6.954413
iter 30 value 0.153786
iter 40 value 0.000327
final value 0.000079
converged
# weights: 43
initial value 163.278564
iter 10 value 3.824479
iter 20 value 0.004503
final value 0.000050
converged
# weights: 11
initial value 177.833116
iter 10 value 76.454073
iter 20 value 58.702932
iter 30 value 58.631699
final value 58.631692
converged
# weights: 27
initial value 172.299901
iter 10 value 84.808414
iter 20 value 43.579914
iter 30 value 37.678984
iter 40 value 37.636374
iter 50 value 37.629116
final value 37.628860
converged
# weights: 43
initial value 174.142824
iter 10 value 72.294971
iter 20 value 40.442159
iter 30 value 38.009915
iter 40 value 36.973074
iter 50 value 36.803609
iter 60 value 36.645472
iter 70 value 36.593854
iter 80 value 36.486844
iter 90 value 36.467176
iter 100 value 36.460547
final value 36.460547
stopped after 100 iterations
# weights: 11
initial value 166.983661
iter 10 value 71.681574
iter 20 value 5.922394
iter 30 value 2.717577
iter 40 value 2.308100
iter 50 value 2.250543
iter 60 value 2.214558
iter 70 value 2.201496
iter 80 value 2.176566
iter 90 value 2.173847
iter 100 value 2.172636
final value 2.172636
stopped after 100 iterations
# weights: 27
initial value 187.826437
iter 10 value 74.230102
iter 20 value 73.215952
iter 30 value 70.258509
iter 40 value 41.351713
iter 50 value 4.932783
iter 60 value 1.017854
iter 70 value 0.663926
iter 80 value 0.588137
iter 90 value 0.555520
iter 100 value 0.526472
final value 0.526472
stopped after 100 iterations
# weights: 43
initial value 201.595953
iter 10 value 60.227682
iter 20 value 3.777583
iter 30 value 1.356059
iter 40 value 1.262695
iter 50 value 0.990026
iter 60 value 0.751914
iter 70 value 0.562965
iter 80 value 0.513438
iter 90 value 0.418905
iter 100 value 0.372463
final value 0.372463
stopped after 100 iterations
# weights: 11
initial value 166.485465
iter 10 value 56.491826
iter 20 value 56.233294
iter 30 value 56.227216
final value 56.226962
converged
# weights: 27
initial value 161.467840
iter 10 value 29.476441
iter 20 value 3.584173
iter 30 value 2.492959
iter 40 value 0.000514
final value 0.000055
converged
# weights: 43
initial value 165.088421
iter 10 value 7.179984
iter 20 value 3.556841
iter 30 value 1.518940
iter 40 value 0.008154
final value 0.000070
converged
# weights: 11
initial value 159.695450
iter 10 value 64.993927
iter 20 value 52.447479
iter 30 value 52.286478
final value 52.286441
converged
# weights: 27
initial value 164.109536
iter 10 value 46.945110
iter 20 value 36.832819
iter 30 value 34.826015
iter 40 value 34.770100
iter 50 value 34.767348
final value 34.767150
converged
# weights: 43
initial value 201.774916
iter 10 value 50.940332
iter 20 value 34.251845
iter 30 value 33.644545
iter 40 value 33.582707
iter 50 value 33.561838
iter 60 value 33.561472
iter 70 value 33.561378
final value 33.561369
converged
# weights: 11
initial value 200.920660
iter 10 value 129.622594
iter 20 value 25.496993
iter 30 value 5.033230
iter 40 value 4.423302
iter 50 value 4.345921
iter 60 value 4.342759
iter 70 value 4.342467
iter 80 value 4.341646
iter 90 value 4.341058
iter 100 value 4.340678
final value 4.340678
stopped after 100 iterations
# weights: 27
initial value 166.526430
iter 10 value 29.479975
iter 20 value 3.866625
iter 30 value 3.194326
iter 40 value 2.479668
iter 50 value 2.356161
iter 60 value 2.159307
iter 70 value 1.954943
iter 80 value 1.854504
iter 90 value 1.724313
iter 100 value 1.637363
final value 1.637363
stopped after 100 iterations
# weights: 43
initial value 194.065687
iter 10 value 43.488642
iter 20 value 4.521485
iter 30 value 3.337400
iter 40 value 1.401088
iter 50 value 1.123324
iter 60 value 0.743341
iter 70 value 0.674678
iter 80 value 0.618386
iter 90 value 0.582699
iter 100 value 0.542172
final value 0.542172
stopped after 100 iterations
# weights: 11
initial value 195.846266
iter 10 value 163.672184
iter 20 value 163.602826
final value 163.602792
converged
# weights: 27
initial value 172.199095
iter 10 value 50.960391
iter 20 value 8.277166
iter 30 value 7.436282
iter 40 value 6.647097
iter 50 value 4.138317
iter 60 value 2.278664
iter 70 value 0.902481
iter 80 value 0.044487
iter 90 value 0.012832
iter 100 value 0.009358
final value 0.009358
stopped after 100 iterations
# weights: 43
initial value 169.413807
iter 10 value 43.186117
iter 20 value 8.143303
iter 30 value 7.694613
iter 40 value 3.394855
iter 50 value 0.015277
iter 60 value 0.004480
iter 70 value 0.000500
final value 0.000081
converged
# weights: 11
initial value 165.845083
iter 10 value 75.950317
iter 20 value 59.084609
final value 59.084143
converged
# weights: 27
initial value 174.461650
iter 10 value 67.072066
iter 20 value 41.692223
iter 30 value 40.324597
iter 40 value 40.121297
iter 50 value 40.105111
iter 60 value 40.086150
iter 70 value 40.085208
final value 40.085201
converged
# weights: 43
initial value 190.202106
iter 10 value 73.574712
iter 20 value 41.138740
iter 30 value 39.254713
iter 40 value 38.958364
iter 50 value 38.943551
iter 60 value 38.938218
iter 70 value 38.932992
iter 80 value 38.930729
iter 90 value 38.930095
iter 100 value 38.929985
final value 38.929985
stopped after 100 iterations
# weights: 11
initial value 171.330928
iter 10 value 77.395120
iter 20 value 71.250805
iter 30 value 71.248463
iter 40 value 71.242887
iter 50 value 71.127434
iter 60 value 28.819174
iter 70 value 12.269501
iter 80 value 8.812774
iter 90 value 8.637133
iter 100 value 8.607526
final value 8.607526
stopped after 100 iterations
# weights: 27
initial value 214.226693
iter 10 value 62.327500
iter 20 value 17.878607
iter 30 value 10.675388
iter 40 value 8.816399
iter 50 value 8.735529
iter 60 value 8.703053
iter 70 value 8.673412
iter 80 value 8.665419
iter 90 value 8.623874
iter 100 value 8.616333
final value 8.616333
stopped after 100 iterations
# weights: 43
initial value 175.178233
iter 10 value 8.517683
iter 20 value 7.820749
iter 30 value 7.295096
iter 40 value 6.123147
iter 50 value 4.489317
iter 60 value 2.588096
iter 70 value 2.216088
iter 80 value 1.967392
iter 90 value 1.534033
iter 100 value 1.405583
final value 1.405583
stopped after 100 iterations
# weights: 11
initial value 167.286270
iter 10 value 64.418209
iter 20 value 6.371990
iter 30 value 1.370340
iter 40 value 0.067048
iter 50 value 0.016669
iter 60 value 0.011695
iter 70 value 0.007615
iter 80 value 0.006682
iter 90 value 0.006383
iter 100 value 0.005683
final value 0.005683
stopped after 100 iterations
# weights: 27
initial value 189.821057
iter 10 value 49.305153
iter 20 value 2.728245
iter 30 value 0.005264
iter 40 value 0.000736
final value 0.000085
converged
# weights: 43
initial value 230.022872
iter 10 value 28.805755
iter 20 value 0.142937
iter 30 value 0.000179
iter 30 value 0.000095
iter 30 value 0.000083
final value 0.000083
converged
# weights: 11
initial value 174.030038
iter 10 value 85.803643
iter 20 value 62.264344
iter 30 value 57.929741
final value 57.929183
converged
# weights: 27
initial value 180.880373
iter 10 value 62.845115
iter 20 value 38.615970
iter 30 value 37.827051
iter 40 value 37.826072
final value 37.826059
converged
# weights: 43
initial value 185.773821
iter 10 value 67.862603
iter 20 value 38.942508
iter 30 value 37.075599
iter 40 value 36.939679
iter 50 value 36.901391
iter 60 value 36.881535
iter 70 value 36.841262
iter 80 value 36.797055
iter 90 value 36.702105
iter 100 value 36.676048
final value 36.676048
stopped after 100 iterations
# weights: 11
initial value 165.147046
iter 10 value 64.978020
iter 20 value 64.534244
iter 30 value 64.489065
iter 40 value 64.464073
iter 50 value 64.413967
iter 60 value 64.381164
iter 70 value 45.403944
iter 80 value 7.771289
iter 90 value 3.024555
iter 100 value 2.586664
final value 2.586664
stopped after 100 iterations
# weights: 27
initial value 176.109406
iter 10 value 61.424809
iter 20 value 5.133910
iter 30 value 0.858507
iter 40 value 0.816716
iter 50 value 0.713599
iter 60 value 0.642463
iter 70 value 0.552201
iter 80 value 0.494256
iter 90 value 0.433687
iter 100 value 0.370672
final value 0.370672
stopped after 100 iterations
# weights: 43
initial value 184.864686
iter 10 value 36.297726
iter 20 value 0.840911
iter 30 value 0.671306
iter 40 value 0.542536
iter 50 value 0.435060
iter 60 value 0.413870
iter 70 value 0.383652
iter 80 value 0.370749
iter 90 value 0.353767
iter 100 value 0.347726
final value 0.347726
stopped after 100 iterations
# weights: 11
initial value 181.963687
iter 10 value 67.469046
iter 20 value 67.186704
iter 30 value 61.976620
iter 40 value 13.981525
iter 50 value 5.907929
iter 60 value 3.012031
iter 70 value 2.586186
iter 80 value 0.132156
iter 90 value 0.098360
iter 100 value 0.077243
final value 0.077243
stopped after 100 iterations
# weights: 27
initial value 177.148913
iter 10 value 58.724012
iter 20 value 4.001931
iter 30 value 0.024467
iter 40 value 0.000478
final value 0.000066
converged
# weights: 43
initial value 193.424909
iter 10 value 6.854313
iter 20 value 0.968849
iter 30 value 0.013010
iter 40 value 0.000112
final value 0.000074
converged
# weights: 11
initial value 166.436555
iter 10 value 74.971773
iter 20 value 60.949154
iter 30 value 60.666754
final value 60.666747
converged
# weights: 27
initial value 185.250644
iter 10 value 78.641900
iter 20 value 42.005227
iter 30 value 40.440147
iter 40 value 40.379153
iter 50 value 39.617633
iter 60 value 38.843097
iter 70 value 38.727789
iter 80 value 38.679620
final value 38.679532
converged
# weights: 43
initial value 168.716161
iter 10 value 55.440236
iter 20 value 39.838578
iter 30 value 38.325774
iter 40 value 37.964535
iter 50 value 37.881726
iter 60 value 37.674369
iter 70 value 37.538107
iter 80 value 37.520101
iter 90 value 37.504265
iter 100 value 37.503932
final value 37.503932
stopped after 100 iterations
# weights: 11
initial value 163.738088
iter 10 value 36.513841
iter 20 value 11.296679
iter 30 value 3.979362
iter 40 value 3.631312
iter 50 value 3.533721
iter 60 value 3.497954
iter 70 value 3.425589
iter 80 value 3.343166
iter 90 value 3.342291
iter 100 value 3.341457
final value 3.341457
stopped after 100 iterations
# weights: 27
initial value 183.662341
iter 10 value 49.145283
iter 20 value 5.053772
iter 30 value 0.907735
iter 40 value 0.747254
iter 50 value 0.706352
iter 60 value 0.650390
iter 70 value 0.529296
iter 80 value 0.518836
iter 90 value 0.513613
iter 100 value 0.503607
final value 0.503607
stopped after 100 iterations
# weights: 43
initial value 178.075113
iter 10 value 36.238059
iter 20 value 3.709001
iter 30 value 1.072188
iter 40 value 0.941827
iter 50 value 0.907500
iter 60 value 0.726039
iter 70 value 0.611034
iter 80 value 0.545958
iter 90 value 0.528759
iter 100 value 0.500109
final value 0.500109
stopped after 100 iterations
# weights: 11
initial value 167.174230
iter 10 value 76.465875
iter 20 value 76.393483
final value 76.393402
converged
# weights: 27
initial value 185.646743
iter 10 value 46.918009
iter 20 value 6.153254
iter 30 value 4.636409
iter 40 value 2.428276
iter 50 value 2.250821
iter 60 value 2.249407
iter 70 value 2.249341
final value 2.249341
converged
# weights: 43
initial value 163.867095
iter 10 value 19.072751
iter 20 value 7.248013
iter 30 value 6.049669
iter 40 value 4.575130
iter 50 value 4.437324
iter 60 value 4.327270
iter 70 value 4.254199
iter 80 value 4.090011
iter 90 value 3.926195
iter 100 value 3.389471
final value 3.389471
stopped after 100 iterations
# weights: 11
initial value 215.902572
iter 10 value 97.205799
iter 20 value 64.618252
iter 30 value 61.450281
final value 61.449390
converged
# weights: 27
initial value 174.024912
iter 10 value 72.930926
iter 20 value 45.802047
iter 30 value 42.041495
iter 40 value 40.764012
iter 50 value 40.754650
iter 60 value 40.753876
iter 60 value 40.753876
iter 60 value 40.753876
final value 40.753876
converged
# weights: 43
initial value 157.307090
iter 10 value 58.479540
iter 20 value 41.029390
iter 30 value 40.135062
iter 40 value 39.909851
iter 50 value 39.842765
iter 60 value 39.814867
iter 70 value 39.774792
iter 80 value 39.749027
iter 90 value 39.723968
iter 100 value 39.705402
final value 39.705402
stopped after 100 iterations
# weights: 11
initial value 176.569065
iter 10 value 85.131503
iter 20 value 74.932488
iter 30 value 73.206377
iter 40 value 53.532024
iter 50 value 28.834723
iter 60 value 10.952811
iter 70 value 7.964212
iter 80 value 7.768268
iter 90 value 7.731757
iter 100 value 7.731523
final value 7.731523
stopped after 100 iterations
# weights: 27
initial value 163.688665
iter 10 value 71.402630
iter 20 value 9.485418
iter 30 value 6.552104
iter 40 value 6.324658
iter 50 value 6.301682
iter 60 value 6.223994
iter 70 value 6.163691
iter 80 value 5.799080
iter 90 value 5.413802
iter 100 value 4.780936
final value 4.780936
stopped after 100 iterations
# weights: 43
initial value 193.161450
iter 10 value 19.169151
iter 20 value 8.685998
iter 30 value 7.896763
iter 40 value 7.474585
iter 50 value 7.195457
iter 60 value 6.456534
iter 70 value 6.054223
iter 80 value 5.473000
iter 90 value 4.829913
iter 100 value 4.668729
final value 4.668729
stopped after 100 iterations
# weights: 11
initial value 192.136919
iter 10 value 60.773823
iter 20 value 54.171677
iter 30 value 14.772692
iter 40 value 8.685698
iter 50 value 7.939664
iter 60 value 7.828453
iter 70 value 7.807797
iter 80 value 7.765881
iter 90 value 7.730603
iter 100 value 7.715689
final value 7.715689
stopped after 100 iterations
# weights: 27
initial value 178.597590
iter 10 value 59.230412
iter 20 value 10.011857
iter 30 value 8.794783
iter 40 value 7.971992
iter 50 value 7.642092
iter 60 value 7.590794
iter 70 value 7.571522
iter 80 value 7.555490
iter 90 value 7.547266
iter 100 value 7.536541
final value 7.536541
stopped after 100 iterations
# weights: 43
initial value 164.994418
iter 10 value 25.448037
iter 20 value 7.747157
iter 30 value 7.661312
iter 40 value 6.920094
iter 50 value 3.589103
iter 60 value 0.673147
iter 70 value 0.006207
iter 80 value 0.001075
iter 90 value 0.000337
final value 0.000092
converged
# weights: 11
initial value 172.685631
iter 10 value 84.303960
iter 20 value 66.277897
iter 30 value 57.963456
final value 57.958624
converged
# weights: 27
initial value 161.199858
iter 10 value 65.221043
iter 20 value 52.542455
iter 30 value 41.956224
iter 40 value 40.426708
iter 50 value 40.185385
iter 60 value 40.125457
final value 40.125405
converged
# weights: 43
initial value 171.828103
iter 10 value 73.848013
iter 20 value 47.971417
iter 30 value 41.079367
iter 40 value 39.277325
iter 50 value 38.881468
iter 60 value 38.861831
iter 70 value 38.855255
iter 80 value 38.854605
iter 90 value 38.854315
iter 100 value 38.854010
final value 38.854010
stopped after 100 iterations
# weights: 11
initial value 168.714506
iter 10 value 48.954604
iter 20 value 9.047509
iter 30 value 8.545000
iter 40 value 8.400387
iter 50 value 8.384321
iter 60 value 8.381689
iter 70 value 8.373225
iter 80 value 8.366959
iter 90 value 8.366861
final value 8.366818
converged
# weights: 27
initial value 178.429158
iter 10 value 22.319289
iter 20 value 8.176942
iter 30 value 7.976934
iter 40 value 7.920206
iter 50 value 7.882929
iter 60 value 7.819240
iter 70 value 7.661517
iter 80 value 6.810292
iter 90 value 5.729619
iter 100 value 5.713219
final value 5.713219
stopped after 100 iterations
# weights: 43
initial value 172.271568
iter 10 value 20.141306
iter 20 value 7.890228
iter 30 value 7.603136
iter 40 value 7.072831
iter 50 value 6.763260
iter 60 value 6.715155
iter 70 value 6.635201
iter 80 value 6.522727
iter 90 value 6.320965
iter 100 value 5.974809
final value 5.974809
stopped after 100 iterations
# weights: 11
initial value 178.290132
iter 10 value 68.903044
iter 20 value 10.960895
iter 30 value 5.242553
iter 40 value 5.222951
iter 50 value 5.200770
iter 60 value 5.193753
iter 70 value 5.192066
iter 80 value 5.188615
iter 90 value 5.185010
iter 100 value 5.182903
final value 5.182903
stopped after 100 iterations
# weights: 27
initial value 167.592697
iter 10 value 21.180034
iter 20 value 5.280099
iter 30 value 5.173900
iter 40 value 5.172884
iter 50 value 5.106901
iter 60 value 5.053333
iter 70 value 5.050605
iter 80 value 5.009846
iter 90 value 4.901307
iter 100 value 4.896909
final value 4.896909
stopped after 100 iterations
# weights: 43
initial value 182.099520
iter 10 value 24.171212
iter 20 value 5.227109
iter 30 value 5.207761
iter 40 value 5.165582
iter 50 value 5.105026
iter 60 value 4.867276
iter 70 value 4.641867
iter 80 value 3.002538
iter 90 value 0.068058
iter 100 value 0.019977
final value 0.019977
stopped after 100 iterations
# weights: 11
initial value 171.771145
iter 10 value 74.366005
iter 20 value 60.679134
final value 60.615523
converged
# weights: 27
initial value 176.312670
iter 10 value 86.495293
iter 20 value 41.944692
iter 30 value 41.033714
iter 40 value 40.377259
iter 50 value 39.633041
iter 60 value 39.520265
iter 70 value 39.461266
final value 39.461042
converged
# weights: 43
initial value 175.769964
iter 10 value 83.063164
iter 20 value 43.202007
iter 30 value 39.619579
iter 40 value 39.027989
iter 50 value 38.528639
iter 60 value 38.353828
iter 70 value 38.308699
iter 80 value 38.297168
iter 90 value 38.293759
iter 100 value 38.270769
final value 38.270769
stopped after 100 iterations
# weights: 11
initial value 174.137889
iter 10 value 56.414032
iter 20 value 13.917565
iter 30 value 8.082050
iter 40 value 5.962433
iter 50 value 5.942658
iter 60 value 5.927593
iter 70 value 5.926302
iter 80 value 5.925744
iter 90 value 5.925552
iter 100 value 5.925196
final value 5.925196
stopped after 100 iterations
# weights: 27
initial value 184.775241
iter 10 value 30.101878
iter 20 value 5.384898
iter 30 value 5.369486
iter 40 value 5.342410
iter 50 value 5.288229
iter 60 value 5.162122
iter 70 value 4.410282
iter 80 value 3.616589
iter 90 value 1.907631
iter 100 value 1.660439
final value 1.660439
stopped after 100 iterations
# weights: 43
initial value 193.974656
iter 10 value 38.351556
iter 20 value 5.728988
iter 30 value 5.379379
iter 40 value 5.293338
iter 50 value 4.450260
iter 60 value 3.179908
iter 70 value 2.478898
iter 80 value 2.221704
iter 90 value 1.932480
iter 100 value 1.670054
final value 1.670054
stopped after 100 iterations
# weights: 11
initial value 168.035199
iter 10 value 64.262665
iter 20 value 64.026747
final value 64.026536
converged
# weights: 27
initial value 182.371270
iter 10 value 6.845189
iter 20 value 3.101441
iter 30 value 0.136506
iter 40 value 0.008033
iter 50 value 0.000786
final value 0.000075
converged
# weights: 43
initial value 180.518812
iter 10 value 4.573952
iter 20 value 0.025259
iter 30 value 0.000817
final value 0.000066
converged
# weights: 11
initial value 185.065874
iter 10 value 82.526937
iter 20 value 58.364531
final value 57.947714
converged
# weights: 27
initial value 183.004445
iter 10 value 85.131842
iter 20 value 40.909475
iter 30 value 40.044097
iter 40 value 39.503381
iter 50 value 39.235051
iter 60 value 38.495827
iter 70 value 38.430500
final value 38.429461
converged
# weights: 43
initial value 173.600936
iter 10 value 57.207524
iter 20 value 38.952907
iter 30 value 37.612138
iter 40 value 37.236677
iter 50 value 37.197099
iter 60 value 37.182126
iter 70 value 37.153767
iter 80 value 37.150767
iter 90 value 37.150456
iter 100 value 37.150392
final value 37.150392
stopped after 100 iterations
# weights: 11
initial value 165.009725
iter 10 value 64.566276
iter 20 value 64.285353
iter 30 value 64.182819
iter 40 value 64.070743
iter 50 value 28.902931
iter 60 value 4.925124
iter 70 value 3.508825
iter 80 value 3.399785
iter 90 value 3.367255
iter 100 value 3.357582
final value 3.357582
stopped after 100 iterations
# weights: 27
initial value 169.276913
iter 10 value 5.614236
iter 20 value 2.375028
iter 30 value 1.381785
iter 40 value 1.051291
iter 50 value 0.817958
iter 60 value 0.671509
iter 70 value 0.635832
iter 80 value 0.618110
iter 90 value 0.581857
iter 100 value 0.553799
final value 0.553799
stopped after 100 iterations
# weights: 43
initial value 183.899893
iter 10 value 8.763452
iter 20 value 1.569799
iter 30 value 1.076469
iter 40 value 0.697782
iter 50 value 0.607683
iter 60 value 0.556244
iter 70 value 0.509341
iter 80 value 0.496599
iter 90 value 0.479804
iter 100 value 0.449387
final value 0.449387
stopped after 100 iterations
# weights: 11
initial value 166.403849
iter 10 value 62.276780
iter 20 value 8.946674
iter 30 value 5.238545
iter 40 value 2.355575
iter 50 value 0.424875
iter 60 value 0.158502
iter 70 value 0.077938
iter 80 value 0.076847
iter 90 value 0.041984
iter 100 value 0.039128
final value 0.039128
stopped after 100 iterations
# weights: 27
initial value 165.813522
iter 10 value 10.405254
iter 20 value 0.027142
final value 0.000068
converged
# weights: 43
initial value 194.835854
iter 10 value 15.854676
iter 20 value 0.274819
iter 30 value 0.000205
final value 0.000059
converged
# weights: 11
initial value 182.591371
iter 10 value 103.318583
iter 20 value 74.446219
iter 30 value 57.787120
final value 57.767027
converged
# weights: 27
initial value 164.966820
iter 10 value 58.439152
iter 20 value 39.654444
iter 30 value 38.649890
iter 40 value 38.602039
final value 38.601670
converged
# weights: 43
initial value 172.021648
iter 10 value 74.334791
iter 20 value 37.729383
iter 30 value 36.969672
iter 40 value 35.878810
iter 50 value 35.725399
iter 60 value 35.619467
iter 70 value 35.574546
iter 80 value 35.561035
iter 90 value 35.529242
iter 100 value 35.484206
final value 35.484206
stopped after 100 iterations
# weights: 11
initial value 185.629966
iter 10 value 72.049102
iter 20 value 66.492105
iter 30 value 66.464696
iter 40 value 61.615794
iter 50 value 32.870649
iter 60 value 6.977558
iter 70 value 3.957053
iter 80 value 3.388529
iter 90 value 2.037803
iter 100 value 2.004578
final value 2.004578
stopped after 100 iterations
# weights: 27
initial value 172.386323
iter 10 value 54.029317
iter 20 value 7.130893
iter 30 value 4.883347
iter 40 value 3.766585
iter 50 value 2.447742
iter 60 value 1.046960
iter 70 value 0.912162
iter 80 value 0.826847
iter 90 value 0.679750
iter 100 value 0.563281
final value 0.563281
stopped after 100 iterations
# weights: 43
initial value 176.189393
iter 10 value 45.465419
iter 20 value 2.493681
iter 30 value 0.534188
iter 40 value 0.481503
iter 50 value 0.463494
iter 60 value 0.406492
iter 70 value 0.377416
iter 80 value 0.369107
iter 90 value 0.343984
iter 100 value 0.326932
final value 0.326932
stopped after 100 iterations
# weights: 11
initial value 168.874145
iter 10 value 73.310772
iter 20 value 2.585814
iter 30 value 0.199320
iter 40 value 0.071841
iter 50 value 0.040308
iter 60 value 0.034518
iter 70 value 0.032367
iter 80 value 0.031156
iter 90 value 0.030218
iter 100 value 0.028676
final value 0.028676
stopped after 100 iterations
# weights: 27
initial value 163.133428
iter 10 value 8.115466
iter 20 value 0.093435
iter 30 value 0.007052
iter 40 value 0.000566
final value 0.000064
converged
# weights: 43
initial value 166.893134
iter 10 value 18.749996
iter 20 value 0.026694
iter 30 value 0.003262
final value 0.000044
converged
# weights: 11
initial value 197.410714
iter 10 value 57.290545
iter 20 value 57.080846
final value 57.080837
converged
# weights: 27
initial value 165.348194
iter 10 value 84.841606
iter 20 value 39.504928
iter 30 value 35.024395
iter 40 value 34.425930
iter 50 value 34.306737
iter 60 value 34.257989
iter 70 value 34.230670
final value 34.229675
converged
# weights: 43
initial value 162.560792
iter 10 value 50.316142
iter 20 value 34.535439
iter 30 value 33.649759
iter 40 value 33.397539
iter 50 value 33.385196
iter 60 value 33.383743
iter 70 value 33.383388
iter 80 value 33.382812
iter 90 value 33.369595
iter 100 value 33.333364
final value 33.333364
stopped after 100 iterations
# weights: 11
initial value 169.024085
iter 10 value 69.949653
iter 20 value 68.739807
iter 30 value 67.914614
iter 40 value 67.876177
iter 50 value 67.827596
iter 60 value 63.716696
iter 70 value 48.557866
iter 80 value 15.003373
iter 90 value 2.880655
iter 100 value 1.915029
final value 1.915029
stopped after 100 iterations
# weights: 27
initial value 171.970138
iter 10 value 1.409282
iter 20 value 0.772881
iter 30 value 0.274638
iter 40 value 0.230558
iter 50 value 0.218845
iter 60 value 0.204777
iter 70 value 0.194860
iter 80 value 0.177497
iter 90 value 0.172842
iter 100 value 0.169180
final value 0.169180
stopped after 100 iterations
# weights: 43
initial value 170.401199
iter 10 value 0.890870
iter 20 value 0.516515
iter 30 value 0.346956
iter 40 value 0.284933
iter 50 value 0.246803
iter 60 value 0.229434
iter 70 value 0.215689
iter 80 value 0.206225
iter 90 value 0.200976
iter 100 value 0.194658
final value 0.194658
stopped after 100 iterations
# weights: 11
initial value 177.245672
iter 10 value 69.311227
iter 20 value 18.228258
iter 30 value 5.829041
iter 40 value 4.743569
iter 50 value 4.248301
iter 60 value 4.138429
iter 70 value 3.967527
iter 80 value 3.667341
iter 90 value 3.424320
iter 100 value 3.386437
final value 3.386437
stopped after 100 iterations
# weights: 27
initial value 175.954422
iter 10 value 26.836557
iter 20 value 5.806706
iter 30 value 1.143451
iter 40 value 0.017004
iter 50 value 0.006928
iter 60 value 0.001031
iter 70 value 0.000645
iter 80 value 0.000510
final value 0.000099
converged
# weights: 43
initial value 171.143799
iter 10 value 14.417056
iter 20 value 3.520646
iter 30 value 0.016004
final value 0.000022
converged
# weights: 11
initial value 178.473823
iter 10 value 77.279071
iter 20 value 60.469645
iter 30 value 60.036995
final value 60.036970
converged
# weights: 27
initial value 213.865757
iter 10 value 63.307136
iter 20 value 42.575024
iter 30 value 39.822334
iter 40 value 39.625461
iter 50 value 39.566522
iter 60 value 39.551583
iter 70 value 39.548029
iter 70 value 39.548029
iter 70 value 39.548029
final value 39.548029
converged
# weights: 43
initial value 160.033713
iter 10 value 46.874873
iter 20 value 38.777917
iter 30 value 38.353148
iter 40 value 38.297395
iter 50 value 38.295218
iter 60 value 38.294834
iter 70 value 38.294767
iter 70 value 38.294767
iter 70 value 38.294766
final value 38.294766
converged
# weights: 11
initial value 168.653472
iter 10 value 65.872801
iter 20 value 65.526832
iter 30 value 65.394117
iter 40 value 65.304589
iter 50 value 65.252928
iter 60 value 65.241614
iter 70 value 65.205827
iter 80 value 65.198838
iter 90 value 65.185745
iter 100 value 65.148750
final value 65.148750
stopped after 100 iterations
# weights: 27
initial value 196.348755
iter 10 value 56.806771
iter 20 value 7.486664
iter 30 value 3.252035
iter 40 value 2.916648
iter 50 value 2.604516
iter 60 value 2.166065
iter 70 value 1.334745
iter 80 value 1.107123
iter 90 value 1.024460
iter 100 value 0.949489
final value 0.949489
stopped after 100 iterations
# weights: 43
initial value 189.679997
iter 10 value 28.854676
iter 20 value 3.479571
iter 30 value 2.438372
iter 40 value 2.335072
iter 50 value 2.266675
iter 60 value 2.220802
iter 70 value 2.142190
iter 80 value 1.894787
iter 90 value 1.318316
iter 100 value 1.173167
final value 1.173167
stopped after 100 iterations
# weights: 11
initial value 199.757887
iter 10 value 69.592272
iter 20 value 68.163297
iter 30 value 18.601732
iter 40 value 6.152274
iter 50 value 4.480404
iter 60 value 3.726865
iter 70 value 3.478053
iter 80 value 3.277769
iter 90 value 2.749241
iter 100 value 2.287428
final value 2.287428
stopped after 100 iterations
# weights: 27
initial value 174.784083
iter 10 value 18.722746
iter 20 value 5.868030
iter 30 value 2.553044
iter 40 value 0.245735
iter 50 value 0.000506
final value 0.000059
converged
# weights: 43
initial value 185.722431
iter 10 value 4.461802
iter 20 value 1.845272
iter 30 value 0.268585
iter 40 value 0.000432
final value 0.000079
converged
# weights: 11
initial value 163.913655
iter 10 value 60.912156
final value 59.831647
converged
# weights: 27
initial value 186.540172
iter 10 value 53.617660
iter 20 value 40.068024
iter 30 value 39.005757
iter 40 value 38.124114
iter 50 value 37.933689
final value 37.928215
converged
# weights: 43
initial value 164.624969
iter 10 value 59.310531
iter 20 value 37.454467
iter 30 value 36.696910
iter 40 value 36.692344
iter 50 value 36.691096
iter 60 value 36.689599
iter 70 value 36.682822
iter 80 value 36.673007
iter 90 value 36.666294
iter 100 value 36.666006
final value 36.666006
stopped after 100 iterations
# weights: 11
initial value 174.853502
iter 10 value 132.679915
iter 20 value 16.054085
iter 30 value 7.819346
iter 40 value 6.614671
iter 50 value 5.540001
iter 60 value 4.927197
iter 70 value 4.780336
iter 80 value 4.757635
iter 90 value 4.633989
iter 100 value 4.538851
final value 4.538851
stopped after 100 iterations
# weights: 27
initial value 163.432481
iter 10 value 43.109791
iter 20 value 4.344146
iter 30 value 1.263960
iter 40 value 1.009862
iter 50 value 0.895639
iter 60 value 0.854430
iter 70 value 0.804209
iter 80 value 0.780109
iter 90 value 0.689905
iter 100 value 0.625130
final value 0.625130
stopped after 100 iterations
# weights: 43
initial value 178.439546
iter 10 value 10.686683
iter 20 value 2.857473
iter 30 value 1.763485
iter 40 value 1.472509
iter 50 value 1.256080
iter 60 value 1.150687
iter 70 value 1.084626
iter 80 value 1.029967
iter 90 value 0.990361
iter 100 value 0.874773
final value 0.874773
stopped after 100 iterations
# weights: 11
initial value 164.675474
final value 67.908014
converged
# weights: 27
initial value 176.883605
iter 10 value 5.596138
iter 20 value 0.881238
iter 30 value 0.000291
final value 0.000070
converged
# weights: 43
initial value 180.410506
iter 10 value 39.624839
iter 20 value 4.210011
iter 30 value 1.229145
iter 40 value 0.001971
final value 0.000079
converged
# weights: 11
initial value 172.694944
iter 10 value 81.879570
iter 20 value 62.602155
iter 30 value 59.359948
final value 59.358051
converged
# weights: 27
initial value 183.113136
iter 10 value 69.964968
iter 20 value 44.324266
iter 30 value 41.633080
iter 40 value 41.526570
iter 50 value 41.524494
final value 41.524208
converged
# weights: 43
initial value 193.250344
iter 10 value 67.764447
iter 20 value 41.768453
iter 30 value 40.108517
iter 40 value 39.952496
iter 50 value 39.702930
iter 60 value 39.640353
iter 70 value 39.597439
iter 80 value 38.758680
iter 90 value 38.500256
iter 100 value 38.479474
final value 38.479474
stopped after 100 iterations
# weights: 11
initial value 175.002760
iter 10 value 71.656384
iter 20 value 68.501965
iter 30 value 68.028784
iter 40 value 56.346625
iter 50 value 11.722068
iter 60 value 6.284582
iter 70 value 5.217581
iter 80 value 4.861477
iter 90 value 4.707947
iter 100 value 4.339002
final value 4.339002
stopped after 100 iterations
# weights: 27
initial value 174.382562
iter 10 value 4.899947
iter 20 value 1.437349
iter 30 value 1.265455
iter 40 value 1.228926
iter 50 value 1.111236
iter 60 value 0.933524
iter 70 value 0.845567
iter 80 value 0.805750
iter 90 value 0.754766
iter 100 value 0.709670
final value 0.709670
stopped after 100 iterations
# weights: 43
initial value 194.767522
iter 10 value 42.167707
iter 20 value 1.304143
iter 30 value 0.996256
iter 40 value 0.792489
iter 50 value 0.664879
iter 60 value 0.567583
iter 70 value 0.520179
iter 80 value 0.467857
iter 90 value 0.431592
iter 100 value 0.402853
final value 0.402853
stopped after 100 iterations
# weights: 11
initial value 163.876089
iter 10 value 68.616737
iter 20 value 24.278648
iter 30 value 6.186747
iter 40 value 1.232756
iter 50 value 1.045420
iter 60 value 0.691506
iter 70 value 0.531973
iter 80 value 0.462393
iter 90 value 0.450307
iter 100 value 0.394293
final value 0.394293
stopped after 100 iterations
# weights: 27
initial value 209.061181
iter 10 value 41.443050
iter 20 value 3.540791
iter 30 value 0.267403
iter 40 value 0.000662
final value 0.000034
converged
# weights: 43
initial value 193.743108
iter 10 value 12.984668
iter 20 value 0.872580
iter 30 value 0.007236
iter 40 value 0.000974
iter 50 value 0.000259
final value 0.000080
converged
# weights: 11
initial value 169.130861
iter 10 value 59.907390
iter 20 value 58.322958
final value 58.322409
converged
# weights: 27
initial value 215.662196
iter 10 value 67.376640
iter 20 value 40.596365
iter 30 value 38.164363
iter 40 value 37.967996
iter 50 value 37.856623
iter 60 value 37.855284
iter 70 value 37.853376
final value 37.853373
converged
# weights: 43
initial value 188.327139
iter 10 value 52.222458
iter 20 value 38.000455
iter 30 value 36.797840
iter 40 value 36.699635
iter 50 value 36.596678
iter 60 value 36.588329
iter 70 value 36.587185
iter 80 value 36.585641
final value 36.585589
converged
# weights: 11
initial value 180.683826
iter 10 value 146.511275
iter 20 value 20.995098
iter 30 value 8.770911
iter 40 value 3.373595
iter 50 value 2.453889
iter 60 value 2.411194
iter 70 value 2.345320
iter 80 value 2.329265
iter 90 value 2.326786
iter 100 value 2.323644
final value 2.323644
stopped after 100 iterations
# weights: 27
initial value 163.297570
iter 10 value 16.384758
iter 20 value 2.088115
iter 30 value 1.561160
iter 40 value 1.427158
iter 50 value 1.305594
iter 60 value 0.978103
iter 70 value 0.904707
iter 80 value 0.734936
iter 90 value 0.690448
iter 100 value 0.592423
final value 0.592423
stopped after 100 iterations
# weights: 43
initial value 169.420244
iter 10 value 28.106149
iter 20 value 1.319875
iter 30 value 0.878627
iter 40 value 0.710288
iter 50 value 0.659926
iter 60 value 0.603093
iter 70 value 0.547375
iter 80 value 0.483745
iter 90 value 0.453257
iter 100 value 0.412142
final value 0.412142
stopped after 100 iterations
# weights: 11
initial value 167.982831
iter 10 value 47.142419
iter 20 value 9.422938
iter 30 value 4.867438
iter 40 value 4.727805
iter 50 value 4.666352
iter 60 value 4.641701
iter 70 value 4.619132
iter 80 value 4.618394
iter 90 value 4.613590
iter 100 value 4.600745
final value 4.600745
stopped after 100 iterations
# weights: 27
initial value 170.390775
iter 10 value 5.856495
iter 20 value 4.842380
iter 30 value 4.680715
iter 40 value 4.625714
iter 50 value 4.607541
iter 60 value 4.606470
iter 70 value 4.602392
iter 80 value 4.601981
iter 90 value 4.590699
iter 100 value 4.581606
final value 4.581606
stopped after 100 iterations
# weights: 43
initial value 179.492209
iter 10 value 10.567726
iter 20 value 4.882238
iter 30 value 4.698032
iter 40 value 4.426487
iter 50 value 2.940139
iter 60 value 0.029298
final value 0.000089
converged
# weights: 11
initial value 165.723630
iter 10 value 75.406289
iter 20 value 58.238560
iter 30 value 57.829908
final value 57.828638
converged
# weights: 27
initial value 164.994810
iter 10 value 42.638120
iter 20 value 38.130472
iter 30 value 38.088191
iter 40 value 38.078061
final value 38.074859
converged
# weights: 43
initial value 186.258287
iter 10 value 67.451290
iter 20 value 39.879336
iter 30 value 37.723583
iter 40 value 36.969396
iter 50 value 36.840277
iter 60 value 36.825770
iter 70 value 36.818069
iter 80 value 36.815235
iter 90 value 36.814834
iter 100 value 36.814744
final value 36.814744
stopped after 100 iterations
# weights: 11
initial value 192.831532
iter 10 value 55.067986
iter 20 value 9.198891
iter 30 value 5.868550
iter 40 value 5.712843
iter 50 value 5.598297
iter 60 value 5.567972
iter 70 value 5.431170
iter 80 value 5.400947
iter 90 value 5.394536
iter 100 value 5.385004
final value 5.385004
stopped after 100 iterations
# weights: 27
initial value 166.564402
iter 10 value 16.651881
iter 20 value 5.172376
iter 30 value 5.079873
iter 40 value 4.948870
iter 50 value 4.899571
iter 60 value 4.835960
iter 70 value 4.819218
iter 80 value 4.815374
iter 90 value 4.772284
iter 100 value 4.686919
final value 4.686919
stopped after 100 iterations
# weights: 43
initial value 178.491292
iter 10 value 25.191499
iter 20 value 5.315058
iter 30 value 4.909199
iter 40 value 4.763421
iter 50 value 4.586602
iter 60 value 4.488860
iter 70 value 4.274578
iter 80 value 3.639271
iter 90 value 2.930817
iter 100 value 1.911313
final value 1.911313
stopped after 100 iterations
# weights: 11
initial value 179.713045
iter 10 value 67.244420
iter 20 value 64.893469
iter 30 value 57.663743
iter 40 value 12.932957
iter 50 value 5.392609
iter 60 value 2.419892
iter 70 value 2.004177
iter 80 value 1.359286
iter 90 value 0.887830
iter 100 value 0.706768
final value 0.706768
stopped after 100 iterations
# weights: 27
initial value 176.122878
iter 10 value 17.228297
iter 20 value 0.340491
iter 30 value 0.000770
final value 0.000089
converged
# weights: 43
initial value 174.252667
iter 10 value 5.891981
iter 20 value 0.022824
final value 0.000053
converged
# weights: 11
initial value 181.522758
iter 10 value 72.363183
iter 20 value 59.146496
iter 30 value 59.067952
final value 59.067935
converged
# weights: 27
initial value 165.698486
iter 10 value 73.185726
iter 20 value 41.434665
iter 30 value 39.239789
iter 40 value 39.155363
iter 50 value 39.143140
iter 60 value 39.133857
iter 70 value 39.132588
final value 39.132583
converged
# weights: 43
initial value 171.713936
iter 10 value 57.536249
iter 20 value 40.626587
iter 30 value 38.704975
iter 40 value 38.398554
iter 50 value 38.287052
iter 60 value 38.155224
iter 70 value 38.017681
iter 80 value 37.943670
final value 37.936427
converged
# weights: 11
initial value 172.811590
iter 10 value 51.657602
iter 20 value 16.395931
iter 30 value 8.288552
iter 40 value 3.720280
iter 50 value 2.979612
iter 60 value 2.839683
iter 70 value 2.710532
iter 80 value 2.644786
iter 90 value 2.625645
iter 100 value 2.616741
final value 2.616741
stopped after 100 iterations
# weights: 27
initial value 187.112615
iter 10 value 20.521689
iter 20 value 0.601536
iter 30 value 0.520833
iter 40 value 0.468135
iter 50 value 0.449966
iter 60 value 0.415383
iter 70 value 0.390662
iter 80 value 0.386348
iter 90 value 0.380857
iter 100 value 0.379419
final value 0.379419
stopped after 100 iterations
# weights: 43
initial value 221.228709
iter 10 value 8.887432
iter 20 value 0.758934
iter 30 value 0.729357
iter 40 value 0.547285
iter 50 value 0.479626
iter 60 value 0.440069
iter 70 value 0.424361
iter 80 value 0.411306
iter 90 value 0.386201
iter 100 value 0.370885
final value 0.370885
stopped after 100 iterations
# weights: 11
initial value 169.506950
iter 10 value 69.408850
iter 20 value 46.265220
iter 30 value 10.662347
iter 40 value 5.478341
iter 50 value 4.081097
iter 60 value 3.873801
iter 70 value 3.347405
iter 80 value 3.228400
iter 90 value 3.183806
iter 100 value 3.163144
final value 3.163144
stopped after 100 iterations
# weights: 27
initial value 172.434711
iter 10 value 66.961201
iter 20 value 59.436185
iter 30 value 15.789674
iter 40 value 6.319409
iter 50 value 3.202536
iter 60 value 1.416508
iter 70 value 0.024576
iter 80 value 0.000742
iter 90 value 0.000734
iter 100 value 0.000674
final value 0.000674
stopped after 100 iterations
# weights: 43
initial value 165.846680
iter 10 value 13.882682
iter 20 value 3.113660
iter 30 value 0.222286
iter 40 value 0.000663
final value 0.000087
converged
# weights: 11
initial value 174.919907
iter 10 value 105.869669
iter 20 value 60.398375
iter 30 value 58.232652
final value 58.230436
converged
# weights: 27
initial value 167.768460
iter 10 value 71.182652
iter 20 value 40.039053
iter 30 value 39.205932
iter 40 value 39.059410
iter 50 value 38.582869
iter 60 value 38.041090
iter 70 value 37.955177
iter 80 value 37.952925
iter 80 value 37.952925
iter 80 value 37.952925
final value 37.952925
converged
# weights: 43
initial value 169.703423
iter 10 value 67.983887
iter 20 value 39.258402
iter 30 value 37.659857
iter 40 value 36.894735
iter 50 value 36.745089
iter 60 value 36.727610
iter 70 value 36.715339
iter 80 value 36.714291
iter 90 value 36.713621
iter 100 value 36.713327
final value 36.713327
stopped after 100 iterations
# weights: 11
initial value 197.655055
iter 10 value 64.885199
iter 20 value 26.872449
iter 30 value 7.140528
iter 40 value 4.908861
iter 50 value 4.624778
iter 60 value 4.581791
iter 70 value 4.518834
iter 80 value 4.516922
iter 90 value 4.516352
iter 100 value 4.516142
final value 4.516142
stopped after 100 iterations
# weights: 27
initial value 177.194759
iter 10 value 47.688932
iter 20 value 4.635391
iter 30 value 2.867639
iter 40 value 2.559437
iter 50 value 2.392185
iter 60 value 2.321955
iter 70 value 2.108572
iter 80 value 1.939973
iter 90 value 1.619263
iter 100 value 1.418904
final value 1.418904
stopped after 100 iterations
# weights: 43
initial value 185.826803
iter 10 value 37.703900
iter 20 value 3.665273
iter 30 value 2.523041
iter 40 value 2.126775
iter 50 value 2.026726
iter 60 value 1.849179
iter 70 value 1.347067
iter 80 value 1.260599
iter 90 value 1.016979
iter 100 value 0.840189
final value 0.840189
stopped after 100 iterations
# weights: 11
initial value 168.831263
iter 10 value 61.632180
iter 20 value 60.430088
iter 30 value 60.427571
final value 60.427559
converged
# weights: 27
initial value 169.491778
iter 10 value 52.249537
iter 20 value 0.358286
iter 30 value 0.000576
final value 0.000082
converged
# weights: 43
initial value 180.771060
iter 10 value 46.905407
iter 20 value 3.448560
iter 30 value 0.009586
final value 0.000062
converged
# weights: 11
initial value 174.205299
iter 10 value 85.530404
iter 20 value 65.612727
iter 30 value 55.732336
final value 55.720812
converged
# weights: 27
initial value 182.605315
iter 10 value 48.344490
iter 20 value 37.693575
iter 30 value 37.441522
iter 40 value 37.439433
iter 50 value 37.438991
final value 37.438941
converged
# weights: 43
initial value 171.521089
iter 10 value 62.033695
iter 20 value 38.389190
iter 30 value 36.644866
iter 40 value 36.353650
iter 50 value 36.290934
iter 60 value 36.266361
iter 70 value 36.251890
iter 80 value 36.245688
iter 90 value 36.242466
iter 100 value 36.242338
final value 36.242338
stopped after 100 iterations
# weights: 11
initial value 171.673617
iter 10 value 60.532117
iter 20 value 60.516823
iter 30 value 60.508466
final value 60.492779
converged
# weights: 27
initial value 175.180303
iter 10 value 44.992282
iter 20 value 1.105485
iter 30 value 0.723336
iter 40 value 0.683945
iter 50 value 0.496580
iter 60 value 0.460910
iter 70 value 0.442494
iter 80 value 0.433570
iter 90 value 0.413895
iter 100 value 0.403520
final value 0.403520
stopped after 100 iterations
# weights: 43
initial value 156.451155
iter 10 value 18.590234
iter 20 value 0.568573
iter 30 value 0.464425
iter 40 value 0.449134
iter 50 value 0.431271
iter 60 value 0.399229
iter 70 value 0.395335
iter 80 value 0.388039
iter 90 value 0.384838
iter 100 value 0.380766
final value 0.380766
stopped after 100 iterations
# weights: 11
initial value 169.158947
iter 10 value 87.963858
iter 20 value 67.922203
final value 67.908901
converged
# weights: 27
initial value 166.482029
iter 10 value 22.664267
iter 20 value 0.033257
final value 0.000072
converged
# weights: 43
initial value 155.134873
iter 10 value 2.580366
iter 20 value 0.015008
final value 0.000076
converged
# weights: 11
initial value 171.523823
iter 10 value 87.026641
iter 20 value 57.261006
iter 30 value 56.477641
final value 56.477459
converged
# weights: 27
initial value 164.587487
iter 10 value 46.499986
iter 20 value 38.002827
iter 30 value 35.744520
iter 40 value 35.513851
iter 50 value 35.487366
iter 60 value 35.471559
iter 70 value 35.471501
iter 70 value 35.471501
iter 70 value 35.471501
final value 35.471501
converged
# weights: 43
initial value 172.202815
iter 10 value 61.830319
iter 20 value 37.654905
iter 30 value 36.136502
iter 40 value 35.805386
iter 50 value 35.717544
iter 60 value 35.653004
iter 70 value 35.325646
iter 80 value 34.570256
iter 90 value 34.543618
iter 100 value 34.497747
final value 34.497747
stopped after 100 iterations
# weights: 11
initial value 170.502481
iter 10 value 58.455148
iter 20 value 5.180056
iter 30 value 2.607099
iter 40 value 1.670696
iter 50 value 1.594962
iter 60 value 1.467815
iter 70 value 1.097756
iter 80 value 1.076926
iter 90 value 1.075859
iter 100 value 1.075694
final value 1.075694
stopped after 100 iterations
# weights: 27
initial value 190.727892
iter 10 value 12.536785
iter 20 value 0.538728
iter 30 value 0.424014
iter 40 value 0.316771
iter 50 value 0.290147
iter 60 value 0.267967
iter 70 value 0.244578
iter 80 value 0.217943
iter 90 value 0.201504
iter 100 value 0.184126
final value 0.184126
stopped after 100 iterations
# weights: 43
initial value 189.179269
iter 10 value 56.537333
iter 20 value 0.592831
iter 30 value 0.530086
iter 40 value 0.445065
iter 50 value 0.278891
iter 60 value 0.252176
iter 70 value 0.239788
iter 80 value 0.175038
iter 90 value 0.163268
iter 100 value 0.159389
final value 0.159389
stopped after 100 iterations
# weights: 11
initial value 183.569467
iter 10 value 52.818143
iter 20 value 6.454725
iter 30 value 3.772752
iter 40 value 3.513206
iter 50 value 3.306731
iter 60 value 3.065543
iter 70 value 2.387238
iter 80 value 2.129651
iter 90 value 1.961754
iter 100 value 1.932418
final value 1.932418
stopped after 100 iterations
# weights: 27
initial value 164.490394
iter 10 value 72.595439
iter 20 value 72.547227
iter 30 value 72.513178
iter 40 value 72.371440
iter 50 value 63.428896
iter 60 value 7.111394
iter 70 value 4.413241
iter 80 value 0.633528
iter 90 value 0.026609
iter 100 value 0.000729
final value 0.000729
stopped after 100 iterations
# weights: 43
initial value 170.912758
iter 10 value 63.328223
iter 20 value 5.107086
iter 30 value 4.400566
iter 40 value 1.544761
iter 50 value 0.111920
iter 60 value 0.005460
final value 0.000064
converged
# weights: 11
initial value 170.501673
iter 10 value 82.015943
iter 20 value 59.204216
iter 30 value 59.086027
final value 59.086018
converged
# weights: 27
initial value 170.915882
iter 10 value 84.725506
iter 20 value 39.661967
iter 30 value 38.828673
iter 40 value 38.801241
iter 50 value 38.799151
final value 38.799142
converged
# weights: 43
initial value 164.097879
iter 10 value 62.086139
iter 20 value 42.703373
iter 30 value 39.783591
iter 40 value 39.325437
iter 50 value 39.092550
iter 60 value 38.688297
iter 70 value 38.365289
iter 80 value 38.345501
iter 90 value 38.319580
iter 100 value 38.307721
final value 38.307721
stopped after 100 iterations
# weights: 11
initial value 171.038806
iter 10 value 59.606992
iter 20 value 10.367797
iter 30 value 4.922604
iter 40 value 4.449915
iter 50 value 4.103978
iter 60 value 3.865290
iter 70 value 3.815538
iter 80 value 3.795478
iter 90 value 3.788130
iter 100 value 3.764372
final value 3.764372
stopped after 100 iterations
# weights: 27
initial value 170.981169
iter 10 value 6.798903
iter 20 value 1.546073
iter 30 value 1.342982
iter 40 value 1.220055
iter 50 value 1.073748
iter 60 value 0.825856
iter 70 value 0.789739
iter 80 value 0.775221
iter 90 value 0.738278
iter 100 value 0.724196
final value 0.724196
stopped after 100 iterations
# weights: 43
initial value 174.758737
iter 10 value 7.425592
iter 20 value 2.992239
iter 30 value 1.207824
iter 40 value 1.115029
iter 50 value 0.634601
iter 60 value 0.538971
iter 70 value 0.414456
iter 80 value 0.385945
iter 90 value 0.378777
iter 100 value 0.358490
final value 0.358490
stopped after 100 iterations
# weights: 11
initial value 184.400121
iter 10 value 24.386510
iter 20 value 4.529333
iter 30 value 4.446440
iter 40 value 4.444006
iter 50 value 4.439138
iter 60 value 4.436118
iter 70 value 4.435695
iter 80 value 4.434395
iter 90 value 4.433935
iter 100 value 4.432917
final value 4.432917
stopped after 100 iterations
# weights: 27
initial value 166.243939
iter 10 value 6.772856
iter 20 value 4.477264
iter 30 value 4.454258
iter 40 value 4.432263
iter 50 value 4.423502
iter 60 value 4.420764
iter 70 value 4.420242
iter 80 value 4.419707
iter 90 value 4.418790
iter 100 value 4.415175
final value 4.415175
stopped after 100 iterations
# weights: 43
initial value 175.125116
iter 10 value 27.938130
iter 20 value 4.507602
iter 30 value 4.419771
iter 40 value 4.012085
iter 50 value 3.140740
iter 60 value 2.711170
iter 70 value 2.703371
final value 2.703371
converged
# weights: 11
initial value 168.271166
iter 10 value 85.100226
iter 20 value 59.863805
final value 59.443794
converged
# weights: 27
initial value 168.876288
iter 10 value 75.056354
iter 20 value 51.694132
iter 30 value 41.139040
iter 40 value 38.905065
iter 50 value 38.205552
iter 60 value 38.083035
iter 70 value 38.016737
iter 80 value 38.008404
final value 38.008402
converged
# weights: 43
initial value 178.713378
iter 10 value 56.024159
iter 20 value 38.196980
iter 30 value 37.198177
iter 40 value 37.150242
iter 50 value 37.104908
iter 60 value 37.057765
iter 70 value 37.025570
iter 80 value 36.970543
iter 90 value 36.956991
iter 100 value 36.946163
final value 36.946163
stopped after 100 iterations
# weights: 11
initial value 174.828715
iter 10 value 61.484444
iter 20 value 19.247292
iter 30 value 7.194721
iter 40 value 5.341648
iter 50 value 5.216387
iter 60 value 5.168322
iter 70 value 5.138508
iter 80 value 5.138244
iter 90 value 5.138196
iter 100 value 5.138079
final value 5.138079
stopped after 100 iterations
# weights: 27
initial value 174.974263
iter 10 value 60.413902
iter 20 value 7.722517
iter 30 value 4.761865
iter 40 value 4.701060
iter 50 value 4.640938
iter 60 value 4.611113
iter 70 value 4.606034
iter 80 value 4.603449
iter 90 value 4.594600
iter 100 value 4.566311
final value 4.566311
stopped after 100 iterations
# weights: 43
initial value 175.119801
iter 10 value 6.963848
iter 20 value 4.862868
iter 30 value 4.790768
iter 40 value 4.625037
iter 50 value 4.614353
iter 60 value 4.592502
iter 70 value 4.546955
iter 80 value 4.276930
iter 90 value 3.741182
iter 100 value 3.612932
final value 3.612932
stopped after 100 iterations
# weights: 11
initial value 164.781141
iter 10 value 85.085485
iter 20 value 69.838635
iter 30 value 68.118749
iter 40 value 65.550167
iter 50 value 55.374443
iter 60 value 33.973120
iter 70 value 10.731808
iter 80 value 3.843068
iter 90 value 2.555919
iter 100 value 2.193593
final value 2.193593
stopped after 100 iterations
# weights: 27
initial value 177.323447
iter 10 value 34.036645
iter 20 value 2.008024
iter 30 value 0.002012
final value 0.000073
converged
# weights: 43
initial value 200.476496
iter 10 value 6.531443
iter 20 value 0.033616
iter 30 value 0.000546
final value 0.000068
converged
# weights: 11
initial value 187.119507
iter 10 value 78.515070
iter 20 value 57.698320
final value 57.689777
converged
# weights: 27
initial value 165.734370
iter 10 value 71.630298
iter 20 value 40.751280
iter 30 value 38.180262
iter 40 value 38.012609
iter 50 value 37.987220
iter 60 value 37.954000
iter 70 value 37.931436
final value 37.931434
converged
# weights: 43
initial value 167.554174
iter 10 value 75.076902
iter 20 value 38.883615
iter 30 value 36.928330
iter 40 value 36.808675
iter 50 value 36.735254
iter 60 value 36.729229
iter 70 value 36.728828
iter 80 value 36.728720
iter 90 value 36.718687
iter 100 value 36.700839
final value 36.700839
stopped after 100 iterations
# weights: 11
initial value 174.649336
iter 10 value 63.999557
iter 20 value 35.031344
iter 30 value 8.260275
iter 40 value 3.153257
iter 50 value 2.712624
iter 60 value 2.689695
iter 70 value 2.681141
iter 80 value 2.672386
iter 90 value 2.672284
iter 100 value 2.672280
final value 2.672280
stopped after 100 iterations
# weights: 27
initial value 179.744334
iter 10 value 50.576764
iter 20 value 2.804056
iter 30 value 0.850807
iter 40 value 0.759678
iter 50 value 0.699449
iter 60 value 0.461400
iter 70 value 0.432195
iter 80 value 0.411859
iter 90 value 0.396288
iter 100 value 0.387909
final value 0.387909
stopped after 100 iterations
# weights: 43
initial value 167.333226
iter 10 value 65.138214
iter 20 value 63.091274
iter 30 value 12.600592
iter 40 value 1.141053
iter 50 value 0.724945
iter 60 value 0.690064
iter 70 value 0.614805
iter 80 value 0.524820
iter 90 value 0.494060
iter 100 value 0.472559
final value 0.472559
stopped after 100 iterations
# weights: 11
initial value 170.097909
iter 10 value 69.525234
iter 20 value 68.582957
final value 68.576557
converged
# weights: 27
initial value 196.226130
iter 10 value 35.216723
iter 20 value 13.644887
iter 30 value 6.827852
iter 40 value 5.921107
iter 50 value 5.725287
iter 60 value 5.553830
iter 70 value 5.495993
iter 80 value 5.468077
iter 90 value 5.417909
iter 100 value 5.232210
final value 5.232210
stopped after 100 iterations
# weights: 43
initial value 200.472896
iter 10 value 19.313902
iter 20 value 6.896801
iter 30 value 5.571155
iter 40 value 5.145115
iter 50 value 4.364942
iter 60 value 4.295519
iter 70 value 4.219896
iter 80 value 4.213269
iter 90 value 4.206439
iter 100 value 4.206182
final value 4.206182
stopped after 100 iterations
# weights: 11
initial value 175.781085
iter 10 value 94.206240
iter 20 value 62.462312
iter 30 value 61.659331
iter 30 value 61.659330
final value 61.659330
converged
# weights: 27
initial value 188.946339
iter 10 value 82.816025
iter 20 value 44.452816
iter 30 value 43.448408
iter 40 value 42.904722
iter 50 value 42.394950
iter 60 value 41.552906
iter 70 value 41.434482
iter 80 value 41.427258
final value 41.427255
converged
# weights: 43
initial value 193.364909
iter 10 value 63.401728
iter 20 value 43.223714
iter 30 value 40.799115
iter 40 value 40.298354
iter 50 value 40.240271
iter 60 value 40.210522
iter 70 value 40.205831
iter 80 value 40.203873
iter 90 value 40.203093
iter 100 value 40.202164
final value 40.202164
stopped after 100 iterations
# weights: 11
initial value 184.206249
iter 10 value 45.814426
iter 20 value 8.979066
iter 30 value 6.988974
iter 40 value 6.889905
iter 50 value 6.879877
iter 60 value 6.874169
iter 70 value 6.873662
iter 80 value 6.872771
iter 90 value 6.872765
iter 100 value 6.872746
final value 6.872746
stopped after 100 iterations
# weights: 27
initial value 185.996728
iter 10 value 68.303194
iter 20 value 11.250586
iter 30 value 6.350897
iter 40 value 5.813928
iter 50 value 5.557432
iter 60 value 5.533416
iter 70 value 5.512113
iter 80 value 5.505795
iter 90 value 5.502180
iter 100 value 5.494936
final value 5.494936
stopped after 100 iterations
# weights: 43
initial value 178.196905
iter 10 value 33.864281
iter 20 value 6.657252
iter 30 value 5.714152
iter 40 value 5.383228
iter 50 value 5.139642
iter 60 value 4.921852
iter 70 value 4.785207
iter 80 value 4.585217
iter 90 value 3.570163
iter 100 value 1.382276
final value 1.382276
stopped after 100 iterations
# weights: 11
initial value 180.981930
iter 10 value 122.355307
iter 20 value 67.345296
iter 30 value 48.141475
iter 40 value 11.097256
iter 50 value 7.239832
iter 60 value 6.935283
iter 70 value 6.933397
iter 80 value 6.932499
iter 90 value 6.925620
iter 100 value 6.916243
final value 6.916243
stopped after 100 iterations
# weights: 27
initial value 167.475545
iter 10 value 61.209314
iter 20 value 9.126380
iter 30 value 7.375183
iter 40 value 7.054144
iter 50 value 6.913806
iter 60 value 6.099991
iter 70 value 5.109536
iter 80 value 4.987688
iter 90 value 4.927906
iter 100 value 4.923436
final value 4.923436
stopped after 100 iterations
# weights: 43
initial value 181.388263
iter 10 value 24.303261
iter 20 value 6.798584
iter 30 value 5.573809
iter 40 value 4.480811
iter 50 value 1.534213
iter 60 value 0.028795
iter 70 value 0.001868
iter 80 value 0.000459
final value 0.000099
converged
# weights: 11
initial value 166.156583
iter 10 value 101.899153
iter 20 value 65.372010
iter 30 value 60.026392
final value 59.988109
converged
# weights: 27
initial value 176.680646
iter 10 value 65.438803
iter 20 value 44.435423
iter 30 value 43.489597
iter 40 value 43.350312
iter 50 value 43.292605
iter 60 value 43.248669
iter 70 value 43.198497
final value 43.197006
converged
# weights: 43
initial value 188.669608
iter 10 value 71.253762
iter 20 value 42.670397
iter 30 value 39.962117
iter 40 value 39.312300
iter 50 value 39.281870
iter 60 value 39.262833
iter 70 value 39.258075
iter 80 value 39.253774
iter 90 value 39.252142
iter 100 value 39.248121
final value 39.248121
stopped after 100 iterations
# weights: 11
initial value 166.161318
iter 10 value 80.311277
iter 20 value 16.907535
iter 30 value 9.061435
iter 40 value 7.753129
iter 50 value 7.652442
iter 60 value 7.615606
iter 70 value 7.605678
iter 80 value 7.588159
iter 90 value 7.582757
iter 100 value 7.579191
final value 7.579191
stopped after 100 iterations
# weights: 27
initial value 182.331254
iter 10 value 38.967495
iter 20 value 7.472316
iter 30 value 7.330020
iter 40 value 7.149052
iter 50 value 7.122546
iter 60 value 6.978530
iter 70 value 5.909069
iter 80 value 5.254855
iter 90 value 5.203283
iter 100 value 4.993578
final value 4.993578
stopped after 100 iterations
# weights: 43
initial value 169.444437
iter 10 value 9.220933
iter 20 value 7.088150
iter 30 value 6.583622
iter 40 value 6.294532
iter 50 value 5.764828
iter 60 value 2.157724
iter 70 value 1.245752
iter 80 value 0.781460
iter 90 value 0.686652
iter 100 value 0.645887
final value 0.645887
stopped after 100 iterations
# weights: 11
initial value 179.464868
iter 10 value 33.517621
iter 20 value 13.677339
iter 30 value 6.106403
iter 40 value 4.576366
iter 50 value 3.735233
iter 60 value 3.376176
iter 70 value 3.046168
iter 80 value 2.782697
iter 90 value 2.634872
iter 100 value 2.565181
final value 2.565181
stopped after 100 iterations
# weights: 27
initial value 181.627371
iter 10 value 14.628453
iter 20 value 2.494454
iter 30 value 0.617877
iter 40 value 0.003666
iter 50 value 0.000953
final value 0.000092
converged
# weights: 43
initial value 198.224330
iter 10 value 32.692325
iter 20 value 2.346742
iter 30 value 0.010691
final value 0.000049
converged
# weights: 11
initial value 171.809109
iter 10 value 89.345717
iter 20 value 59.281655
iter 30 value 59.197377
final value 59.197291
converged
# weights: 27
initial value 167.320862
iter 10 value 60.948205
iter 20 value 39.846115
iter 30 value 39.570026
iter 40 value 39.566886
iter 50 value 39.566561
iter 60 value 39.566502
final value 39.566491
converged
# weights: 43
initial value 177.891132
iter 10 value 87.236372
iter 20 value 38.935256
iter 30 value 37.584100
iter 40 value 37.123955
iter 50 value 37.001384
iter 60 value 36.976266
iter 70 value 36.967543
iter 80 value 36.953214
iter 90 value 36.927908
iter 100 value 36.880544
final value 36.880544
stopped after 100 iterations
# weights: 11
initial value 165.801636
iter 10 value 56.069555
iter 20 value 5.726914
iter 30 value 4.086957
iter 40 value 3.947839
iter 50 value 3.924093
iter 60 value 3.911573
iter 70 value 3.898537
iter 80 value 3.881219
iter 90 value 3.881040
iter 100 value 3.880957
final value 3.880957
stopped after 100 iterations
# weights: 27
initial value 164.898878
iter 10 value 22.230032
iter 20 value 5.992682
iter 30 value 4.631032
iter 40 value 3.608679
iter 50 value 2.836878
iter 60 value 2.384865
iter 70 value 1.650149
iter 80 value 1.513886
iter 90 value 1.275266
iter 100 value 1.252666
final value 1.252666
stopped after 100 iterations
# weights: 43
initial value 246.496082
iter 10 value 5.785529
iter 20 value 2.864391
iter 30 value 2.124401
iter 40 value 1.963430
iter 50 value 1.820294
iter 60 value 1.583818
iter 70 value 1.548278
iter 80 value 1.462088
iter 90 value 1.359819
iter 100 value 1.322584
final value 1.322584
stopped after 100 iterations
# weights: 11
initial value 175.660991
iter 10 value 56.979999
iter 20 value 10.845191
iter 30 value 5.908046
iter 40 value 4.043982
iter 50 value 3.469206
iter 60 value 1.884266
iter 70 value 1.576110
iter 80 value 1.378953
iter 90 value 1.342530
iter 100 value 1.103636
final value 1.103636
stopped after 100 iterations
# weights: 27
initial value 167.371207
iter 10 value 22.316784
iter 20 value 0.232618
iter 30 value 0.001180
final value 0.000099
converged
# weights: 43
initial value 224.428831
iter 10 value 58.714936
iter 20 value 4.617204
iter 30 value 0.004208
final value 0.000055
converged
# weights: 11
initial value 189.733248
iter 10 value 110.048770
iter 20 value 62.195023
iter 30 value 61.684676
final value 61.684633
converged
# weights: 27
initial value 165.019359
iter 10 value 79.843178
iter 20 value 45.160212
iter 30 value 41.004758
iter 40 value 40.783623
iter 50 value 39.930118
iter 60 value 39.831039
iter 70 value 39.799904
iter 80 value 39.799343
final value 39.799322
converged
# weights: 43
initial value 164.668487
iter 10 value 50.420481
iter 20 value 41.124809
iter 30 value 38.798427
iter 40 value 38.647103
iter 50 value 38.622369
iter 60 value 38.615266
iter 70 value 38.600675
iter 80 value 38.594626
iter 90 value 38.593647
iter 100 value 38.593538
final value 38.593538
stopped after 100 iterations
# weights: 11
initial value 170.896874
iter 10 value 69.491105
iter 20 value 60.493305
iter 30 value 20.398360
iter 40 value 7.439850
iter 50 value 4.629979
iter 60 value 4.384097
iter 70 value 4.318489
iter 80 value 4.202805
iter 90 value 4.138517
iter 100 value 4.106412
final value 4.106412
stopped after 100 iterations
# weights: 27
initial value 171.012805
iter 10 value 19.317658
iter 20 value 1.427448
iter 30 value 1.064051
iter 40 value 0.952872
iter 50 value 0.802532
iter 60 value 0.757749
iter 70 value 0.719215
iter 80 value 0.683952
iter 90 value 0.661172
iter 100 value 0.631044
final value 0.631044
stopped after 100 iterations
# weights: 43
initial value 173.865367
iter 10 value 13.325100
iter 20 value 1.986088
iter 30 value 0.958352
iter 40 value 0.711156
iter 50 value 0.660209
iter 60 value 0.638023
iter 70 value 0.594404
iter 80 value 0.574055
iter 90 value 0.508805
iter 100 value 0.461896
final value 0.461896
stopped after 100 iterations
# weights: 11
initial value 167.326124
iter 10 value 57.481232
iter 20 value 6.631797
iter 30 value 1.503336
iter 40 value 0.535962
iter 50 value 0.439951
iter 60 value 0.411529
iter 70 value 0.385594
iter 80 value 0.356154
iter 90 value 0.320335
iter 100 value 0.299466
final value 0.299466
stopped after 100 iterations
# weights: 27
initial value 194.223341
iter 10 value 19.181679
iter 20 value 0.027663
final value 0.000068
converged
# weights: 43
initial value 172.355174
iter 10 value 52.631308
iter 20 value 1.253177
iter 30 value 0.001698
final value 0.000077
converged
# weights: 11
initial value 175.827920
iter 10 value 114.948306
iter 20 value 58.716348
final value 57.960602
converged
# weights: 27
initial value 198.663899
iter 10 value 68.759163
iter 20 value 43.332899
iter 30 value 38.582750
iter 40 value 38.041876
iter 50 value 38.010099
iter 60 value 38.001330
iter 70 value 38.000423
final value 38.000411
converged
# weights: 43
initial value 232.394093
iter 10 value 65.594652
iter 20 value 40.029081
iter 30 value 37.891082
iter 40 value 36.868705
iter 50 value 36.823074
iter 60 value 36.811666
iter 70 value 36.807638
iter 80 value 36.805976
iter 90 value 36.805054
iter 100 value 36.803105
final value 36.803105
stopped after 100 iterations
# weights: 11
initial value 191.708053
iter 10 value 74.682150
iter 20 value 5.866322
iter 30 value 3.625125
iter 40 value 2.431584
iter 50 value 1.881224
iter 60 value 1.834928
iter 70 value 1.802278
iter 80 value 1.786419
iter 90 value 1.772599
iter 100 value 1.763134
final value 1.763134
stopped after 100 iterations
# weights: 27
initial value 171.310699
iter 10 value 7.911642
iter 20 value 1.752897
iter 30 value 1.204829
iter 40 value 0.816938
iter 50 value 0.657191
iter 60 value 0.546243
iter 70 value 0.505851
iter 80 value 0.472413
iter 90 value 0.428084
iter 100 value 0.375259
final value 0.375259
stopped after 100 iterations
# weights: 43
initial value 207.058535
iter 10 value 19.942030
iter 20 value 0.923419
iter 30 value 0.708684
iter 40 value 0.568359
iter 50 value 0.469697
iter 60 value 0.430537
iter 70 value 0.410568
iter 80 value 0.391184
iter 90 value 0.378374
iter 100 value 0.352557
final value 0.352557
stopped after 100 iterations
# weights: 11
initial value 168.209272
iter 10 value 49.364932
iter 20 value 3.655913
iter 30 value 0.066719
iter 40 value 0.032249
iter 50 value 0.023911
iter 60 value 0.018341
iter 70 value 0.017974
iter 80 value 0.017701
iter 90 value 0.017329
iter 100 value 0.017048
final value 0.017048
stopped after 100 iterations
# weights: 27
initial value 162.582411
iter 10 value 24.901648
iter 20 value 1.085339
iter 30 value 0.000985
final value 0.000080
converged
# weights: 43
initial value 191.786652
iter 10 value 62.964211
iter 20 value 10.979539
iter 30 value 3.631868
iter 40 value 0.128867
iter 50 value 0.012560
iter 60 value 0.001193
iter 70 value 0.000108
final value 0.000092
converged
# weights: 11
initial value 174.742943
iter 10 value 97.198694
iter 20 value 59.467771
iter 30 value 58.712188
iter 30 value 58.712188
final value 58.712188
converged
# weights: 27
initial value 173.609502
iter 10 value 59.289845
iter 20 value 41.790476
iter 30 value 40.192766
iter 40 value 39.588312
iter 50 value 39.267800
iter 60 value 38.690916
iter 70 value 38.191957
iter 80 value 38.137373
final value 38.136725
converged
# weights: 43
initial value 183.689941
iter 10 value 58.585019
iter 20 value 41.091706
iter 30 value 38.266278
iter 40 value 37.586423
iter 50 value 36.932766
iter 60 value 36.885556
iter 70 value 36.865007
iter 80 value 36.859502
iter 90 value 36.858897
iter 100 value 36.857920
final value 36.857920
stopped after 100 iterations
# weights: 11
initial value 166.337304
iter 10 value 16.799640
iter 20 value 4.339184
iter 30 value 3.327451
iter 40 value 2.918888
iter 50 value 2.731973
iter 60 value 2.582669
iter 70 value 2.333868
iter 80 value 2.325405
iter 90 value 2.313536
iter 100 value 2.294679
final value 2.294679
stopped after 100 iterations
# weights: 27
initial value 163.302054
iter 10 value 63.780176
iter 20 value 6.201562
iter 30 value 0.693827
iter 40 value 0.627671
iter 50 value 0.561773
iter 60 value 0.549332
iter 70 value 0.440595
iter 80 value 0.420926
iter 90 value 0.414777
iter 100 value 0.398383
final value 0.398383
stopped after 100 iterations
# weights: 43
initial value 217.600365
iter 10 value 46.662368
iter 20 value 7.732306
iter 30 value 3.422473
iter 40 value 1.126332
iter 50 value 0.907740
iter 60 value 0.813154
iter 70 value 0.776798
iter 80 value 0.564636
iter 90 value 0.483839
iter 100 value 0.448888
final value 0.448888
stopped after 100 iterations
# weights: 11
initial value 170.701372
iter 10 value 46.902111
iter 20 value 6.415814
iter 30 value 3.816310
iter 40 value 2.796726
iter 50 value 1.066414
iter 60 value 0.869733
iter 70 value 0.719463
iter 80 value 0.637216
iter 90 value 0.565673
iter 100 value 0.433082
final value 0.433082
stopped after 100 iterations
# weights: 27
initial value 174.412105
iter 10 value 8.399808
iter 20 value 0.083844
final value 0.000085
converged
# weights: 43
initial value 187.752538
iter 10 value 31.342175
iter 20 value 2.544768
iter 30 value 0.018383
iter 40 value 0.000213
final value 0.000091
converged
# weights: 11
initial value 172.263999
iter 10 value 63.294287
iter 20 value 59.780385
final value 59.780373
converged
# weights: 27
initial value 205.125461
iter 10 value 98.856709
iter 20 value 58.044337
iter 30 value 40.499433
iter 40 value 40.300503
iter 50 value 39.888763
iter 60 value 39.777071
final value 39.776019
converged
# weights: 43
initial value 172.375961
iter 10 value 82.207292
iter 20 value 42.260463
iter 30 value 39.178806
iter 40 value 38.987157
iter 50 value 38.853348
iter 60 value 38.829050
iter 70 value 38.773463
iter 80 value 38.738339
iter 90 value 38.703851
iter 100 value 38.617532
final value 38.617532
stopped after 100 iterations
# weights: 11
initial value 172.051322
iter 10 value 69.506482
iter 20 value 68.075979
iter 30 value 68.029212
iter 40 value 67.987972
iter 50 value 67.906423
iter 60 value 61.491171
iter 70 value 18.813720
iter 80 value 4.706854
iter 90 value 3.760182
iter 100 value 3.471086
final value 3.471086
stopped after 100 iterations
# weights: 27
initial value 166.405351
iter 10 value 68.330742
iter 20 value 68.096876
iter 30 value 68.012067
iter 40 value 65.739147
iter 50 value 15.618704
iter 60 value 2.396004
iter 70 value 0.952019
iter 80 value 0.909231
iter 90 value 0.788910
iter 100 value 0.672082
final value 0.672082
stopped after 100 iterations
# weights: 43
initial value 212.784640
iter 10 value 6.175741
iter 20 value 1.865997
iter 30 value 1.158357
iter 40 value 1.099121
iter 50 value 0.789839
iter 60 value 0.676368
iter 70 value 0.623675
iter 80 value 0.561543
iter 90 value 0.505347
iter 100 value 0.471027
final value 0.471027
stopped after 100 iterations
# weights: 11
initial value 177.396161
iter 10 value 73.690060
iter 20 value 72.798127
final value 72.793367
converged
# weights: 27
initial value 174.022408
iter 10 value 73.218508
iter 20 value 11.756867
iter 30 value 3.936458
iter 40 value 0.018574
iter 50 value 0.005304
final value 0.000073
converged
# weights: 43
initial value 198.907847
iter 10 value 24.831015
iter 20 value 2.058045
iter 30 value 0.003039
final value 0.000099
converged
# weights: 11
initial value 189.719287
iter 10 value 92.908056
iter 20 value 64.095274
iter 30 value 60.756569
iter 30 value 60.756569
iter 30 value 60.756569
final value 60.756569
converged
# weights: 27
initial value 161.564560
iter 10 value 53.044102
iter 20 value 40.831672
iter 30 value 38.220193
iter 40 value 38.175623
final value 38.175489
converged
# weights: 43
initial value 171.571560
iter 10 value 71.851944
iter 20 value 38.770199
iter 30 value 37.047409
iter 40 value 36.973353
iter 50 value 36.944413
iter 60 value 36.919974
iter 70 value 36.890438
iter 80 value 36.884360
iter 90 value 36.883690
iter 100 value 36.883459
final value 36.883459
stopped after 100 iterations
# weights: 11
initial value 166.267981
iter 10 value 12.618482
iter 20 value 4.144101
iter 30 value 3.778519
iter 40 value 3.721032
iter 50 value 3.705620
iter 60 value 3.702192
iter 70 value 3.701314
iter 80 value 3.701287
iter 90 value 3.701265
final value 3.701232
converged
# weights: 27
initial value 183.054192
iter 10 value 35.856128
iter 20 value 3.219254
iter 30 value 1.114840
iter 40 value 0.934850
iter 50 value 0.747345
iter 60 value 0.691150
iter 70 value 0.654389
iter 80 value 0.621747
iter 90 value 0.593882
iter 100 value 0.568038
final value 0.568038
stopped after 100 iterations
# weights: 43
initial value 191.398583
iter 10 value 12.651845
iter 20 value 4.264697
iter 30 value 2.602788
iter 40 value 1.054045
iter 50 value 0.754537
iter 60 value 0.714041
iter 70 value 0.679306
iter 80 value 0.610735
iter 90 value 0.555831
iter 100 value 0.540183
final value 0.540183
stopped after 100 iterations
# weights: 11
initial value 169.901510
iter 10 value 72.196322
iter 20 value 65.978510
iter 30 value 46.302070
iter 40 value 11.256410
iter 50 value 7.721459
iter 60 value 5.933043
iter 70 value 5.117338
iter 80 value 4.541849
iter 90 value 4.038511
iter 100 value 3.654989
final value 3.654989
stopped after 100 iterations
# weights: 27
initial value 184.067206
iter 10 value 37.063172
iter 20 value 5.024036
iter 30 value 2.497527
iter 40 value 0.365485
iter 50 value 0.041647
iter 60 value 0.004700
iter 70 value 0.000377
final value 0.000092
converged
# weights: 43
initial value 181.462855
iter 10 value 9.863067
iter 20 value 2.057098
iter 30 value 0.000500
final value 0.000061
converged
# weights: 11
initial value 163.770640
iter 10 value 71.367879
iter 20 value 64.965654
iter 30 value 64.739889
final value 64.739862
converged
# weights: 27
initial value 204.427325
iter 10 value 81.966907
iter 20 value 52.770329
iter 30 value 47.311469
iter 40 value 46.702824
iter 50 value 46.622411
iter 60 value 46.567731
iter 70 value 46.565703
final value 46.565464
converged
# weights: 43
initial value 181.556462
iter 10 value 76.613948
iter 20 value 46.825488
iter 30 value 44.799423
iter 40 value 43.815027
iter 50 value 43.695957
iter 60 value 43.624582
iter 70 value 43.524869
iter 80 value 43.503848
iter 90 value 43.500967
iter 100 value 43.498293
final value 43.498293
stopped after 100 iterations
# weights: 11
initial value 173.797015
iter 10 value 64.540666
iter 20 value 23.571694
iter 30 value 7.945073
iter 40 value 6.352134
iter 50 value 5.881541
iter 60 value 5.607807
iter 70 value 5.047151
iter 80 value 5.002793
iter 90 value 4.987536
iter 100 value 4.987359
final value 4.987359
stopped after 100 iterations
# weights: 27
initial value 170.560970
iter 10 value 33.231044
iter 20 value 3.948144
iter 30 value 3.770561
iter 40 value 3.250554
iter 50 value 1.953023
iter 60 value 1.797912
iter 70 value 1.612506
iter 80 value 1.521872
iter 90 value 1.458365
iter 100 value 1.424102
final value 1.424102
stopped after 100 iterations
# weights: 43
initial value 166.802715
iter 10 value 57.507816
iter 20 value 5.087419
iter 30 value 3.818518
iter 40 value 3.384173
iter 50 value 2.167407
iter 60 value 1.980734
iter 70 value 1.845850
iter 80 value 1.728376
iter 90 value 1.615899
iter 100 value 1.500008
final value 1.500008
stopped after 100 iterations
# weights: 11
initial value 194.869920
iter 10 value 60.552407
iter 20 value 5.522327
iter 30 value 2.322820
iter 40 value 1.889975
iter 50 value 1.797383
iter 60 value 1.722185
iter 70 value 1.681779
iter 80 value 0.577305
iter 90 value 0.473958
iter 100 value 0.293740
final value 0.293740
stopped after 100 iterations
# weights: 27
initial value 174.371261
iter 10 value 63.723199
iter 20 value 17.988876
iter 30 value 2.469986
iter 40 value 1.235502
iter 50 value 0.004131
final value 0.000066
converged
# weights: 43
initial value 165.085428
iter 10 value 60.762539
iter 20 value 6.945198
iter 30 value 1.129053
iter 40 value 0.011083
iter 50 value 0.000878
iter 60 value 0.000134
final value 0.000099
converged
# weights: 11
initial value 179.882129
iter 10 value 84.753382
iter 20 value 58.675686
final value 58.548156
converged
# weights: 27
initial value 165.454410
iter 10 value 58.883041
iter 20 value 46.277616
iter 30 value 41.253864
iter 40 value 38.373854
iter 50 value 37.642970
iter 60 value 37.613899
iter 70 value 37.613635
iter 70 value 37.613634
iter 70 value 37.613634
final value 37.613634
converged
# weights: 43
initial value 220.928545
iter 10 value 89.529822
iter 20 value 38.915688
iter 30 value 37.048611
iter 40 value 36.423805
iter 50 value 36.362523
iter 60 value 36.351032
iter 70 value 36.334481
iter 80 value 36.333260
iter 90 value 36.333171
iter 100 value 36.332749
final value 36.332749
stopped after 100 iterations
# weights: 11
initial value 170.177186
iter 10 value 66.011298
iter 20 value 64.641727
iter 30 value 64.596312
iter 40 value 64.542857
iter 50 value 64.520556
iter 60 value 64.507969
iter 70 value 47.907090
iter 80 value 7.164499
iter 90 value 3.926748
iter 100 value 3.455442
final value 3.455442
stopped after 100 iterations
# weights: 27
initial value 181.749922
iter 10 value 63.013280
iter 20 value 7.239719
iter 30 value 1.766513
iter 40 value 0.885082
iter 50 value 0.811795
iter 60 value 0.782705
iter 70 value 0.679739
iter 80 value 0.610455
iter 90 value 0.581551
iter 100 value 0.539716
final value 0.539716
stopped after 100 iterations
# weights: 43
initial value 208.285220
iter 10 value 14.746870
iter 20 value 1.506560
iter 30 value 0.764198
iter 40 value 0.655211
iter 50 value 0.599582
iter 60 value 0.516536
iter 70 value 0.480595
iter 80 value 0.449754
iter 90 value 0.427583
iter 100 value 0.421884
final value 0.421884
stopped after 100 iterations
# weights: 11
initial value 167.503775
iter 10 value 42.858152
iter 20 value 6.084560
iter 30 value 0.408420
iter 40 value 0.245986
iter 50 value 0.208692
iter 60 value 0.165665
iter 70 value 0.119419
iter 80 value 0.108919
iter 90 value 0.080241
iter 100 value 0.076290
final value 0.076290
stopped after 100 iterations
# weights: 27
initial value 178.145958
iter 10 value 8.842498
iter 20 value 0.095648
iter 30 value 0.007604
iter 40 value 0.002235
final value 0.000083
converged
# weights: 43
initial value 174.099345
iter 10 value 32.508502
iter 20 value 0.939625
iter 30 value 0.002414
iter 40 value 0.000845
final value 0.000065
converged
# weights: 11
initial value 184.814453
iter 10 value 71.769562
iter 20 value 56.702702
final value 56.687857
converged
# weights: 27
initial value 192.485451
iter 10 value 50.548880
iter 20 value 42.830393
iter 30 value 38.682827
iter 40 value 38.609131
iter 50 value 38.605822
final value 38.605751
converged
# weights: 43
initial value 201.447369
iter 10 value 71.202214
iter 20 value 37.365591
iter 30 value 35.751310
iter 40 value 35.564863
iter 50 value 35.478254
iter 60 value 35.427886
iter 70 value 35.417124
iter 80 value 35.409273
iter 90 value 35.408619
iter 100 value 35.405827
final value 35.405827
stopped after 100 iterations
# weights: 11
initial value 175.325399
iter 10 value 38.672085
iter 20 value 1.481755
iter 30 value 1.403578
iter 40 value 1.268787
iter 50 value 1.238391
iter 60 value 1.198434
iter 70 value 1.185004
iter 80 value 1.180579
iter 90 value 1.173852
iter 100 value 1.170571
final value 1.170571
stopped after 100 iterations
# weights: 27
initial value 186.103137
iter 10 value 68.820341
iter 20 value 64.294204
iter 30 value 29.095222
iter 40 value 2.429268
iter 50 value 0.756564
iter 60 value 0.655243
iter 70 value 0.479275
iter 80 value 0.412099
iter 90 value 0.352721
iter 100 value 0.323556
final value 0.323556
stopped after 100 iterations
# weights: 43
initial value 175.625403
iter 10 value 74.373762
iter 20 value 1.402227
iter 30 value 0.817941
iter 40 value 0.596868
iter 50 value 0.529598
iter 60 value 0.376495
iter 70 value 0.338913
iter 80 value 0.310798
iter 90 value 0.292766
iter 100 value 0.278675
final value 0.278675
stopped after 100 iterations
# weights: 11
initial value 173.397953
iter 10 value 62.188005
iter 20 value 15.134116
iter 30 value 3.460871
iter 40 value 0.314762
iter 50 value 0.240912
iter 60 value 0.190506
iter 70 value 0.187022
iter 80 value 0.159857
iter 90 value 0.107619
iter 100 value 0.104966
final value 0.104966
stopped after 100 iterations
# weights: 27
initial value 166.766397
iter 10 value 32.235270
iter 20 value 2.101995
iter 30 value 0.001103
final value 0.000057
converged
# weights: 43
initial value 166.520366
iter 10 value 36.067453
iter 20 value 0.226576
iter 30 value 0.004151
iter 40 value 0.000822
iter 50 value 0.000115
iter 50 value 0.000092
iter 50 value 0.000092
final value 0.000092
converged
# weights: 11
initial value 165.664741
iter 10 value 97.196362
iter 20 value 58.436572
iter 30 value 57.945377
final value 57.945154
converged
# weights: 27
initial value 183.120661
iter 10 value 92.986193
iter 20 value 41.742711
iter 30 value 40.212999
iter 40 value 40.149340
iter 50 value 40.130523
iter 60 value 40.130282
final value 40.130252
converged
# weights: 43
initial value 167.712888
iter 10 value 60.995216
iter 20 value 39.856973
iter 30 value 37.589752
iter 40 value 36.713570
iter 50 value 36.300378
iter 60 value 36.287914
iter 70 value 36.284326
iter 80 value 36.284012
iter 90 value 36.283711
iter 100 value 36.283328
final value 36.283328
stopped after 100 iterations
# weights: 11
initial value 166.073200
iter 10 value 67.164937
iter 20 value 65.199424
iter 30 value 65.173707
iter 40 value 65.109634
iter 50 value 63.244353
iter 60 value 12.861841
iter 70 value 5.200187
iter 80 value 2.137970
iter 90 value 2.116561
iter 100 value 2.094238
final value 2.094238
stopped after 100 iterations
# weights: 27
initial value 161.743911
iter 10 value 6.361620
iter 20 value 1.062516
iter 30 value 0.897287
iter 40 value 0.740392
iter 50 value 0.559039
iter 60 value 0.475286
iter 70 value 0.459939
iter 80 value 0.400712
iter 90 value 0.375282
iter 100 value 0.356332
final value 0.356332
stopped after 100 iterations
# weights: 43
initial value 173.212831
iter 10 value 11.904691
iter 20 value 0.971375
iter 30 value 0.802390
iter 40 value 0.698625
iter 50 value 0.497189
iter 60 value 0.444377
iter 70 value 0.388486
iter 80 value 0.382469
iter 90 value 0.376755
iter 100 value 0.368056
final value 0.368056
stopped after 100 iterations
# weights: 11
initial value 192.478845
iter 10 value 42.856485
iter 20 value 7.355041
iter 30 value 5.937717
iter 40 value 5.557900
iter 50 value 5.507159
iter 60 value 5.483433
iter 70 value 5.467473
iter 80 value 5.454353
iter 90 value 5.449239
iter 100 value 5.446457
final value 5.446457
stopped after 100 iterations
# weights: 27
initial value 162.360519
iter 10 value 42.896443
iter 20 value 5.583616
iter 30 value 4.808296
iter 40 value 2.078328
iter 50 value 0.381549
iter 60 value 0.024623
iter 70 value 0.000409
final value 0.000071
converged
# weights: 43
initial value 167.040342
iter 10 value 61.783233
iter 20 value 9.635637
iter 30 value 5.463326
iter 40 value 5.441902
iter 50 value 5.440501
iter 60 value 5.432123
iter 70 value 5.398594
iter 80 value 4.918506
iter 90 value 3.327361
iter 100 value 1.350981
final value 1.350981
stopped after 100 iterations
# weights: 11
initial value 164.530975
iter 10 value 72.743527
iter 20 value 56.746478
final value 56.744838
converged
# weights: 27
initial value 168.642425
iter 10 value 76.085133
iter 20 value 42.513022
iter 30 value 40.370745
iter 40 value 39.261111
iter 50 value 38.980909
iter 60 value 38.927812
iter 70 value 38.844817
final value 38.844716
converged
# weights: 43
initial value 224.283700
iter 10 value 55.871158
iter 20 value 40.317319
iter 30 value 38.864385
iter 40 value 37.693290
iter 50 value 37.563668
iter 60 value 37.530047
iter 70 value 37.525815
iter 80 value 37.523889
final value 37.523697
converged
# weights: 11
initial value 167.365483
iter 10 value 63.400490
iter 20 value 17.182903
iter 30 value 7.936951
iter 40 value 6.318234
iter 50 value 6.183881
iter 60 value 6.151817
iter 70 value 6.084028
iter 80 value 6.079954
iter 90 value 6.078249
iter 100 value 6.073378
final value 6.073378
stopped after 100 iterations
# weights: 27
initial value 171.438975
iter 10 value 19.837668
iter 20 value 5.705297
iter 30 value 5.630582
iter 40 value 5.550257
iter 50 value 5.367830
iter 60 value 4.727922
iter 70 value 3.449556
iter 80 value 2.224511
iter 90 value 1.327375
iter 100 value 1.171098
final value 1.171098
stopped after 100 iterations
# weights: 43
initial value 175.465625
iter 10 value 8.666620
iter 20 value 5.879305
iter 30 value 5.825673
iter 40 value 5.596332
iter 50 value 4.186054
iter 60 value 2.862828
iter 70 value 1.185108
iter 80 value 1.032403
iter 90 value 0.985397
iter 100 value 0.932053
final value 0.932053
stopped after 100 iterations
# weights: 11
initial value 163.235507
iter 10 value 63.193099
iter 20 value 62.299895
final value 62.298973
converged
# weights: 27
initial value 169.291366
iter 10 value 7.286070
iter 20 value 1.733748
iter 30 value 0.000129
iter 30 value 0.000066
iter 30 value 0.000037
final value 0.000037
converged
# weights: 43
initial value 175.944569
iter 10 value 39.889383
iter 20 value 2.790170
iter 30 value 1.764343
iter 40 value 0.114104
iter 50 value 0.011468
iter 60 value 0.004876
iter 70 value 0.000700
iter 80 value 0.000649
iter 90 value 0.000453
final value 0.000095
converged
# weights: 11
initial value 167.085869
iter 10 value 81.578798
iter 20 value 59.753253
iter 30 value 59.649867
final value 59.649791
converged
# weights: 27
initial value 166.634091
iter 10 value 71.712260
iter 20 value 44.605078
iter 30 value 41.873650
iter 40 value 40.025773
iter 50 value 39.917526
iter 60 value 39.876523
iter 70 value 39.860019
final value 39.860011
converged
# weights: 43
initial value 198.035846
iter 10 value 83.918264
iter 20 value 49.258230
iter 30 value 40.724854
iter 40 value 39.342628
iter 50 value 38.974640
iter 60 value 38.850388
iter 70 value 38.790054
iter 80 value 38.744118
iter 90 value 38.723094
iter 100 value 38.702532
final value 38.702532
stopped after 100 iterations
# weights: 11
initial value 160.140414
iter 10 value 53.575477
iter 20 value 5.051901
iter 30 value 4.155411
iter 40 value 4.121977
iter 50 value 4.096609
iter 60 value 4.090731
iter 70 value 4.090106
iter 80 value 4.089005
final value 4.088897
converged
# weights: 27
initial value 160.499529
iter 10 value 54.058038
iter 20 value 5.867711
iter 30 value 4.859411
iter 40 value 4.476842
iter 50 value 4.067397
iter 60 value 3.664858
iter 70 value 3.209776
iter 80 value 2.953713
iter 90 value 2.586838
iter 100 value 2.263037
final value 2.263037
stopped after 100 iterations
# weights: 43
initial value 182.893897
iter 10 value 8.869184
iter 20 value 2.739501
iter 30 value 2.277053
iter 40 value 2.126229
iter 50 value 2.014999
iter 60 value 1.938708
iter 70 value 1.884447
iter 80 value 1.452114
iter 90 value 1.167665
iter 100 value 1.112866
final value 1.112866
stopped after 100 iterations
# weights: 11
initial value 210.661395
iter 10 value 126.504325
iter 20 value 25.754499
iter 30 value 14.336964
iter 40 value 9.280136
iter 50 value 8.820040
iter 60 value 8.749225
iter 70 value 8.633504
iter 80 value 8.622028
iter 90 value 8.619104
iter 100 value 8.616506
final value 8.616506
stopped after 100 iterations
# weights: 27
initial value 165.088718
iter 10 value 28.980192
iter 20 value 8.796886
iter 30 value 8.373551
iter 40 value 7.531769
iter 50 value 5.883499
iter 60 value 0.269532
iter 70 value 0.044173
iter 80 value 0.026942
iter 90 value 0.022634
iter 100 value 0.014087
final value 0.014087
stopped after 100 iterations
# weights: 43
initial value 204.202832
iter 10 value 12.130442
iter 20 value 8.761659
iter 30 value 8.498970
iter 40 value 4.683671
iter 50 value 1.116300
iter 60 value 0.027620
iter 70 value 0.003392
iter 80 value 0.000127
iter 80 value 0.000063
iter 80 value 0.000054
final value 0.000054
converged
# weights: 11
initial value 168.169112
iter 10 value 63.753277
iter 20 value 60.268436
iter 30 value 60.258475
iter 30 value 60.258474
iter 30 value 60.258474
final value 60.258474
converged
# weights: 27
initial value 167.290425
iter 10 value 58.453419
iter 20 value 46.353311
iter 30 value 43.505042
iter 40 value 41.381101
iter 50 value 41.013505
iter 60 value 40.994448
iter 70 value 40.991668
final value 40.991620
converged
# weights: 43
initial value 163.625660
iter 10 value 64.337681
iter 20 value 41.285888
iter 30 value 40.436696
iter 40 value 40.081743
iter 50 value 39.996986
iter 60 value 39.961925
iter 70 value 39.949614
iter 80 value 39.946556
iter 90 value 39.894556
iter 100 value 39.815927
final value 39.815927
stopped after 100 iterations
# weights: 11
initial value 168.824475
iter 10 value 19.076461
iter 20 value 11.748887
iter 30 value 9.637464
iter 40 value 9.325920
iter 50 value 9.274191
iter 60 value 9.250469
iter 70 value 9.221065
iter 80 value 9.205901
iter 90 value 9.196789
iter 100 value 9.193333
final value 9.193333
stopped after 100 iterations
# weights: 27
initial value 174.034499
iter 10 value 22.855270
iter 20 value 9.067296
iter 30 value 8.954278
iter 40 value 8.860659
iter 50 value 8.475347
iter 60 value 5.950920
iter 70 value 3.398926
iter 80 value 1.788577
iter 90 value 1.379528
iter 100 value 1.156789
final value 1.156789
stopped after 100 iterations
# weights: 43
initial value 228.046873
iter 10 value 9.756759
iter 20 value 8.859711
iter 30 value 8.754875
iter 40 value 8.610842
iter 50 value 7.900223
iter 60 value 6.856088
iter 70 value 2.252743
iter 80 value 1.307067
iter 90 value 1.136807
iter 100 value 1.060601
final value 1.060601
stopped after 100 iterations
# weights: 11
initial value 168.446502
iter 10 value 68.896344
iter 20 value 14.719888
iter 30 value 10.231526
iter 40 value 10.167303
iter 50 value 10.150567
iter 60 value 10.132925
iter 70 value 10.123206
iter 80 value 10.065062
iter 90 value 10.060610
iter 100 value 10.038089
final value 10.038089
stopped after 100 iterations
# weights: 27
initial value 166.201327
iter 10 value 51.438626
iter 20 value 10.665291
iter 30 value 10.254500
iter 40 value 10.230877
iter 50 value 10.212655
iter 60 value 10.156050
iter 70 value 9.528444
iter 80 value 9.061196
iter 90 value 8.964301
iter 100 value 8.426530
final value 8.426530
stopped after 100 iterations
# weights: 43
initial value 163.957081
iter 10 value 24.657202
iter 20 value 10.222078
iter 30 value 9.005611
iter 40 value 5.858274
iter 50 value 4.992578
iter 60 value 4.951302
iter 70 value 4.798921
iter 80 value 4.510113
iter 90 value 4.503157
iter 100 value 4.502881
final value 4.502881
stopped after 100 iterations
# weights: 11
initial value 211.224533
iter 10 value 89.424283
iter 20 value 64.930591
iter 30 value 61.978480
final value 61.975741
converged
# weights: 27
initial value 174.979192
iter 10 value 95.662336
iter 20 value 49.367933
iter 30 value 46.983364
iter 40 value 45.182863
iter 50 value 44.521480
iter 60 value 43.575298
iter 70 value 43.387536
iter 80 value 43.379118
final value 43.379116
converged
# weights: 43
initial value 181.653330
iter 10 value 61.186372
iter 20 value 44.570743
iter 30 value 42.920371
iter 40 value 42.192044
iter 50 value 42.110855
iter 60 value 42.079369
iter 70 value 42.069981
iter 80 value 42.069025
final value 42.069015
converged
# weights: 11
initial value 178.495040
iter 10 value 69.038049
iter 20 value 28.381957
iter 30 value 13.798083
iter 40 value 10.826372
iter 50 value 10.758977
iter 60 value 10.740725
iter 70 value 10.733121
iter 80 value 10.730714
iter 90 value 10.730495
iter 100 value 10.730134
final value 10.730134
stopped after 100 iterations
# weights: 27
initial value 174.257753
iter 10 value 11.649469
iter 20 value 10.393165
iter 30 value 10.256395
iter 40 value 9.903544
iter 50 value 9.104345
iter 60 value 8.039029
iter 70 value 6.901432
iter 80 value 6.529174
iter 90 value 6.429359
iter 100 value 5.933887
final value 5.933887
stopped after 100 iterations
# weights: 43
initial value 201.889828
iter 10 value 11.720557
iter 20 value 10.563054
iter 30 value 10.482830
iter 40 value 10.357237
iter 50 value 10.003003
iter 60 value 8.612158
iter 70 value 6.680666
iter 80 value 5.229506
iter 90 value 2.163889
iter 100 value 1.434835
final value 1.434835
stopped after 100 iterations
# weights: 11
initial value 160.306175
iter 10 value 68.822628
iter 20 value 13.357146
iter 30 value 3.717996
iter 40 value 2.180344
iter 50 value 1.369993
iter 60 value 1.248743
iter 70 value 1.159977
iter 80 value 1.018357
iter 90 value 0.927447
iter 100 value 0.805654
final value 0.805654
stopped after 100 iterations
# weights: 27
initial value 173.631111
iter 10 value 23.449472
iter 20 value 5.621055
iter 30 value 3.175103
iter 40 value 0.003415
final value 0.000080
converged
# weights: 43
initial value 182.226919
iter 10 value 13.820605
iter 20 value 4.750256
iter 30 value 0.089988
final value 0.000092
converged
# weights: 11
initial value 193.810486
iter 10 value 112.209405
iter 20 value 63.707822
final value 63.534335
converged
# weights: 27
initial value 166.552717
iter 10 value 76.568567
iter 20 value 46.418519
iter 30 value 44.014881
iter 40 value 43.252319
iter 50 value 43.194887
iter 60 value 43.192821
iter 70 value 43.191032
final value 43.191021
converged
# weights: 43
initial value 207.870486
iter 10 value 54.829457
iter 20 value 43.654421
iter 30 value 42.570649
iter 40 value 42.309575
iter 50 value 42.051999
iter 60 value 41.949134
iter 70 value 41.911160
iter 80 value 41.894715
iter 90 value 41.893719
iter 100 value 41.892189
final value 41.892189
stopped after 100 iterations
# weights: 11
initial value 162.104297
iter 10 value 82.209811
iter 20 value 81.866292
iter 30 value 81.014198
iter 40 value 68.679639
iter 50 value 28.402029
iter 60 value 7.883212
iter 70 value 6.177367
iter 80 value 5.484032
iter 90 value 4.620954
iter 100 value 4.471988
final value 4.471988
stopped after 100 iterations
# weights: 27
initial value 186.921430
iter 10 value 12.148610
iter 20 value 4.122388
iter 30 value 1.606141
iter 40 value 1.427073
iter 50 value 1.036566
iter 60 value 0.770215
iter 70 value 0.691380
iter 80 value 0.637689
iter 90 value 0.613363
iter 100 value 0.548196
final value 0.548196
stopped after 100 iterations
# weights: 43
initial value 175.075805
iter 10 value 11.275344
iter 20 value 4.736617
iter 30 value 1.843121
iter 40 value 1.660352
iter 50 value 1.115689
iter 60 value 0.917085
iter 70 value 0.877373
iter 80 value 0.759391
iter 90 value 0.745477
iter 100 value 0.708426
final value 0.708426
stopped after 100 iterations
# weights: 11
initial value 198.966212
iter 10 value 70.767575
iter 20 value 65.576139
iter 30 value 16.060631
iter 40 value 7.542921
iter 50 value 6.024937
iter 60 value 5.790682
iter 70 value 5.619772
iter 80 value 5.614607
iter 90 value 5.601278
iter 100 value 5.597490
final value 5.597490
stopped after 100 iterations
# weights: 27
initial value 187.938659
iter 10 value 48.853834
iter 20 value 14.382634
iter 30 value 14.351493
iter 40 value 14.329179
iter 50 value 14.232469
iter 60 value 13.987124
iter 70 value 11.700024
iter 80 value 11.652029
iter 90 value 11.614198
iter 100 value 11.601345
final value 11.601345
stopped after 100 iterations
# weights: 43
initial value 186.281186
iter 10 value 24.504297
iter 20 value 5.919576
iter 30 value 5.670043
iter 40 value 5.603823
iter 50 value 5.591351
iter 60 value 5.589574
iter 70 value 5.536413
iter 80 value 5.361017
iter 90 value 4.769283
iter 100 value 4.455255
final value 4.455255
stopped after 100 iterations
# weights: 11
initial value 179.634912
iter 10 value 84.873654
iter 20 value 61.143571
final value 60.045049
converged
# weights: 27
initial value 188.325989
iter 10 value 83.465280
iter 20 value 42.706167
iter 30 value 40.415509
iter 40 value 40.099215
iter 50 value 39.890892
iter 60 value 39.763871
iter 70 value 39.633104
final value 39.632977
converged
# weights: 43
initial value 180.443479
iter 10 value 54.848016
iter 20 value 39.462750
iter 30 value 38.916138
iter 40 value 38.572937
iter 50 value 38.442104
iter 60 value 38.430473
iter 70 value 38.393211
iter 80 value 38.368174
iter 90 value 38.364027
iter 100 value 38.363299
final value 38.363299
stopped after 100 iterations
# weights: 11
initial value 170.053702
iter 10 value 39.137461
iter 20 value 7.406432
iter 30 value 6.314871
iter 40 value 6.310711
iter 50 value 6.307702
iter 60 value 6.305859
iter 70 value 6.304554
iter 80 value 6.303687
iter 90 value 6.302659
iter 100 value 6.302448
final value 6.302448
stopped after 100 iterations
# weights: 27
initial value 189.166405
iter 10 value 21.065748
iter 20 value 6.741142
iter 30 value 6.263765
iter 40 value 5.882847
iter 50 value 5.837111
iter 60 value 5.766275
iter 70 value 5.720413
iter 80 value 5.590352
iter 90 value 5.496537
iter 100 value 5.422805
final value 5.422805
stopped after 100 iterations
# weights: 43
initial value 169.263251
iter 10 value 70.746477
iter 20 value 11.382100
iter 30 value 5.987098
iter 40 value 5.881320
iter 50 value 5.735233
iter 60 value 5.677936
iter 70 value 5.415070
iter 80 value 5.180972
iter 90 value 4.884700
iter 100 value 4.836030
final value 4.836030
stopped after 100 iterations
# weights: 11
initial value 165.419492
iter 10 value 70.249104
iter 20 value 22.983225
iter 30 value 2.427006
iter 40 value 0.031048
iter 50 value 0.022693
iter 60 value 0.020436
iter 70 value 0.019544
iter 80 value 0.017429
iter 90 value 0.015273
iter 100 value 0.014714
final value 0.014714
stopped after 100 iterations
# weights: 27
initial value 175.480020
iter 10 value 49.017998
iter 20 value 3.024533
iter 30 value 0.009270
final value 0.000052
converged
# weights: 43
initial value 168.397520
iter 10 value 5.610745
iter 20 value 0.005692
final value 0.000082
converged
# weights: 11
initial value 170.624173
iter 10 value 72.489391
iter 20 value 58.642335
final value 58.613574
converged
# weights: 27
initial value 163.915722
iter 10 value 46.693672
iter 20 value 40.640633
iter 30 value 40.110252
iter 40 value 39.447887
iter 50 value 39.112041
iter 60 value 39.093777
iter 70 value 39.077581
final value 39.077403
converged
# weights: 43
initial value 177.442401
iter 10 value 72.617222
iter 20 value 42.963439
iter 30 value 39.694146
iter 40 value 38.490099
iter 50 value 38.024170
iter 60 value 37.907728
iter 70 value 37.868971
iter 80 value 37.856770
iter 90 value 37.855997
iter 100 value 37.855656
final value 37.855656
stopped after 100 iterations
# weights: 11
initial value 170.830884
iter 10 value 67.199463
iter 20 value 44.826355
iter 30 value 17.275237
iter 40 value 3.336574
iter 50 value 2.014455
iter 60 value 1.908391
iter 70 value 1.849060
iter 80 value 1.824363
iter 90 value 1.811444
iter 100 value 1.805838
final value 1.805838
stopped after 100 iterations
# weights: 27
initial value 177.124472
iter 10 value 32.176551
iter 20 value 1.457155
iter 30 value 0.632998
iter 40 value 0.584363
iter 50 value 0.484352
iter 60 value 0.415398
iter 70 value 0.358994
iter 80 value 0.349039
iter 90 value 0.339549
iter 100 value 0.318323
final value 0.318323
stopped after 100 iterations
# weights: 43
initial value 192.191769
iter 10 value 39.299580
iter 20 value 1.637095
iter 30 value 0.825293
iter 40 value 0.641469
iter 50 value 0.568668
iter 60 value 0.458289
iter 70 value 0.391823
iter 80 value 0.379140
iter 90 value 0.370961
iter 100 value 0.352365
final value 0.352365
stopped after 100 iterations
# weights: 11
initial value 181.901093
iter 10 value 29.550139
iter 20 value 8.856618
iter 30 value 8.503233
iter 40 value 8.483811
final value 8.480675
converged
# weights: 27
initial value 168.053951
iter 10 value 68.186525
iter 20 value 12.502195
iter 30 value 9.567263
iter 40 value 9.135765
iter 50 value 8.721285
iter 60 value 8.496832
iter 70 value 8.490899
iter 80 value 8.489451
iter 90 value 8.484204
iter 100 value 8.468484
final value 8.468484
stopped after 100 iterations
# weights: 43
initial value 163.539432
iter 10 value 17.461982
iter 20 value 8.650464
iter 30 value 8.092099
iter 40 value 7.173233
iter 50 value 6.315397
iter 60 value 5.371007
iter 70 value 0.115490
iter 80 value 0.000406
final value 0.000084
converged
# weights: 11
initial value 179.063808
iter 10 value 80.735494
iter 20 value 64.627508
iter 30 value 61.372636
final value 61.364183
converged
# weights: 27
initial value 171.249967
iter 10 value 65.887464
iter 20 value 43.556052
iter 30 value 42.639908
iter 40 value 42.368328
iter 50 value 41.821571
iter 60 value 41.432817
iter 70 value 41.312984
iter 80 value 41.309211
iter 80 value 41.309210
iter 80 value 41.309210
final value 41.309210
converged
# weights: 43
initial value 175.637046
iter 10 value 54.919221
iter 20 value 41.795449
iter 30 value 40.647022
iter 40 value 40.446009
iter 50 value 40.383086
iter 60 value 40.352263
iter 70 value 40.342066
iter 80 value 40.334773
iter 90 value 40.308000
iter 100 value 40.281599
final value 40.281599
stopped after 100 iterations
# weights: 11
initial value 171.983814
iter 10 value 74.611030
iter 20 value 60.812136
iter 30 value 10.549172
iter 40 value 9.165249
iter 50 value 9.041187
iter 60 value 8.995298
iter 70 value 8.987099
iter 80 value 8.984108
iter 90 value 8.981885
iter 100 value 8.981366
final value 8.981366
stopped after 100 iterations
# weights: 27
initial value 174.216983
iter 10 value 30.651904
iter 20 value 8.882939
iter 30 value 8.729502
iter 40 value 8.507722
iter 50 value 7.832674
iter 60 value 7.656562
iter 70 value 7.545507
iter 80 value 7.453942
iter 90 value 7.378880
iter 100 value 7.341703
final value 7.341703
stopped after 100 iterations
# weights: 43
initial value 197.813019
iter 10 value 42.247160
iter 20 value 8.847772
iter 30 value 8.479128
iter 40 value 6.691152
iter 50 value 2.443321
iter 60 value 1.388817
iter 70 value 1.157810
iter 80 value 1.072968
iter 90 value 0.954934
iter 100 value 0.894170
final value 0.894170
stopped after 100 iterations
# weights: 11
initial value 178.510961
iter 10 value 75.791943
iter 20 value 72.080005
iter 30 value 72.069887
iter 40 value 72.068250
iter 50 value 72.068108
iter 50 value 72.068108
iter 50 value 72.068107
final value 72.068107
converged
# weights: 27
initial value 168.563222
iter 10 value 41.745705
iter 20 value 4.688141
iter 30 value 3.213360
iter 40 value 1.821333
iter 50 value 0.934256
iter 60 value 0.161995
iter 70 value 0.029746
iter 80 value 0.004480
iter 90 value 0.001445
iter 100 value 0.000565
final value 0.000565
stopped after 100 iterations
# weights: 43
initial value 169.010492
iter 10 value 19.431026
iter 20 value 11.472388
iter 30 value 4.526045
iter 40 value 4.300876
iter 50 value 4.289978
iter 60 value 4.205671
iter 70 value 4.205180
iter 80 value 4.200862
iter 90 value 4.193643
iter 100 value 4.191230
final value 4.191230
stopped after 100 iterations
# weights: 11
initial value 171.110049
iter 10 value 78.820690
iter 20 value 60.668429
iter 30 value 60.473997
final value 60.473988
converged
# weights: 27
initial value 200.452064
iter 10 value 110.329684
iter 20 value 51.024764
iter 30 value 43.665449
iter 40 value 41.232935
iter 50 value 41.033290
iter 60 value 41.009617
final value 41.009086
converged
# weights: 43
initial value 170.929932
iter 10 value 72.255322
iter 20 value 41.414771
iter 30 value 40.053304
iter 40 value 39.766921
iter 50 value 39.736303
iter 60 value 39.717668
iter 70 value 39.712893
iter 80 value 39.712541
iter 90 value 39.712022
final value 39.711823
converged
# weights: 11
initial value 169.248821
iter 10 value 71.732047
iter 20 value 8.173664
iter 30 value 5.773152
iter 40 value 5.725742
iter 50 value 5.717225
iter 60 value 5.700318
iter 70 value 5.694495
iter 80 value 5.689977
iter 90 value 5.688418
iter 100 value 5.686326
final value 5.686326
stopped after 100 iterations
# weights: 27
initial value 194.025638
iter 10 value 72.088825
iter 20 value 32.866063
iter 30 value 4.931485
iter 40 value 4.588265
iter 50 value 4.528983
iter 60 value 4.489960
iter 70 value 4.480803
iter 80 value 4.478898
iter 90 value 4.476740
iter 100 value 4.474947
final value 4.474947
stopped after 100 iterations
# weights: 43
initial value 190.242973
iter 10 value 10.699098
iter 20 value 4.923687
iter 30 value 4.737809
iter 40 value 4.507336
iter 50 value 4.137321
iter 60 value 2.110426
iter 70 value 1.229115
iter 80 value 1.096554
iter 90 value 0.976724
iter 100 value 0.927508
final value 0.927508
stopped after 100 iterations
# weights: 11
initial value 174.160884
iter 10 value 75.561197
iter 20 value 15.839320
iter 30 value 3.783642
iter 40 value 0.982084
iter 50 value 0.818445
iter 60 value 0.498752
iter 70 value 0.454549
iter 80 value 0.349486
iter 90 value 0.327317
iter 100 value 0.258903
final value 0.258903
stopped after 100 iterations
# weights: 27
initial value 163.395309
iter 10 value 71.337949
iter 20 value 12.077902
iter 30 value 9.451894
iter 40 value 2.863017
iter 50 value 1.505064
iter 60 value 0.001367
iter 70 value 0.000251
iter 80 value 0.000159
iter 90 value 0.000108
iter 90 value 0.000087
iter 90 value 0.000087
final value 0.000087
converged
# weights: 43
initial value 206.295833
iter 10 value 9.360478
iter 20 value 0.729081
iter 30 value 0.003304
iter 40 value 0.000157
iter 40 value 0.000091
iter 40 value 0.000090
final value 0.000090
converged
# weights: 11
initial value 179.053922
iter 10 value 85.230091
iter 20 value 58.467292
final value 58.462361
converged
# weights: 27
initial value 174.013451
iter 10 value 85.258816
iter 20 value 45.513916
iter 30 value 40.810255
iter 40 value 40.166472
iter 50 value 39.896387
iter 60 value 39.727956
iter 70 value 38.745204
iter 80 value 38.443726
final value 38.437262
converged
# weights: 43
initial value 171.352385
iter 10 value 60.616036
iter 20 value 41.530019
iter 30 value 38.009579
iter 40 value 37.523300
iter 50 value 37.446978
iter 60 value 37.424773
iter 70 value 37.415944
iter 80 value 37.360354
iter 90 value 37.277624
iter 100 value 37.205837
final value 37.205837
stopped after 100 iterations
# weights: 11
initial value 166.174468
iter 10 value 34.691728
iter 20 value 3.526690
iter 30 value 2.202697
iter 40 value 2.010775
iter 50 value 1.958061
iter 60 value 1.938163
iter 70 value 1.897760
iter 80 value 1.866159
iter 90 value 1.858032
iter 100 value 1.857279
final value 1.857279
stopped after 100 iterations
# weights: 27
initial value 176.360517
iter 10 value 12.764440
iter 20 value 1.173902
iter 30 value 0.913310
iter 40 value 0.774936
iter 50 value 0.637019
iter 60 value 0.529842
iter 70 value 0.497979
iter 80 value 0.441843
iter 90 value 0.413995
iter 100 value 0.401932
final value 0.401932
stopped after 100 iterations
# weights: 43
initial value 192.166831
iter 10 value 32.022229
iter 20 value 1.989130
iter 30 value 0.576429
iter 40 value 0.536552
iter 50 value 0.522283
iter 60 value 0.501562
iter 70 value 0.439682
iter 80 value 0.403438
iter 90 value 0.384689
iter 100 value 0.383082
final value 0.383082
stopped after 100 iterations
# weights: 11
initial value 170.352975
iter 10 value 37.469941
iter 20 value 13.025585
iter 30 value 10.107510
iter 40 value 8.842896
iter 50 value 7.423370
iter 60 value 7.190700
iter 70 value 7.082858
iter 80 value 6.868051
iter 90 value 6.820433
iter 100 value 6.791062
final value 6.791062
stopped after 100 iterations
# weights: 27
initial value 187.605678
final value 70.700908
converged
# weights: 43
initial value 165.242872
iter 10 value 13.005895
iter 20 value 6.599622
iter 30 value 6.398188
iter 40 value 4.415172
iter 50 value 1.022539
iter 60 value 0.041111
iter 70 value 0.006029
iter 80 value 0.000496
final value 0.000061
converged
# weights: 11
initial value 171.175947
iter 10 value 64.559953
iter 20 value 61.613450
iter 20 value 61.613450
iter 20 value 61.613450
final value 61.613450
converged
# weights: 27
initial value 205.294029
iter 10 value 81.728643
iter 20 value 46.688507
iter 30 value 43.325117
iter 40 value 43.144953
iter 50 value 42.817225
iter 60 value 42.058549
iter 70 value 41.767715
iter 80 value 41.754073
final value 41.754071
converged
# weights: 43
initial value 191.647488
iter 10 value 82.336854
iter 20 value 46.740563
iter 30 value 41.594659
iter 40 value 41.169115
iter 50 value 40.938185
iter 60 value 40.748346
iter 70 value 40.643250
iter 80 value 40.578825
iter 90 value 40.542755
iter 100 value 40.512962
final value 40.512962
stopped after 100 iterations
# weights: 11
initial value 166.329456
iter 10 value 39.176661
iter 20 value 10.785341
iter 30 value 8.525201
iter 40 value 8.162323
iter 50 value 8.109223
iter 60 value 8.093974
iter 70 value 8.028138
iter 80 value 7.951852
iter 90 value 7.937223
iter 100 value 7.927594
final value 7.927594
stopped after 100 iterations
# weights: 27
initial value 166.427366
iter 10 value 22.440386
iter 20 value 7.032581
iter 30 value 6.967104
iter 40 value 6.862355
iter 50 value 6.841032
iter 60 value 6.806784
iter 70 value 6.791616
iter 80 value 6.757038
iter 90 value 6.743102
iter 100 value 6.726384
final value 6.726384
stopped after 100 iterations
# weights: 43
initial value 185.199719
iter 10 value 69.009001
iter 20 value 7.836657
iter 30 value 6.918817
iter 40 value 6.850302
iter 50 value 6.772961
iter 60 value 6.741892
iter 70 value 6.683589
iter 80 value 6.494045
iter 90 value 4.839857
iter 100 value 1.996458
final value 1.996458
stopped after 100 iterations
# weights: 11
initial value 169.511445
iter 10 value 74.856249
iter 20 value 9.284015
iter 30 value 4.937334
iter 40 value 4.914387
iter 50 value 4.899624
iter 60 value 4.896337
iter 70 value 4.884774
iter 80 value 4.880780
iter 90 value 4.879717
final value 4.879044
converged
# weights: 27
initial value 179.471738
iter 10 value 11.423854
iter 20 value 5.619407
iter 30 value 5.005271
iter 40 value 4.931756
iter 50 value 4.855320
iter 60 value 4.849877
iter 70 value 4.841990
iter 80 value 4.837954
iter 90 value 4.834609
iter 100 value 4.824594
final value 4.824594
stopped after 100 iterations
# weights: 43
initial value 194.308267
iter 10 value 7.946643
iter 20 value 4.917957
iter 30 value 4.892357
iter 40 value 4.854234
iter 50 value 4.811432
iter 60 value 4.540673
iter 70 value 4.221451
iter 80 value 3.765763
iter 90 value 3.602354
iter 100 value 3.599965
final value 3.599965
stopped after 100 iterations
# weights: 11
initial value 165.911661
iter 10 value 81.655247
iter 20 value 60.305842
iter 30 value 60.066179
final value 60.066128
converged
# weights: 27
initial value 180.054323
iter 10 value 80.535463
iter 20 value 42.883484
iter 30 value 42.444544
iter 40 value 42.407906
iter 50 value 42.397663
final value 42.397282
converged
# weights: 43
initial value 174.782264
iter 10 value 51.601473
iter 20 value 40.152262
iter 30 value 39.584273
iter 40 value 39.407366
iter 50 value 39.257608
iter 60 value 39.189977
iter 70 value 39.168538
iter 80 value 39.159144
iter 90 value 39.159083
iter 100 value 39.158949
final value 39.158949
stopped after 100 iterations
# weights: 11
initial value 169.688307
iter 10 value 65.568672
iter 20 value 65.169039
iter 30 value 65.135511
iter 40 value 65.033501
iter 50 value 61.239530
iter 60 value 34.919537
iter 70 value 9.497548
iter 80 value 6.063457
iter 90 value 5.824669
iter 100 value 5.776907
final value 5.776907
stopped after 100 iterations
# weights: 27
initial value 166.261779
iter 10 value 21.532815
iter 20 value 5.131414
iter 30 value 5.108498
iter 40 value 5.081382
iter 50 value 5.056141
iter 60 value 5.052409
iter 70 value 5.048015
iter 80 value 5.046756
iter 90 value 5.045139
iter 100 value 5.041251
final value 5.041251
stopped after 100 iterations
# weights: 43
initial value 183.479973
iter 10 value 32.710019
iter 20 value 5.724943
iter 30 value 5.548258
iter 40 value 5.375086
iter 50 value 5.322364
iter 60 value 5.305089
iter 70 value 5.265946
iter 80 value 5.243142
iter 90 value 5.208068
iter 100 value 5.170355
final value 5.170355
stopped after 100 iterations
# weights: 11
initial value 175.823425
iter 10 value 133.213352
iter 20 value 37.636752
iter 30 value 17.072420
iter 40 value 9.255231
iter 50 value 8.107229
iter 60 value 8.089281
iter 70 value 8.065387
iter 80 value 8.017856
iter 90 value 8.012478
iter 100 value 7.995266
final value 7.995266
stopped after 100 iterations
# weights: 27
initial value 204.303800
iter 10 value 58.923306
iter 20 value 8.206673
iter 30 value 6.864342
iter 40 value 6.563459
iter 50 value 5.907143
iter 60 value 5.631865
iter 70 value 5.396731
iter 80 value 4.836140
iter 90 value 4.497821
iter 100 value 2.891133
final value 2.891133
stopped after 100 iterations
# weights: 43
initial value 204.819578
iter 10 value 49.493959
iter 20 value 9.762843
iter 30 value 8.131764
iter 40 value 7.942645
iter 50 value 6.736027
iter 60 value 5.455560
iter 70 value 3.598731
iter 80 value 2.865427
iter 90 value 2.783227
iter 100 value 2.773214
final value 2.773214
stopped after 100 iterations
# weights: 11
initial value 181.660901
iter 10 value 81.763392
iter 20 value 59.952413
final value 59.511480
converged
# weights: 27
initial value 173.211934
iter 10 value 84.577536
iter 20 value 53.610728
iter 30 value 48.709593
iter 40 value 42.367251
iter 50 value 41.765238
iter 60 value 41.699923
iter 70 value 41.695748
final value 41.695746
converged
# weights: 43
initial value 176.450436
iter 10 value 70.747089
iter 20 value 44.293136
iter 30 value 41.473163
iter 40 value 40.829987
iter 50 value 40.542437
iter 60 value 40.442526
iter 70 value 40.406143
iter 80 value 40.390564
iter 90 value 40.382131
iter 100 value 40.372943
final value 40.372943
stopped after 100 iterations
# weights: 11
initial value 169.518614
iter 10 value 68.773174
iter 20 value 68.626714
iter 30 value 68.616973
iter 40 value 68.608395
iter 50 value 68.575603
iter 60 value 65.400761
iter 70 value 19.223793
iter 80 value 8.830809
iter 90 value 8.745244
iter 100 value 8.695799
final value 8.695799
stopped after 100 iterations
# weights: 27
initial value 178.314693
iter 10 value 48.557858
iter 20 value 8.268212
iter 30 value 8.053846
iter 40 value 7.873275
iter 50 value 7.781460
iter 60 value 7.680320
iter 70 value 7.281217
iter 80 value 6.318247
iter 90 value 3.458047
iter 100 value 2.653215
final value 2.653215
stopped after 100 iterations
# weights: 43
initial value 161.747978
iter 10 value 13.823653
iter 20 value 8.844978
iter 30 value 8.295463
iter 40 value 8.080689
iter 50 value 7.982557
iter 60 value 7.948036
iter 70 value 7.894356
iter 80 value 7.877851
iter 90 value 7.813391
iter 100 value 7.787731
final value 7.787731
stopped after 100 iterations
# weights: 11
initial value 174.525195
iter 10 value 68.687500
iter 20 value 68.313202
final value 68.312509
converged
# weights: 27
initial value 181.324893
iter 10 value 68.600687
iter 20 value 11.845004
iter 30 value 2.692459
iter 40 value 0.117209
iter 50 value 0.007746
iter 60 value 0.002697
iter 70 value 0.001215
iter 80 value 0.000983
final value 0.000087
converged
# weights: 43
initial value 229.446049
iter 10 value 15.298139
iter 20 value 2.824946
iter 30 value 0.005484
iter 40 value 0.000125
iter 40 value 0.000076
iter 40 value 0.000071
final value 0.000071
converged
# weights: 11
initial value 203.455195
iter 10 value 144.547571
iter 20 value 70.832428
iter 30 value 62.167318
final value 62.166309
converged
# weights: 27
initial value 185.498837
iter 10 value 66.704500
iter 20 value 44.656532
iter 30 value 41.980325
iter 40 value 41.406671
iter 50 value 41.141188
iter 60 value 40.843285
iter 70 value 40.825458
final value 40.825447
converged
# weights: 43
initial value 167.946746
iter 10 value 81.922341
iter 20 value 43.552986
iter 30 value 41.313328
iter 40 value 40.177379
iter 50 value 40.042445
iter 60 value 39.951151
iter 70 value 39.914718
iter 80 value 39.902712
iter 90 value 39.894944
iter 100 value 39.892675
final value 39.892675
stopped after 100 iterations
# weights: 11
initial value 185.336109
iter 10 value 74.502441
iter 20 value 22.902244
iter 30 value 6.852924
iter 40 value 5.337787
iter 50 value 5.050272
iter 60 value 4.904319
iter 70 value 4.786079
iter 80 value 4.687969
iter 90 value 4.670299
iter 100 value 4.665142
final value 4.665142
stopped after 100 iterations
# weights: 27
initial value 168.058276
iter 10 value 7.046233
iter 20 value 3.867028
iter 30 value 2.170083
iter 40 value 1.255012
iter 50 value 1.098682
iter 60 value 0.990759
iter 70 value 0.971194
iter 80 value 0.939037
iter 90 value 0.897871
iter 100 value 0.869053
final value 0.869053
stopped after 100 iterations
# weights: 43
initial value 167.846865
iter 10 value 26.375914
iter 20 value 3.965374
iter 30 value 1.293426
iter 40 value 1.125267
iter 50 value 1.087911
iter 60 value 1.018234
iter 70 value 1.003365
iter 80 value 0.960598
iter 90 value 0.908132
iter 100 value 0.877015
final value 0.877015
stopped after 100 iterations
# weights: 11
initial value 171.958628
iter 10 value 90.634705
iter 20 value 11.234773
iter 30 value 9.869587
iter 40 value 4.244327
iter 50 value 2.177365
iter 60 value 0.140765
iter 70 value 0.114852
iter 80 value 0.051352
iter 90 value 0.049873
iter 100 value 0.048631
final value 0.048631
stopped after 100 iterations
# weights: 27
initial value 193.346933
iter 10 value 37.371833
iter 20 value 0.515776
iter 30 value 0.004239
iter 40 value 0.001948
iter 50 value 0.000149
iter 50 value 0.000074
iter 50 value 0.000074
final value 0.000074
converged
# weights: 43
initial value 169.404357
iter 10 value 12.752654
iter 20 value 0.243228
iter 30 value 0.000104
iter 30 value 0.000053
iter 30 value 0.000052
final value 0.000052
converged
# weights: 11
initial value 182.006804
iter 10 value 70.522695
iter 20 value 56.207110
final value 56.205618
converged
# weights: 27
initial value 168.028037
iter 10 value 93.464714
iter 20 value 44.189895
iter 30 value 37.792547
iter 40 value 37.001727
iter 50 value 36.975053
iter 60 value 36.971545
iter 70 value 36.970896
final value 36.970895
converged
# weights: 43
initial value 174.469986
iter 10 value 55.157591
iter 20 value 39.095794
iter 30 value 36.158353
iter 40 value 35.959062
iter 50 value 35.836273
iter 60 value 35.803221
iter 70 value 35.783504
iter 80 value 35.780164
iter 90 value 35.779697
iter 100 value 35.779587
final value 35.779587
stopped after 100 iterations
# weights: 11
initial value 165.282766
iter 10 value 69.655507
iter 20 value 5.738827
iter 30 value 3.224599
iter 40 value 2.248419
iter 50 value 1.941529
iter 60 value 1.708882
iter 70 value 1.683638
iter 80 value 1.670778
iter 90 value 1.665242
iter 100 value 1.661726
final value 1.661726
stopped after 100 iterations
# weights: 27
initial value 167.053408
iter 10 value 15.471627
iter 20 value 0.659302
iter 30 value 0.562453
iter 40 value 0.520622
iter 50 value 0.407904
iter 60 value 0.364708
iter 70 value 0.354018
iter 80 value 0.307672
iter 90 value 0.302038
iter 100 value 0.293797
final value 0.293797
stopped after 100 iterations
# weights: 43
initial value 172.799294
iter 10 value 25.469909
iter 20 value 0.424767
iter 30 value 0.368950
iter 40 value 0.345560
iter 50 value 0.312044
iter 60 value 0.285424
iter 70 value 0.279805
iter 80 value 0.275887
iter 90 value 0.273196
iter 100 value 0.270993
final value 0.270993
stopped after 100 iterations
# weights: 11
initial value 167.523505
iter 10 value 108.399143
iter 20 value 61.895445
iter 30 value 61.828115
iter 40 value 61.826974
final value 61.826664
converged
# weights: 27
initial value 179.233704
iter 10 value 43.960568
iter 20 value 4.073759
iter 30 value 1.682939
iter 40 value 0.001535
final value 0.000065
converged
# weights: 43
initial value 163.938566
iter 10 value 6.571562
iter 20 value 2.105805
iter 30 value 0.093964
iter 40 value 0.000309
final value 0.000006
converged
# weights: 11
initial value 172.690819
iter 10 value 65.408789
iter 20 value 56.088617
iter 30 value 56.002402
final value 56.002389
converged
# weights: 27
initial value 187.146608
iter 10 value 96.995133
iter 20 value 50.679873
iter 30 value 38.527737
iter 40 value 38.144715
iter 50 value 37.707835
iter 60 value 37.507369
iter 70 value 37.479410
final value 37.479405
converged
# weights: 43
initial value 171.726019
iter 10 value 57.379105
iter 20 value 36.806036
iter 30 value 36.639345
iter 40 value 36.466131
iter 50 value 36.439847
iter 60 value 36.385244
iter 70 value 36.355482
iter 80 value 36.335468
iter 90 value 36.328720
iter 100 value 36.307748
final value 36.307748
stopped after 100 iterations
# weights: 11
initial value 168.822487
iter 10 value 66.416022
iter 20 value 62.122355
iter 30 value 62.070034
iter 40 value 61.983272
iter 50 value 58.713874
iter 60 value 13.042739
iter 70 value 4.891917
iter 80 value 4.277609
iter 90 value 4.113286
iter 100 value 4.073469
final value 4.073469
stopped after 100 iterations
# weights: 27
initial value 161.653083
iter 10 value 22.118291
iter 20 value 3.254571
iter 30 value 2.502067
iter 40 value 2.453230
iter 50 value 2.396982
iter 60 value 2.335115
iter 70 value 2.290691
iter 80 value 1.542038
iter 90 value 0.864777
iter 100 value 0.768210
final value 0.768210
stopped after 100 iterations
# weights: 43
initial value 187.551807
iter 10 value 26.588141
iter 20 value 2.865198
iter 30 value 1.851998
iter 40 value 1.131066
iter 50 value 0.871685
iter 60 value 0.756575
iter 70 value 0.666454
iter 80 value 0.606787
iter 90 value 0.580656
iter 100 value 0.556817
final value 0.556817
stopped after 100 iterations
# weights: 11
initial value 169.689659
iter 10 value 129.030530
iter 20 value 7.506379
iter 30 value 0.623679
iter 40 value 0.090797
iter 50 value 0.017423
iter 60 value 0.012079
iter 70 value 0.009710
iter 80 value 0.009675
iter 90 value 0.009647
iter 100 value 0.009487
final value 0.009487
stopped after 100 iterations
# weights: 27
initial value 164.611865
iter 10 value 48.666816
iter 20 value 2.709232
iter 30 value 0.003582
iter 40 value 0.000186
final value 0.000085
converged
# weights: 43
initial value 188.644906
iter 10 value 13.839221
iter 20 value 0.321676
iter 30 value 0.007415
iter 40 value 0.001256
final value 0.000068
converged
# weights: 11
initial value 176.647382
iter 10 value 86.988785
iter 20 value 59.511829
final value 59.298477
converged
# weights: 27
initial value 173.428096
iter 10 value 81.367715
iter 20 value 45.955189
iter 30 value 41.088269
iter 40 value 40.853505
iter 50 value 40.846318
final value 40.845260
converged
# weights: 43
initial value 178.530393
iter 10 value 74.143184
iter 20 value 44.096991
iter 30 value 39.316356
iter 40 value 38.713451
iter 50 value 38.624203
iter 60 value 38.537493
iter 70 value 38.391126
iter 80 value 38.301530
iter 90 value 38.289532
iter 100 value 38.284475
final value 38.284475
stopped after 100 iterations
# weights: 11
initial value 168.767804
iter 10 value 80.867838
iter 20 value 75.674975
iter 30 value 75.356958
iter 40 value 75.268334
iter 50 value 74.357008
iter 60 value 12.713997
iter 70 value 4.051139
iter 80 value 3.134246
iter 90 value 2.578588
iter 100 value 2.340720
final value 2.340720
stopped after 100 iterations
# weights: 27
initial value 179.586891
iter 10 value 10.454699
iter 20 value 1.466662
iter 30 value 1.255678
iter 40 value 0.730740
iter 50 value 0.450297
iter 60 value 0.430459
iter 70 value 0.415391
iter 80 value 0.408625
iter 90 value 0.394650
iter 100 value 0.381502
final value 0.381502
stopped after 100 iterations
# weights: 43
initial value 179.034347
iter 10 value 73.789990
iter 20 value 4.144320
iter 30 value 0.676606
iter 40 value 0.601166
iter 50 value 0.571751
iter 60 value 0.449201
iter 70 value 0.404148
iter 80 value 0.381049
iter 90 value 0.371564
iter 100 value 0.362709
final value 0.362709
stopped after 100 iterations
# weights: 11
initial value 169.994574
iter 10 value 66.007756
iter 20 value 62.609319
iter 30 value 62.412119
iter 40 value 57.875595
iter 50 value 31.393134
iter 60 value 10.022631
iter 70 value 5.123237
iter 80 value 4.386114
iter 90 value 0.706791
iter 100 value 0.468468
final value 0.468468
stopped after 100 iterations
# weights: 27
initial value 183.895787
iter 10 value 17.189508
iter 20 value 2.048696
iter 30 value 0.000253
final value 0.000057
converged
# weights: 43
initial value 199.489768
iter 10 value 10.115673
iter 20 value 0.128530
final value 0.000089
converged
# weights: 11
initial value 164.319158
iter 10 value 59.139109
iter 20 value 57.237894
final value 57.237888
converged
# weights: 27
initial value 169.612796
iter 10 value 91.535077
iter 20 value 43.185881
iter 30 value 41.694114
iter 40 value 39.187708
iter 50 value 38.723320
iter 60 value 38.647372
iter 70 value 38.605010
final value 38.604391
converged
# weights: 43
initial value 170.573429
iter 10 value 56.394728
iter 20 value 39.701749
iter 30 value 37.615243
iter 40 value 37.438793
iter 50 value 37.408597
iter 60 value 37.395965
iter 70 value 37.394632
iter 80 value 37.394310
final value 37.394298
converged
# weights: 11
initial value 163.647907
iter 10 value 65.396571
iter 20 value 62.205787
iter 30 value 57.346165
iter 40 value 23.360154
iter 50 value 6.817317
iter 60 value 5.124658
iter 70 value 4.587000
iter 80 value 3.521059
iter 90 value 3.211629
iter 100 value 3.201005
final value 3.201005
stopped after 100 iterations
# weights: 27
initial value 168.626280
iter 10 value 12.898011
iter 20 value 1.609587
iter 30 value 0.819931
iter 40 value 0.778911
iter 50 value 0.714209
iter 60 value 0.570670
iter 70 value 0.544414
iter 80 value 0.523054
iter 90 value 0.476898
iter 100 value 0.456597
final value 0.456597
stopped after 100 iterations
# weights: 43
initial value 175.694975
iter 10 value 42.142594
iter 20 value 2.866313
iter 30 value 0.904289
iter 40 value 0.730839
iter 50 value 0.699887
iter 60 value 0.688775
iter 70 value 0.669645
iter 80 value 0.634979
iter 90 value 0.567445
iter 100 value 0.552533
final value 0.552533
stopped after 100 iterations
# weights: 11
initial value 168.624569
iter 10 value 70.602862
iter 20 value 34.771609
iter 30 value 9.013433
iter 40 value 6.510582
iter 50 value 5.415083
iter 60 value 1.286332
iter 70 value 0.531757
iter 80 value 0.490788
iter 90 value 0.461932
iter 100 value 0.411550
final value 0.411550
stopped after 100 iterations
# weights: 27
initial value 230.748669
iter 10 value 60.625380
iter 20 value 37.177982
iter 30 value 9.173608
iter 40 value 5.824171
iter 50 value 4.561603
iter 60 value 3.162014
iter 70 value 1.937388
iter 80 value 0.325813
iter 90 value 0.013107
iter 100 value 0.001517
final value 0.001517
stopped after 100 iterations
# weights: 43
initial value 171.545056
iter 10 value 13.992316
iter 20 value 1.975365
iter 30 value 0.000576
final value 0.000062
converged
# weights: 11
initial value 164.757417
iter 10 value 87.410319
iter 20 value 62.209309
iter 30 value 61.800803
final value 61.800584
converged
# weights: 27
initial value 168.662307
iter 10 value 93.256822
iter 20 value 57.582105
iter 30 value 44.330306
iter 40 value 43.851720
iter 50 value 43.598080
iter 60 value 43.429412
iter 70 value 43.414153
final value 43.414106
converged
# weights: 43
initial value 171.722580
iter 10 value 66.368036
iter 20 value 42.439661
iter 30 value 40.071000
iter 40 value 40.009352
iter 50 value 39.989271
iter 60 value 39.985346
iter 70 value 39.984043
iter 80 value 39.983963
final value 39.983800
converged
# weights: 11
initial value 176.646118
iter 10 value 37.852328
iter 20 value 7.836290
iter 30 value 5.048442
iter 40 value 4.719796
iter 50 value 4.664223
iter 60 value 4.645748
iter 70 value 4.609311
iter 80 value 4.528397
iter 90 value 4.524837
iter 100 value 4.521245
final value 4.521245
stopped after 100 iterations
# weights: 27
initial value 180.071053
iter 10 value 33.101372
iter 20 value 4.345718
iter 30 value 1.435140
iter 40 value 1.317997
iter 50 value 1.241883
iter 60 value 1.135259
iter 70 value 1.064757
iter 80 value 0.938836
iter 90 value 0.814246
iter 100 value 0.783083
final value 0.783083
stopped after 100 iterations
# weights: 43
initial value 186.121608
iter 10 value 59.127586
iter 20 value 3.937081
iter 30 value 0.824983
iter 40 value 0.752262
iter 50 value 0.730678
iter 60 value 0.643564
iter 70 value 0.615210
iter 80 value 0.584901
iter 90 value 0.493344
iter 100 value 0.482163
final value 0.482163
stopped after 100 iterations
# weights: 11
initial value 173.800206
iter 10 value 55.020306
iter 20 value 14.426968
iter 30 value 6.624604
iter 40 value 6.603461
iter 50 value 6.557904
iter 60 value 6.553526
iter 70 value 6.551614
iter 80 value 6.548793
iter 90 value 6.548413
iter 100 value 6.546890
final value 6.546890
stopped after 100 iterations
# weights: 27
initial value 169.331933
iter 10 value 26.748083
iter 20 value 6.599213
iter 30 value 6.544445
iter 40 value 6.521443
iter 50 value 6.422974
iter 60 value 6.305188
iter 70 value 6.255658
iter 80 value 5.060279
iter 90 value 5.037311
iter 100 value 5.035359
final value 5.035359
stopped after 100 iterations
# weights: 43
initial value 176.799112
iter 10 value 10.250748
iter 20 value 5.663781
iter 30 value 5.457797
iter 40 value 5.273640
iter 50 value 5.060395
iter 60 value 5.036946
iter 70 value 5.034228
iter 70 value 5.034228
iter 70 value 5.034228
final value 5.034228
converged
# weights: 11
initial value 197.947800
iter 10 value 80.222165
iter 20 value 63.964987
iter 30 value 62.374440
final value 62.374069
converged
# weights: 27
initial value 169.541306
iter 10 value 86.105395
iter 20 value 48.988552
iter 30 value 41.733520
iter 40 value 41.304502
iter 50 value 41.216664
iter 60 value 41.206411
iter 70 value 41.201751
iter 70 value 41.201751
iter 70 value 41.201751
final value 41.201751
converged
# weights: 43
initial value 179.248771
iter 10 value 74.846824
iter 20 value 46.161626
iter 30 value 40.609458
iter 40 value 40.413571
iter 50 value 40.353051
iter 60 value 40.266146
iter 70 value 40.241703
iter 80 value 40.227865
iter 90 value 40.222411
iter 100 value 40.209826
final value 40.209826
stopped after 100 iterations
# weights: 11
initial value 189.143083
iter 10 value 77.825508
iter 20 value 73.515884
iter 30 value 73.472838
iter 40 value 73.345772
iter 50 value 55.685551
iter 60 value 27.757598
iter 70 value 11.711286
iter 80 value 7.822712
iter 90 value 7.451777
iter 100 value 7.369200
final value 7.369200
stopped after 100 iterations
# weights: 27
initial value 169.059749
iter 10 value 18.084454
iter 20 value 6.430805
iter 30 value 5.729915
iter 40 value 3.512939
iter 50 value 1.968466
iter 60 value 1.535849
iter 70 value 1.432264
iter 80 value 1.353986
iter 90 value 1.258744
iter 100 value 1.067475
final value 1.067475
stopped after 100 iterations
# weights: 43
initial value 199.830289
iter 10 value 29.273865
iter 20 value 7.428436
iter 30 value 7.205740
iter 40 value 7.087464
iter 50 value 6.934301
iter 60 value 6.048422
iter 70 value 5.426572
iter 80 value 4.765833
iter 90 value 4.408713
iter 100 value 4.337805
final value 4.337805
stopped after 100 iterations
# weights: 11
initial value 168.668494
iter 10 value 63.642923
iter 20 value 12.167660
iter 30 value 2.058113
iter 40 value 0.214626
iter 50 value 0.109028
iter 60 value 0.066541
iter 70 value 0.064441
iter 80 value 0.060698
iter 90 value 0.058186
iter 100 value 0.055641
final value 0.055641
stopped after 100 iterations
# weights: 27
initial value 166.106370
iter 10 value 20.311321
iter 20 value 1.283769
iter 30 value 0.003386
iter 40 value 0.000411
iter 50 value 0.000172
final value 0.000094
converged
# weights: 43
initial value 205.722036
iter 10 value 39.270468
iter 20 value 2.089612
iter 30 value 0.005099
final value 0.000086
converged
# weights: 11
initial value 166.238822
iter 10 value 148.853323
iter 20 value 90.235231
iter 30 value 58.254449
final value 58.157223
converged
# weights: 27
initial value 205.891690
iter 10 value 91.907282
iter 20 value 60.160194
iter 30 value 39.928762
iter 40 value 39.010713
iter 50 value 38.705328
iter 60 value 38.334773
iter 70 value 37.952828
final value 37.952263
converged
# weights: 43
initial value 170.956635
iter 10 value 88.233963
iter 20 value 40.779100
iter 30 value 37.279634
iter 40 value 36.844915
iter 50 value 36.758325
iter 60 value 36.684809
iter 70 value 36.669702
iter 80 value 36.668792
iter 90 value 36.668677
iter 100 value 36.668569
final value 36.668569
stopped after 100 iterations
# weights: 11
initial value 182.098566
iter 10 value 70.261433
iter 20 value 65.844702
iter 30 value 65.823998
iter 40 value 52.450803
iter 50 value 30.740733
iter 60 value 14.912600
iter 70 value 5.350427
iter 80 value 3.760904
iter 90 value 3.405469
iter 100 value 3.218965
final value 3.218965
stopped after 100 iterations
# weights: 27
initial value 192.781641
iter 10 value 81.525731
iter 20 value 63.787939
iter 30 value 23.269842
iter 40 value 3.773580
iter 50 value 2.934372
iter 60 value 2.796350
iter 70 value 2.658591
iter 80 value 1.874136
iter 90 value 1.101541
iter 100 value 0.789799
final value 0.789799
stopped after 100 iterations
# weights: 43
initial value 171.858807
iter 10 value 19.221280
iter 20 value 1.512954
iter 30 value 0.676509
iter 40 value 0.580237
iter 50 value 0.505433
iter 60 value 0.489941
iter 70 value 0.460321
iter 80 value 0.433889
iter 90 value 0.416541
iter 100 value 0.392661
final value 0.392661
stopped after 100 iterations
# weights: 11
initial value 187.369750
iter 10 value 161.868009
iter 20 value 161.778451
iter 30 value 114.084946
iter 40 value 71.198011
iter 50 value 19.546747
iter 60 value 8.189350
iter 70 value 5.754111
iter 80 value 5.358120
iter 90 value 5.032379
iter 100 value 4.655111
final value 4.655111
stopped after 100 iterations
# weights: 27
initial value 168.464504
iter 10 value 47.711635
iter 20 value 9.312096
iter 30 value 3.745278
iter 40 value 2.190149
iter 50 value 0.085810
iter 60 value 0.001463
iter 70 value 0.001455
iter 80 value 0.001379
iter 90 value 0.000102
iter 90 value 0.000074
iter 90 value 0.000069
final value 0.000069
converged
# weights: 43
initial value 214.328686
iter 10 value 17.024712
iter 20 value 3.977527
iter 30 value 0.000868
final value 0.000096
converged
# weights: 11
initial value 170.074841
iter 10 value 90.536633
iter 20 value 66.590006
iter 30 value 66.405409
final value 66.405234
converged
# weights: 27
initial value 191.750866
iter 10 value 68.670121
iter 20 value 47.444154
iter 30 value 46.485894
iter 40 value 46.333555
iter 50 value 45.474940
iter 60 value 45.183943
iter 70 value 45.123639
iter 80 value 45.119253
final value 45.119252
converged
# weights: 43
initial value 166.641154
iter 10 value 70.287511
iter 20 value 44.714401
iter 30 value 44.354368
iter 40 value 44.292212
iter 50 value 44.282354
iter 60 value 44.279595
iter 70 value 44.275140
iter 80 value 44.196197
iter 90 value 44.078086
iter 100 value 44.003878
final value 44.003878
stopped after 100 iterations
# weights: 11
initial value 164.353581
iter 10 value 38.913713
iter 20 value 14.047271
iter 30 value 7.997067
iter 40 value 7.247301
iter 50 value 6.777113
iter 60 value 6.393245
iter 70 value 6.229669
iter 80 value 6.204219
iter 90 value 6.183861
iter 100 value 6.172190
final value 6.172190
stopped after 100 iterations
# weights: 27
initial value 168.340443
iter 10 value 51.701557
iter 20 value 5.345382
iter 30 value 4.794339
iter 40 value 4.056518
iter 50 value 3.851672
iter 60 value 3.363958
iter 70 value 3.253410
iter 80 value 3.110766
iter 90 value 2.901369
iter 100 value 2.868081
final value 2.868081
stopped after 100 iterations
# weights: 43
initial value 187.864030
iter 10 value 8.335678
iter 20 value 4.433801
iter 30 value 3.986299
iter 40 value 1.785209
iter 50 value 1.339471
iter 60 value 1.154413
iter 70 value 1.118302
iter 80 value 0.921685
iter 90 value 0.883030
iter 100 value 0.841586
final value 0.841586
stopped after 100 iterations
# weights: 11
initial value 185.860996
iter 10 value 67.846252
iter 20 value 65.799563
final value 65.790849
converged
# weights: 27
initial value 167.642872
iter 10 value 19.427515
iter 20 value 5.399334
iter 30 value 4.913114
iter 40 value 4.876418
iter 50 value 4.844899
iter 60 value 4.835774
iter 70 value 4.832703
iter 80 value 4.827825
iter 90 value 4.824187
iter 100 value 4.821526
final value 4.821526
stopped after 100 iterations
# weights: 43
initial value 178.058869
iter 10 value 13.512993
iter 20 value 4.269686
iter 30 value 0.212677
iter 40 value 0.001425
final value 0.000081
converged
# weights: 11
initial value 170.629900
iter 10 value 71.259370
iter 20 value 58.551430
final value 58.550436
converged
# weights: 27
initial value 174.980230
iter 10 value 44.530495
iter 20 value 39.291626
iter 30 value 38.621122
iter 40 value 38.533615
iter 50 value 38.516725
final value 38.516723
converged
# weights: 43
initial value 172.679100
iter 10 value 63.845833
iter 20 value 39.521638
iter 30 value 37.630896
iter 40 value 37.333767
iter 50 value 37.275940
iter 60 value 37.261274
iter 70 value 37.257959
iter 80 value 37.257535
final value 37.257439
converged
# weights: 11
initial value 170.367270
iter 10 value 67.183086
iter 20 value 66.530798
iter 30 value 66.242691
iter 40 value 66.193606
iter 50 value 66.137383
iter 60 value 66.121820
iter 70 value 66.069813
iter 80 value 64.978636
iter 90 value 61.650425
iter 100 value 34.168432
final value 34.168432
stopped after 100 iterations
# weights: 27
initial value 178.668879
iter 10 value 64.048091
iter 20 value 6.078886
iter 30 value 5.664447
iter 40 value 5.448340
iter 50 value 5.346199
iter 60 value 5.303272
iter 70 value 5.164267
iter 80 value 5.111800
iter 90 value 5.077118
iter 100 value 5.035733
final value 5.035733
stopped after 100 iterations
# weights: 43
initial value 181.013565
iter 10 value 65.852883
iter 20 value 63.091840
iter 30 value 9.736793
iter 40 value 8.604724
iter 50 value 7.836017
iter 60 value 6.059434
iter 70 value 5.439928
iter 80 value 5.122354
iter 90 value 4.805422
iter 100 value 4.556333
final value 4.556333
stopped after 100 iterations
# weights: 11
initial value 169.635550
iter 10 value 35.983484
iter 20 value 3.609122
iter 30 value 2.681208
iter 40 value 2.576679
iter 50 value 2.539388
iter 60 value 2.524849
iter 70 value 2.477059
iter 80 value 2.458124
iter 90 value 2.410928
iter 100 value 2.399115
final value 2.399115
stopped after 100 iterations
# weights: 27
initial value 177.384483
iter 10 value 68.453699
iter 20 value 30.531305
iter 30 value 4.815649
iter 40 value 2.690181
iter 50 value 1.805079
iter 60 value 0.002507
final value 0.000055
converged
# weights: 43
initial value 184.413816
iter 10 value 48.895586
iter 20 value 3.104578
iter 30 value 0.136857
final value 0.000095
converged
# weights: 11
initial value 172.665333
iter 10 value 80.341689
iter 20 value 60.137461
iter 30 value 57.732995
final value 57.730216
converged
# weights: 27
initial value 177.777690
iter 10 value 54.731877
iter 20 value 38.240656
iter 30 value 37.979444
iter 40 value 37.970878
iter 50 value 37.970349
final value 37.969789
converged
# weights: 43
initial value 168.076936
iter 10 value 51.561415
iter 20 value 37.861321
iter 30 value 36.724223
iter 40 value 36.684728
iter 50 value 36.674405
iter 60 value 36.673121
iter 70 value 36.672892
iter 80 value 36.672860
final value 36.672850
converged
# weights: 11
initial value 173.322983
iter 10 value 70.355170
iter 20 value 69.757319
iter 30 value 69.334352
iter 40 value 67.849516
iter 50 value 25.705564
iter 60 value 5.977802
iter 70 value 3.923219
iter 80 value 3.824408
iter 90 value 3.802516
iter 100 value 3.795919
final value 3.795919
stopped after 100 iterations
# weights: 27
initial value 167.540428
iter 10 value 55.525670
iter 20 value 4.438238
iter 30 value 3.223923
iter 40 value 2.816992
iter 50 value 2.709899
iter 60 value 2.452903
iter 70 value 2.425271
iter 80 value 2.320813
iter 90 value 2.146330
iter 100 value 2.064754
final value 2.064754
stopped after 100 iterations
# weights: 43
initial value 182.911926
iter 10 value 37.243001
iter 20 value 3.376549
iter 30 value 3.024878
iter 40 value 2.786566
iter 50 value 2.431889
iter 60 value 2.220414
iter 70 value 2.158114
iter 80 value 1.850668
iter 90 value 1.672855
iter 100 value 1.125454
final value 1.125454
stopped after 100 iterations
# weights: 11
initial value 176.765172
iter 10 value 126.405196
iter 20 value 71.607640
iter 30 value 71.395146
iter 40 value 71.379064
iter 50 value 71.034701
iter 60 value 63.354554
iter 70 value 32.973630
iter 80 value 13.970061
iter 90 value 3.841440
iter 100 value 2.067921
final value 2.067921
stopped after 100 iterations
# weights: 27
initial value 204.098291
iter 10 value 14.833508
iter 20 value 0.130657
final value 0.000074
converged
# weights: 43
initial value 183.631633
iter 10 value 28.489323
iter 20 value 1.378978
iter 30 value 0.124269
iter 40 value 0.009787
iter 50 value 0.000952
iter 60 value 0.000165
iter 70 value 0.000130
final value 0.000078
converged
# weights: 11
initial value 180.965868
iter 10 value 74.366171
iter 20 value 59.191812
iter 30 value 58.849958
final value 58.849845
converged
# weights: 27
initial value 168.259909
iter 10 value 92.030862
iter 20 value 46.597283
iter 30 value 42.094074
iter 40 value 41.789648
iter 50 value 41.520283
iter 60 value 40.669501
iter 70 value 40.110218
final value 40.108751
converged
# weights: 43
initial value 163.926944
iter 10 value 55.938281
iter 20 value 39.233176
iter 30 value 38.002491
iter 40 value 37.042244
iter 50 value 36.842439
iter 60 value 36.740229
iter 70 value 36.728100
iter 80 value 36.719001
iter 90 value 36.705940
iter 100 value 36.702435
final value 36.702435
stopped after 100 iterations
# weights: 11
initial value 165.708712
iter 10 value 74.557056
iter 20 value 71.610653
iter 30 value 71.580443
iter 40 value 71.419451
iter 50 value 69.725060
iter 60 value 35.639956
iter 70 value 7.535837
iter 80 value 2.439690
iter 90 value 2.149282
iter 100 value 2.102678
final value 2.102678
stopped after 100 iterations
# weights: 27
initial value 175.253384
iter 10 value 14.648089
iter 20 value 0.788588
iter 30 value 0.746840
iter 40 value 0.545762
iter 50 value 0.498329
iter 60 value 0.449912
iter 70 value 0.430510
iter 80 value 0.403326
iter 90 value 0.391310
iter 100 value 0.370116
final value 0.370116
stopped after 100 iterations
# weights: 43
initial value 187.301911
iter 10 value 16.839352
iter 20 value 0.659406
iter 30 value 0.593075
iter 40 value 0.532837
iter 50 value 0.500276
iter 60 value 0.457973
iter 70 value 0.446170
iter 80 value 0.434746
iter 90 value 0.421379
iter 100 value 0.401590
final value 0.401590
stopped after 100 iterations
# weights: 11
initial value 182.113979
iter 10 value 66.382184
iter 20 value 65.791123
final value 65.790355
converged
# weights: 27
initial value 169.064573
iter 10 value 9.795810
iter 20 value 0.018312
iter 30 value 0.000183
iter 30 value 0.000092
iter 30 value 0.000092
final value 0.000092
converged
# weights: 43
initial value 166.554272
iter 10 value 5.717404
iter 20 value 0.020667
final value 0.000054
converged
# weights: 11
initial value 184.318159
iter 10 value 78.516147
iter 20 value 57.614236
iter 30 value 56.667860
final value 56.667608
converged
# weights: 27
initial value 164.371069
iter 10 value 77.669326
iter 20 value 40.855837
iter 30 value 38.078918
iter 40 value 37.371983
iter 50 value 37.354315
iter 60 value 37.353647
final value 37.353448
converged
# weights: 43
initial value 195.258661
iter 10 value 59.447475
iter 20 value 37.381743
iter 30 value 34.879897
iter 40 value 34.568625
iter 50 value 34.316089
iter 60 value 34.210235
iter 70 value 34.208542
iter 80 value 34.208206
iter 90 value 34.208064
iter 100 value 34.207606
final value 34.207606
stopped after 100 iterations
# weights: 11
initial value 167.339840
iter 10 value 66.117209
iter 20 value 64.773806
iter 30 value 23.836855
iter 40 value 6.228226
iter 50 value 3.152268
iter 60 value 2.725864
iter 70 value 2.016681
iter 80 value 1.927648
iter 90 value 1.915029
iter 100 value 1.914786
final value 1.914786
stopped after 100 iterations
# weights: 27
initial value 183.221479
iter 10 value 66.230987
iter 20 value 46.675034
iter 30 value 1.033274
iter 40 value 0.755546
iter 50 value 0.704430
iter 60 value 0.636534
iter 70 value 0.422911
iter 80 value 0.372348
iter 90 value 0.354839
iter 100 value 0.326528
final value 0.326528
stopped after 100 iterations
# weights: 43
initial value 168.882686
iter 10 value 33.555707
iter 20 value 1.050990
iter 30 value 0.748925
iter 40 value 0.516742
iter 50 value 0.445170
iter 60 value 0.381391
iter 70 value 0.355642
iter 80 value 0.344215
iter 90 value 0.341707
iter 100 value 0.331051
final value 0.331051
stopped after 100 iterations
# weights: 11
initial value 177.638420
iter 10 value 48.368129
iter 20 value 10.565553
iter 30 value 5.417657
iter 40 value 4.626375
iter 50 value 3.742640
iter 60 value 3.597534
iter 70 value 3.466846
iter 80 value 3.346913
iter 90 value 3.275906
iter 100 value 3.239105
final value 3.239105
stopped after 100 iterations
# weights: 27
initial value 177.727262
iter 10 value 53.472006
iter 20 value 3.889968
iter 30 value 1.564012
iter 40 value 0.014006
iter 50 value 0.001279
iter 60 value 0.000145
final value 0.000054
converged
# weights: 43
initial value 171.914352
iter 10 value 17.390138
iter 20 value 3.145853
iter 30 value 2.311245
iter 40 value 0.011684
iter 50 value 0.000756
final value 0.000078
converged
# weights: 11
initial value 173.306966
iter 10 value 105.940271
iter 20 value 60.089882
iter 30 value 58.829666
final value 58.829311
converged
# weights: 27
initial value 173.979113
iter 10 value 76.731642
iter 20 value 40.794908
iter 30 value 39.950049
iter 40 value 39.638129
iter 50 value 38.972029
iter 60 value 38.862931
iter 70 value 38.830922
final value 38.830912
converged
# weights: 43
initial value 195.584854
iter 10 value 61.556710
iter 20 value 42.322193
iter 30 value 38.853467
iter 40 value 37.969910
iter 50 value 37.901383
iter 60 value 37.898019
iter 70 value 37.895202
iter 80 value 37.877404
iter 90 value 37.848567
iter 100 value 37.819728
final value 37.819728
stopped after 100 iterations
# weights: 11
initial value 170.716713
iter 10 value 14.351330
iter 20 value 5.839876
iter 30 value 4.981856
iter 40 value 4.500407
iter 50 value 4.404869
iter 60 value 4.399362
iter 70 value 4.398085
iter 80 value 4.398020
iter 90 value 4.397985
iter 100 value 4.397971
final value 4.397971
stopped after 100 iterations
# weights: 27
initial value 177.624131
iter 10 value 37.460819
iter 20 value 3.532918
iter 30 value 2.771675
iter 40 value 2.554649
iter 50 value 2.492050
iter 60 value 2.477315
iter 70 value 2.343141
iter 80 value 2.259089
iter 90 value 2.217572
iter 100 value 2.180687
final value 2.180687
stopped after 100 iterations
# weights: 43
initial value 178.238545
iter 10 value 8.974700
iter 20 value 4.477213
iter 30 value 3.525481
iter 40 value 2.367968
iter 50 value 1.234860
iter 60 value 0.782759
iter 70 value 0.664342
iter 80 value 0.628960
iter 90 value 0.594363
iter 100 value 0.571679
final value 0.571679
stopped after 100 iterations
# weights: 11
initial value 189.125205
iter 10 value 68.724937
iter 20 value 65.160066
final value 65.155859
converged
# weights: 27
initial value 168.516091
iter 10 value 17.949186
iter 20 value 7.674469
iter 30 value 7.562201
iter 40 value 7.438664
iter 50 value 7.409275
iter 60 value 7.169976
iter 70 value 6.777462
iter 80 value 5.444887
iter 90 value 4.582712
iter 100 value 4.129901
final value 4.129901
stopped after 100 iterations
# weights: 43
initial value 160.051316
iter 10 value 8.481244
iter 20 value 7.576122
iter 30 value 7.479040
iter 40 value 7.378676
iter 50 value 5.892594
iter 60 value 4.611216
iter 70 value 4.213609
iter 80 value 3.872408
iter 90 value 3.819518
iter 100 value 3.819381
final value 3.819381
stopped after 100 iterations
# weights: 11
initial value 177.802871
iter 10 value 64.958188
iter 20 value 59.068058
iter 30 value 58.934422
final value 58.934416
converged
# weights: 27
initial value 183.818853
iter 10 value 53.048705
iter 20 value 41.198013
iter 30 value 40.257454
iter 40 value 40.187381
iter 50 value 40.180247
final value 40.180235
converged
# weights: 43
initial value 157.634516
iter 10 value 59.075814
iter 20 value 42.517808
iter 30 value 39.894110
iter 40 value 39.772981
iter 50 value 39.729213
iter 60 value 39.707786
iter 70 value 39.704515
iter 80 value 39.696852
iter 90 value 39.696139
iter 100 value 39.695965
final value 39.695965
stopped after 100 iterations
# weights: 11
initial value 168.152933
iter 10 value 65.274883
iter 20 value 65.245155
iter 30 value 63.873416
iter 40 value 32.857277
iter 50 value 8.962237
iter 60 value 8.178262
iter 70 value 8.093586
iter 80 value 8.087259
iter 90 value 8.083516
iter 100 value 8.078079
final value 8.078079
stopped after 100 iterations
# weights: 27
initial value 172.107242
iter 10 value 19.697811
iter 20 value 8.004703
iter 30 value 7.866947
iter 40 value 7.772076
iter 50 value 7.689818
iter 60 value 7.628717
iter 70 value 7.563410
iter 80 value 7.250678
iter 90 value 3.904390
iter 100 value 1.652321
final value 1.652321
stopped after 100 iterations
# weights: 43
initial value 176.236402
iter 10 value 11.783230
iter 20 value 7.735336
iter 30 value 7.669166
iter 40 value 7.607238
iter 50 value 7.421463
iter 60 value 5.690613
iter 70 value 3.568198
iter 80 value 1.386773
iter 90 value 0.956478
iter 100 value 0.875360
final value 0.875360
stopped after 100 iterations
# weights: 11
initial value 173.735269
iter 10 value 63.309883
iter 20 value 6.090570
iter 30 value 3.273407
iter 40 value 2.662399
iter 50 value 2.008666
iter 60 value 1.734107
iter 70 value 1.517720
iter 80 value 1.290125
iter 90 value 1.013240
iter 100 value 0.986385
final value 0.986385
stopped after 100 iterations
# weights: 27
initial value 177.280753
iter 10 value 41.486591
iter 20 value 1.435743
iter 30 value 0.003331
final value 0.000072
converged
# weights: 43
initial value 170.430443
iter 10 value 72.188101
iter 20 value 18.750887
iter 30 value 5.411819
iter 40 value 0.691020
iter 50 value 0.012898
final value 0.000062
converged
# weights: 11
initial value 172.537523
iter 10 value 96.417596
iter 20 value 72.033600
iter 30 value 58.750470
final value 58.749938
converged
# weights: 27
initial value 194.175217
iter 10 value 74.754049
iter 20 value 41.393188
iter 30 value 39.969112
iter 40 value 38.304636
iter 50 value 38.093645
iter 60 value 38.078951
iter 70 value 38.073284
final value 38.073253
converged
# weights: 43
initial value 193.524594
iter 10 value 54.848618
iter 20 value 38.982994
iter 30 value 37.635281
iter 40 value 37.215406
iter 50 value 37.063965
iter 60 value 36.984589
iter 70 value 36.953853
iter 80 value 36.948437
iter 90 value 36.947300
iter 100 value 36.947215
final value 36.947215
stopped after 100 iterations
# weights: 11
initial value 192.470684
iter 10 value 73.131899
iter 20 value 72.624911
iter 30 value 72.529956
iter 40 value 72.412425
iter 50 value 72.230081
iter 60 value 72.189384
iter 70 value 72.153535
iter 80 value 14.454697
iter 90 value 5.073964
iter 100 value 2.796599
final value 2.796599
stopped after 100 iterations
# weights: 27
initial value 184.583307
iter 10 value 48.711092
iter 20 value 3.023621
iter 30 value 0.537441
iter 40 value 0.519667
iter 50 value 0.515505
iter 60 value 0.462070
iter 70 value 0.460171
iter 80 value 0.453594
iter 90 value 0.447058
iter 100 value 0.445272
final value 0.445272
stopped after 100 iterations
# weights: 43
initial value 171.868851
iter 10 value 14.648777
iter 20 value 2.573226
iter 30 value 1.657078
iter 40 value 1.036634
iter 50 value 0.747599
iter 60 value 0.674470
iter 70 value 0.630161
iter 80 value 0.573143
iter 90 value 0.533996
iter 100 value 0.514170
final value 0.514170
stopped after 100 iterations
# weights: 11
initial value 169.401557
iter 10 value 69.027173
iter 20 value 68.807246
final value 68.804587
converged
# weights: 27
initial value 169.443168
iter 10 value 18.757786
iter 20 value 1.463509
iter 30 value 0.162081
iter 40 value 0.012793
iter 50 value 0.007579
iter 60 value 0.000477
iter 70 value 0.000226
final value 0.000093
converged
# weights: 43
initial value 175.320650
iter 10 value 9.835971
iter 20 value 0.055096
final value 0.000073
converged
# weights: 11
initial value 169.534963
iter 10 value 89.803636
iter 20 value 58.258497
iter 30 value 56.070417
iter 30 value 56.070417
iter 30 value 56.070417
final value 56.070417
converged
# weights: 27
initial value 174.764290
iter 10 value 66.490736
iter 20 value 40.759120
iter 30 value 37.353013
iter 40 value 36.997563
iter 50 value 36.912755
iter 60 value 36.911358
iter 70 value 36.909546
final value 36.909544
converged
# weights: 43
initial value 180.880637
iter 10 value 43.420426
iter 20 value 35.992662
iter 30 value 35.803712
iter 40 value 35.700758
iter 50 value 35.693348
iter 60 value 35.692942
final value 35.692899
converged
# weights: 11
initial value 163.744694
iter 10 value 87.786174
iter 20 value 40.469999
iter 30 value 10.075347
iter 40 value 1.921698
iter 50 value 1.674400
iter 60 value 1.373171
iter 70 value 1.358672
iter 80 value 1.352048
iter 90 value 1.342262
iter 100 value 1.338460
final value 1.338460
stopped after 100 iterations
# weights: 27
initial value 198.682854
iter 10 value 16.163157
iter 20 value 0.712699
iter 30 value 0.637586
iter 40 value 0.595270
iter 50 value 0.486291
iter 60 value 0.453755
iter 70 value 0.416010
iter 80 value 0.393204
iter 90 value 0.360370
iter 100 value 0.299728
final value 0.299728
stopped after 100 iterations
# weights: 43
initial value 165.764650
iter 10 value 29.778040
iter 20 value 2.433615
iter 30 value 1.538399
iter 40 value 1.318151
iter 50 value 1.058670
iter 60 value 0.725082
iter 70 value 0.497835
iter 80 value 0.408393
iter 90 value 0.370236
iter 100 value 0.349988
final value 0.349988
stopped after 100 iterations
# weights: 11
initial value 163.114161
iter 10 value 45.809201
iter 20 value 5.089550
iter 30 value 3.618614
iter 40 value 3.114225
iter 50 value 2.691785
iter 60 value 1.724207
iter 70 value 1.364674
iter 80 value 1.150823
iter 90 value 1.047681
iter 100 value 0.943861
final value 0.943861
stopped after 100 iterations
# weights: 27
initial value 204.081170
iter 10 value 36.001413
iter 20 value 4.079336
iter 30 value 0.052896
final value 0.000054
converged
# weights: 43
initial value 229.662704
iter 10 value 5.986430
iter 20 value 1.644471
iter 30 value 0.000545
final value 0.000085
converged
# weights: 11
initial value 174.539782
iter 10 value 91.038514
iter 20 value 73.807183
iter 30 value 56.256096
final value 56.225675
converged
# weights: 27
initial value 162.791222
iter 10 value 68.161001
iter 20 value 37.891574
iter 30 value 37.533677
iter 40 value 37.530652
iter 40 value 37.530652
iter 40 value 37.530652
final value 37.530652
converged
# weights: 43
initial value 169.583063
iter 10 value 60.770409
iter 20 value 40.044065
iter 30 value 36.550433
iter 40 value 36.245452
iter 50 value 36.232383
iter 60 value 36.225513
iter 70 value 36.223595
iter 80 value 36.222713
final value 36.222537
converged
# weights: 11
initial value 171.553436
iter 10 value 63.402216
iter 20 value 63.271250
iter 30 value 62.612959
iter 40 value 51.042680
iter 50 value 8.168625
iter 60 value 4.348449
iter 70 value 3.586778
iter 80 value 3.405904
iter 90 value 3.164817
iter 100 value 3.068731
final value 3.068731
stopped after 100 iterations
# weights: 27
initial value 189.025647
iter 10 value 63.459712
iter 20 value 35.709361
iter 30 value 4.131005
iter 40 value 1.278976
iter 50 value 1.103228
iter 60 value 1.005116
iter 70 value 0.991911
iter 80 value 0.851885
iter 90 value 0.819047
iter 100 value 0.713327
final value 0.713327
stopped after 100 iterations
# weights: 43
initial value 197.013336
iter 10 value 7.028144
iter 20 value 2.395454
iter 30 value 0.980296
iter 40 value 0.862197
iter 50 value 0.713349
iter 60 value 0.589594
iter 70 value 0.542619
iter 80 value 0.513426
iter 90 value 0.487330
iter 100 value 0.461860
final value 0.461860
stopped after 100 iterations
# weights: 11
initial value 180.859720
iter 10 value 63.875133
iter 20 value 14.514482
iter 30 value 1.908749
iter 40 value 0.352383
iter 50 value 0.242689
iter 60 value 0.188110
iter 70 value 0.181809
iter 80 value 0.092310
iter 90 value 0.083825
iter 100 value 0.081971
final value 0.081971
stopped after 100 iterations
# weights: 27
initial value 165.901001
iter 10 value 11.849823
iter 20 value 0.102215
iter 30 value 0.007164
final value 0.000064
converged
# weights: 43
initial value 179.134214
iter 10 value 16.839369
iter 20 value 0.092772
iter 30 value 0.001276
iter 40 value 0.000153
final value 0.000096
converged
# weights: 11
initial value 167.516567
iter 10 value 64.489041
iter 20 value 58.631015
iter 30 value 58.593858
final value 58.593836
converged
# weights: 27
initial value 167.604532
iter 10 value 75.302901
iter 20 value 42.238482
iter 30 value 39.777402
iter 40 value 39.605640
iter 50 value 39.579216
iter 60 value 39.573837
iter 70 value 39.569254
final value 39.569248
converged
# weights: 43
initial value 196.496699
iter 10 value 76.744313
iter 20 value 45.324935
iter 30 value 41.540571
iter 40 value 39.099084
iter 50 value 38.429087
iter 60 value 38.370519
iter 70 value 38.352570
iter 80 value 38.350593
final value 38.350152
converged
# weights: 11
initial value 183.998267
iter 10 value 66.955546
iter 20 value 66.442927
iter 30 value 66.365677
iter 40 value 66.333030
iter 50 value 66.294825
iter 60 value 13.233997
iter 70 value 2.281170
iter 80 value 2.061908
iter 90 value 2.005956
iter 100 value 1.986897
final value 1.986897
stopped after 100 iterations
# weights: 27
initial value 193.848323
iter 10 value 27.189546
iter 20 value 2.882622
iter 30 value 1.990220
iter 40 value 1.459351
iter 50 value 0.897407
iter 60 value 0.692903
iter 70 value 0.643635
iter 80 value 0.619812
iter 90 value 0.507217
iter 100 value 0.407941
final value 0.407941
stopped after 100 iterations
# weights: 43
initial value 210.301512
iter 10 value 53.149575
iter 20 value 9.039486
iter 30 value 2.103708
iter 40 value 1.963516
iter 50 value 1.508779
iter 60 value 1.161296
iter 70 value 1.022551
iter 80 value 0.781434
iter 90 value 0.552669
iter 100 value 0.522767
final value 0.522767
stopped after 100 iterations
# weights: 11
initial value 167.399769
iter 10 value 135.803269
iter 20 value 70.428022
iter 30 value 70.387041
final value 70.386972
converged
# weights: 27
initial value 165.565026
iter 10 value 14.330055
iter 20 value 0.748796
iter 30 value 0.000411
final value 0.000070
converged
# weights: 43
initial value 177.871744
iter 10 value 10.885696
iter 20 value 0.149645
iter 30 value 0.001041
final value 0.000044
converged
# weights: 11
initial value 178.602300
iter 10 value 97.776663
iter 20 value 62.506444
final value 62.489038
converged
# weights: 27
initial value 172.300739
iter 10 value 83.803509
iter 20 value 44.341506
iter 30 value 41.935059
iter 40 value 41.853612
iter 50 value 41.797352
final value 41.796496
converged
# weights: 43
initial value 177.743846
iter 10 value 63.990945
iter 20 value 46.482662
iter 30 value 41.672075
iter 40 value 40.887897
iter 50 value 40.710585
iter 60 value 40.682297
iter 70 value 40.678322
iter 80 value 40.668183
iter 90 value 40.655415
iter 100 value 40.650960
final value 40.650960
stopped after 100 iterations
# weights: 11
initial value 185.239792
iter 10 value 54.951136
iter 20 value 15.952851
iter 30 value 4.443771
iter 40 value 3.776105
iter 50 value 3.629150
iter 60 value 3.612347
iter 70 value 3.587922
iter 80 value 3.537824
iter 90 value 3.537379
iter 100 value 3.537293
final value 3.537293
stopped after 100 iterations
# weights: 27
initial value 178.246402
iter 10 value 67.473161
iter 20 value 5.196508
iter 30 value 1.844015
iter 40 value 1.362845
iter 50 value 1.288490
iter 60 value 1.056960
iter 70 value 0.706168
iter 80 value 0.677274
iter 90 value 0.604898
iter 100 value 0.579319
final value 0.579319
stopped after 100 iterations
# weights: 43
initial value 163.833157
iter 10 value 11.268596
iter 20 value 1.567534
iter 30 value 1.154313
iter 40 value 1.114975
iter 50 value 0.956175
iter 60 value 0.771868
iter 70 value 0.695942
iter 80 value 0.642941
iter 90 value 0.549291
iter 100 value 0.534083
final value 0.534083
stopped after 100 iterations
# weights: 11
initial value 176.385301
iter 10 value 115.345084
iter 20 value 69.357461
iter 30 value 69.295391
final value 69.294777
converged
# weights: 27
initial value 175.931496
iter 10 value 68.917190
iter 20 value 66.521590
iter 30 value 31.526028
iter 40 value 6.916996
iter 50 value 1.538218
iter 60 value 0.198882
iter 70 value 0.026931
iter 80 value 0.000125
final value 0.000042
converged
# weights: 43
initial value 177.445329
iter 10 value 7.181410
iter 20 value 0.228500
iter 30 value 0.000159
iter 30 value 0.000075
iter 30 value 0.000074
final value 0.000074
converged
# weights: 11
initial value 171.217624
iter 10 value 71.463255
iter 20 value 59.138109
final value 59.135665
converged
# weights: 27
initial value 175.105467
iter 10 value 80.155686
iter 20 value 41.859151
iter 30 value 39.706548
iter 40 value 38.786060
iter 50 value 38.282322
iter 60 value 37.574313
iter 70 value 37.192145
iter 80 value 37.136295
final value 37.135780
converged
# weights: 43
initial value 170.682010
iter 10 value 55.273781
iter 20 value 38.290330
iter 30 value 36.423991
iter 40 value 36.027176
iter 50 value 36.013029
iter 60 value 35.998602
iter 70 value 35.997595
iter 80 value 35.997439
final value 35.997417
converged
# weights: 11
initial value 164.983900
iter 10 value 69.660236
iter 20 value 69.430709
iter 30 value 69.400027
iter 40 value 69.345383
iter 50 value 61.425356
iter 60 value 14.848075
iter 70 value 3.122780
iter 80 value 2.539629
iter 90 value 2.461559
iter 100 value 2.315680
final value 2.315680
stopped after 100 iterations
# weights: 27
initial value 177.513433
iter 10 value 17.674713
iter 20 value 1.661770
iter 30 value 0.854591
iter 40 value 0.692178
iter 50 value 0.654353
iter 60 value 0.532752
iter 70 value 0.505533
iter 80 value 0.461297
iter 90 value 0.401800
iter 100 value 0.383230
final value 0.383230
stopped after 100 iterations
# weights: 43
initial value 175.897676
iter 10 value 10.873010
iter 20 value 0.855489
iter 30 value 0.721891
iter 40 value 0.525044
iter 50 value 0.426643
iter 60 value 0.403756
iter 70 value 0.390128
iter 80 value 0.381842
iter 90 value 0.370084
iter 100 value 0.360693
final value 0.360693
stopped after 100 iterations
# weights: 11
initial value 173.159809
iter 10 value 66.714995
iter 20 value 65.718473
final value 65.717414
converged
# weights: 27
initial value 174.255584
iter 10 value 34.872898
iter 20 value 0.252539
iter 30 value 0.000669
final value 0.000062
converged
# weights: 43
initial value 166.539921
iter 10 value 8.708835
iter 20 value 0.957642
iter 30 value 0.008519
final value 0.000080
converged
# weights: 11
initial value 166.852277
iter 10 value 85.562080
iter 20 value 59.665676
iter 30 value 59.661958
final value 59.661953
converged
# weights: 27
initial value 191.648131
iter 10 value 76.221113
iter 20 value 42.710011
iter 30 value 40.242157
iter 40 value 40.181831
iter 50 value 40.114120
iter 60 value 40.077213
iter 70 value 40.061765
final value 40.061744
converged
# weights: 43
initial value 208.839670
iter 10 value 65.541406
iter 20 value 41.605994
iter 30 value 39.933719
iter 40 value 39.387491
iter 50 value 39.139025
iter 60 value 39.116259
iter 70 value 39.112713
iter 80 value 39.111375
iter 90 value 39.111040
iter 100 value 39.107897
final value 39.107897
stopped after 100 iterations
# weights: 11
initial value 171.583169
iter 10 value 66.947350
iter 20 value 65.888807
iter 30 value 65.003025
iter 40 value 30.361892
iter 50 value 6.253476
iter 60 value 4.373014
iter 70 value 4.075804
iter 80 value 3.939171
iter 90 value 3.765627
iter 100 value 3.610446
final value 3.610446
stopped after 100 iterations
# weights: 27
initial value 178.752482
iter 10 value 26.965728
iter 20 value 2.698868
iter 30 value 1.523976
iter 40 value 1.307773
iter 50 value 1.221681
iter 60 value 1.129661
iter 70 value 0.987941
iter 80 value 0.927548
iter 90 value 0.840954
iter 100 value 0.808754
final value 0.808754
stopped after 100 iterations
# weights: 43
initial value 169.961547
iter 10 value 10.335383
iter 20 value 2.923408
iter 30 value 1.655195
iter 40 value 1.463927
iter 50 value 1.213294
iter 60 value 1.101332
iter 70 value 0.991892
iter 80 value 0.963168
iter 90 value 0.891437
iter 100 value 0.865560
final value 0.865560
stopped after 100 iterations
# weights: 11
initial value 195.780362
iter 10 value 45.380547
iter 20 value 7.203441
iter 30 value 5.549774
iter 40 value 5.324980
iter 50 value 5.201942
iter 60 value 4.947991
iter 70 value 4.855308
iter 80 value 4.823155
iter 90 value 4.771757
iter 100 value 4.761995
final value 4.761995
stopped after 100 iterations
# weights: 27
initial value 164.590734
iter 10 value 21.378809
iter 20 value 4.329911
iter 30 value 0.037265
final value 0.000028
converged
# weights: 43
initial value 208.028407
iter 10 value 27.341067
iter 20 value 5.238548
iter 30 value 3.457583
iter 40 value 0.000345
final value 0.000090
converged
# weights: 11
initial value 169.862239
iter 10 value 121.736527
iter 20 value 85.800612
iter 30 value 69.854760
iter 40 value 64.526332
iter 40 value 64.526332
final value 64.526332
converged
# weights: 27
initial value 190.642131
iter 10 value 107.881259
iter 20 value 50.430934
iter 30 value 47.588009
iter 40 value 47.355087
iter 50 value 47.030678
iter 60 value 46.358785
iter 70 value 43.901847
iter 80 value 43.726250
iter 90 value 43.719964
iter 90 value 43.719963
iter 90 value 43.719963
final value 43.719963
converged
# weights: 43
initial value 192.050710
iter 10 value 65.392119
iter 20 value 45.612062
iter 30 value 43.833135
iter 40 value 43.228917
iter 50 value 42.833799
iter 60 value 42.677534
iter 70 value 42.643381
iter 80 value 42.623102
iter 90 value 42.617384
iter 100 value 42.615218
final value 42.615218
stopped after 100 iterations
# weights: 11
initial value 166.065565
iter 10 value 69.942430
iter 20 value 48.415196
iter 30 value 16.630266
iter 40 value 7.136234
iter 50 value 6.600448
iter 60 value 6.491015
iter 70 value 6.471942
iter 80 value 6.420599
iter 90 value 6.396344
iter 100 value 6.393137
final value 6.393137
stopped after 100 iterations
# weights: 27
initial value 163.819871
iter 10 value 27.215549
iter 20 value 5.808974
iter 30 value 5.688969
iter 40 value 5.225968
iter 50 value 4.552783
iter 60 value 2.702577
iter 70 value 1.902170
iter 80 value 1.711267
iter 90 value 1.587541
iter 100 value 1.432689
final value 1.432689
stopped after 100 iterations
# weights: 43
initial value 219.142833
iter 10 value 49.110566
iter 20 value 6.017134
iter 30 value 5.291507
iter 40 value 4.013591
iter 50 value 1.914820
iter 60 value 1.168793
iter 70 value 0.857356
iter 80 value 0.793053
iter 90 value 0.729062
iter 100 value 0.674885
final value 0.674885
stopped after 100 iterations
# weights: 11
initial value 172.422021
iter 10 value 83.838939
iter 20 value 12.534395
iter 30 value 5.856983
iter 40 value 3.673980
iter 50 value 1.599490
iter 60 value 1.227346
iter 70 value 0.977179
iter 80 value 0.932629
iter 90 value 0.784810
iter 100 value 0.760077
final value 0.760077
stopped after 100 iterations
# weights: 27
initial value 167.831458
iter 10 value 5.007798
iter 20 value 0.040413
final value 0.000060
converged
# weights: 43
initial value 194.951381
iter 10 value 14.215298
iter 20 value 0.037766
final value 0.000060
converged
# weights: 11
initial value 181.566743
iter 10 value 70.408888
iter 20 value 59.188312
final value 59.172192
converged
# weights: 27
initial value 170.066005
iter 10 value 50.324047
iter 20 value 39.070898
iter 30 value 38.556805
iter 40 value 38.544263
final value 38.543920
converged
# weights: 43
initial value 180.382854
iter 10 value 56.466203
iter 20 value 38.017031
iter 30 value 37.502545
iter 40 value 37.372908
iter 50 value 37.339980
iter 60 value 37.330280
iter 70 value 37.293434
iter 80 value 37.266276
iter 90 value 37.262842
iter 100 value 37.262605
final value 37.262605
stopped after 100 iterations
# weights: 11
initial value 181.643131
iter 10 value 71.052892
iter 20 value 70.897197
iter 30 value 70.818068
iter 40 value 70.776069
iter 50 value 66.034823
iter 60 value 18.502314
iter 70 value 4.504636
iter 80 value 3.541765
iter 90 value 3.237935
iter 100 value 3.177287
final value 3.177287
stopped after 100 iterations
# weights: 27
initial value 182.964740
iter 10 value 53.420247
iter 20 value 2.276839
iter 30 value 0.925910
iter 40 value 0.837680
iter 50 value 0.733353
iter 60 value 0.687976
iter 70 value 0.629932
iter 80 value 0.579210
iter 90 value 0.560097
iter 100 value 0.477576
final value 0.477576
stopped after 100 iterations
# weights: 43
initial value 184.260126
iter 10 value 7.070811
iter 20 value 3.368715
iter 30 value 1.550347
iter 40 value 1.158599
iter 50 value 0.906657
iter 60 value 0.783809
iter 70 value 0.749968
iter 80 value 0.715743
iter 90 value 0.678828
iter 100 value 0.651249
final value 0.651249
stopped after 100 iterations
# weights: 11
initial value 173.586741
iter 10 value 18.133113
iter 20 value 1.261870
iter 30 value 0.518263
iter 40 value 0.391259
iter 50 value 0.307770
iter 60 value 0.173713
iter 70 value 0.114039
iter 80 value 0.105177
iter 90 value 0.066658
iter 100 value 0.060716
final value 0.060716
stopped after 100 iterations
# weights: 27
initial value 193.024983
iter 10 value 61.716881
iter 20 value 1.143687
iter 30 value 0.003747
final value 0.000087
converged
# weights: 43
initial value 166.978727
iter 10 value 26.238615
iter 20 value 0.143897
iter 30 value 0.004699
iter 40 value 0.000722
iter 50 value 0.000452
final value 0.000093
converged
# weights: 11
initial value 172.669609
iter 10 value 84.011393
iter 20 value 57.057623
iter 30 value 56.634555
final value 56.633865
converged
# weights: 27
initial value 171.108453
iter 10 value 81.686587
iter 20 value 56.059541
iter 30 value 41.024203
iter 40 value 39.936693
iter 50 value 39.635598
iter 60 value 37.232594
iter 70 value 35.393431
iter 80 value 35.370715
final value 35.370711
converged
# weights: 43
initial value 185.378864
iter 10 value 53.411135
iter 20 value 36.475500
iter 30 value 35.471254
iter 40 value 35.208519
iter 50 value 35.057460
iter 60 value 34.968824
iter 70 value 34.949581
iter 80 value 34.915014
iter 90 value 34.908224
iter 100 value 34.906925
final value 34.906925
stopped after 100 iterations
# weights: 11
initial value 187.456501
iter 10 value 73.840936
iter 20 value 39.032952
iter 30 value 2.528401
iter 40 value 1.702000
iter 50 value 1.284227
iter 60 value 1.266831
iter 70 value 1.251154
iter 80 value 1.243249
iter 90 value 1.229398
iter 100 value 1.228600
final value 1.228600
stopped after 100 iterations
# weights: 27
initial value 224.649285
iter 10 value 5.133720
iter 20 value 1.120176
iter 30 value 0.733088
iter 40 value 0.568883
iter 50 value 0.415180
iter 60 value 0.363423
iter 70 value 0.336573
iter 80 value 0.322502
iter 90 value 0.277417
iter 100 value 0.251311
final value 0.251311
stopped after 100 iterations
# weights: 43
initial value 175.945883
iter 10 value 8.813570
iter 20 value 1.857333
iter 30 value 1.259969
iter 40 value 0.469396
iter 50 value 0.318345
iter 60 value 0.286364
iter 70 value 0.261932
iter 80 value 0.235852
iter 90 value 0.231814
iter 100 value 0.223218
final value 0.223218
stopped after 100 iterations
# weights: 11
initial value 171.692482
iter 10 value 70.877938
iter 20 value 69.171808
final value 69.169088
converged
# weights: 27
initial value 173.180117
iter 10 value 47.321448
iter 20 value 3.009986
iter 30 value 0.458327
iter 40 value 0.002847
final value 0.000065
converged
# weights: 43
initial value 167.137761
iter 10 value 69.184632
iter 20 value 69.168603
final value 69.168518
converged
# weights: 11
initial value 181.085256
iter 10 value 67.289388
iter 20 value 59.988595
iter 30 value 59.968192
final value 59.968189
converged
# weights: 27
initial value 177.104157
iter 10 value 79.466339
iter 20 value 42.692464
iter 30 value 37.933124
iter 40 value 37.828324
final value 37.827023
converged
# weights: 43
initial value 181.419231
iter 10 value 105.799444
iter 20 value 38.014938
iter 30 value 37.066337
iter 40 value 36.848321
iter 50 value 36.789774
iter 60 value 36.694057
iter 70 value 36.648733
iter 80 value 36.644710
iter 90 value 36.640363
final value 36.640281
converged
# weights: 11
initial value 167.335117
iter 10 value 75.207247
iter 20 value 69.409950
iter 30 value 69.374169
iter 40 value 69.290657
iter 50 value 69.270025
iter 60 value 69.264642
iter 70 value 69.144972
iter 80 value 35.496318
iter 90 value 7.921284
iter 100 value 4.211846
final value 4.211846
stopped after 100 iterations
# weights: 27
initial value 189.310620
iter 10 value 37.193205
iter 20 value 2.520710
iter 30 value 0.928405
iter 40 value 0.863630
iter 50 value 0.825568
iter 60 value 0.787210
iter 70 value 0.749259
iter 80 value 0.743167
iter 90 value 0.715808
iter 100 value 0.709660
final value 0.709660
stopped after 100 iterations
# weights: 43
initial value 198.804830
iter 10 value 33.118076
iter 20 value 3.049747
iter 30 value 1.374729
iter 40 value 1.106039
iter 50 value 1.001497
iter 60 value 0.921050
iter 70 value 0.864508
iter 80 value 0.816455
iter 90 value 0.781428
iter 100 value 0.765395
final value 0.765395
stopped after 100 iterations
# weights: 11
initial value 186.807286
iter 10 value 146.017487
iter 20 value 61.010183
iter 30 value 61.008629
iter 30 value 61.008629
iter 30 value 61.008629
final value 61.008629
converged
# weights: 27
initial value 165.597427
iter 10 value 31.212936
iter 20 value 3.677720
iter 30 value 1.840346
iter 40 value 0.019057
final value 0.000068
converged
# weights: 43
initial value 184.676590
iter 10 value 18.946203
iter 20 value 2.454669
iter 30 value 0.194991
iter 40 value 0.000147
iter 40 value 0.000070
iter 40 value 0.000067
final value 0.000067
converged
# weights: 11
initial value 195.349257
iter 10 value 68.518636
iter 20 value 55.784440
final value 55.784280
converged
# weights: 27
initial value 180.409615
iter 10 value 81.809672
iter 20 value 50.995742
iter 30 value 38.426854
iter 40 value 37.815669
iter 50 value 37.059113
iter 60 value 36.550050
iter 70 value 36.503501
iter 80 value 36.500679
final value 36.500618
converged
# weights: 43
initial value 209.217558
iter 10 value 52.912633
iter 20 value 37.627923
iter 30 value 36.304424
iter 40 value 36.150099
iter 50 value 36.112633
iter 60 value 36.024602
iter 70 value 36.006640
iter 80 value 36.005113
iter 90 value 36.004809
iter 100 value 36.003981
final value 36.003981
stopped after 100 iterations
# weights: 11
initial value 220.313532
iter 10 value 75.722850
iter 20 value 4.562490
iter 30 value 3.960835
iter 40 value 3.932944
iter 50 value 3.927900
iter 60 value 3.923915
iter 70 value 3.923836
iter 80 value 3.923733
final value 3.923720
converged
# weights: 27
initial value 188.300202
iter 10 value 42.712241
iter 20 value 3.467171
iter 30 value 2.958330
iter 40 value 2.831334
iter 50 value 2.439923
iter 60 value 2.345945
iter 70 value 2.027647
iter 80 value 1.769178
iter 90 value 1.636178
iter 100 value 1.572051
final value 1.572051
stopped after 100 iterations
# weights: 43
initial value 190.154914
iter 10 value 17.408701
iter 20 value 3.175456
iter 30 value 2.360109
iter 40 value 2.208424
iter 50 value 1.881151
iter 60 value 1.778388
iter 70 value 1.729515
iter 80 value 1.683257
iter 90 value 1.648695
iter 100 value 1.529785
final value 1.529785
stopped after 100 iterations
# weights: 11
initial value 187.089705
iter 10 value 67.805675
iter 20 value 66.458697
final value 66.458168
converged
# weights: 27
initial value 164.054042
iter 10 value 48.650154
iter 20 value 1.223343
iter 30 value 0.001893
final value 0.000062
converged
# weights: 43
initial value 182.829545
iter 10 value 18.121019
iter 20 value 1.036280
iter 30 value 0.002023
final value 0.000088
converged
# weights: 11
initial value 176.512783
iter 10 value 89.895364
iter 20 value 58.432159
final value 58.373426
converged
# weights: 27
initial value 196.204172
iter 10 value 47.017790
iter 20 value 38.627030
iter 30 value 38.239119
iter 40 value 38.232343
iter 50 value 38.232211
final value 38.232132
converged
# weights: 43
initial value 187.516338
iter 10 value 56.889157
iter 20 value 38.875969
iter 30 value 37.390750
iter 40 value 37.304707
iter 50 value 37.264518
iter 60 value 37.223550
iter 70 value 37.161430
iter 80 value 37.077000
iter 90 value 37.058486
iter 100 value 37.029400
final value 37.029400
stopped after 100 iterations
# weights: 11
initial value 185.775807
iter 10 value 74.440982
iter 20 value 66.682979
iter 30 value 66.636784
iter 40 value 66.603410
iter 50 value 66.591582
iter 60 value 66.571185
iter 70 value 66.554621
iter 80 value 39.096799
iter 90 value 8.405530
iter 100 value 3.107013
final value 3.107013
stopped after 100 iterations
# weights: 27
initial value 178.114940
iter 10 value 4.275981
iter 20 value 1.033138
iter 30 value 0.787781
iter 40 value 0.617278
iter 50 value 0.448486
iter 60 value 0.431996
iter 70 value 0.411226
iter 80 value 0.400970
iter 90 value 0.366525
iter 100 value 0.339655
final value 0.339655
stopped after 100 iterations
# weights: 43
initial value 172.410892
iter 10 value 26.705196
iter 20 value 1.045555
iter 30 value 0.764990
iter 40 value 0.707005
iter 50 value 0.615100
iter 60 value 0.542445
iter 70 value 0.504371
iter 80 value 0.493607
iter 90 value 0.450852
iter 100 value 0.421058
final value 0.421058
stopped after 100 iterations
# weights: 11
initial value 183.959026
iter 10 value 66.048094
iter 20 value 39.594861
iter 30 value 12.900692
iter 40 value 11.393043
iter 50 value 11.329906
iter 60 value 11.293620
iter 70 value 11.262740
iter 80 value 11.256658
iter 90 value 11.252096
iter 100 value 11.250173
final value 11.250173
stopped after 100 iterations
# weights: 27
initial value 172.139464
iter 10 value 65.600275
iter 20 value 36.115502
iter 30 value 11.444695
iter 40 value 11.345004
iter 50 value 11.286412
iter 60 value 11.261162
iter 70 value 11.234605
iter 80 value 11.233702
iter 90 value 11.227874
iter 100 value 11.224993
final value 11.224993
stopped after 100 iterations
# weights: 43
initial value 171.938018
iter 10 value 17.713347
iter 20 value 11.262212
iter 30 value 10.400265
iter 40 value 5.454875
iter 50 value 5.405772
iter 60 value 5.349754
iter 70 value 4.528103
iter 80 value 4.466549
iter 90 value 4.370163
iter 100 value 4.171905
final value 4.171905
stopped after 100 iterations
# weights: 11
initial value 168.411207
iter 10 value 87.945354
iter 20 value 63.191672
iter 30 value 62.686054
final value 62.685829
converged
# weights: 27
initial value 164.945481
iter 10 value 62.970454
iter 20 value 45.558488
iter 30 value 44.514499
iter 40 value 44.415527
iter 50 value 44.409896
iter 60 value 44.409792
iter 70 value 44.262998
iter 80 value 43.038249
iter 90 value 42.772233
iter 100 value 42.681517
final value 42.681517
stopped after 100 iterations
# weights: 43
initial value 169.842354
iter 10 value 50.954708
iter 20 value 43.129492
iter 30 value 41.935819
iter 40 value 41.688420
iter 50 value 41.654206
iter 60 value 41.630717
iter 70 value 41.605093
iter 80 value 41.590306
iter 90 value 41.581854
iter 100 value 41.578563
final value 41.578563
stopped after 100 iterations
# weights: 11
initial value 165.911902
iter 10 value 66.634079
iter 20 value 17.725230
iter 30 value 12.271596
iter 40 value 11.880763
iter 50 value 11.831203
iter 60 value 11.805925
iter 70 value 11.793905
iter 80 value 11.781539
iter 90 value 11.781058
iter 100 value 11.780138
final value 11.780138
stopped after 100 iterations
# weights: 27
initial value 166.672133
iter 10 value 67.102320
iter 20 value 66.237550
iter 30 value 65.866663
iter 40 value 65.777028
iter 50 value 60.083570
iter 60 value 14.665749
iter 70 value 11.846742
iter 80 value 11.836952
iter 90 value 11.724151
iter 100 value 11.604539
final value 11.604539
stopped after 100 iterations
# weights: 43
initial value 168.253802
iter 10 value 23.758345
iter 20 value 11.669219
iter 30 value 11.534696
iter 40 value 11.288530
iter 50 value 10.874414
iter 60 value 10.514766
iter 70 value 9.637759
iter 80 value 7.076615
iter 90 value 5.596799
iter 100 value 3.667838
final value 3.667838
stopped after 100 iterations
# weights: 11
initial value 173.305161
iter 10 value 67.378323
iter 20 value 10.873644
iter 30 value 5.552700
iter 40 value 5.428440
iter 50 value 5.425535
iter 60 value 5.424106
iter 70 value 5.423274
iter 80 value 5.422784
iter 90 value 5.420548
iter 100 value 5.420205
final value 5.420205
stopped after 100 iterations
# weights: 27
initial value 165.868313
iter 10 value 9.420084
iter 20 value 5.521625
iter 30 value 5.469784
iter 40 value 5.441400
iter 50 value 5.422303
iter 60 value 5.419843
iter 70 value 5.417201
iter 80 value 5.415487
iter 90 value 5.415322
iter 100 value 5.411619
final value 5.411619
stopped after 100 iterations
# weights: 43
initial value 171.616498
iter 10 value 31.319118
iter 20 value 5.716114
iter 30 value 5.078426
iter 40 value 2.509225
iter 50 value 1.605239
iter 60 value 1.442618
iter 70 value 1.393449
iter 80 value 1.392152
iter 90 value 1.387322
iter 100 value 1.386498
final value 1.386498
stopped after 100 iterations
# weights: 11
initial value 173.244075
iter 10 value 66.691675
iter 20 value 58.879754
iter 30 value 58.443264
final value 58.442998
converged
# weights: 27
initial value 174.812751
iter 10 value 54.536107
iter 20 value 41.743567
iter 30 value 40.793997
iter 40 value 40.135149
iter 50 value 39.733772
iter 60 value 39.559389
iter 70 value 39.500787
final value 39.500682
converged
# weights: 43
initial value 199.328093
iter 10 value 48.163149
iter 20 value 41.443204
iter 30 value 38.748065
iter 40 value 38.598080
iter 50 value 38.562618
iter 60 value 38.557873
iter 70 value 38.556652
iter 80 value 38.555753
iter 90 value 38.550304
iter 100 value 38.548463
final value 38.548463
stopped after 100 iterations
# weights: 11
initial value 189.438148
iter 10 value 36.749472
iter 20 value 7.725693
iter 30 value 6.759974
iter 40 value 6.228912
iter 50 value 6.181111
iter 60 value 6.132089
iter 70 value 5.996840
iter 80 value 5.988270
iter 90 value 5.979011
iter 100 value 5.975930
final value 5.975930
stopped after 100 iterations
# weights: 27
initial value 168.457032
iter 10 value 9.358904
iter 20 value 5.564104
iter 30 value 4.995403
iter 40 value 3.983170
iter 50 value 3.515766
iter 60 value 3.353096
iter 70 value 3.318118
iter 80 value 3.263146
iter 90 value 3.157167
iter 100 value 2.959153
final value 2.959153
stopped after 100 iterations
# weights: 43
initial value 207.058825
iter 10 value 9.601527
iter 20 value 6.104336
iter 30 value 5.976562
iter 40 value 5.606332
iter 50 value 5.587856
iter 60 value 5.554365
iter 70 value 5.408936
iter 80 value 5.313446
iter 90 value 4.016111
iter 100 value 1.591275
final value 1.591275
stopped after 100 iterations
# weights: 11
initial value 172.322827
iter 10 value 68.034930
iter 20 value 67.602059
final value 67.601562
converged
# weights: 27
initial value 171.137218
iter 10 value 31.835608
iter 20 value 1.085737
iter 30 value 0.053186
iter 40 value 0.001559
final value 0.000071
converged
# weights: 43
initial value 172.531049
iter 10 value 67.730394
iter 20 value 62.568181
iter 30 value 20.379576
iter 40 value 0.961973
iter 50 value 0.149927
iter 60 value 0.001223
final value 0.000050
converged
# weights: 11
initial value 171.704812
iter 10 value 71.239281
iter 20 value 61.626145
iter 30 value 61.613014
iter 30 value 61.613014
iter 30 value 61.613014
final value 61.613014
converged
# weights: 27
initial value 185.874731
iter 10 value 64.506349
iter 20 value 42.233492
iter 30 value 40.778990
iter 40 value 40.738265
iter 50 value 40.738008
final value 40.737997
converged
# weights: 43
initial value 178.691917
iter 10 value 72.820196
iter 20 value 46.696999
iter 30 value 40.191031
iter 40 value 39.822453
iter 50 value 39.699243
iter 60 value 39.569375
iter 70 value 39.557673
iter 80 value 39.530229
iter 90 value 39.523108
iter 100 value 39.521820
final value 39.521820
stopped after 100 iterations
# weights: 11
initial value 166.810843
iter 10 value 67.856193
iter 20 value 67.714439
iter 30 value 67.709315
iter 40 value 67.300127
iter 50 value 52.872872
iter 60 value 12.847170
iter 70 value 2.721025
iter 80 value 2.431986
iter 90 value 2.367817
iter 100 value 2.360269
final value 2.360269
stopped after 100 iterations
# weights: 27
initial value 175.112034
iter 10 value 39.757378
iter 20 value 1.472126
iter 30 value 1.103417
iter 40 value 0.947608
iter 50 value 0.812825
iter 60 value 0.725145
iter 70 value 0.649572
iter 80 value 0.573196
iter 90 value 0.484110
iter 100 value 0.430150
final value 0.430150
stopped after 100 iterations
# weights: 43
initial value 180.540583
iter 10 value 15.702334
iter 20 value 1.477809
iter 30 value 1.190290
iter 40 value 0.775617
iter 50 value 0.618223
iter 60 value 0.569065
iter 70 value 0.527298
iter 80 value 0.477197
iter 90 value 0.472989
iter 100 value 0.438512
final value 0.438512
stopped after 100 iterations
# weights: 11
initial value 199.179278
iter 10 value 30.390555
iter 20 value 7.356018
iter 30 value 1.327594
iter 40 value 0.835644
iter 50 value 0.618726
iter 60 value 0.554887
iter 70 value 0.466478
iter 80 value 0.426121
iter 90 value 0.350233
iter 100 value 0.199759
final value 0.199759
stopped after 100 iterations
# weights: 27
initial value 183.071675
iter 10 value 28.215639
iter 20 value 3.938095
iter 30 value 0.100794
iter 40 value 0.000476
final value 0.000060
converged
# weights: 43
initial value 220.598597
iter 10 value 70.752913
iter 20 value 22.542113
iter 30 value 7.739975
iter 40 value 2.089558
iter 50 value 0.001393
final value 0.000077
converged
# weights: 11
initial value 165.064709
iter 10 value 97.276326
iter 20 value 60.004937
final value 59.970727
converged
# weights: 27
initial value 168.348824
iter 10 value 71.763203
iter 20 value 42.251532
iter 30 value 41.387488
iter 40 value 41.245056
iter 50 value 41.227921
iter 60 value 41.227638
final value 41.227631
converged
# weights: 43
initial value 178.349395
iter 10 value 49.946173
iter 20 value 39.219090
iter 30 value 38.213150
iter 40 value 38.104074
iter 50 value 38.034980
iter 60 value 38.009828
iter 70 value 37.980282
iter 80 value 37.967059
iter 90 value 37.925962
iter 100 value 37.889166
final value 37.889166
stopped after 100 iterations
# weights: 11
initial value 173.626059
iter 10 value 73.241301
iter 20 value 66.846970
iter 30 value 15.021032
iter 40 value 5.982215
iter 50 value 4.967116
iter 60 value 4.498158
iter 70 value 4.349067
iter 80 value 4.317608
iter 90 value 4.270008
iter 100 value 4.261278
final value 4.261278
stopped after 100 iterations
# weights: 27
initial value 170.108072
iter 10 value 25.983106
iter 20 value 6.436023
iter 30 value 3.841887
iter 40 value 1.463033
iter 50 value 1.340220
iter 60 value 1.158593
iter 70 value 1.051477
iter 80 value 0.922371
iter 90 value 0.784660
iter 100 value 0.605065
final value 0.605065
stopped after 100 iterations
# weights: 43
initial value 164.110668
iter 10 value 8.009390
iter 20 value 1.071662
iter 30 value 0.954599
iter 40 value 0.638041
iter 50 value 0.529480
iter 60 value 0.438812
iter 70 value 0.412135
iter 80 value 0.390710
iter 90 value 0.384468
iter 100 value 0.378779
final value 0.378779
stopped after 100 iterations
# weights: 11
initial value 180.556069
iter 10 value 75.029485
iter 20 value 10.925765
iter 30 value 0.813927
iter 40 value 0.068939
iter 50 value 0.038175
iter 60 value 0.025106
iter 70 value 0.024533
iter 80 value 0.020804
iter 90 value 0.019746
iter 100 value 0.018325
final value 0.018325
stopped after 100 iterations
# weights: 27
initial value 166.831399
iter 10 value 42.615536
iter 20 value 0.421578
iter 30 value 0.010699
iter 40 value 0.001369
iter 50 value 0.000689
iter 60 value 0.000306
final value 0.000094
converged
# weights: 43
initial value 187.223531
iter 10 value 8.551332
iter 20 value 0.258454
iter 30 value 0.000761
final value 0.000063
converged
# weights: 11
initial value 173.870642
iter 10 value 77.708515
iter 20 value 59.903656
iter 30 value 59.897680
final value 59.897659
converged
# weights: 27
initial value 182.746066
iter 10 value 61.812458
iter 20 value 39.357697
iter 30 value 39.127784
iter 40 value 39.124183
final value 39.123524
converged
# weights: 43
initial value 184.813958
iter 10 value 58.856538
iter 20 value 41.848490
iter 30 value 38.542986
iter 40 value 38.081051
iter 50 value 37.863850
iter 60 value 37.849538
iter 70 value 37.845358
iter 80 value 37.845116
iter 90 value 37.844855
iter 100 value 37.844440
final value 37.844440
stopped after 100 iterations
# weights: 11
initial value 180.464808
iter 10 value 62.978182
iter 20 value 20.377425
iter 30 value 3.581041
iter 40 value 2.597194
iter 50 value 2.086330
iter 60 value 1.895749
iter 70 value 1.835184
iter 80 value 1.805071
iter 90 value 1.797742
iter 100 value 1.794874
final value 1.794874
stopped after 100 iterations
# weights: 27
initial value 164.581001
iter 10 value 59.559257
iter 20 value 2.282364
iter 30 value 0.736020
iter 40 value 0.660668
iter 50 value 0.610160
iter 60 value 0.447001
iter 70 value 0.419690
iter 80 value 0.386379
iter 90 value 0.365656
iter 100 value 0.343362
final value 0.343362
stopped after 100 iterations
# weights: 43
initial value 169.617466
iter 10 value 41.231851
iter 20 value 3.434060
iter 30 value 1.514162
iter 40 value 1.258395
iter 50 value 1.002685
iter 60 value 0.761911
iter 70 value 0.592354
iter 80 value 0.525524
iter 90 value 0.471958
iter 100 value 0.457373
final value 0.457373
stopped after 100 iterations
# weights: 11
initial value 171.276060
iter 10 value 45.807493
iter 20 value 6.921214
iter 30 value 3.832704
iter 40 value 2.049220
iter 50 value 0.924934
iter 60 value 0.592221
iter 70 value 0.498747
iter 80 value 0.456661
iter 90 value 0.394880
iter 100 value 0.365303
final value 0.365303
stopped after 100 iterations
# weights: 27
initial value 178.953814
iter 10 value 60.257956
iter 20 value 41.937035
iter 30 value 1.199947
iter 40 value 0.058609
iter 50 value 0.017316
iter 60 value 0.016415
iter 70 value 0.013705
iter 80 value 0.006231
iter 90 value 0.005652
iter 100 value 0.004116
final value 0.004116
stopped after 100 iterations
# weights: 43
initial value 167.709344
iter 10 value 49.893911
iter 20 value 0.769507
iter 30 value 0.008334
iter 40 value 0.001395
final value 0.000074
converged
# weights: 11
initial value 199.158402
iter 10 value 87.490549
iter 20 value 55.626738
final value 55.612903
converged
# weights: 27
initial value 174.050114
iter 10 value 79.538924
iter 20 value 40.426117
iter 30 value 37.285639
iter 40 value 36.984515
iter 50 value 36.922784
iter 60 value 36.915562
iter 70 value 36.914383
final value 36.914383
converged
# weights: 43
initial value 221.982779
iter 10 value 51.216896
iter 20 value 37.612519
iter 30 value 36.652745
iter 40 value 36.418905
iter 50 value 36.361225
iter 60 value 36.343362
iter 70 value 36.332032
iter 80 value 36.331181
final value 36.330777
converged
# weights: 11
initial value 167.072969
iter 10 value 70.038844
iter 20 value 61.029307
iter 30 value 60.823409
iter 40 value 60.693879
iter 50 value 60.665468
iter 60 value 60.416099
iter 70 value 60.366279
iter 80 value 60.332269
iter 90 value 60.203143
iter 100 value 31.761737
final value 31.761737
stopped after 100 iterations
# weights: 27
initial value 259.879791
iter 10 value 60.478932
iter 20 value 60.273463
iter 30 value 45.690277
iter 40 value 0.625385
iter 50 value 0.580074
iter 60 value 0.527646
iter 70 value 0.442276
iter 80 value 0.390782
iter 90 value 0.344563
iter 100 value 0.330673
final value 0.330673
stopped after 100 iterations
# weights: 43
initial value 185.277093
iter 10 value 15.268855
iter 20 value 0.656411
iter 30 value 0.606080
iter 40 value 0.500212
iter 50 value 0.423859
iter 60 value 0.367876
iter 70 value 0.356473
iter 80 value 0.337852
iter 90 value 0.324729
iter 100 value 0.311777
final value 0.311777
stopped after 100 iterations
# weights: 11
initial value 167.715979
iter 10 value 68.827465
iter 20 value 12.093887
iter 30 value 0.559186
iter 40 value 0.022146
iter 50 value 0.017623
iter 60 value 0.015358
iter 70 value 0.014609
iter 80 value 0.013446
iter 90 value 0.012595
iter 100 value 0.012280
final value 0.012280
stopped after 100 iterations
# weights: 27
initial value 168.821577
iter 10 value 28.077573
iter 20 value 0.141594
iter 30 value 0.002642
iter 40 value 0.000312
final value 0.000050
converged
# weights: 43
initial value 182.470789
iter 10 value 14.693329
iter 20 value 0.008239
final value 0.000093
converged
# weights: 11
initial value 206.233831
iter 10 value 93.467339
iter 20 value 83.817044
iter 30 value 59.932799
final value 59.409370
converged
# weights: 27
initial value 177.344351
iter 10 value 50.110769
iter 20 value 41.107645
iter 30 value 40.955134
iter 40 value 40.930516
iter 50 value 40.928571
final value 40.928567
converged
# weights: 43
initial value 184.110582
iter 10 value 56.539933
iter 20 value 42.242006
iter 30 value 39.810211
iter 40 value 38.648959
iter 50 value 38.277562
iter 60 value 38.134800
iter 70 value 37.934535
iter 80 value 37.833992
iter 90 value 37.790141
iter 100 value 37.763116
final value 37.763116
stopped after 100 iterations
# weights: 11
initial value 172.488932
iter 10 value 70.089845
iter 20 value 23.839732
iter 30 value 4.558432
iter 40 value 1.571503
iter 50 value 1.505781
iter 60 value 1.445869
iter 70 value 1.444898
iter 80 value 1.444869
iter 90 value 1.444837
iter 100 value 1.444804
final value 1.444804
stopped after 100 iterations
# weights: 27
initial value 171.106500
iter 10 value 57.776657
iter 20 value 1.180979
iter 30 value 0.892204
iter 40 value 0.595333
iter 50 value 0.509228
iter 60 value 0.394480
iter 70 value 0.359306
iter 80 value 0.329696
iter 90 value 0.261450
iter 100 value 0.260135
final value 0.260135
stopped after 100 iterations
# weights: 43
initial value 192.005184
iter 10 value 13.142792
iter 20 value 0.756689
iter 30 value 0.688805
iter 40 value 0.506973
iter 50 value 0.460036
iter 60 value 0.419105
iter 70 value 0.396939
iter 80 value 0.385898
iter 90 value 0.370025
iter 100 value 0.335264
final value 0.335264
stopped after 100 iterations
# weights: 11
initial value 176.345865
iter 10 value 66.970199
iter 20 value 60.918243
iter 30 value 43.575312
iter 40 value 27.973197
iter 50 value 18.215369
iter 60 value 10.845336
iter 70 value 9.469956
iter 80 value 9.181275
iter 90 value 9.138488
iter 100 value 9.129279
final value 9.129279
stopped after 100 iterations
# weights: 27
initial value 171.454680
iter 10 value 40.450369
iter 20 value 9.577630
iter 30 value 9.341286
iter 40 value 9.142633
iter 50 value 9.096497
iter 60 value 9.078740
iter 70 value 9.072367
iter 80 value 9.067023
iter 90 value 9.063330
iter 100 value 9.061138
final value 9.061138
stopped after 100 iterations
# weights: 43
initial value 171.677067
iter 10 value 19.889947
iter 20 value 9.198468
iter 30 value 8.651873
iter 40 value 7.450905
iter 50 value 7.241991
iter 60 value 6.806006
iter 70 value 5.675707
iter 80 value 4.791169
iter 90 value 4.267381
iter 100 value 3.242416
final value 3.242416
stopped after 100 iterations
# weights: 11
initial value 172.865536
iter 10 value 73.407677
iter 20 value 61.962766
final value 61.941159
converged
# weights: 27
initial value 195.906891
iter 10 value 76.692596
iter 20 value 49.627835
iter 30 value 43.588675
iter 40 value 42.271992
iter 50 value 42.199238
iter 60 value 42.191465
final value 42.190298
converged
# weights: 43
initial value 175.899293
iter 10 value 75.930485
iter 20 value 46.268265
iter 30 value 42.257282
iter 40 value 41.278938
iter 50 value 41.220707
iter 60 value 41.198184
iter 70 value 41.171018
iter 80 value 41.110643
iter 90 value 41.050342
iter 100 value 40.991240
final value 40.991240
stopped after 100 iterations
# weights: 11
initial value 166.623052
iter 10 value 63.348588
iter 20 value 18.112824
iter 30 value 13.779379
iter 40 value 10.745051
iter 50 value 9.863322
iter 60 value 9.755982
iter 70 value 9.754171
iter 80 value 9.753254
iter 90 value 9.752346
final value 9.752291
converged
# weights: 27
initial value 186.516576
iter 10 value 45.152278
iter 20 value 10.129975
iter 30 value 9.596915
iter 40 value 9.392709
iter 50 value 9.318930
iter 60 value 9.305396
iter 70 value 9.271969
iter 80 value 9.169779
iter 90 value 8.589983
iter 100 value 7.255970
final value 7.255970
stopped after 100 iterations
# weights: 43
initial value 195.901023
iter 10 value 31.105056
iter 20 value 9.251507
iter 30 value 7.672883
iter 40 value 4.708372
iter 50 value 3.590787
iter 60 value 3.073400
iter 70 value 2.546205
iter 80 value 2.058700
iter 90 value 1.885893
iter 100 value 1.746146
final value 1.746146
stopped after 100 iterations
# weights: 11
initial value 168.840674
iter 10 value 71.480576
iter 20 value 69.964878
final value 69.963403
converged
# weights: 27
initial value 190.501481
iter 10 value 48.523868
iter 20 value 13.023933
iter 30 value 9.862699
iter 40 value 8.631604
iter 50 value 8.438688
iter 60 value 8.437798
final value 8.437759
converged
# weights: 43
initial value 170.945011
iter 10 value 42.852536
iter 20 value 12.924699
iter 30 value 8.804573
iter 40 value 7.083454
iter 50 value 6.197387
iter 60 value 5.708954
iter 70 value 5.519377
iter 80 value 5.310816
iter 90 value 5.199718
iter 100 value 4.843780
final value 4.843780
stopped after 100 iterations
# weights: 11
initial value 168.176180
iter 10 value 72.392382
iter 20 value 64.206321
iter 30 value 64.174004
final value 64.173960
converged
# weights: 27
initial value 167.638906
iter 10 value 55.090367
iter 20 value 48.634845
iter 30 value 46.237818
iter 40 value 46.160852
iter 50 value 46.098789
iter 60 value 46.097737
final value 46.097730
converged
# weights: 43
initial value 172.729039
iter 10 value 82.413095
iter 20 value 49.169167
iter 30 value 46.489987
iter 40 value 45.280422
iter 50 value 45.198791
iter 60 value 45.117362
iter 70 value 45.088059
iter 80 value 45.053718
iter 90 value 44.998715
iter 100 value 44.971959
final value 44.971959
stopped after 100 iterations
# weights: 11
initial value 178.524680
iter 10 value 47.696620
iter 20 value 15.817599
iter 30 value 15.052542
iter 40 value 14.780194
iter 50 value 14.683217
iter 60 value 14.677244
iter 70 value 14.675716
final value 14.675715
converged
# weights: 27
initial value 182.706563
iter 10 value 69.615738
iter 20 value 17.110429
iter 30 value 13.695060
iter 40 value 12.629186
iter 50 value 11.254518
iter 60 value 11.118633
iter 70 value 11.040701
iter 80 value 10.854548
iter 90 value 9.972729
iter 100 value 2.670437
final value 2.670437
stopped after 100 iterations
# weights: 43
initial value 179.744569
iter 10 value 30.292697
iter 20 value 14.051668
iter 30 value 11.079643
iter 40 value 8.933951
iter 50 value 5.776596
iter 60 value 3.107717
iter 70 value 2.155273
iter 80 value 1.657255
iter 90 value 1.455430
iter 100 value 1.374778
final value 1.374778
stopped after 100 iterations
# weights: 11
initial value 197.342132
iter 10 value 68.769463
iter 20 value 17.264912
iter 30 value 4.228814
iter 40 value 2.055985
iter 50 value 1.559119
iter 60 value 1.212919
iter 70 value 1.164813
iter 80 value 0.914147
iter 90 value 0.757510
iter 100 value 0.715313
final value 0.715313
stopped after 100 iterations
# weights: 27
initial value 169.135089
iter 10 value 66.121713
iter 20 value 11.815796
iter 30 value 2.669974
iter 40 value 0.005721
final value 0.000054
converged
# weights: 43
initial value 177.383153
iter 10 value 47.424815
iter 20 value 2.601485
iter 30 value 0.014210
iter 40 value 0.000553
final value 0.000056
converged
# weights: 11
initial value 174.391840
iter 10 value 93.140493
iter 20 value 59.212336
iter 30 value 58.929406
final value 58.929305
converged
# weights: 27
initial value 169.247032
iter 10 value 68.711872
iter 20 value 47.263027
iter 30 value 43.730703
iter 40 value 43.545195
iter 50 value 43.542368
iter 60 value 43.483496
iter 70 value 43.466014
final value 43.465057
converged
# weights: 43
initial value 170.924774
iter 10 value 79.517872
iter 20 value 41.675311
iter 30 value 39.760806
iter 40 value 39.641024
iter 50 value 39.591325
iter 60 value 39.565027
iter 70 value 39.553381
iter 80 value 39.547408
iter 90 value 39.525254
iter 100 value 39.500080
final value 39.500080
stopped after 100 iterations
# weights: 11
initial value 176.788856
iter 10 value 20.928143
iter 20 value 11.770691
iter 30 value 6.681570
iter 40 value 5.387265
iter 50 value 4.788131
iter 60 value 4.587583
iter 70 value 4.185568
iter 80 value 4.088013
iter 90 value 4.064347
iter 100 value 4.051489
final value 4.051489
stopped after 100 iterations
# weights: 27
initial value 171.050522
iter 10 value 69.378360
iter 20 value 69.299004
iter 30 value 69.165218
iter 40 value 15.203645
iter 50 value 1.909445
iter 60 value 1.079527
iter 70 value 0.968566
iter 80 value 0.943328
iter 90 value 0.832087
iter 100 value 0.794105
final value 0.794105
stopped after 100 iterations
# weights: 43
initial value 166.506652
iter 10 value 9.228471
iter 20 value 2.234598
iter 30 value 1.429755
iter 40 value 1.078567
iter 50 value 0.919074
iter 60 value 0.824083
iter 70 value 0.772071
iter 80 value 0.683317
iter 90 value 0.621933
iter 100 value 0.590625
final value 0.590625
stopped after 100 iterations
# weights: 11
initial value 164.025919
iter 10 value 18.064437
iter 20 value 2.860241
iter 30 value 0.066910
iter 40 value 0.026124
iter 50 value 0.019321
iter 60 value 0.017855
iter 70 value 0.016209
iter 80 value 0.015420
iter 90 value 0.015104
iter 100 value 0.013475
final value 0.013475
stopped after 100 iterations
# weights: 27
initial value 200.291893
iter 10 value 62.800770
iter 20 value 0.591979
iter 30 value 0.012661
iter 40 value 0.000415
iter 50 value 0.000373
final value 0.000088
converged
# weights: 43
initial value 172.788793
iter 10 value 10.627022
iter 20 value 0.007931
iter 30 value 0.000141
iter 30 value 0.000067
iter 30 value 0.000062
final value 0.000062
converged
# weights: 11
initial value 178.517107
iter 10 value 62.284480
iter 20 value 57.913929
iter 30 value 57.911798
iter 30 value 57.911798
iter 30 value 57.911798
final value 57.911798
converged
# weights: 27
initial value 174.258031
iter 10 value 78.259727
iter 20 value 42.043176
iter 30 value 40.018158
iter 40 value 39.955530
iter 50 value 39.946267
iter 60 value 39.946050
final value 39.946025
converged
# weights: 43
initial value 222.453267
iter 10 value 65.122973
iter 20 value 42.172579
iter 30 value 39.016477
iter 40 value 37.801121
iter 50 value 37.305236
iter 60 value 37.246885
iter 70 value 37.189520
iter 80 value 37.080853
iter 90 value 37.035529
iter 100 value 37.010678
final value 37.010678
stopped after 100 iterations
# weights: 11
initial value 170.075713
iter 10 value 71.911496
iter 20 value 69.140207
iter 30 value 69.123987
iter 40 value 69.001555
iter 50 value 15.667646
iter 60 value 1.509152
iter 70 value 1.387471
iter 80 value 1.367092
iter 90 value 1.364283
iter 100 value 1.361211
final value 1.361211
stopped after 100 iterations
# weights: 27
initial value 184.580112
iter 10 value 32.838290
iter 20 value 0.339455
iter 30 value 0.306533
iter 40 value 0.295865
iter 50 value 0.262056
iter 60 value 0.252821
iter 70 value 0.240128
iter 80 value 0.237744
iter 90 value 0.234064
iter 100 value 0.233355
final value 0.233355
stopped after 100 iterations
# weights: 43
initial value 174.558903
iter 10 value 9.577704
iter 20 value 0.643264
iter 30 value 0.577021
iter 40 value 0.442252
iter 50 value 0.384369
iter 60 value 0.298808
iter 70 value 0.281419
iter 80 value 0.274355
iter 90 value 0.269794
iter 100 value 0.263643
final value 0.263643
stopped after 100 iterations
# weights: 11
initial value 168.652639
iter 10 value 71.951806
iter 20 value 69.888596
final value 69.884365
converged
# weights: 27
initial value 193.309489
iter 10 value 51.636282
iter 20 value 0.278513
iter 30 value 0.000198
final value 0.000052
converged
# weights: 43
initial value 167.672744
iter 10 value 2.838990
iter 20 value 0.002543
final value 0.000089
converged
# weights: 11
initial value 181.708482
iter 10 value 93.466759
iter 20 value 60.297958
iter 30 value 56.126475
final value 56.120306
converged
# weights: 27
initial value 167.968688
iter 10 value 50.325658
iter 20 value 37.299442
iter 30 value 36.498030
iter 40 value 36.433826
iter 50 value 36.429450
final value 36.428294
converged
# weights: 43
initial value 169.230831
iter 10 value 71.626751
iter 20 value 37.038837
iter 30 value 36.036658
iter 40 value 35.614795
iter 50 value 35.481621
iter 60 value 35.471214
iter 70 value 35.462813
iter 80 value 35.462691
iter 90 value 35.460786
iter 100 value 35.459777
final value 35.459777
stopped after 100 iterations
# weights: 11
initial value 165.870659
iter 10 value 72.136223
iter 20 value 70.560930
iter 30 value 70.428825
iter 40 value 70.376398
iter 50 value 70.082307
iter 60 value 70.029082
iter 70 value 69.642398
iter 80 value 16.888741
iter 90 value 1.300593
iter 100 value 1.156189
final value 1.156189
stopped after 100 iterations
# weights: 27
initial value 166.852750
iter 10 value 60.741726
iter 20 value 7.288186
iter 30 value 1.759525
iter 40 value 1.675854
iter 50 value 1.452652
iter 60 value 1.285658
iter 70 value 1.258265
iter 80 value 1.218206
iter 90 value 1.145349
iter 100 value 1.109844
final value 1.109844
stopped after 100 iterations
# weights: 43
initial value 182.526344
iter 10 value 3.350331
iter 20 value 0.353714
iter 30 value 0.306251
iter 40 value 0.251063
iter 50 value 0.241404
iter 60 value 0.224998
iter 70 value 0.222490
iter 80 value 0.219237
iter 90 value 0.214463
iter 100 value 0.198775
final value 0.198775
stopped after 100 iterations
# weights: 11
initial value 175.991730
iter 10 value 44.308955
iter 20 value 8.455917
iter 30 value 4.036907
iter 40 value 3.484284
iter 50 value 3.237408
iter 60 value 3.133211
iter 70 value 2.943634
iter 80 value 2.710730
iter 90 value 2.540875
iter 100 value 2.399756
final value 2.399756
stopped after 100 iterations
# weights: 27
initial value 178.646144
iter 10 value 14.276271
iter 20 value 5.163201
iter 30 value 1.575764
iter 40 value 0.003003
final value 0.000087
converged
# weights: 43
initial value 194.373123
iter 10 value 47.891196
iter 20 value 4.082887
iter 30 value 0.189135
iter 40 value 0.001645
final value 0.000067
converged
# weights: 11
initial value 181.094296
iter 10 value 64.420071
iter 20 value 59.420948
final value 59.420946
converged
# weights: 27
initial value 171.449993
iter 10 value 58.507951
iter 20 value 39.705954
iter 30 value 38.830909
iter 40 value 38.634558
iter 50 value 38.620134
iter 60 value 38.612480
iter 70 value 38.612093
final value 38.612091
converged
# weights: 43
initial value 193.025954
iter 10 value 58.066752
iter 20 value 38.912857
iter 30 value 37.691618
iter 40 value 37.460633
iter 50 value 37.410170
iter 60 value 37.382197
iter 70 value 37.376013
iter 80 value 37.373370
iter 90 value 37.372695
iter 100 value 37.371826
final value 37.371826
stopped after 100 iterations
# weights: 11
initial value 174.333279
iter 10 value 26.196240
iter 20 value 6.574062
iter 30 value 5.200558
iter 40 value 5.018517
iter 50 value 4.998783
iter 60 value 4.964247
iter 70 value 4.942951
iter 80 value 4.923024
iter 90 value 4.904643
iter 100 value 4.894826
final value 4.894826
stopped after 100 iterations
# weights: 27
initial value 168.536826
iter 10 value 19.274537
iter 20 value 3.566088
iter 30 value 1.777868
iter 40 value 1.246766
iter 50 value 1.139177
iter 60 value 1.045122
iter 70 value 0.949752
iter 80 value 0.889960
iter 90 value 0.791930
iter 100 value 0.735406
final value 0.735406
stopped after 100 iterations
# weights: 43
initial value 174.575035
iter 10 value 16.864343
iter 20 value 2.060400
iter 30 value 1.051341
iter 40 value 0.868521
iter 50 value 0.791922
iter 60 value 0.710097
iter 70 value 0.646627
iter 80 value 0.601361
iter 90 value 0.598050
iter 100 value 0.593853
final value 0.593853
stopped after 100 iterations
# weights: 11
initial value 163.524508
iter 10 value 63.813290
iter 20 value 63.810673
final value 63.810628
converged
# weights: 27
initial value 179.939722
iter 10 value 54.769929
iter 20 value 0.932818
iter 30 value 0.026382
final value 0.000093
converged
# weights: 43
initial value 164.709526
iter 10 value 7.688621
iter 20 value 0.055701
iter 30 value 0.001569
final value 0.000067
converged
# weights: 11
initial value 173.161034
iter 10 value 91.765184
iter 20 value 67.552459
iter 30 value 56.106543
final value 56.098308
converged
# weights: 27
initial value 181.042484
iter 10 value 44.922253
iter 20 value 37.423160
iter 30 value 37.174347
iter 40 value 37.107235
iter 50 value 37.106155
final value 37.106150
converged
# weights: 43
initial value 167.088140
iter 10 value 65.348642
iter 20 value 38.108816
iter 30 value 36.470899
iter 40 value 35.979024
iter 50 value 35.857453
iter 60 value 35.811521
iter 70 value 35.805732
iter 80 value 35.803833
iter 90 value 35.803750
iter 100 value 35.803588
final value 35.803588
stopped after 100 iterations
# weights: 11
initial value 172.624790
iter 10 value 64.877912
iter 20 value 15.398143
iter 30 value 4.742655
iter 40 value 3.132412
iter 50 value 2.706569
iter 60 value 2.154044
iter 70 value 2.131596
iter 80 value 2.129550
iter 90 value 2.129064
iter 100 value 2.129051
final value 2.129051
stopped after 100 iterations
# weights: 27
initial value 164.856626
iter 10 value 63.054616
iter 20 value 2.243793
iter 30 value 0.567153
iter 40 value 0.516579
iter 50 value 0.463678
iter 60 value 0.427437
iter 70 value 0.379712
iter 80 value 0.366904
iter 90 value 0.360475
iter 100 value 0.357256
final value 0.357256
stopped after 100 iterations
# weights: 43
initial value 164.030742
iter 10 value 28.902347
iter 20 value 0.865354
iter 30 value 0.582700
iter 40 value 0.513847
iter 50 value 0.400427
iter 60 value 0.349809
iter 70 value 0.331101
iter 80 value 0.298045
iter 90 value 0.288948
iter 100 value 0.281554
final value 0.281554
stopped after 100 iterations
# weights: 11
initial value 174.018706
iter 10 value 19.898736
iter 20 value 9.890355
iter 30 value 5.377717
iter 40 value 4.602575
iter 50 value 4.271226
iter 60 value 4.139848
iter 70 value 4.105174
iter 80 value 4.020324
iter 90 value 3.980219
iter 100 value 3.952282
final value 3.952282
stopped after 100 iterations
# weights: 27
initial value 165.202172
iter 10 value 38.693041
iter 20 value 4.264783
iter 30 value 3.468299
iter 40 value 0.984656
iter 50 value 0.000848
final value 0.000059
converged
# weights: 43
initial value 168.771305
iter 10 value 62.003653
iter 20 value 13.648987
iter 30 value 4.636812
iter 40 value 2.944577
iter 50 value 0.072527
iter 60 value 0.001238
final value 0.000068
converged
# weights: 11
initial value 186.626262
iter 10 value 77.100222
iter 20 value 59.233233
final value 59.202055
converged
# weights: 27
initial value 162.073707
iter 10 value 52.959648
iter 20 value 39.748779
iter 30 value 39.386309
iter 40 value 39.377816
iter 50 value 39.377399
final value 39.377398
converged
# weights: 43
initial value 173.398156
iter 10 value 69.175484
iter 20 value 40.306504
iter 30 value 38.912190
iter 40 value 38.348476
iter 50 value 38.124102
iter 60 value 38.106422
iter 70 value 38.101297
iter 80 value 38.100758
iter 90 value 38.100505
iter 100 value 38.098854
final value 38.098854
stopped after 100 iterations
# weights: 11
initial value 164.692837
iter 10 value 65.953564
iter 20 value 65.834991
iter 30 value 65.816385
iter 40 value 65.808736
iter 50 value 62.594550
iter 60 value 30.068155
iter 70 value 6.862044
iter 80 value 5.017456
iter 90 value 4.980241
iter 100 value 4.964670
final value 4.964670
stopped after 100 iterations
# weights: 27
initial value 196.688762
iter 10 value 65.849024
iter 20 value 41.284931
iter 30 value 4.319471
iter 40 value 3.833566
iter 50 value 3.492494
iter 60 value 1.446678
iter 70 value 1.117080
iter 80 value 0.960617
iter 90 value 0.888505
iter 100 value 0.828467
final value 0.828467
stopped after 100 iterations
# weights: 43
initial value 163.307499
iter 10 value 10.845273
iter 20 value 4.212567
iter 30 value 3.684494
iter 40 value 3.276467
iter 50 value 3.027314
iter 60 value 2.640426
iter 70 value 2.618438
iter 80 value 2.595740
iter 90 value 2.434940
iter 100 value 1.719635
final value 1.719635
stopped after 100 iterations
# weights: 11
initial value 168.351956
iter 10 value 45.377721
iter 20 value 6.882094
iter 30 value 1.713767
iter 40 value 0.694279
iter 50 value 0.401634
iter 60 value 0.268273
iter 70 value 0.208889
iter 80 value 0.197771
iter 90 value 0.190707
iter 100 value 0.147848
final value 0.147848
stopped after 100 iterations
# weights: 27
initial value 195.576127
iter 10 value 65.631416
iter 20 value 55.487475
iter 30 value 5.171795
iter 40 value 3.133814
iter 50 value 1.024595
iter 60 value 0.014550
iter 70 value 0.004057
iter 80 value 0.000304
final value 0.000083
converged
# weights: 43
initial value 173.047082
iter 10 value 6.762030
iter 20 value 0.838601
iter 30 value 0.005182
final value 0.000085
converged
# weights: 11
initial value 168.091032
iter 10 value 66.534387
iter 20 value 58.564992
iter 30 value 57.998707
final value 57.998338
converged
# weights: 27
initial value 167.720027
iter 10 value 72.411520
iter 20 value 45.935001
iter 30 value 40.760780
iter 40 value 38.731607
iter 50 value 38.502557
iter 60 value 38.389918
iter 70 value 38.387881
final value 38.387880
converged
# weights: 43
initial value 204.168903
iter 10 value 62.185007
iter 20 value 39.576439
iter 30 value 37.692512
iter 40 value 37.256107
iter 50 value 37.149339
iter 60 value 37.142551
iter 70 value 37.139807
iter 80 value 37.138890
final value 37.138888
converged
# weights: 11
initial value 164.959257
iter 10 value 65.263627
iter 20 value 65.209724
iter 30 value 65.172572
iter 40 value 65.155537
iter 50 value 58.789341
iter 60 value 9.606677
iter 70 value 5.868163
iter 80 value 4.970427
iter 90 value 4.882345
iter 100 value 4.865723
final value 4.865723
stopped after 100 iterations
# weights: 27
initial value 180.743865
iter 10 value 11.424093
iter 20 value 3.809877
iter 30 value 1.329060
iter 40 value 1.264664
iter 50 value 1.042462
iter 60 value 0.893239
iter 70 value 0.884427
iter 80 value 0.867331
iter 90 value 0.836782
iter 100 value 0.814243
final value 0.814243
stopped after 100 iterations
# weights: 43
initial value 223.897633
iter 10 value 6.729682
iter 20 value 1.302833
iter 30 value 1.049800
iter 40 value 0.999508
iter 50 value 0.884714
iter 60 value 0.823824
iter 70 value 0.807205
iter 80 value 0.799930
iter 90 value 0.787723
iter 100 value 0.783891
final value 0.783891
stopped after 100 iterations
# weights: 11
initial value 194.215591
iter 10 value 95.653967
iter 20 value 67.682785
iter 30 value 51.484087
iter 40 value 17.634662
iter 50 value 5.827106
iter 60 value 3.331566
iter 70 value 2.844981
iter 80 value 1.731433
iter 90 value 1.413580
iter 100 value 1.297285
final value 1.297285
stopped after 100 iterations
# weights: 27
initial value 183.482770
iter 10 value 11.535943
iter 20 value 0.235942
iter 30 value 0.000912
final value 0.000069
converged
# weights: 43
initial value 165.706668
iter 10 value 21.735944
iter 20 value 0.304743
iter 30 value 0.000218
final value 0.000073
converged
# weights: 11
initial value 163.903078
iter 10 value 74.275070
iter 20 value 60.098484
iter 30 value 60.091978
iter 30 value 60.091977
iter 30 value 60.091977
final value 60.091977
converged
# weights: 27
initial value 166.682245
iter 10 value 48.666573
iter 20 value 40.438942
iter 30 value 39.151588
iter 40 value 39.147104
iter 50 value 39.146947
final value 39.146945
converged
# weights: 43
initial value 188.364348
iter 10 value 55.377780
iter 20 value 39.775785
iter 30 value 38.322753
iter 40 value 38.079607
iter 50 value 38.039176
iter 60 value 38.036037
iter 70 value 38.035688
iter 80 value 38.026721
iter 90 value 37.986550
iter 100 value 37.922370
final value 37.922370
stopped after 100 iterations
# weights: 11
initial value 186.203051
iter 10 value 41.438174
iter 20 value 5.270227
iter 30 value 3.701162
iter 40 value 3.421223
iter 50 value 3.216488
iter 60 value 3.157195
iter 70 value 3.142418
iter 80 value 3.128729
iter 90 value 3.125704
iter 100 value 3.124325
final value 3.124325
stopped after 100 iterations
# weights: 27
initial value 207.583520
iter 10 value 13.090398
iter 20 value 2.237472
iter 30 value 0.716495
iter 40 value 0.566783
iter 50 value 0.541581
iter 60 value 0.515890
iter 70 value 0.506649
iter 80 value 0.497758
iter 90 value 0.484317
iter 100 value 0.472156
final value 0.472156
stopped after 100 iterations
# weights: 43
initial value 191.860550
iter 10 value 59.903258
iter 20 value 4.816029
iter 30 value 1.607879
iter 40 value 1.202844
iter 50 value 0.896321
iter 60 value 0.629892
iter 70 value 0.570917
iter 80 value 0.547245
iter 90 value 0.484081
iter 100 value 0.428231
final value 0.428231
stopped after 100 iterations
# weights: 11
initial value 179.860342
iter 10 value 74.513159
iter 20 value 72.473866
final value 72.471154
converged
# weights: 27
initial value 184.662383
iter 10 value 8.610235
iter 20 value 3.594035
iter 30 value 0.003645
final value 0.000024
converged
# weights: 43
initial value 163.473055
iter 10 value 10.131295
iter 20 value 5.361883
iter 30 value 3.105064
iter 40 value 0.119197
iter 50 value 0.000148
iter 50 value 0.000099
iter 50 value 0.000059
final value 0.000059
converged
# weights: 11
initial value 164.603000
iter 10 value 105.576320
iter 20 value 84.404804
iter 30 value 59.532815
final value 59.509332
converged
# weights: 27
initial value 169.949053
iter 10 value 79.667308
iter 20 value 49.308451
iter 30 value 41.585176
iter 40 value 41.221699
iter 50 value 41.199416
iter 60 value 41.189602
final value 41.189349
converged
# weights: 43
initial value 170.728236
iter 10 value 48.761040
iter 20 value 40.554009
iter 30 value 40.057718
iter 40 value 39.989484
iter 50 value 39.968479
iter 60 value 39.939260
iter 70 value 39.924194
iter 80 value 39.918767
iter 90 value 39.915191
iter 100 value 39.913030
final value 39.913030
stopped after 100 iterations
# weights: 11
initial value 200.536418
iter 10 value 81.924256
iter 20 value 72.586567
iter 30 value 72.561627
iter 40 value 72.482109
iter 50 value 43.540813
iter 60 value 11.694307
iter 70 value 6.946286
iter 80 value 6.497892
iter 90 value 6.425586
iter 100 value 6.394217
final value 6.394217
stopped after 100 iterations
# weights: 27
initial value 199.307908
iter 10 value 7.578057
iter 20 value 5.236847
iter 30 value 5.051004
iter 40 value 4.969966
iter 50 value 4.412827
iter 60 value 4.228999
iter 70 value 4.013013
iter 80 value 3.865136
iter 90 value 3.661718
iter 100 value 3.280171
final value 3.280171
stopped after 100 iterations
# weights: 43
initial value 181.639910
iter 10 value 31.996015
iter 20 value 7.094071
iter 30 value 5.115897
iter 40 value 4.983555
iter 50 value 4.523764
iter 60 value 4.321006
iter 70 value 4.197448
iter 80 value 3.931568
iter 90 value 3.792963
iter 100 value 3.722400
final value 3.722400
stopped after 100 iterations
# weights: 11
initial value 201.176684
iter 10 value 65.989889
iter 20 value 60.170550
final value 60.160706
converged
# weights: 27
initial value 181.052637
iter 10 value 53.075916
iter 20 value 5.432722
iter 30 value 5.144773
iter 40 value 5.101502
iter 50 value 4.865908
iter 60 value 4.841070
iter 70 value 4.840774
final value 4.840581
converged
# weights: 43
initial value 177.265666
iter 10 value 20.303265
iter 20 value 5.271553
iter 30 value 5.199533
iter 40 value 5.180563
iter 50 value 4.923888
iter 60 value 4.768353
iter 70 value 4.767109
iter 80 value 4.751540
iter 90 value 4.730693
iter 100 value 4.712896
final value 4.712896
stopped after 100 iterations
# weights: 11
initial value 218.362750
iter 10 value 80.462574
iter 20 value 64.309765
iter 30 value 56.674955
final value 56.645352
converged
# weights: 27
initial value 177.927483
iter 10 value 62.023455
iter 20 value 39.555646
iter 30 value 37.753317
iter 40 value 37.747065
iter 50 value 37.747006
final value 37.747004
converged
# weights: 43
initial value 171.982800
iter 10 value 60.423186
iter 20 value 38.386161
iter 30 value 37.484554
iter 40 value 36.895382
iter 50 value 36.774096
iter 60 value 36.743550
iter 70 value 36.664786
iter 80 value 36.556705
iter 90 value 36.526465
iter 100 value 36.522986
final value 36.522986
stopped after 100 iterations
# weights: 11
initial value 191.923313
iter 10 value 54.459361
iter 20 value 22.447060
iter 30 value 8.782790
iter 40 value 6.051463
iter 50 value 5.809893
iter 60 value 5.756547
iter 70 value 5.721747
iter 80 value 5.721006
iter 90 value 5.720544
iter 100 value 5.720394
final value 5.720394
stopped after 100 iterations
# weights: 27
initial value 164.909094
iter 10 value 24.631794
iter 20 value 5.703885
iter 30 value 5.587604
iter 40 value 5.561596
iter 50 value 5.529715
iter 60 value 5.495747
iter 70 value 5.450404
iter 80 value 5.430474
iter 90 value 5.406865
iter 100 value 5.400120
final value 5.400120
stopped after 100 iterations
# weights: 43
initial value 164.756537
iter 10 value 15.261972
iter 20 value 5.745234
iter 30 value 5.346876
iter 40 value 4.970542
iter 50 value 3.958190
iter 60 value 3.079482
iter 70 value 1.623707
iter 80 value 1.172565
iter 90 value 1.064190
iter 100 value 1.023976
final value 1.023976
stopped after 100 iterations
# weights: 11
initial value 175.054611
iter 10 value 56.302029
iter 20 value 8.230441
iter 30 value 3.368307
iter 40 value 3.053762
iter 50 value 2.876194
iter 60 value 2.580642
iter 70 value 2.316931
iter 80 value 1.670650
iter 90 value 1.521639
iter 100 value 1.429408
final value 1.429408
stopped after 100 iterations
# weights: 27
initial value 171.981727
iter 10 value 66.014834
iter 20 value 5.809448
iter 30 value 0.004667
final value 0.000055
converged
# weights: 43
initial value 175.758809
iter 10 value 46.965452
iter 20 value 0.183217
iter 30 value 0.000120
iter 30 value 0.000062
iter 30 value 0.000059
final value 0.000059
converged
# weights: 11
initial value 185.074434
iter 10 value 69.672791
iter 20 value 58.091117
iter 30 value 57.611167
final value 57.610866
converged
# weights: 27
initial value 178.113484
iter 10 value 75.161645
iter 20 value 40.817501
iter 30 value 39.523642
iter 40 value 39.096311
iter 50 value 38.825435
iter 60 value 38.374207
iter 70 value 38.203722
final value 38.201479
converged
# weights: 43
initial value 165.621700
iter 10 value 43.414054
iter 20 value 37.499031
iter 30 value 36.964169
iter 40 value 36.916056
iter 50 value 36.914645
final value 36.914569
converged
# weights: 11
initial value 179.222433
iter 10 value 67.205196
iter 20 value 66.319554
iter 30 value 66.279263
iter 40 value 66.097900
iter 50 value 40.018040
iter 60 value 9.460428
iter 70 value 3.269968
iter 80 value 2.668831
iter 90 value 2.594396
iter 100 value 2.590172
final value 2.590172
stopped after 100 iterations
# weights: 27
initial value 164.137279
iter 10 value 50.660829
iter 20 value 2.574493
iter 30 value 1.168153
iter 40 value 0.998620
iter 50 value 0.864537
iter 60 value 0.675653
iter 70 value 0.572422
iter 80 value 0.534256
iter 90 value 0.507349
iter 100 value 0.435055
final value 0.435055
stopped after 100 iterations
# weights: 43
initial value 168.230148
iter 10 value 9.054013
iter 20 value 1.544567
iter 30 value 1.283969
iter 40 value 1.018968
iter 50 value 0.738434
iter 60 value 0.595833
iter 70 value 0.506494
iter 80 value 0.444448
iter 90 value 0.437273
iter 100 value 0.425960
final value 0.425960
stopped after 100 iterations
# weights: 11
initial value 165.158628
iter 10 value 23.714873
iter 20 value 0.509467
iter 30 value 0.022063
iter 40 value 0.011065
iter 50 value 0.008859
iter 60 value 0.007586
iter 70 value 0.006122
iter 80 value 0.005636
iter 90 value 0.005322
iter 100 value 0.004909
final value 0.004909
stopped after 100 iterations
# weights: 27
initial value 177.101850
iter 10 value 71.389409
final value 71.389305
converged
# weights: 43
initial value 223.020274
iter 10 value 3.538584
iter 20 value 0.031882
iter 30 value 0.001551
iter 40 value 0.000249
final value 0.000082
converged
# weights: 11
initial value 200.126336
iter 10 value 57.959668
iter 20 value 55.669860
final value 55.667549
converged
# weights: 27
initial value 184.532458
iter 10 value 60.201147
iter 20 value 36.895071
iter 30 value 34.908834
iter 40 value 34.869310
iter 50 value 34.805962
iter 60 value 34.800779
iter 70 value 34.799120
final value 34.799090
converged
# weights: 43
initial value 185.722796
iter 10 value 56.724325
iter 20 value 36.312457
iter 30 value 33.849334
iter 40 value 33.782416
iter 50 value 33.733870
iter 60 value 33.671979
iter 70 value 33.633288
iter 80 value 33.621773
iter 90 value 33.617409
iter 100 value 33.611748
final value 33.611748
stopped after 100 iterations
# weights: 11
initial value 166.849427
iter 10 value 28.987690
iter 20 value 5.335330
iter 30 value 0.908520
iter 40 value 0.779462
iter 50 value 0.770042
iter 60 value 0.769421
iter 70 value 0.768716
iter 80 value 0.768203
iter 90 value 0.768043
iter 100 value 0.767931
final value 0.767931
stopped after 100 iterations
# weights: 27
initial value 174.797687
iter 10 value 6.794320
iter 20 value 0.370706
iter 30 value 0.318127
iter 40 value 0.263266
iter 50 value 0.192849
iter 60 value 0.171066
iter 70 value 0.154711
iter 80 value 0.149187
iter 90 value 0.137190
iter 100 value 0.134842
final value 0.134842
stopped after 100 iterations
# weights: 43
initial value 195.508396
iter 10 value 35.582636
iter 20 value 0.346353
iter 30 value 0.311318
iter 40 value 0.218925
iter 50 value 0.189513
iter 60 value 0.178484
iter 70 value 0.165893
iter 80 value 0.161698
iter 90 value 0.157928
iter 100 value 0.155307
final value 0.155307
stopped after 100 iterations
# weights: 11
initial value 178.101024
iter 10 value 64.396761
iter 20 value 44.112354
iter 30 value 4.466787
iter 40 value 0.654589
iter 50 value 0.500333
iter 60 value 0.321128
iter 70 value 0.208670
iter 80 value 0.192618
iter 90 value 0.171358
iter 100 value 0.167077
final value 0.167077
stopped after 100 iterations
# weights: 27
initial value 168.292232
iter 10 value 45.201995
iter 20 value 0.597693
iter 30 value 0.009668
iter 40 value 0.000186
final value 0.000076
converged
# weights: 43
initial value 181.368548
iter 10 value 13.422032
iter 20 value 0.060481
final value 0.000070
converged
# weights: 11
initial value 189.253113
iter 10 value 159.878252
iter 20 value 77.622750
iter 30 value 59.626283
iter 40 value 59.477139
final value 59.477106
converged
# weights: 27
initial value 176.504864
iter 10 value 89.815934
iter 20 value 49.421354
iter 30 value 41.460081
iter 40 value 38.665363
iter 50 value 38.463589
iter 60 value 38.436622
iter 70 value 38.425838
final value 38.425743
converged
# weights: 43
initial value 174.833488
iter 10 value 58.866406
iter 20 value 41.057566
iter 30 value 37.462012
iter 40 value 37.168724
iter 50 value 37.113225
iter 60 value 37.111305
iter 70 value 37.110877
final value 37.110865
converged
# weights: 11
initial value 165.181241
iter 10 value 72.603489
iter 20 value 71.156990
iter 30 value 71.069586
iter 40 value 71.021349
iter 50 value 70.957702
iter 60 value 70.936314
iter 70 value 70.916121
iter 80 value 70.856691
iter 90 value 57.779719
iter 100 value 6.818285
final value 6.818285
stopped after 100 iterations
# weights: 27
initial value 180.232085
iter 10 value 5.797348
iter 20 value 0.975966
iter 30 value 0.848086
iter 40 value 0.547570
iter 50 value 0.474605
iter 60 value 0.457870
iter 70 value 0.422055
iter 80 value 0.392525
iter 90 value 0.375081
iter 100 value 0.332507
final value 0.332507
stopped after 100 iterations
# weights: 43
initial value 188.717769
iter 10 value 2.654523
iter 20 value 0.553120
iter 30 value 0.522767
iter 40 value 0.442898
iter 50 value 0.395356
iter 60 value 0.370206
iter 70 value 0.341117
iter 80 value 0.317214
iter 90 value 0.314291
iter 100 value 0.312944
final value 0.312944
stopped after 100 iterations
# weights: 11
initial value 175.653061
iter 10 value 99.780426
iter 20 value 49.859964
iter 30 value 9.189513
iter 40 value 7.092723
iter 50 value 7.016960
iter 60 value 6.991176
iter 70 value 6.985181
iter 80 value 6.974598
iter 90 value 6.973693
iter 100 value 6.967561
final value 6.967561
stopped after 100 iterations
# weights: 27
initial value 189.308580
iter 10 value 70.682137
final value 70.681587
converged
# weights: 43
initial value 190.382934
iter 10 value 20.117683
iter 20 value 6.123905
iter 30 value 4.735067
iter 40 value 3.443014
iter 50 value 2.034447
iter 60 value 1.912108
iter 70 value 1.909081
iter 80 value 1.533074
iter 90 value 0.011733
iter 100 value 0.000494
final value 0.000494
stopped after 100 iterations
# weights: 11
initial value 178.471582
iter 10 value 67.593173
iter 20 value 60.475892
final value 60.456934
converged
# weights: 27
initial value 184.590492
iter 10 value 71.634869
iter 20 value 47.075127
iter 30 value 41.381703
iter 40 value 41.148338
iter 50 value 41.115610
iter 60 value 41.113876
iter 70 value 41.112897
final value 41.112895
converged
# weights: 43
initial value 172.992817
iter 10 value 66.190506
iter 20 value 43.945776
iter 30 value 41.594503
iter 40 value 40.745013
iter 50 value 40.178452
iter 60 value 39.981707
iter 70 value 39.907461
iter 80 value 39.892116
iter 90 value 39.888190
iter 100 value 39.885305
final value 39.885305
stopped after 100 iterations
# weights: 11
initial value 174.640286
iter 10 value 69.319636
iter 20 value 59.854591
iter 30 value 16.391467
iter 40 value 9.090505
iter 50 value 8.055476
iter 60 value 7.781461
iter 70 value 7.749077
iter 80 value 7.713599
iter 90 value 7.709449
iter 100 value 7.705208
final value 7.705208
stopped after 100 iterations
# weights: 27
initial value 198.073930
iter 10 value 44.988187
iter 20 value 7.657065
iter 30 value 7.372890
iter 40 value 7.294585
iter 50 value 7.144925
iter 60 value 7.105460
iter 70 value 7.011056
iter 80 value 6.791707
iter 90 value 6.115216
iter 100 value 5.731554
final value 5.731554
stopped after 100 iterations
# weights: 43
initial value 180.158784
iter 10 value 37.930633
iter 20 value 7.667067
iter 30 value 7.386312
iter 40 value 7.336859
iter 50 value 7.282606
iter 60 value 7.240534
iter 70 value 7.227374
iter 80 value 7.165773
iter 90 value 7.044292
iter 100 value 6.619056
final value 6.619056
stopped after 100 iterations
# weights: 11
initial value 176.980576
iter 10 value 68.472485
iter 20 value 67.483615
final value 67.480991
converged
# weights: 27
initial value 168.781289
iter 10 value 10.002242
iter 20 value 3.232849
iter 30 value 0.001442
final value 0.000045
converged
# weights: 43
initial value 166.976280
iter 10 value 67.479395
iter 20 value 30.158343
iter 30 value 18.239103
iter 40 value 10.270402
iter 50 value 3.823893
iter 60 value 2.500387
iter 70 value 0.225501
iter 80 value 0.144317
iter 90 value 0.047577
iter 100 value 0.025474
final value 0.025474
stopped after 100 iterations
# weights: 11
initial value 169.901885
iter 10 value 84.827019
iter 20 value 62.090361
iter 30 value 60.951524
final value 60.951044
converged
# weights: 27
initial value 191.944568
iter 10 value 62.161611
iter 20 value 43.227797
iter 30 value 40.463149
iter 40 value 39.918848
iter 50 value 39.768200
iter 60 value 39.762323
final value 39.761477
converged
# weights: 43
initial value 176.041609
iter 10 value 76.756648
iter 20 value 46.371611
iter 30 value 40.405213
iter 40 value 38.919181
iter 50 value 38.540756
iter 60 value 38.476359
iter 70 value 38.473177
iter 80 value 38.471208
iter 90 value 38.470760
iter 100 value 38.470449
final value 38.470449
stopped after 100 iterations
# weights: 11
initial value 180.073147
iter 10 value 22.761053
iter 20 value 6.249188
iter 30 value 5.505237
iter 40 value 5.397968
iter 50 value 5.376557
iter 60 value 5.316825
iter 70 value 5.280272
iter 80 value 5.269947
iter 90 value 5.266576
iter 100 value 5.262916
final value 5.262916
stopped after 100 iterations
# weights: 27
initial value 167.025863
iter 10 value 17.304785
iter 20 value 5.719913
iter 30 value 4.289464
iter 40 value 3.513995
iter 50 value 2.425341
iter 60 value 2.245058
iter 70 value 2.007488
iter 80 value 1.914480
iter 90 value 1.750710
iter 100 value 1.511557
final value 1.511557
stopped after 100 iterations
# weights: 43
initial value 214.458126
iter 10 value 22.586688
iter 20 value 3.436719
iter 30 value 2.007690
iter 40 value 1.475838
iter 50 value 1.199885
iter 60 value 0.901420
iter 70 value 0.745685
iter 80 value 0.723429
iter 90 value 0.678248
iter 100 value 0.617843
final value 0.617843
stopped after 100 iterations
# weights: 11
initial value 176.759231
iter 10 value 62.340942
iter 20 value 9.611097
iter 30 value 4.990080
iter 40 value 3.927271
iter 50 value 2.038194
iter 60 value 1.675255
iter 70 value 0.900497
iter 80 value 0.699798
iter 90 value 0.674687
iter 100 value 0.485087
final value 0.485087
stopped after 100 iterations
# weights: 27
initial value 184.381311
iter 10 value 55.524828
iter 20 value 11.708189
iter 30 value 1.517059
iter 40 value 0.021550
final value 0.000058
converged
# weights: 43
initial value 169.244807
iter 10 value 65.702968
iter 20 value 5.223376
iter 30 value 0.040744
final value 0.000087
converged
# weights: 11
initial value 167.399765
iter 10 value 97.657633
iter 20 value 75.692179
iter 30 value 59.411689
final value 59.383114
converged
# weights: 27
initial value 174.916473
iter 10 value 78.385875
iter 20 value 42.738890
iter 30 value 39.702345
iter 40 value 39.493266
iter 50 value 39.490142
iter 60 value 39.489866
final value 39.489836
converged
# weights: 43
initial value 201.579817
iter 10 value 56.414922
iter 20 value 42.490498
iter 30 value 41.137239
iter 40 value 40.199846
iter 50 value 39.628484
iter 60 value 39.145191
iter 70 value 38.594333
iter 80 value 38.308950
iter 90 value 38.251167
iter 100 value 38.229709
final value 38.229709
stopped after 100 iterations
# weights: 11
initial value 186.936021
iter 10 value 56.733047
iter 20 value 7.384405
iter 30 value 4.907690
iter 40 value 4.141808
iter 50 value 4.009319
iter 60 value 3.983737
iter 70 value 3.947408
iter 80 value 3.892172
iter 90 value 3.889084
iter 100 value 3.885702
final value 3.885702
stopped after 100 iterations
# weights: 27
initial value 185.146928
iter 10 value 14.865736
iter 20 value 1.867125
iter 30 value 1.574141
iter 40 value 1.459078
iter 50 value 1.158866
iter 60 value 1.108799
iter 70 value 1.067483
iter 80 value 0.890279
iter 90 value 0.755048
iter 100 value 0.666686
final value 0.666686
stopped after 100 iterations
# weights: 43
initial value 193.650116
iter 10 value 6.867931
iter 20 value 0.841947
iter 30 value 0.717068
iter 40 value 0.687274
iter 50 value 0.645054
iter 60 value 0.567859
iter 70 value 0.548204
iter 80 value 0.535951
iter 90 value 0.520948
iter 100 value 0.508340
final value 0.508340
stopped after 100 iterations
# weights: 11
initial value 171.474269
iter 10 value 62.951200
iter 20 value 7.369503
iter 30 value 1.166559
iter 40 value 0.447165
iter 50 value 0.122947
iter 60 value 0.106990
iter 70 value 0.104019
iter 80 value 0.088039
iter 90 value 0.086071
iter 100 value 0.081691
final value 0.081691
stopped after 100 iterations
# weights: 27
initial value 170.718081
iter 10 value 19.696105
iter 20 value 0.043040
iter 30 value 0.000306
final value 0.000076
converged
# weights: 43
initial value 168.909870
iter 10 value 9.012101
iter 20 value 0.152968
final value 0.000096
converged
# weights: 11
initial value 169.206799
iter 10 value 89.601188
iter 20 value 58.665097
final value 58.511990
converged
# weights: 27
initial value 179.231984
iter 10 value 76.663346
iter 20 value 43.627452
iter 30 value 39.498484
iter 40 value 38.304952
iter 50 value 38.116921
iter 60 value 38.108002
iter 70 value 38.097664
final value 38.097660
converged
# weights: 43
initial value 175.890989
iter 10 value 78.569500
iter 20 value 41.184745
iter 30 value 39.032568
iter 40 value 38.042026
iter 50 value 36.904673
iter 60 value 36.802072
iter 70 value 36.797664
iter 80 value 36.795839
iter 90 value 36.795765
final value 36.795720
converged
# weights: 11
initial value 172.056765
iter 10 value 50.456513
iter 20 value 4.425194
iter 30 value 2.978975
iter 40 value 2.270905
iter 50 value 2.000242
iter 60 value 1.805678
iter 70 value 1.798389
iter 80 value 1.792080
iter 90 value 1.782406
iter 100 value 1.778364
final value 1.778364
stopped after 100 iterations
# weights: 27
initial value 180.431922
iter 10 value 13.267019
iter 20 value 1.188044
iter 30 value 0.995279
iter 40 value 0.661666
iter 50 value 0.597295
iter 60 value 0.540230
iter 70 value 0.510482
iter 80 value 0.447856
iter 90 value 0.418162
iter 100 value 0.390211
final value 0.390211
stopped after 100 iterations
# weights: 43
initial value 168.389994
iter 10 value 47.913010
iter 20 value 1.793898
iter 30 value 0.600860
iter 40 value 0.556819
iter 50 value 0.508470
iter 60 value 0.472727
iter 70 value 0.422609
iter 80 value 0.400351
iter 90 value 0.359978
iter 100 value 0.331342
final value 0.331342
stopped after 100 iterations
# weights: 11
initial value 166.496087
iter 10 value 152.774622
iter 20 value 51.370859
iter 30 value 11.192180
iter 40 value 4.674438
iter 50 value 2.916907
iter 60 value 2.468936
iter 70 value 2.369477
iter 80 value 2.318409
iter 90 value 0.562679
iter 100 value 0.211685
final value 0.211685
stopped after 100 iterations
# weights: 27
initial value 176.823059
iter 10 value 36.953682
iter 20 value 1.619377
iter 30 value 0.007257
iter 40 value 0.000819
final value 0.000096
converged
# weights: 43
initial value 212.460128
iter 10 value 69.741718
iter 20 value 5.901012
iter 30 value 0.051527
iter 40 value 0.000349
final value 0.000084
converged
# weights: 11
initial value 169.295197
iter 10 value 109.656371
iter 20 value 62.052816
iter 30 value 61.143853
final value 61.137054
converged
# weights: 27
initial value 166.903437
iter 10 value 81.572819
iter 20 value 44.056166
iter 30 value 40.114847
iter 40 value 39.996288
final value 39.996212
converged
# weights: 43
initial value 207.708202
iter 10 value 59.638260
iter 20 value 41.682571
iter 30 value 39.804043
iter 40 value 39.114265
iter 50 value 38.907037
iter 60 value 38.808505
iter 70 value 38.786864
iter 80 value 38.780095
iter 90 value 38.778028
iter 100 value 38.776002
final value 38.776002
stopped after 100 iterations
# weights: 11
initial value 176.399216
iter 10 value 72.859183
iter 20 value 8.842115
iter 30 value 4.919917
iter 40 value 4.374277
iter 50 value 4.083042
iter 60 value 3.994768
iter 70 value 3.957148
iter 80 value 3.944680
iter 90 value 3.926304
iter 100 value 3.907471
final value 3.907471
stopped after 100 iterations
# weights: 27
initial value 163.034382
iter 10 value 23.507701
iter 20 value 3.964037
iter 30 value 2.032026
iter 40 value 1.444439
iter 50 value 1.095694
iter 60 value 0.916436
iter 70 value 0.899483
iter 80 value 0.880321
iter 90 value 0.844028
iter 100 value 0.814993
final value 0.814993
stopped after 100 iterations
# weights: 43
initial value 167.764118
iter 10 value 27.666085
iter 20 value 2.673317
iter 30 value 1.669838
iter 40 value 1.367851
iter 50 value 1.235878
iter 60 value 1.130277
iter 70 value 0.979965
iter 80 value 0.920572
iter 90 value 0.903998
iter 100 value 0.867944
final value 0.867944
stopped after 100 iterations
# weights: 11
initial value 172.972892
iter 10 value 54.059885
iter 20 value 12.919380
iter 30 value 1.420779
iter 40 value 0.475279
iter 50 value 0.216995
iter 60 value 0.187215
iter 70 value 0.175116
iter 80 value 0.131437
iter 90 value 0.130735
iter 100 value 0.090932
final value 0.090932
stopped after 100 iterations
# weights: 27
initial value 184.089709
iter 10 value 38.221556
iter 20 value 10.131389
iter 30 value 1.076788
iter 40 value 0.002095
final value 0.000064
converged
# weights: 43
initial value 172.715463
iter 10 value 30.964554
iter 20 value 2.896079
iter 30 value 0.052564
iter 40 value 0.000205
final value 0.000083
converged
# weights: 11
initial value 186.096140
iter 10 value 70.444823
iter 20 value 62.403320
iter 30 value 60.907300
final value 60.907283
converged
# weights: 27
initial value 168.638819
iter 10 value 90.613847
iter 20 value 46.726410
iter 30 value 41.219921
iter 40 value 40.254846
iter 50 value 40.234365
iter 60 value 40.231625
iter 70 value 40.230011
final value 40.230011
converged
# weights: 43
initial value 190.546149
iter 10 value 61.157643
iter 20 value 41.424773
iter 30 value 40.284300
iter 40 value 39.110257
iter 50 value 38.963439
iter 60 value 38.953840
iter 70 value 38.952075
iter 80 value 38.949401
final value 38.949231
converged
# weights: 11
initial value 179.051362
iter 10 value 75.787214
iter 20 value 70.155955
iter 30 value 70.111294
iter 40 value 70.027364
iter 50 value 66.867098
iter 60 value 50.680236
iter 70 value 12.471584
iter 80 value 6.574213
iter 90 value 5.911765
iter 100 value 4.846405
final value 4.846405
stopped after 100 iterations
# weights: 27
initial value 200.797877
iter 10 value 25.034323
iter 20 value 1.663958
iter 30 value 1.241106
iter 40 value 1.140923
iter 50 value 0.962790
iter 60 value 0.778884
iter 70 value 0.720102
iter 80 value 0.694369
iter 90 value 0.606331
iter 100 value 0.574000
final value 0.574000
stopped after 100 iterations
# weights: 43
initial value 184.707392
iter 10 value 52.610901
iter 20 value 6.415912
iter 30 value 1.038889
iter 40 value 0.922864
iter 50 value 0.728446
iter 60 value 0.675959
iter 70 value 0.589785
iter 80 value 0.569235
iter 90 value 0.562060
iter 100 value 0.547161
final value 0.547161
stopped after 100 iterations
# weights: 11
initial value 181.230544
iter 10 value 63.053710
iter 20 value 21.201179
iter 30 value 11.786616
iter 40 value 9.404013
iter 50 value 8.998770
iter 60 value 8.928920
iter 70 value 8.916975
iter 80 value 8.909906
iter 90 value 8.902769
iter 100 value 8.900087
final value 8.900087
stopped after 100 iterations
# weights: 27
initial value 169.519732
iter 10 value 24.357918
iter 20 value 9.154970
iter 30 value 9.067747
iter 40 value 8.961642
iter 50 value 8.896154
iter 60 value 8.880618
iter 70 value 8.876399
iter 80 value 8.873264
iter 90 value 8.871076
iter 100 value 8.869982
final value 8.869982
stopped after 100 iterations
# weights: 43
initial value 205.224353
iter 10 value 18.842180
iter 20 value 8.981225
iter 30 value 8.750849
iter 40 value 8.373340
iter 50 value 7.376486
iter 60 value 7.127101
iter 70 value 6.775370
iter 80 value 6.308132
iter 90 value 5.556089
iter 100 value 5.061373
final value 5.061373
stopped after 100 iterations
# weights: 11
initial value 179.674158
iter 10 value 92.179533
iter 20 value 60.837942
iter 30 value 60.147552
final value 60.147406
converged
# weights: 27
initial value 170.383785
iter 10 value 65.440180
iter 20 value 45.278442
iter 30 value 43.215580
iter 40 value 42.251840
iter 50 value 42.135417
iter 60 value 42.125834
iter 70 value 42.122558
final value 42.122550
converged
# weights: 43
initial value 178.798521
iter 10 value 65.756714
iter 20 value 42.174456
iter 30 value 41.097305
iter 40 value 40.862691
iter 50 value 40.831450
iter 60 value 40.821092
iter 70 value 40.813278
iter 80 value 40.811168
iter 90 value 40.810792
iter 100 value 40.810527
final value 40.810527
stopped after 100 iterations
# weights: 11
initial value 172.836714
iter 10 value 44.359880
iter 20 value 10.699267
iter 30 value 9.665784
iter 40 value 9.594202
iter 50 value 9.564558
iter 60 value 9.542064
iter 70 value 9.512115
iter 80 value 9.466019
iter 90 value 9.456573
iter 100 value 9.451270
final value 9.451270
stopped after 100 iterations
# weights: 27
initial value 166.948032
iter 10 value 17.885186
iter 20 value 9.595001
iter 30 value 9.339835
iter 40 value 9.270874
iter 50 value 9.223735
iter 60 value 9.115693
iter 70 value 8.563637
iter 80 value 8.396599
iter 90 value 8.252890
iter 100 value 6.525387
final value 6.525387
stopped after 100 iterations
# weights: 43
initial value 161.542364
iter 10 value 10.972410
iter 20 value 9.306012
iter 30 value 9.185643
iter 40 value 9.106924
iter 50 value 9.038384
iter 60 value 8.884350
iter 70 value 8.559948
iter 80 value 5.955584
iter 90 value 2.804179
iter 100 value 1.954572
final value 1.954572
stopped after 100 iterations
# weights: 11
initial value 175.554912
iter 10 value 72.251273
iter 20 value 67.467997
iter 30 value 35.707104
iter 40 value 9.906558
iter 50 value 5.753194
iter 60 value 5.178608
iter 70 value 4.647937
iter 80 value 4.428753
iter 90 value 4.376087
iter 100 value 4.274103
final value 4.274103
stopped after 100 iterations
# weights: 27
initial value 185.429133
iter 10 value 45.511699
iter 20 value 9.177571
iter 30 value 4.640754
iter 40 value 2.147714
iter 50 value 0.000268
final value 0.000097
converged
# weights: 43
initial value 182.883166
iter 10 value 72.158002
iter 20 value 36.152357
iter 30 value 9.694872
iter 40 value 3.888234
iter 50 value 3.322276
iter 60 value 2.077511
iter 70 value 0.164747
iter 80 value 0.027106
iter 90 value 0.002968
iter 100 value 0.000115
final value 0.000115
stopped after 100 iterations
# weights: 11
initial value 179.104065
iter 10 value 155.480405
iter 20 value 57.882739
final value 57.802254
converged
# weights: 27
initial value 171.213211
iter 10 value 65.598213
iter 20 value 40.476382
iter 30 value 39.234333
iter 40 value 38.531426
iter 50 value 38.347586
iter 60 value 38.290052
iter 70 value 38.268483
final value 38.268324
converged
# weights: 43
initial value 184.174715
iter 10 value 88.902041
iter 20 value 43.056475
iter 30 value 38.917143
iter 40 value 37.779371
iter 50 value 37.579405
iter 60 value 37.510115
iter 70 value 37.302373
iter 80 value 37.273856
iter 90 value 37.240329
iter 100 value 37.191205
final value 37.191205
stopped after 100 iterations
# weights: 11
initial value 170.108753
iter 10 value 50.559293
iter 20 value 7.202715
iter 30 value 5.293025
iter 40 value 5.243386
iter 50 value 5.227873
iter 60 value 5.224809
iter 70 value 5.224506
iter 80 value 5.224408
iter 90 value 5.224383
iter 100 value 5.224359
final value 5.224359
stopped after 100 iterations
# weights: 27
initial value 175.646958
iter 10 value 52.036219
iter 20 value 5.545160
iter 30 value 4.649763
iter 40 value 4.071263
iter 50 value 3.858838
iter 60 value 3.654413
iter 70 value 3.539771
iter 80 value 3.266821
iter 90 value 3.103311
iter 100 value 2.879314
final value 2.879314
stopped after 100 iterations
# weights: 43
initial value 171.220238
iter 10 value 21.636802
iter 20 value 4.509907
iter 30 value 3.906892
iter 40 value 3.686024
iter 50 value 3.447779
iter 60 value 3.297744
iter 70 value 2.781370
iter 80 value 1.146120
iter 90 value 1.000158
iter 100 value 0.933314
final value 0.933314
stopped after 100 iterations
# weights: 11
initial value 166.851084
iter 10 value 69.787698
iter 20 value 69.135245
final value 69.134650
converged
# weights: 27
initial value 169.291888
iter 10 value 69.020600
iter 20 value 17.022475
iter 30 value 4.149034
iter 40 value 1.149286
iter 50 value 0.292547
iter 60 value 0.065523
iter 70 value 0.027112
iter 80 value 0.012978
iter 90 value 0.000920
iter 100 value 0.000498
final value 0.000498
stopped after 100 iterations
# weights: 43
initial value 191.148267
iter 10 value 57.225523
iter 20 value 5.355635
iter 30 value 0.237793
iter 40 value 0.007203
iter 50 value 0.002283
iter 60 value 0.000859
final value 0.000057
converged
# weights: 11
initial value 177.075846
iter 10 value 75.811969
iter 20 value 59.733281
iter 30 value 59.644761
final value 59.644750
converged
# weights: 27
initial value 163.602429
iter 10 value 45.817769
iter 20 value 39.691612
iter 30 value 39.561526
iter 40 value 39.428252
iter 50 value 38.481314
iter 60 value 38.093764
iter 70 value 37.969172
iter 80 value 37.960087
final value 37.960086
converged
# weights: 43
initial value 169.377650
iter 10 value 54.907737
iter 20 value 41.150267
iter 30 value 39.271332
iter 40 value 38.037497
iter 50 value 37.201103
iter 60 value 36.958197
iter 70 value 36.868522
iter 80 value 36.791974
iter 90 value 36.773335
iter 100 value 36.757214
final value 36.757214
stopped after 100 iterations
# weights: 11
initial value 169.745309
iter 10 value 69.537509
iter 20 value 62.303515
iter 30 value 10.353139
iter 40 value 3.947092
iter 50 value 2.590932
iter 60 value 2.475506
iter 70 value 2.431687
iter 80 value 2.366923
iter 90 value 2.337927
iter 100 value 2.337126
final value 2.337126
stopped after 100 iterations
# weights: 27
initial value 171.566865
iter 10 value 7.709391
iter 20 value 1.371928
iter 30 value 0.981265
iter 40 value 0.791987
iter 50 value 0.716043
iter 60 value 0.620997
iter 70 value 0.601337
iter 80 value 0.469234
iter 90 value 0.426187
iter 100 value 0.383520
final value 0.383520
stopped after 100 iterations
# weights: 43
initial value 185.390358
iter 10 value 43.619477
iter 20 value 2.669349
iter 30 value 1.337586
iter 40 value 0.951982
iter 50 value 0.894118
iter 60 value 0.770054
iter 70 value 0.667903
iter 80 value 0.600602
iter 90 value 0.499575
iter 100 value 0.474829
final value 0.474829
stopped after 100 iterations
# weights: 11
initial value 176.991422
iter 10 value 124.528379
iter 20 value 14.530173
iter 30 value 6.546550
iter 40 value 5.327122
iter 50 value 4.955862
iter 60 value 4.819806
iter 70 value 4.616222
iter 80 value 4.600523
iter 90 value 4.543596
iter 100 value 4.534616
final value 4.534616
stopped after 100 iterations
# weights: 27
initial value 181.356994
iter 10 value 5.062916
iter 20 value 1.616077
final value 0.000002
converged
# weights: 43
initial value 172.018070
iter 10 value 65.123916
iter 20 value 14.907108
iter 30 value 4.883637
iter 40 value 2.355736
iter 50 value 1.805510
iter 60 value 1.073690
iter 70 value 0.029522
iter 80 value 0.001965
iter 90 value 0.000403
iter 100 value 0.000185
final value 0.000185
stopped after 100 iterations
# weights: 11
initial value 177.858447
iter 10 value 85.127400
iter 20 value 60.262510
iter 30 value 59.094525
final value 59.094451
converged
# weights: 27
initial value 173.348387
iter 10 value 60.630283
iter 20 value 41.373385
iter 30 value 40.007251
iter 40 value 39.844082
iter 50 value 39.842152
final value 39.841630
converged
# weights: 43
initial value 179.501801
iter 10 value 47.643773
iter 20 value 38.967771
iter 30 value 38.715874
iter 40 value 38.634402
iter 50 value 38.567494
iter 60 value 38.533968
iter 70 value 38.532065
iter 80 value 38.532007
iter 80 value 38.532007
iter 80 value 38.532007
final value 38.532007
converged
# weights: 11
initial value 168.619103
iter 10 value 49.990797
iter 20 value 8.036914
iter 30 value 6.059810
iter 40 value 5.914550
iter 50 value 5.856777
iter 60 value 5.856378
iter 70 value 5.855548
final value 5.855540
converged
# weights: 27
initial value 170.560884
iter 10 value 49.762929
iter 20 value 7.449357
iter 30 value 5.104966
iter 40 value 4.456126
iter 50 value 2.145702
iter 60 value 0.966217
iter 70 value 0.817159
iter 80 value 0.760915
iter 90 value 0.736360
iter 100 value 0.724482
final value 0.724482
stopped after 100 iterations
# weights: 43
initial value 161.859110
iter 10 value 13.936844
iter 20 value 5.503850
iter 30 value 4.959907
iter 40 value 4.912469
iter 50 value 4.812444
iter 60 value 4.347700
iter 70 value 3.838550
iter 80 value 3.581884
iter 90 value 3.532098
iter 100 value 3.182423
final value 3.182423
stopped after 100 iterations
# weights: 11
initial value 167.357918
iter 10 value 24.246310
iter 20 value 6.118189
iter 30 value 4.097852
iter 40 value 3.648067
iter 50 value 3.583693
iter 60 value 3.550297
iter 70 value 3.426812
iter 80 value 3.369792
iter 90 value 3.353322
iter 100 value 3.328963
final value 3.328963
stopped after 100 iterations
# weights: 27
initial value 175.157186
iter 10 value 37.591926
iter 20 value 3.595098
iter 30 value 2.766174
iter 40 value 2.005853
iter 50 value 0.009058
final value 0.000071
converged
# weights: 43
initial value 201.747127
iter 10 value 21.883016
iter 20 value 3.537205
iter 30 value 2.209139
iter 40 value 0.099715
iter 50 value 0.005687
iter 60 value 0.001654
iter 70 value 0.000979
iter 80 value 0.000168
final value 0.000080
converged
# weights: 11
initial value 171.405910
iter 10 value 72.458241
iter 20 value 57.082911
iter 30 value 53.644773
final value 53.644177
converged
# weights: 27
initial value 194.840452
iter 10 value 60.841712
iter 20 value 40.183841
iter 30 value 38.237631
iter 40 value 37.926757
iter 50 value 37.630034
iter 60 value 36.416738
iter 70 value 36.019758
iter 80 value 35.990615
final value 35.990605
converged
# weights: 43
initial value 149.612632
iter 10 value 42.494553
iter 20 value 35.331293
iter 30 value 34.926748
iter 40 value 34.769966
iter 50 value 34.742669
iter 60 value 34.739953
iter 70 value 34.738745
iter 80 value 34.738723
final value 34.738716
converged
# weights: 11
initial value 191.248682
iter 10 value 48.590454
iter 20 value 6.310039
iter 30 value 4.830339
iter 40 value 4.462192
iter 50 value 4.424128
iter 60 value 4.397260
iter 70 value 4.382086
iter 80 value 4.348613
iter 90 value 4.347646
final value 4.346794
converged
# weights: 27
initial value 167.012506
iter 10 value 6.765430
iter 20 value 3.488379
iter 30 value 3.019029
iter 40 value 2.929091
iter 50 value 2.828316
iter 60 value 2.770508
iter 70 value 2.538071
iter 80 value 2.167156
iter 90 value 1.936399
iter 100 value 1.844712
final value 1.844712
stopped after 100 iterations
# weights: 43
initial value 200.983335
iter 10 value 16.551779
iter 20 value 3.828316
iter 30 value 3.192693
iter 40 value 2.271217
iter 50 value 1.866102
iter 60 value 1.683015
iter 70 value 1.536850
iter 80 value 1.407337
iter 90 value 1.330817
iter 100 value 1.302446
final value 1.302446
stopped after 100 iterations
# weights: 11
initial value 168.550688
iter 10 value 65.707477
iter 20 value 65.591029
final value 65.590865
converged
# weights: 27
initial value 178.951421
iter 10 value 64.704811
iter 20 value 6.619186
iter 30 value 0.916749
iter 40 value 0.000494
iter 50 value 0.000145
final value 0.000083
converged
# weights: 43
initial value 168.292542
iter 10 value 19.568403
iter 20 value 0.960626
iter 30 value 0.028012
iter 40 value 0.002425
final value 0.000086
converged
# weights: 11
initial value 181.142539
iter 10 value 83.437359
iter 20 value 57.098727
iter 30 value 56.961772
final value 56.961212
converged
# weights: 27
initial value 172.282797
iter 10 value 70.905624
iter 20 value 39.952090
iter 30 value 38.082218
iter 40 value 38.002545
iter 50 value 37.995113
iter 60 value 37.985280
iter 70 value 37.967270
iter 80 value 37.855060
iter 90 value 37.848839
iter 90 value 37.848839
iter 90 value 37.848839
final value 37.848839
converged
# weights: 43
initial value 203.118097
iter 10 value 64.949425
iter 20 value 36.688252
iter 30 value 34.785709
iter 40 value 34.541758
iter 50 value 34.474061
iter 60 value 34.431711
iter 70 value 34.399565
iter 80 value 34.379465
iter 90 value 34.308468
iter 100 value 34.298127
final value 34.298127
stopped after 100 iterations
# weights: 11
initial value 176.930045
iter 10 value 66.633697
iter 20 value 65.905244
iter 30 value 65.850525
iter 40 value 65.793491
iter 50 value 65.759274
iter 60 value 63.857694
iter 70 value 14.558640
iter 80 value 4.167457
iter 90 value 2.338859
iter 100 value 1.888681
final value 1.888681
stopped after 100 iterations
# weights: 27
initial value 165.338464
iter 10 value 8.540333
iter 20 value 1.527230
iter 30 value 1.173500
iter 40 value 0.806627
iter 50 value 0.722001
iter 60 value 0.496962
iter 70 value 0.452010
iter 80 value 0.401225
iter 90 value 0.331944
iter 100 value 0.319270
final value 0.319270
stopped after 100 iterations
# weights: 43
initial value 167.490974
iter 10 value 36.057516
iter 20 value 1.371008
iter 30 value 0.822695
iter 40 value 0.741708
iter 50 value 0.575233
iter 60 value 0.500370
iter 70 value 0.402033
iter 80 value 0.389187
iter 90 value 0.362515
iter 100 value 0.338531
final value 0.338531
stopped after 100 iterations
# weights: 11
initial value 167.023283
final value 71.389305
converged
# weights: 27
initial value 196.638401
iter 10 value 20.533590
iter 20 value 1.112393
iter 30 value 0.002253
final value 0.000086
converged
# weights: 43
initial value 201.320055
iter 10 value 13.941975
iter 20 value 0.072783
iter 30 value 0.000220
final value 0.000050
converged
# weights: 11
initial value 185.643818
iter 10 value 77.254682
iter 20 value 58.659197
final value 58.659008
converged
# weights: 27
initial value 172.458763
iter 10 value 69.738555
iter 20 value 43.650004
iter 30 value 41.615263
iter 40 value 41.473053
iter 50 value 40.838275
iter 60 value 40.752464
iter 70 value 39.949628
iter 80 value 39.523908
iter 90 value 39.513310
final value 39.513308
converged
# weights: 43
initial value 166.709116
iter 10 value 82.887845
iter 20 value 40.921995
iter 30 value 38.880436
iter 40 value 38.720576
iter 50 value 38.604576
iter 60 value 38.556754
iter 70 value 38.554664
iter 80 value 38.546729
iter 90 value 38.543374
iter 100 value 38.542428
final value 38.542428
stopped after 100 iterations
# weights: 11
initial value 169.105768
iter 10 value 108.865221
iter 20 value 67.648169
iter 30 value 66.047964
iter 40 value 65.677792
iter 50 value 65.550080
iter 60 value 65.493893
iter 70 value 65.326446
iter 80 value 65.319286
iter 90 value 65.317942
iter 100 value 65.314883
final value 65.314883
stopped after 100 iterations
# weights: 27
initial value 173.466344
iter 10 value 11.006376
iter 20 value 0.657767
iter 30 value 0.584907
iter 40 value 0.487876
iter 50 value 0.468973
iter 60 value 0.430273
iter 70 value 0.409450
iter 80 value 0.400754
iter 90 value 0.378108
iter 100 value 0.360098
final value 0.360098
stopped after 100 iterations
# weights: 43
initial value 165.540441
iter 10 value 3.479615
iter 20 value 1.139319
iter 30 value 0.832255
iter 40 value 0.655070
iter 50 value 0.506286
iter 60 value 0.458876
iter 70 value 0.413218
iter 80 value 0.404787
iter 90 value 0.396398
iter 100 value 0.392016
final value 0.392016
stopped after 100 iterations
# weights: 11
initial value 186.223701
iter 10 value 84.739855
iter 20 value 13.049208
iter 30 value 7.227061
iter 40 value 6.500617
iter 50 value 6.131026
iter 60 value 5.989332
iter 70 value 5.857734
iter 80 value 5.841299
iter 90 value 5.829937
iter 100 value 5.741261
final value 5.741261
stopped after 100 iterations
# weights: 27
initial value 190.677829
iter 10 value 31.077961
iter 20 value 12.153889
iter 30 value 6.002250
iter 40 value 5.874383
iter 50 value 5.642763
iter 60 value 5.542427
iter 70 value 5.491090
iter 80 value 5.454667
iter 90 value 5.439210
iter 100 value 5.292195
final value 5.292195
stopped after 100 iterations
# weights: 43
initial value 186.597858
iter 10 value 16.516972
iter 20 value 6.198823
iter 30 value 4.937414
iter 40 value 2.932659
iter 50 value 2.713462
iter 60 value 2.703541
iter 70 value 2.703367
final value 2.703367
converged
# weights: 11
initial value 196.100314
iter 10 value 104.609461
iter 20 value 62.126291
iter 30 value 61.298830
final value 61.298818
converged
# weights: 27
initial value 179.700552
iter 10 value 55.259282
iter 20 value 42.006535
iter 30 value 40.645918
iter 40 value 40.520783
final value 40.520043
converged
# weights: 43
initial value 169.725649
iter 10 value 56.246080
iter 20 value 42.560685
iter 30 value 40.334110
iter 40 value 39.367359
iter 50 value 39.330900
iter 60 value 39.324506
iter 70 value 39.309402
iter 80 value 39.280712
iter 90 value 39.266989
iter 100 value 39.263401
final value 39.263401
stopped after 100 iterations
# weights: 11
initial value 169.222099
iter 10 value 47.709437
iter 20 value 9.636907
iter 30 value 6.802763
iter 40 value 6.767646
iter 50 value 6.756129
iter 60 value 6.754511
iter 70 value 6.754344
iter 80 value 6.754195
iter 90 value 6.754178
final value 6.754163
converged
# weights: 27
initial value 194.468304
iter 10 value 70.897917
iter 20 value 67.251151
iter 30 value 45.533915
iter 40 value 13.270612
iter 50 value 7.156701
iter 60 value 6.619357
iter 70 value 6.397817
iter 80 value 6.094803
iter 90 value 5.909183
iter 100 value 5.747221
final value 5.747221
stopped after 100 iterations
# weights: 43
initial value 162.002916
iter 10 value 59.998236
iter 20 value 12.686943
iter 30 value 6.262644
iter 40 value 5.921426
iter 50 value 5.687497
iter 60 value 5.567686
iter 70 value 5.543194
iter 80 value 5.512610
iter 90 value 5.340611
iter 100 value 4.974986
final value 4.974986
stopped after 100 iterations
# weights: 11
initial value 167.389336
iter 10 value 75.325041
iter 20 value 67.715891
iter 30 value 18.375991
iter 40 value 11.617263
iter 50 value 11.329529
iter 60 value 11.216424
iter 70 value 11.129650
iter 80 value 11.106782
iter 90 value 11.056035
iter 100 value 11.047602
final value 11.047602
stopped after 100 iterations
# weights: 27
initial value 172.385520
iter 10 value 75.958459
iter 20 value 73.191395
iter 30 value 73.173663
iter 40 value 73.171431
final value 73.171428
converged
# weights: 43
initial value 211.744600
iter 10 value 43.161808
iter 20 value 11.517368
iter 30 value 10.943773
iter 40 value 10.261048
iter 50 value 8.942598
iter 60 value 6.956613
iter 70 value 5.600795
iter 80 value 4.784004
iter 90 value 4.503024
iter 100 value 4.357070
final value 4.357070
stopped after 100 iterations
# weights: 11
initial value 172.878695
iter 10 value 95.942396
iter 20 value 71.239284
iter 30 value 64.196962
final value 64.190472
converged
# weights: 27
initial value 179.845936
iter 10 value 61.640104
iter 20 value 46.731250
iter 30 value 45.488237
iter 40 value 45.152903
iter 50 value 45.125761
iter 60 value 45.114296
final value 45.114234
converged
# weights: 43
initial value 212.243541
iter 10 value 72.007557
iter 20 value 48.167225
iter 30 value 45.229510
iter 40 value 44.788606
iter 50 value 44.632851
iter 60 value 44.215956
iter 70 value 43.855018
iter 80 value 43.807164
iter 90 value 43.795785
iter 100 value 43.792951
final value 43.792951
stopped after 100 iterations
# weights: 11
initial value 169.548711
iter 10 value 74.020071
iter 20 value 15.693616
iter 30 value 12.575668
iter 40 value 11.945551
iter 50 value 11.803147
iter 60 value 11.799179
iter 70 value 11.796133
final value 11.796113
converged
# weights: 27
initial value 172.775016
iter 10 value 38.848989
iter 20 value 12.747750
iter 30 value 11.836345
iter 40 value 11.500191
iter 50 value 11.301900
iter 60 value 10.868083
iter 70 value 10.477129
iter 80 value 10.417199
iter 90 value 10.278012
iter 100 value 9.138734
final value 9.138734
stopped after 100 iterations
# weights: 43
initial value 175.961237
iter 10 value 27.276777
iter 20 value 10.542197
iter 30 value 8.998260
iter 40 value 7.412763
iter 50 value 3.460084
iter 60 value 2.291532
iter 70 value 1.803103
iter 80 value 1.494852
iter 90 value 1.433808
iter 100 value 1.296137
final value 1.296137
stopped after 100 iterations
# weights: 11
initial value 178.590884
iter 10 value 66.955567
iter 20 value 66.927733
iter 30 value 66.925643
iter 40 value 66.923836
iter 50 value 60.248295
iter 60 value 32.708274
iter 70 value 8.238186
iter 80 value 5.325003
iter 90 value 5.133364
iter 100 value 5.037909
final value 5.037909
stopped after 100 iterations
# weights: 27
initial value 179.859779
iter 10 value 70.872174
iter 20 value 6.103952
iter 30 value 5.212844
iter 40 value 5.079680
iter 50 value 4.940276
iter 60 value 4.914165
iter 70 value 4.895524
iter 80 value 4.745185
iter 90 value 4.159896
iter 100 value 3.179885
final value 3.179885
stopped after 100 iterations
# weights: 43
initial value 178.208011
iter 10 value 54.832677
iter 20 value 6.456162
iter 30 value 5.267187
iter 40 value 4.663057
iter 50 value 3.187701
iter 60 value 2.875776
iter 70 value 2.734209
iter 80 value 2.602146
iter 90 value 2.417078
iter 100 value 2.130636
final value 2.130636
stopped after 100 iterations
# weights: 11
initial value 169.760695
iter 10 value 81.834996
iter 20 value 61.356516
iter 30 value 57.842401
final value 57.841485
converged
# weights: 27
initial value 172.858000
iter 10 value 63.896966
iter 20 value 40.837828
iter 30 value 39.320385
iter 40 value 39.284823
iter 50 value 39.258180
iter 60 value 39.255931
iter 70 value 39.255236
final value 39.255235
converged
# weights: 43
initial value 168.569334
iter 10 value 70.808842
iter 20 value 40.241347
iter 30 value 37.354226
iter 40 value 36.917215
iter 50 value 36.422804
iter 60 value 36.223154
iter 70 value 36.214534
iter 80 value 36.199436
iter 90 value 36.194975
iter 100 value 36.178868
final value 36.178868
stopped after 100 iterations
# weights: 11
initial value 177.176619
iter 10 value 61.946998
iter 20 value 6.706159
iter 30 value 5.763830
iter 40 value 5.647110
iter 50 value 5.573432
iter 60 value 5.570411
iter 70 value 5.566460
iter 80 value 5.562625
iter 90 value 5.561370
iter 100 value 5.561114
final value 5.561114
stopped after 100 iterations
# weights: 27
initial value 201.644906
iter 10 value 54.713186
iter 20 value 5.918908
iter 30 value 5.283152
iter 40 value 5.203554
iter 50 value 4.924216
iter 60 value 3.400894
iter 70 value 3.304015
iter 80 value 3.268888
iter 90 value 3.242843
iter 100 value 3.197454
final value 3.197454
stopped after 100 iterations
# weights: 43
initial value 166.218102
iter 10 value 51.333695
iter 20 value 6.073141
iter 30 value 4.569597
iter 40 value 4.177643
iter 50 value 3.853246
iter 60 value 3.530635
iter 70 value 3.338901
iter 80 value 3.231153
iter 90 value 3.157118
iter 100 value 3.127292
final value 3.127292
stopped after 100 iterations
# weights: 11
initial value 179.260546
iter 10 value 91.177142
iter 20 value 74.797207
iter 30 value 70.484035
iter 40 value 13.519006
iter 50 value 3.232149
iter 60 value 1.414669
iter 70 value 1.026764
iter 80 value 0.883226
iter 90 value 0.827440
iter 100 value 0.653890
final value 0.653890
stopped after 100 iterations
# weights: 27
initial value 174.966868
iter 10 value 74.720721
iter 20 value 9.124807
iter 30 value 0.409670
iter 40 value 0.034977
iter 50 value 0.000356
final value 0.000063
converged
# weights: 43
initial value 186.829850
iter 10 value 6.081764
iter 20 value 1.234503
iter 30 value 0.046706
iter 40 value 0.000109
iter 40 value 0.000064
iter 40 value 0.000060
final value 0.000060
converged
# weights: 11
initial value 168.231175
iter 10 value 84.701404
iter 20 value 59.508748
final value 59.503702
converged
# weights: 27
initial value 167.413289
iter 10 value 66.629704
iter 20 value 38.983284
iter 30 value 38.431330
final value 38.427954
converged
# weights: 43
initial value 233.136904
iter 10 value 51.593602
iter 20 value 39.506543
iter 30 value 37.844331
iter 40 value 37.203694
iter 50 value 37.152950
iter 60 value 37.136188
iter 70 value 37.135642
iter 80 value 37.135493
final value 37.135411
converged
# weights: 11
initial value 173.659143
iter 10 value 75.663316
iter 20 value 47.826573
iter 30 value 7.308843
iter 40 value 2.708779
iter 50 value 2.542288
iter 60 value 2.374034
iter 70 value 2.223939
iter 80 value 2.204765
iter 90 value 2.185619
iter 100 value 2.183871
final value 2.183871
stopped after 100 iterations
# weights: 27
initial value 179.469183
iter 10 value 74.919810
iter 20 value 55.062353
iter 30 value 10.176298
iter 40 value 2.621925
iter 50 value 2.327204
iter 60 value 1.998376
iter 70 value 1.053447
iter 80 value 0.795006
iter 90 value 0.708646
iter 100 value 0.634603
final value 0.634603
stopped after 100 iterations
# weights: 43
initial value 174.727380
iter 10 value 6.347257
iter 20 value 0.977031
iter 30 value 0.798728
iter 40 value 0.689901
iter 50 value 0.591255
iter 60 value 0.515908
iter 70 value 0.470730
iter 80 value 0.421419
iter 90 value 0.407321
iter 100 value 0.401078
final value 0.401078
stopped after 100 iterations
# weights: 11
initial value 177.053546
iter 10 value 60.195829
iter 20 value 12.514044
iter 30 value 5.673672
iter 40 value 4.897002
iter 50 value 4.687817
iter 60 value 4.334754
iter 70 value 1.797725
iter 80 value 1.424522
iter 90 value 1.242427
iter 100 value 1.147586
final value 1.147586
stopped after 100 iterations
# weights: 27
initial value 168.268379
iter 10 value 23.019865
iter 20 value 1.728378
iter 30 value 0.000342
final value 0.000074
converged
# weights: 43
initial value 191.129049
iter 10 value 16.994572
iter 20 value 0.359561
final value 0.000061
converged
# weights: 11
initial value 178.234812
iter 10 value 88.040389
iter 20 value 64.063616
final value 64.015488
converged
# weights: 27
initial value 211.748959
iter 10 value 69.310293
iter 20 value 46.099903
iter 30 value 44.171285
iter 40 value 43.647230
iter 50 value 42.306449
iter 60 value 42.244767
final value 42.244692
converged
# weights: 43
initial value 185.955155
iter 10 value 62.465848
iter 20 value 42.989048
iter 30 value 41.740526
iter 40 value 41.326215
iter 50 value 41.297892
iter 60 value 41.276653
iter 70 value 41.228411
iter 80 value 41.140346
iter 90 value 41.122667
iter 100 value 41.121940
final value 41.121940
stopped after 100 iterations
# weights: 11
initial value 174.322753
iter 10 value 72.592276
iter 20 value 71.979619
iter 30 value 71.948976
iter 40 value 71.883811
iter 50 value 71.856773
iter 60 value 71.796453
iter 70 value 69.504326
iter 80 value 32.801673
iter 90 value 10.184888
iter 100 value 6.353795
final value 6.353795
stopped after 100 iterations
# weights: 27
initial value 167.774004
iter 10 value 16.166740
iter 20 value 2.496398
iter 30 value 1.434533
iter 40 value 1.415900
iter 50 value 1.372491
iter 60 value 1.319949
iter 70 value 1.279566
iter 80 value 1.230512
iter 90 value 1.173573
iter 100 value 1.115258
final value 1.115258
stopped after 100 iterations
# weights: 43
initial value 183.505330
iter 10 value 46.620669
iter 20 value 5.434479
iter 30 value 2.346089
iter 40 value 2.077641
iter 50 value 1.640797
iter 60 value 1.432096
iter 70 value 1.288138
iter 80 value 1.237618
iter 90 value 1.210994
iter 100 value 1.185549
final value 1.185549
stopped after 100 iterations
# weights: 11
initial value 163.883583
iter 10 value 21.675929
iter 20 value 4.859367
iter 30 value 3.815553
iter 40 value 3.572635
iter 50 value 3.408007
iter 60 value 3.265637
iter 70 value 3.148423
iter 80 value 3.084046
iter 90 value 2.970737
iter 100 value 2.895566
final value 2.895566
stopped after 100 iterations
# weights: 27
initial value 173.085421
iter 10 value 59.664567
iter 20 value 3.874383
iter 30 value 1.208157
iter 40 value 0.000636
final value 0.000061
converged
# weights: 43
initial value 188.192259
iter 10 value 38.527840
iter 20 value 3.335202
iter 30 value 0.045535
iter 40 value 0.000668
iter 50 value 0.000342
final value 0.000055
converged
# weights: 11
initial value 184.667353
iter 10 value 62.367619
iter 20 value 57.639726
final value 57.611132
converged
# weights: 27
initial value 181.479004
iter 10 value 69.164012
iter 20 value 44.645710
iter 30 value 38.845165
iter 40 value 38.241700
iter 50 value 38.181848
iter 60 value 38.167986
iter 70 value 38.165935
final value 38.165930
converged
# weights: 43
initial value 183.498307
iter 10 value 48.924522
iter 20 value 41.497688
iter 30 value 38.146868
iter 40 value 37.379373
iter 50 value 37.059778
iter 60 value 36.980421
iter 70 value 36.976706
iter 80 value 36.975787
iter 90 value 36.975656
iter 100 value 36.975580
final value 36.975580
stopped after 100 iterations
# weights: 11
initial value 174.805709
iter 10 value 67.361415
iter 20 value 64.219655
iter 30 value 57.993932
iter 40 value 48.267843
iter 50 value 20.482368
iter 60 value 7.274506
iter 70 value 5.092433
iter 80 value 4.873820
iter 90 value 4.603283
iter 100 value 4.542251
final value 4.542251
stopped after 100 iterations
# weights: 27
initial value 171.211446
iter 10 value 17.770964
iter 20 value 3.559842
iter 30 value 2.385741
iter 40 value 1.623030
iter 50 value 1.564832
iter 60 value 1.530960
iter 70 value 1.352032
iter 80 value 1.305004
iter 90 value 1.213056
iter 100 value 1.139812
final value 1.139812
stopped after 100 iterations
# weights: 43
initial value 174.317690
iter 10 value 52.351402
iter 20 value 5.330367
iter 30 value 2.455271
iter 40 value 2.093335
iter 50 value 1.860047
iter 60 value 1.729559
iter 70 value 1.579504
iter 80 value 1.350118
iter 90 value 1.278588
iter 100 value 1.170900
final value 1.170900
stopped after 100 iterations
# weights: 11
initial value 183.958437
iter 10 value 13.158324
iter 20 value 2.756498
iter 30 value 1.011340
iter 40 value 0.841677
iter 50 value 0.671765
iter 60 value 0.650200
iter 70 value 0.548182
iter 80 value 0.542807
iter 90 value 0.370622
iter 100 value 0.352592
final value 0.352592
stopped after 100 iterations
# weights: 27
initial value 190.126509
iter 10 value 19.761935
iter 20 value 4.070961
iter 30 value 0.287679
iter 40 value 0.004584
final value 0.000077
converged
# weights: 43
initial value 166.305372
iter 10 value 18.140961
iter 20 value 1.026493
iter 30 value 0.000922
final value 0.000068
converged
# weights: 11
initial value 185.444617
iter 10 value 80.693987
iter 20 value 58.691119
final value 58.598761
converged
# weights: 27
initial value 187.615175
iter 10 value 89.771505
iter 20 value 39.904002
iter 30 value 39.059090
iter 40 value 38.923805
iter 50 value 38.922566
final value 38.922443
converged
# weights: 43
initial value 192.404789
iter 10 value 66.233268
iter 20 value 39.593772
iter 30 value 38.127836
iter 40 value 37.991785
iter 50 value 37.972772
iter 60 value 37.944185
iter 70 value 37.915640
iter 80 value 37.889673
iter 90 value 37.862735
iter 100 value 37.784374
final value 37.784374
stopped after 100 iterations
# weights: 11
initial value 178.290521
iter 10 value 52.253805
iter 20 value 9.426292
iter 30 value 4.971751
iter 40 value 3.748776
iter 50 value 3.525712
iter 60 value 3.511114
iter 70 value 3.465739
iter 80 value 3.457923
iter 90 value 3.450590
iter 100 value 3.448940
final value 3.448940
stopped after 100 iterations
# weights: 27
initial value 162.536997
iter 10 value 7.582050
iter 20 value 3.015576
iter 30 value 2.068188
iter 40 value 1.699373
iter 50 value 1.183797
iter 60 value 0.897106
iter 70 value 0.834943
iter 80 value 0.822072
iter 90 value 0.787966
iter 100 value 0.759519
final value 0.759519
stopped after 100 iterations
# weights: 43
initial value 162.915505
iter 10 value 11.209247
iter 20 value 2.686148
iter 30 value 1.018602
iter 40 value 0.907823
iter 50 value 0.715918
iter 60 value 0.606726
iter 70 value 0.533926
iter 80 value 0.507284
iter 90 value 0.503978
iter 100 value 0.480444
final value 0.480444
stopped after 100 iterations
# weights: 11
initial value 170.904467
final value 68.994474
converged
# weights: 27
initial value 164.822394
iter 10 value 5.815834
iter 20 value 3.316258
iter 30 value 0.117246
iter 40 value 0.002025
iter 50 value 0.000848
final value 0.000097
converged
# weights: 43
initial value 207.329784
iter 10 value 57.345352
iter 20 value 5.005344
iter 30 value 3.372268
iter 40 value 1.124009
iter 50 value 0.007095
iter 60 value 0.001740
iter 70 value 0.000879
iter 80 value 0.000309
iter 90 value 0.000278
final value 0.000073
converged
# weights: 11
initial value 167.079997
iter 10 value 95.206818
iter 20 value 58.025892
iter 30 value 57.964999
iter 30 value 57.964999
final value 57.964999
converged
# weights: 27
initial value 182.794210
iter 10 value 87.588439
iter 20 value 42.368261
iter 30 value 39.174584
iter 40 value 38.608780
iter 50 value 38.122855
iter 60 value 37.738854
iter 70 value 37.240538
iter 80 value 37.211192
final value 37.211136
converged
# weights: 43
initial value 172.613307
iter 10 value 69.071146
iter 20 value 40.952679
iter 30 value 36.092172
iter 40 value 36.016660
iter 50 value 35.990516
iter 60 value 35.977813
iter 70 value 35.974232
iter 80 value 35.973208
iter 90 value 35.972913
iter 100 value 35.972669
final value 35.972669
stopped after 100 iterations
# weights: 11
initial value 173.817437
iter 10 value 70.718982
iter 20 value 69.447230
iter 30 value 69.354680
iter 40 value 69.241949
iter 50 value 69.096015
iter 60 value 68.144446
iter 70 value 65.595413
iter 80 value 15.145878
iter 90 value 5.671076
iter 100 value 5.206752
final value 5.206752
stopped after 100 iterations
# weights: 27
initial value 178.485425
iter 10 value 58.706443
iter 20 value 5.179327
iter 30 value 3.381244
iter 40 value 2.597937
iter 50 value 1.754056
iter 60 value 1.218699
iter 70 value 1.204262
iter 80 value 1.147598
iter 90 value 1.140009
iter 100 value 1.134246
final value 1.134246
stopped after 100 iterations
# weights: 43
initial value 194.020252
iter 10 value 22.015217
iter 20 value 3.979075
iter 30 value 2.194584
iter 40 value 1.350036
iter 50 value 1.282562
iter 60 value 1.171935
iter 70 value 1.158519
iter 80 value 1.131496
iter 90 value 1.087774
iter 100 value 1.085788
final value 1.085788
stopped after 100 iterations
# weights: 11
initial value 196.221366
iter 10 value 94.033426
iter 20 value 18.837105
iter 30 value 4.642964
iter 40 value 4.319800
iter 50 value 4.314417
iter 60 value 4.312286
iter 70 value 4.310553
iter 80 value 4.309998
iter 90 value 4.309470
iter 100 value 4.308319
final value 4.308319
stopped after 100 iterations
# weights: 27
initial value 169.970096
iter 10 value 7.109964
iter 20 value 5.206998
iter 30 value 4.893219
iter 40 value 4.455949
iter 50 value 4.380633
iter 60 value 4.360780
iter 70 value 4.349247
iter 80 value 4.329410
iter 90 value 4.320809
iter 100 value 4.316053
final value 4.316053
stopped after 100 iterations
# weights: 43
initial value 183.266549
iter 10 value 14.012556
iter 20 value 4.889703
iter 30 value 4.406594
iter 40 value 4.325062
iter 50 value 4.277955
iter 60 value 4.092769
iter 70 value 2.667361
iter 80 value 1.731315
iter 90 value 0.281680
iter 100 value 0.090782
final value 0.090782
stopped after 100 iterations
# weights: 11
initial value 194.804537
iter 10 value 62.279974
iter 20 value 58.827695
final value 58.827675
converged
# weights: 27
initial value 184.747745
iter 10 value 80.812772
iter 20 value 44.790033
iter 30 value 41.180977
iter 40 value 41.153976
iter 50 value 41.153605
iter 50 value 41.153605
iter 50 value 41.153605
final value 41.153605
converged
# weights: 43
initial value 167.674978
iter 10 value 56.903359
iter 20 value 39.127113
iter 30 value 38.099357
iter 40 value 37.859779
iter 50 value 37.839020
iter 60 value 37.813502
iter 70 value 37.803320
iter 80 value 37.798750
iter 90 value 37.796807
iter 100 value 37.796121
final value 37.796121
stopped after 100 iterations
# weights: 11
initial value 183.049783
iter 10 value 71.252644
iter 20 value 71.154150
iter 30 value 71.123359
iter 40 value 71.111800
iter 50 value 71.069881
iter 60 value 60.485886
iter 70 value 17.272447
iter 80 value 5.930626
iter 90 value 4.991906
iter 100 value 4.941422
final value 4.941422
stopped after 100 iterations
# weights: 27
initial value 178.208087
iter 10 value 66.159967
iter 20 value 19.247549
iter 30 value 7.691398
iter 40 value 5.198831
iter 50 value 5.024948
iter 60 value 4.924656
iter 70 value 4.890675
iter 80 value 4.836927
iter 90 value 4.739229
iter 100 value 4.715640
final value 4.715640
stopped after 100 iterations
# weights: 43
initial value 172.513617
iter 10 value 12.470405
iter 20 value 4.514551
iter 30 value 4.305291
iter 40 value 3.752991
iter 50 value 1.557562
iter 60 value 1.246374
iter 70 value 1.016929
iter 80 value 0.948541
iter 90 value 0.864841
iter 100 value 0.774882
final value 0.774882
stopped after 100 iterations
# weights: 11
initial value 172.960663
iter 10 value 95.931709
iter 20 value 23.664200
iter 30 value 8.039108
iter 40 value 3.176252
iter 50 value 2.005710
iter 60 value 1.623170
iter 70 value 1.569622
iter 80 value 1.537965
iter 90 value 1.397828
iter 100 value 1.359363
final value 1.359363
stopped after 100 iterations
# weights: 27
initial value 172.276749
iter 10 value 74.905873
iter 20 value 4.878695
iter 30 value 0.475456
iter 40 value 0.000380
final value 0.000062
converged
# weights: 43
initial value 247.786033
iter 10 value 18.437141
iter 20 value 1.072174
iter 30 value 0.025679
final value 0.000066
converged
# weights: 11
initial value 176.899394
iter 10 value 94.006479
iter 20 value 60.259851
iter 30 value 60.127410
final value 60.126454
converged
# weights: 27
initial value 171.533645
iter 10 value 89.896625
iter 20 value 43.719669
iter 30 value 41.280088
iter 40 value 40.744132
iter 50 value 40.421490
iter 60 value 40.278209
iter 70 value 40.252863
final value 40.252819
converged
# weights: 43
initial value 170.813335
iter 10 value 68.139452
iter 20 value 43.051034
iter 30 value 39.578622
iter 40 value 39.367390
iter 50 value 39.109612
iter 60 value 39.029635
iter 70 value 38.999422
iter 80 value 38.992024
iter 90 value 38.978613
iter 100 value 38.964834
final value 38.964834
stopped after 100 iterations
# weights: 11
initial value 166.371716
iter 10 value 72.408862
iter 20 value 72.243485
iter 30 value 72.092058
iter 40 value 69.875324
iter 50 value 20.561598
iter 60 value 4.416897
iter 70 value 2.955869
iter 80 value 2.892992
iter 90 value 2.878758
iter 100 value 2.877907
final value 2.877907
stopped after 100 iterations
# weights: 27
initial value 178.790823
iter 10 value 9.171447
iter 20 value 2.022097
iter 30 value 1.339256
iter 40 value 1.049384
iter 50 value 0.910882
iter 60 value 0.733974
iter 70 value 0.681969
iter 80 value 0.623174
iter 90 value 0.566530
iter 100 value 0.503253
final value 0.503253
stopped after 100 iterations
# weights: 43
initial value 164.569598
iter 10 value 28.793273
iter 20 value 1.434477
iter 30 value 1.136106
iter 40 value 0.986946
iter 50 value 0.883006
iter 60 value 0.753067
iter 70 value 0.693336
iter 80 value 0.598252
iter 90 value 0.567737
iter 100 value 0.544721
final value 0.544721
stopped after 100 iterations
# weights: 11
initial value 162.320210
iter 10 value 63.292238
iter 20 value 26.222899
iter 30 value 8.876274
iter 40 value 8.041829
iter 50 value 7.964571
iter 60 value 7.950334
iter 70 value 7.938796
iter 80 value 7.909529
iter 90 value 7.902318
iter 100 value 7.887656
final value 7.887656
stopped after 100 iterations
# weights: 27
initial value 168.453074
iter 10 value 31.259181
iter 20 value 8.432692
iter 30 value 8.017277
iter 40 value 7.928537
iter 50 value 7.858427
iter 60 value 6.976296
iter 70 value 4.035203
iter 80 value 1.028030
iter 90 value 0.584678
iter 100 value 0.331021
final value 0.331021
stopped after 100 iterations
# weights: 43
initial value 191.016566
iter 10 value 12.524894
iter 20 value 8.002907
iter 30 value 6.229759
iter 40 value 0.357805
iter 50 value 0.011530
final value 0.000038
converged
# weights: 11
initial value 174.866383
iter 10 value 81.439609
iter 20 value 58.617214
final value 57.600064
converged
# weights: 27
initial value 179.910231
iter 10 value 76.533130
iter 20 value 42.115688
iter 30 value 39.622790
iter 40 value 39.106044
iter 50 value 39.078601
iter 60 value 39.016956
iter 70 value 38.995804
final value 38.995774
converged
# weights: 43
initial value 185.575764
iter 10 value 57.268521
iter 20 value 38.997253
iter 30 value 38.195452
iter 40 value 37.967036
iter 50 value 37.778987
iter 60 value 37.724133
iter 70 value 37.706909
iter 80 value 37.706358
iter 90 value 37.706293
iter 100 value 37.706263
final value 37.706263
stopped after 100 iterations
# weights: 11
initial value 163.422497
iter 10 value 66.997950
iter 20 value 66.742939
iter 30 value 66.546391
iter 40 value 66.508818
iter 50 value 65.269507
iter 60 value 34.973563
iter 70 value 19.631383
iter 80 value 10.164799
iter 90 value 8.579212
iter 100 value 8.485379
final value 8.485379
stopped after 100 iterations
# weights: 27
initial value 193.502526
iter 10 value 42.283723
iter 20 value 9.721767
iter 30 value 8.657358
iter 40 value 7.825970
iter 50 value 5.529046
iter 60 value 4.506870
iter 70 value 3.418201
iter 80 value 2.612035
iter 90 value 2.142595
iter 100 value 2.034076
final value 2.034076
stopped after 100 iterations
# weights: 43
initial value 168.013204
iter 10 value 19.196369
iter 20 value 8.358782
iter 30 value 8.252184
iter 40 value 8.119458
iter 50 value 8.068093
iter 60 value 8.012581
iter 70 value 7.776737
iter 80 value 5.000223
iter 90 value 1.767612
iter 100 value 1.410827
final value 1.410827
stopped after 100 iterations
# weights: 11
initial value 170.753656
iter 10 value 73.416731
iter 20 value 69.989853
final value 69.985189
converged
# weights: 27
initial value 183.584261
iter 10 value 52.675286
iter 20 value 3.169212
iter 30 value 0.010357
iter 40 value 0.000261
final value 0.000055
converged
# weights: 43
initial value 169.557606
iter 10 value 12.170372
iter 20 value 0.088608
iter 30 value 0.005428
iter 40 value 0.001666
iter 50 value 0.000969
final value 0.000050
converged
# weights: 11
initial value 188.532847
iter 10 value 79.271271
iter 20 value 58.437805
final value 58.312302
converged
# weights: 27
initial value 171.436739
iter 10 value 79.425555
iter 20 value 41.656720
iter 30 value 38.866184
iter 40 value 38.564145
iter 50 value 38.405893
iter 60 value 38.399992
iter 70 value 38.398389
final value 38.398379
converged
# weights: 43
initial value 190.390703
iter 10 value 73.763587
iter 20 value 40.929378
iter 30 value 37.893638
iter 40 value 37.373747
iter 50 value 37.280024
iter 60 value 37.255526
iter 70 value 37.243423
iter 80 value 37.236076
iter 90 value 37.233578
iter 100 value 37.229249
final value 37.229249
stopped after 100 iterations
# weights: 11
initial value 179.756081
iter 10 value 70.625082
iter 20 value 70.105526
iter 30 value 70.096112
iter 40 value 70.082045
iter 50 value 70.002771
iter 60 value 64.320534
iter 70 value 9.197100
iter 80 value 2.081169
iter 90 value 1.665544
iter 100 value 1.623696
final value 1.623696
stopped after 100 iterations
# weights: 27
initial value 174.161935
iter 10 value 26.224312
iter 20 value 1.046340
iter 30 value 0.908783
iter 40 value 0.768204
iter 50 value 0.610486
iter 60 value 0.511741
iter 70 value 0.468519
iter 80 value 0.427389
iter 90 value 0.356112
iter 100 value 0.336001
final value 0.336001
stopped after 100 iterations
# weights: 43
initial value 169.781582
iter 10 value 9.282245
iter 20 value 0.717287
iter 30 value 0.610080
iter 40 value 0.564799
iter 50 value 0.449087
iter 60 value 0.386410
iter 70 value 0.354457
iter 80 value 0.338186
iter 90 value 0.332863
iter 100 value 0.325542
final value 0.325542
stopped after 100 iterations
# weights: 11
initial value 177.071272
iter 10 value 70.054909
iter 20 value 30.264787
iter 30 value 10.254406
iter 40 value 8.284802
iter 50 value 8.137686
iter 60 value 8.042533
iter 70 value 7.987106
iter 80 value 7.965259
iter 90 value 7.959125
iter 100 value 7.944309
final value 7.944309
stopped after 100 iterations
# weights: 27
initial value 164.594064
iter 10 value 44.675583
iter 20 value 13.962442
iter 30 value 8.932419
iter 40 value 7.732048
iter 50 value 6.308675
iter 60 value 5.178611
iter 70 value 5.173738
iter 80 value 5.168550
iter 90 value 5.137846
iter 100 value 5.072846
final value 5.072846
stopped after 100 iterations
# weights: 43
initial value 180.958340
iter 10 value 15.251281
iter 20 value 7.952259
iter 30 value 6.063093
iter 40 value 4.819315
iter 50 value 4.636618
iter 60 value 4.275033
iter 70 value 3.754992
iter 80 value 2.411166
iter 90 value 0.029514
iter 100 value 0.017454
final value 0.017454
stopped after 100 iterations
# weights: 11
initial value 168.155268
iter 10 value 71.076269
iter 20 value 59.744809
final value 59.743923
converged
# weights: 27
initial value 186.573056
iter 10 value 84.940265
iter 20 value 45.945652
iter 30 value 43.733728
iter 40 value 42.551690
iter 50 value 41.922310
iter 60 value 41.853903
iter 70 value 41.849514
final value 41.848794
converged
# weights: 43
initial value 200.771566
iter 10 value 70.818139
iter 20 value 42.956532
iter 30 value 40.944427
iter 40 value 39.888545
iter 50 value 39.528605
iter 60 value 39.370427
iter 70 value 39.333195
iter 80 value 39.315212
iter 90 value 39.296480
iter 100 value 39.259420
final value 39.259420
stopped after 100 iterations
# weights: 11
initial value 169.793004
iter 10 value 71.908040
iter 20 value 71.514767
iter 30 value 71.509966
iter 40 value 71.504010
iter 50 value 71.497242
iter 60 value 71.487277
iter 70 value 71.471981
iter 80 value 71.432313
iter 90 value 71.129043
iter 100 value 67.275049
final value 67.275049
stopped after 100 iterations
# weights: 27
initial value 188.225791
iter 10 value 41.863537
iter 20 value 10.256954
iter 30 value 5.090249
iter 40 value 4.722030
iter 50 value 4.651598
iter 60 value 4.582712
iter 70 value 4.548948
iter 80 value 4.478306
iter 90 value 4.413293
iter 100 value 4.365955
final value 4.365955
stopped after 100 iterations
# weights: 43
initial value 179.991331
iter 10 value 10.721655
iter 20 value 8.413250
iter 30 value 8.251342
iter 40 value 7.105161
iter 50 value 4.962113
iter 60 value 4.795444
iter 70 value 4.695390
iter 80 value 4.496229
iter 90 value 4.429342
iter 100 value 4.356519
final value 4.356519
stopped after 100 iterations
# weights: 11
initial value 183.649262
iter 10 value 27.959546
iter 20 value 7.132361
iter 30 value 6.220794
iter 40 value 6.073051
iter 50 value 6.062766
iter 60 value 6.061922
iter 70 value 6.058061
iter 80 value 6.055718
iter 90 value 6.052835
iter 100 value 6.051403
final value 6.051403
stopped after 100 iterations
# weights: 27
initial value 169.556743
iter 10 value 8.645599
iter 20 value 6.128219
iter 30 value 6.112415
iter 40 value 6.077913
iter 50 value 6.063455
iter 60 value 6.062632
iter 70 value 6.061371
iter 80 value 6.060753
iter 90 value 6.059954
iter 100 value 6.058666
final value 6.058666
stopped after 100 iterations
# weights: 43
initial value 235.078121
iter 10 value 19.828519
iter 20 value 8.099038
iter 30 value 5.815097
iter 40 value 5.435708
iter 50 value 5.413951
iter 60 value 5.055846
iter 70 value 5.052635
iter 80 value 5.051953
final value 5.051772
converged
# weights: 11
initial value 166.510851
iter 10 value 92.302458
iter 20 value 60.005392
iter 30 value 59.981318
final value 59.981307
converged
# weights: 27
initial value 171.368906
iter 10 value 50.111353
iter 20 value 40.780086
iter 30 value 40.139351
iter 40 value 39.659257
iter 50 value 39.583013
iter 60 value 39.582077
final value 39.582033
converged
# weights: 43
initial value 179.220615
iter 10 value 48.029513
iter 20 value 38.571975
iter 30 value 38.316547
iter 40 value 38.313392
iter 50 value 38.313075
iter 60 value 38.313003
iter 70 value 38.312980
final value 38.312977
converged
# weights: 11
initial value 162.449252
iter 10 value 80.038304
iter 20 value 79.932225
iter 30 value 79.847240
iter 40 value 79.831190
iter 50 value 79.818741
iter 60 value 79.786081
iter 70 value 47.544317
iter 80 value 7.997220
iter 90 value 7.026371
iter 100 value 6.902192
final value 6.902192
stopped after 100 iterations
# weights: 27
initial value 162.033080
iter 10 value 47.999360
iter 20 value 9.671626
iter 30 value 8.246652
iter 40 value 8.075398
iter 50 value 6.851098
iter 60 value 6.243947
iter 70 value 6.195145
iter 80 value 6.127573
iter 90 value 6.002790
iter 100 value 5.934556
final value 5.934556
stopped after 100 iterations
# weights: 43
initial value 175.396141
iter 10 value 19.098679
iter 20 value 6.240572
iter 30 value 5.961908
iter 40 value 5.563304
iter 50 value 4.632575
iter 60 value 3.321426
iter 70 value 3.141914
iter 80 value 3.081181
iter 90 value 2.891586
iter 100 value 2.644342
final value 2.644342
stopped after 100 iterations
# weights: 11
initial value 165.552722
iter 10 value 56.554477
iter 20 value 18.250747
iter 30 value 9.418406
iter 40 value 7.818486
iter 50 value 7.793229
iter 60 value 7.748011
iter 70 value 7.740312
iter 80 value 7.738653
iter 90 value 7.737784
iter 100 value 7.734024
final value 7.734024
stopped after 100 iterations
# weights: 27
initial value 168.846109
iter 10 value 42.054432
iter 20 value 7.954433
iter 30 value 7.914387
iter 40 value 7.751934
iter 50 value 7.721681
iter 60 value 7.707233
iter 70 value 7.700408
iter 80 value 7.695828
iter 90 value 7.691330
iter 100 value 7.686201
final value 7.686201
stopped after 100 iterations
# weights: 43
initial value 206.093278
iter 10 value 29.755835
iter 20 value 7.882168
iter 30 value 7.762666
iter 40 value 7.230731
iter 50 value 6.348524
iter 60 value 5.498054
iter 70 value 4.334364
iter 80 value 3.755776
iter 90 value 2.294773
iter 100 value 0.566712
final value 0.566712
stopped after 100 iterations
# weights: 11
initial value 167.356246
iter 10 value 90.348691
iter 20 value 68.635991
iter 30 value 60.809033
final value 60.809021
converged
# weights: 27
initial value 168.396010
iter 10 value 102.695527
iter 20 value 58.995562
iter 30 value 51.416359
iter 40 value 42.502454
iter 50 value 41.968490
iter 60 value 41.861397
iter 70 value 41.842076
final value 41.842070
converged
# weights: 43
initial value 172.758622
iter 10 value 61.996877
iter 20 value 42.773849
iter 30 value 41.228766
iter 40 value 40.770483
iter 50 value 40.671445
iter 60 value 40.642122
iter 70 value 40.634325
iter 80 value 40.630026
iter 90 value 40.622654
iter 100 value 40.614750
final value 40.614750
stopped after 100 iterations
# weights: 11
initial value 187.439241
iter 10 value 81.565255
iter 20 value 20.364336
iter 30 value 10.219083
iter 40 value 8.857046
iter 50 value 8.462990
iter 60 value 8.427766
iter 70 value 8.425272
iter 80 value 8.424749
iter 90 value 8.424668
iter 100 value 8.424662
final value 8.424662
stopped after 100 iterations
# weights: 27
initial value 164.553370
iter 10 value 11.196498
iter 20 value 8.357862
iter 30 value 8.197589
iter 40 value 8.131192
iter 50 value 8.051040
iter 60 value 8.018797
iter 70 value 7.947846
iter 80 value 7.921746
iter 90 value 7.880919
iter 100 value 7.843964
final value 7.843964
stopped after 100 iterations
# weights: 43
initial value 170.786060
iter 10 value 12.725640
iter 20 value 8.503433
iter 30 value 8.339265
iter 40 value 8.008213
iter 50 value 7.888444
iter 60 value 7.841982
iter 70 value 7.808986
iter 80 value 7.735495
iter 90 value 7.679911
iter 100 value 7.167441
final value 7.167441
stopped after 100 iterations
# weights: 11
initial value 166.905129
iter 10 value 67.759562
iter 20 value 14.446305
iter 30 value 8.635455
iter 40 value 6.417789
iter 50 value 6.300981
iter 60 value 6.228816
iter 70 value 6.154624
iter 80 value 6.117106
iter 90 value 6.067223
iter 100 value 6.065730
final value 6.065730
stopped after 100 iterations
# weights: 27
initial value 190.445444
iter 10 value 13.145142
iter 20 value 5.869361
iter 30 value 4.076272
iter 40 value 2.348539
iter 50 value 2.022119
iter 60 value 0.671280
iter 70 value 0.083639
iter 80 value 0.024185
iter 90 value 0.003064
iter 100 value 0.001670
final value 0.001670
stopped after 100 iterations
# weights: 43
initial value 181.337514
iter 10 value 55.247953
iter 20 value 16.267748
iter 30 value 6.075182
iter 40 value 5.625347
iter 50 value 5.327810
iter 60 value 4.969077
iter 70 value 4.907368
iter 80 value 4.905814
iter 90 value 4.902991
iter 100 value 4.902874
final value 4.902874
stopped after 100 iterations
# weights: 11
initial value 161.768240
iter 10 value 64.211711
iter 20 value 62.291262
iter 30 value 62.281437
final value 62.281426
converged
# weights: 27
initial value 163.831504
iter 10 value 87.864155
iter 20 value 43.907702
iter 30 value 41.042171
iter 40 value 40.813469
iter 50 value 40.803161
iter 60 value 40.800564
final value 40.800142
converged
# weights: 43
initial value 177.732824
iter 10 value 69.600586
iter 20 value 44.867452
iter 30 value 41.285363
iter 40 value 40.183711
iter 50 value 39.952160
iter 60 value 39.825554
iter 70 value 39.796535
iter 80 value 39.788497
iter 90 value 39.785268
iter 100 value 39.760294
final value 39.760294
stopped after 100 iterations
# weights: 11
initial value 174.331964
iter 10 value 74.897386
iter 20 value 74.656348
iter 30 value 74.612520
iter 40 value 74.572363
iter 50 value 74.546581
iter 60 value 74.494022
iter 70 value 74.456073
iter 80 value 63.737509
iter 90 value 15.345171
iter 100 value 7.448383
final value 7.448383
stopped after 100 iterations
# weights: 27
initial value 211.310290
iter 10 value 15.936467
iter 20 value 6.852862
iter 30 value 6.684774
iter 40 value 6.420383
iter 50 value 6.164706
iter 60 value 6.109206
iter 70 value 6.014202
iter 80 value 5.465833
iter 90 value 3.643996
iter 100 value 1.763637
final value 1.763637
stopped after 100 iterations
# weights: 43
initial value 204.305863
iter 10 value 22.341995
iter 20 value 6.774094
iter 30 value 6.651281
iter 40 value 6.558314
iter 50 value 6.358039
iter 60 value 6.226662
iter 70 value 6.148986
iter 80 value 5.898882
iter 90 value 5.455832
iter 100 value 4.299991
final value 4.299991
stopped after 100 iterations
# weights: 11
initial value 174.584319
iter 10 value 26.526344
iter 20 value 10.646004
iter 30 value 8.063742
iter 40 value 7.712429
iter 50 value 7.684156
iter 60 value 7.661933
iter 70 value 7.627202
iter 80 value 7.610832
iter 90 value 7.600021
iter 100 value 7.598067
final value 7.598067
stopped after 100 iterations
# weights: 27
initial value 166.772483
iter 10 value 9.001279
iter 20 value 7.517756
iter 30 value 6.835109
iter 40 value 5.688731
iter 50 value 3.841235
iter 60 value 1.558189
iter 70 value 0.105768
iter 80 value 0.009395
iter 90 value 0.005733
iter 100 value 0.003994
final value 0.003994
stopped after 100 iterations
# weights: 43
initial value 178.219150
iter 10 value 49.679957
iter 20 value 9.955516
iter 30 value 7.986203
iter 40 value 7.740434
iter 50 value 7.704536
iter 60 value 7.603416
iter 70 value 7.339275
iter 80 value 6.490077
iter 90 value 0.186180
iter 100 value 0.018582
final value 0.018582
stopped after 100 iterations
# weights: 11
initial value 168.220987
iter 10 value 84.592356
iter 20 value 60.946491
iter 30 value 60.028592
final value 60.027637
converged
# weights: 27
initial value 177.620653
iter 10 value 54.820750
iter 20 value 39.670266
iter 30 value 38.937712
iter 40 value 38.663751
iter 50 value 38.636489
iter 60 value 38.623578
iter 70 value 38.621355
final value 38.621348
converged
# weights: 43
initial value 193.975936
iter 10 value 56.068834
iter 20 value 39.638514
iter 30 value 37.710614
iter 40 value 37.523842
iter 50 value 37.507424
iter 60 value 37.498638
iter 70 value 37.497682
iter 80 value 37.496874
final value 37.496689
converged
# weights: 11
initial value 167.397455
iter 10 value 86.830776
iter 20 value 70.355104
iter 30 value 58.157092
iter 40 value 35.750155
iter 50 value 10.743852
iter 60 value 8.590041
iter 70 value 8.460802
iter 80 value 8.337429
iter 90 value 8.328578
iter 100 value 8.328280
final value 8.328280
stopped after 100 iterations
# weights: 27
initial value 177.696195
iter 10 value 39.636069
iter 20 value 9.024672
iter 30 value 8.297527
iter 40 value 7.827281
iter 50 value 7.008844
iter 60 value 5.666648
iter 70 value 2.097481
iter 80 value 1.007746
iter 90 value 0.896961
iter 100 value 0.856373
final value 0.856373
stopped after 100 iterations
# weights: 43
initial value 169.745049
iter 10 value 11.650264
iter 20 value 7.640810
iter 30 value 5.483995
iter 40 value 2.209471
iter 50 value 1.673259
iter 60 value 1.547770
iter 70 value 1.309958
iter 80 value 1.276931
iter 90 value 1.245920
iter 100 value 1.215595
final value 1.215595
stopped after 100 iterations
# weights: 11
initial value 185.952112
iter 10 value 139.392809
iter 20 value 62.070822
iter 30 value 57.933774
iter 40 value 56.346134
iter 50 value 54.597587
iter 60 value 49.552917
iter 70 value 14.287087
iter 80 value 3.604777
iter 90 value 2.648391
iter 100 value 2.447019
final value 2.447019
stopped after 100 iterations
# weights: 27
initial value 186.057142
iter 10 value 25.782234
iter 20 value 1.898597
iter 30 value 0.030408
final value 0.000064
converged
# weights: 43
initial value 177.837370
iter 10 value 11.744382
iter 20 value 1.664942
iter 30 value 0.000529
final value 0.000052
converged
# weights: 11
initial value 189.009868
iter 10 value 92.555704
iter 20 value 65.421893
iter 30 value 57.526427
final value 57.523007
converged
# weights: 27
initial value 174.346684
iter 10 value 60.921359
iter 20 value 39.491157
iter 30 value 38.562525
iter 40 value 38.385525
iter 50 value 38.296074
iter 60 value 38.280041
iter 70 value 38.268709
final value 38.268682
converged
# weights: 43
initial value 169.671537
iter 10 value 45.262459
iter 20 value 37.547676
iter 30 value 37.052293
iter 40 value 36.968123
iter 50 value 36.948535
iter 60 value 36.944017
iter 70 value 36.937373
iter 80 value 36.936456
final value 36.936453
converged
# weights: 11
initial value 169.907770
iter 10 value 53.718007
iter 20 value 5.070290
iter 30 value 3.807109
iter 40 value 3.320138
iter 50 value 3.283087
iter 60 value 3.263933
iter 70 value 3.248531
iter 80 value 3.230560
iter 90 value 3.229961
final value 3.228886
converged
# weights: 27
initial value 176.061196
iter 10 value 15.643547
iter 20 value 1.805887
iter 30 value 1.114198
iter 40 value 1.054440
iter 50 value 0.946810
iter 60 value 0.898189
iter 70 value 0.808189
iter 80 value 0.762827
iter 90 value 0.695509
iter 100 value 0.664967
final value 0.664967
stopped after 100 iterations
# weights: 43
initial value 202.327132
iter 10 value 8.857959
iter 20 value 2.096657
iter 30 value 1.685865
iter 40 value 1.225708
iter 50 value 1.090824
iter 60 value 1.034157
iter 70 value 0.989074
iter 80 value 0.913898
iter 90 value 0.879074
iter 100 value 0.841746
final value 0.841746
stopped after 100 iterations
# weights: 11
initial value 194.721941
iter 10 value 68.270430
iter 20 value 67.921706
final value 67.909866
converged
# weights: 27
initial value 166.754509
iter 10 value 59.824092
iter 20 value 9.308667
iter 30 value 8.395489
iter 40 value 6.861144
iter 50 value 4.970661
iter 60 value 4.923772
final value 4.923730
converged
# weights: 43
initial value 172.539506
iter 10 value 53.078349
iter 20 value 8.864014
iter 30 value 3.660645
iter 40 value 0.002282
final value 0.000071
converged
# weights: 11
initial value 171.976355
iter 10 value 95.836319
iter 20 value 69.100899
iter 30 value 60.976718
final value 60.975781
converged
# weights: 27
initial value 173.242836
iter 10 value 70.859688
iter 20 value 51.642944
iter 30 value 47.913195
iter 40 value 45.433407
iter 50 value 44.085828
iter 60 value 44.037606
iter 70 value 44.029505
final value 44.029501
converged
# weights: 43
initial value 178.117546
iter 10 value 69.301950
iter 20 value 44.938917
iter 30 value 42.147519
iter 40 value 41.232385
iter 50 value 41.023663
iter 60 value 40.985443
iter 70 value 40.956338
iter 80 value 40.938258
iter 90 value 40.905533
iter 100 value 40.889352
final value 40.889352
stopped after 100 iterations
# weights: 11
initial value 165.107978
iter 10 value 68.114776
iter 20 value 68.057694
iter 30 value 68.022756
iter 40 value 67.992147
iter 50 value 62.604216
iter 60 value 16.624571
iter 70 value 10.213810
iter 80 value 9.746258
iter 90 value 9.710856
iter 100 value 9.694990
final value 9.694990
stopped after 100 iterations
# weights: 27
initial value 168.220784
iter 10 value 32.640403
iter 20 value 9.036990
iter 30 value 8.825749
iter 40 value 8.531832
iter 50 value 7.953275
iter 60 value 7.809786
iter 70 value 7.783004
iter 80 value 7.714296
iter 90 value 7.615869
iter 100 value 7.554258
final value 7.554258
stopped after 100 iterations
# weights: 43
initial value 210.220234
iter 10 value 51.659657
iter 20 value 9.794005
iter 30 value 6.940206
iter 40 value 1.972766
iter 50 value 1.151706
iter 60 value 0.916253
iter 70 value 0.846349
iter 80 value 0.811748
iter 90 value 0.774906
iter 100 value 0.762892
final value 0.762892
stopped after 100 iterations
# weights: 11
initial value 166.640021
iter 10 value 17.137554
iter 20 value 2.498082
iter 30 value 0.434729
iter 40 value 0.285600
iter 50 value 0.180830
iter 60 value 0.166858
iter 70 value 0.122784
iter 80 value 0.104461
iter 90 value 0.101902
iter 100 value 0.101356
final value 0.101356
stopped after 100 iterations
# weights: 27
initial value 196.380541
final value 65.134557
converged
# weights: 43
initial value 189.005987
iter 10 value 8.919582
iter 20 value 0.108531
iter 30 value 0.000732
final value 0.000096
converged
# weights: 11
initial value 168.253362
iter 10 value 71.950677
iter 20 value 57.547698
iter 30 value 57.262795
final value 57.262762
converged
# weights: 27
initial value 169.735800
iter 10 value 63.391417
iter 20 value 41.522720
iter 30 value 38.812858
iter 40 value 38.593266
iter 50 value 38.568973
iter 60 value 38.541346
iter 70 value 38.333117
iter 80 value 37.376248
iter 90 value 37.108159
iter 100 value 37.065834
final value 37.065834
stopped after 100 iterations
# weights: 43
initial value 196.471072
iter 10 value 57.154373
iter 20 value 37.572961
iter 30 value 36.010161
iter 40 value 35.784348
iter 50 value 35.748577
iter 60 value 35.739645
iter 70 value 35.738345
iter 80 value 35.737710
iter 90 value 35.737590
iter 100 value 35.736930
final value 35.736930
stopped after 100 iterations
# weights: 11
initial value 169.244460
iter 10 value 107.007792
iter 20 value 6.551721
iter 30 value 2.670935
iter 40 value 2.371637
iter 50 value 2.272018
iter 60 value 2.246119
iter 70 value 2.202888
iter 80 value 2.170136
iter 90 value 2.165950
iter 100 value 2.159854
final value 2.159854
stopped after 100 iterations
# weights: 27
initial value 192.108928
iter 10 value 6.253210
iter 20 value 0.919051
iter 30 value 0.810804
iter 40 value 0.536939
iter 50 value 0.479032
iter 60 value 0.466173
iter 70 value 0.436499
iter 80 value 0.418957
iter 90 value 0.405247
iter 100 value 0.402251
final value 0.402251
stopped after 100 iterations
# weights: 43
initial value 200.907462
iter 10 value 12.051363
iter 20 value 0.750684
iter 30 value 0.610189
iter 40 value 0.514838
iter 50 value 0.483429
iter 60 value 0.452326
iter 70 value 0.421519
iter 80 value 0.410229
iter 90 value 0.409313
iter 100 value 0.400676
final value 0.400676
stopped after 100 iterations
# weights: 11
initial value 167.165438
iter 10 value 69.613624
iter 20 value 69.407922
final value 69.407682
converged
# weights: 27
initial value 204.814163
iter 10 value 49.874261
iter 20 value 13.909919
iter 30 value 5.041478
iter 40 value 2.237073
iter 50 value 0.135682
iter 60 value 0.009122
iter 70 value 0.004028
iter 80 value 0.002658
iter 90 value 0.000989
iter 100 value 0.000682
final value 0.000682
stopped after 100 iterations
# weights: 43
initial value 177.400896
iter 10 value 49.225893
iter 20 value 2.638814
iter 30 value 0.011133
iter 40 value 0.000835
final value 0.000094
converged
# weights: 11
initial value 169.509425
iter 10 value 137.762680
iter 20 value 73.138250
iter 30 value 59.850698
final value 59.599604
converged
# weights: 27
initial value 168.099492
iter 10 value 65.268455
iter 20 value 39.525976
iter 30 value 38.726425
iter 40 value 38.689329
iter 50 value 38.677816
iter 60 value 38.670257
iter 70 value 38.669996
final value 38.669994
converged
# weights: 43
initial value 182.745072
iter 10 value 72.861451
iter 20 value 40.681523
iter 30 value 38.536284
iter 40 value 37.652358
iter 50 value 37.477122
iter 60 value 37.436073
iter 70 value 37.433093
iter 80 value 37.429737
iter 90 value 37.404829
iter 100 value 37.394497
final value 37.394497
stopped after 100 iterations
# weights: 11
initial value 167.775295
iter 10 value 69.653728
iter 20 value 69.622552
iter 30 value 69.592031
iter 40 value 69.562677
iter 50 value 69.126109
iter 60 value 67.935800
iter 70 value 31.629584
iter 80 value 7.847351
iter 90 value 5.633133
iter 100 value 5.064976
final value 5.064976
stopped after 100 iterations
# weights: 27
initial value 169.462931
iter 10 value 6.674267
iter 20 value 1.360806
iter 30 value 1.144175
iter 40 value 1.116308
iter 50 value 0.917118
iter 60 value 0.906594
iter 70 value 0.877193
iter 80 value 0.861899
iter 90 value 0.829846
iter 100 value 0.811543
final value 0.811543
stopped after 100 iterations
# weights: 43
initial value 169.574400
iter 10 value 8.526597
iter 20 value 1.686982
iter 30 value 1.494400
iter 40 value 1.365966
iter 50 value 1.180068
iter 60 value 1.039544
iter 70 value 1.014669
iter 80 value 0.989926
iter 90 value 0.949352
iter 100 value 0.907749
final value 0.907749
stopped after 100 iterations
# weights: 11
initial value 173.712447
iter 10 value 70.569475
iter 20 value 70.457378
iter 30 value 67.479886
iter 40 value 64.655377
iter 50 value 58.829845
iter 60 value 43.173658
iter 70 value 20.211584
iter 80 value 9.907315
iter 90 value 0.619348
iter 100 value 0.151923
final value 0.151923
stopped after 100 iterations
# weights: 27
initial value 184.770696
iter 10 value 69.688700
iter 20 value 1.936988
iter 30 value 0.005334
final value 0.000075
converged
# weights: 43
initial value 174.084184
iter 10 value 17.927918
iter 20 value 0.026392
iter 30 value 0.000452
final value 0.000057
converged
# weights: 11
initial value 165.486581
iter 10 value 75.226991
iter 20 value 59.124284
iter 30 value 59.014753
final value 59.014746
converged
# weights: 27
initial value 194.195545
iter 10 value 76.888410
iter 20 value 40.039748
iter 30 value 38.737881
iter 40 value 38.143171
iter 50 value 37.438705
iter 60 value 37.346609
iter 70 value 37.274518
final value 37.269866
converged
# weights: 43
initial value 174.103650
iter 10 value 63.846453
iter 20 value 41.564213
iter 30 value 37.866546
iter 40 value 37.368118
iter 50 value 36.711679
iter 60 value 36.463412
iter 70 value 36.341591
iter 80 value 36.183998
iter 90 value 36.146101
iter 100 value 36.136374
final value 36.136374
stopped after 100 iterations
# weights: 11
initial value 192.701527
iter 10 value 105.128383
iter 20 value 73.514432
iter 30 value 72.908657
iter 40 value 68.828090
iter 50 value 66.202039
iter 60 value 54.785957
iter 70 value 20.428301
iter 80 value 2.667800
iter 90 value 1.329389
iter 100 value 1.222324
final value 1.222324
stopped after 100 iterations
# weights: 27
initial value 180.282741
iter 10 value 71.406028
iter 20 value 66.423955
iter 30 value 9.902507
iter 40 value 0.864240
iter 50 value 0.597663
iter 60 value 0.485493
iter 70 value 0.391532
iter 80 value 0.300824
iter 90 value 0.279702
iter 100 value 0.231255
final value 0.231255
stopped after 100 iterations
# weights: 43
initial value 186.592082
iter 10 value 8.808833
iter 20 value 0.401326
iter 30 value 0.353282
iter 40 value 0.310727
iter 50 value 0.271093
iter 60 value 0.261139
iter 70 value 0.249648
iter 80 value 0.237724
iter 90 value 0.233497
iter 100 value 0.222453
final value 0.222453
stopped after 100 iterations
# weights: 11
initial value 172.892140
iter 10 value 44.915611
iter 20 value 16.704483
iter 30 value 11.394149
iter 40 value 10.053712
iter 50 value 9.948580
iter 60 value 9.829111
iter 70 value 9.715496
iter 80 value 9.675396
iter 90 value 9.660295
iter 100 value 9.658046
final value 9.658046
stopped after 100 iterations
# weights: 27
initial value 215.557013
iter 10 value 29.909856
iter 20 value 9.926866
iter 30 value 9.619970
iter 40 value 7.761989
iter 50 value 4.103525
iter 60 value 0.159672
iter 70 value 0.064969
iter 80 value 0.021651
iter 90 value 0.009735
iter 100 value 0.005771
final value 0.005771
stopped after 100 iterations
# weights: 43
initial value 248.924930
iter 10 value 48.795762
iter 20 value 9.713330
iter 30 value 7.245286
iter 40 value 4.122905
iter 50 value 3.053914
iter 60 value 2.271417
iter 70 value 2.250617
iter 80 value 2.249345
final value 2.249341
converged
# weights: 11
initial value 176.722406
iter 10 value 67.367445
iter 20 value 64.164387
final value 64.156841
converged
# weights: 27
initial value 203.063457
iter 10 value 87.901431
iter 20 value 50.867573
iter 30 value 46.071495
iter 40 value 44.807759
iter 50 value 44.283324
iter 60 value 43.937551
iter 70 value 43.194506
iter 80 value 43.026449
iter 90 value 43.015715
final value 43.015708
converged
# weights: 43
initial value 184.543654
iter 10 value 65.779226
iter 20 value 43.692127
iter 30 value 42.215197
iter 40 value 42.026330
iter 50 value 41.849851
iter 60 value 41.814191
iter 70 value 41.812392
iter 80 value 41.810352
iter 90 value 41.807750
iter 100 value 41.807605
final value 41.807605
stopped after 100 iterations
# weights: 11
initial value 180.423672
iter 10 value 86.812183
iter 20 value 23.542265
iter 30 value 12.571877
iter 40 value 10.729230
iter 50 value 10.503731
iter 60 value 10.377265
iter 70 value 10.373057
iter 80 value 10.371531
iter 90 value 10.367142
final value 10.365628
converged
# weights: 27
initial value 175.442153
iter 10 value 20.496163
iter 20 value 10.342429
iter 30 value 10.195631
iter 40 value 9.798333
iter 50 value 8.937434
iter 60 value 3.799134
iter 70 value 1.353368
iter 80 value 1.255157
iter 90 value 1.179927
iter 100 value 1.116643
final value 1.116643
stopped after 100 iterations
# weights: 43
initial value 174.511058
iter 10 value 46.495936
iter 20 value 10.025741
iter 30 value 9.651029
iter 40 value 7.757562
iter 50 value 5.735572
iter 60 value 4.628765
iter 70 value 3.466206
iter 80 value 1.705116
iter 90 value 1.360708
iter 100 value 1.230474
final value 1.230474
stopped after 100 iterations
# weights: 11
initial value 200.994952
iter 10 value 81.996083
iter 20 value 67.809669
iter 30 value 27.099878
iter 40 value 10.145568
iter 50 value 7.807838
iter 60 value 6.796596
iter 70 value 4.699039
iter 80 value 4.551149
iter 90 value 4.491510
iter 100 value 4.361342
final value 4.361342
stopped after 100 iterations
# weights: 27
initial value 168.298700
iter 10 value 72.312632
iter 20 value 54.796123
iter 30 value 8.588720
iter 40 value 5.361432
iter 50 value 4.486039
iter 60 value 0.688971
iter 70 value 0.043732
iter 80 value 0.005747
iter 90 value 0.004121
iter 100 value 0.003587
final value 0.003587
stopped after 100 iterations
# weights: 43
initial value 167.544333
iter 10 value 72.425801
iter 20 value 7.144983
iter 30 value 4.603352
iter 40 value 2.744541
iter 50 value 0.257726
iter 60 value 0.000226
final value 0.000043
converged
# weights: 11
initial value 184.006798
iter 10 value 96.857629
iter 20 value 67.198776
iter 30 value 62.585292
final value 62.584875
converged
# weights: 27
initial value 177.186070
iter 10 value 70.346464
iter 20 value 45.710275
iter 30 value 42.687444
iter 40 value 42.338045
iter 50 value 42.334344
iter 60 value 42.329237
iter 70 value 42.328585
final value 42.328580
converged
# weights: 43
initial value 185.581323
iter 10 value 76.474098
iter 20 value 45.400729
iter 30 value 41.989984
iter 40 value 41.294022
iter 50 value 41.177469
iter 60 value 41.138844
iter 70 value 41.130065
iter 80 value 41.121264
iter 90 value 41.118750
iter 100 value 41.115389
final value 41.115389
stopped after 100 iterations
# weights: 11
initial value 172.354303
iter 10 value 51.286945
iter 20 value 9.121037
iter 30 value 7.476844
iter 40 value 7.092037
iter 50 value 6.781335
iter 60 value 6.626429
iter 70 value 6.620939
iter 80 value 6.617904
iter 90 value 6.609979
iter 100 value 6.609821
final value 6.609821
stopped after 100 iterations
# weights: 27
initial value 192.350524
iter 10 value 24.718799
iter 20 value 5.856811
iter 30 value 5.522133
iter 40 value 5.361285
iter 50 value 4.609709
iter 60 value 4.297229
iter 70 value 3.440523
iter 80 value 2.849007
iter 90 value 2.658499
iter 100 value 2.229131
final value 2.229131
stopped after 100 iterations
# weights: 43
initial value 170.882704
iter 10 value 13.584502
iter 20 value 2.778646
iter 30 value 2.016485
iter 40 value 1.344886
iter 50 value 1.020150
iter 60 value 0.875439
iter 70 value 0.811961
iter 80 value 0.746510
iter 90 value 0.740519
iter 100 value 0.709559
final value 0.709559
stopped after 100 iterations
# weights: 11
initial value 168.251992
iter 10 value 69.076476
iter 20 value 52.015296
iter 30 value 12.252990
iter 40 value 5.774087
iter 50 value 5.756023
iter 60 value 5.732326
iter 70 value 5.726442
iter 80 value 5.722288
iter 90 value 5.716470
iter 100 value 5.715802
final value 5.715802
stopped after 100 iterations
# weights: 27
initial value 160.187513
iter 10 value 55.692727
iter 20 value 7.338139
iter 30 value 6.120738
iter 40 value 5.950725
iter 50 value 5.775720
iter 60 value 5.731087
iter 70 value 5.702245
iter 80 value 5.663625
iter 90 value 5.649173
iter 100 value 5.647331
final value 5.647331
stopped after 100 iterations
# weights: 43
initial value 173.031024
iter 10 value 39.816535
iter 20 value 6.536517
iter 30 value 5.859997
iter 40 value 5.763588
iter 50 value 5.727519
iter 60 value 5.679526
iter 70 value 5.659626
iter 80 value 5.638669
iter 90 value 5.611386
iter 100 value 5.584473
final value 5.584473
stopped after 100 iterations
# weights: 11
initial value 181.308487
iter 10 value 93.897924
iter 20 value 58.744779
iter 30 value 58.459545
final value 58.459478
converged
# weights: 27
initial value 178.449247
iter 10 value 52.422561
iter 20 value 39.024205
iter 30 value 38.499223
iter 40 value 38.469896
iter 50 value 38.455977
iter 60 value 38.453569
final value 38.453355
converged
# weights: 43
initial value 181.638634
iter 10 value 68.090762
iter 20 value 41.287510
iter 30 value 39.713230
iter 40 value 37.707937
iter 50 value 37.374395
iter 60 value 37.232512
iter 70 value 37.225516
iter 80 value 37.222051
iter 90 value 37.221605
iter 100 value 37.220799
final value 37.220799
stopped after 100 iterations
# weights: 11
initial value 194.278366
iter 10 value 43.543492
iter 20 value 13.968454
iter 30 value 7.639102
iter 40 value 6.842234
iter 50 value 6.739980
iter 60 value 6.698898
iter 70 value 6.599372
iter 80 value 6.512297
iter 90 value 6.455467
iter 100 value 6.451118
final value 6.451118
stopped after 100 iterations
# weights: 27
initial value 174.143362
iter 10 value 68.623099
iter 20 value 67.596083
iter 30 value 43.528748
iter 40 value 13.405768
iter 50 value 10.363009
iter 60 value 8.953821
iter 70 value 7.497998
iter 80 value 7.043022
iter 90 value 6.797913
iter 100 value 6.710923
final value 6.710923
stopped after 100 iterations
# weights: 43
initial value 212.274926
iter 10 value 65.668282
iter 20 value 6.349216
iter 30 value 6.210243
iter 40 value 5.898983
iter 50 value 5.738162
iter 60 value 5.305005
iter 70 value 4.286799
iter 80 value 3.558972
iter 90 value 2.204676
iter 100 value 1.944270
final value 1.944270
stopped after 100 iterations
# weights: 11
initial value 174.800216
iter 10 value 17.278885
iter 20 value 6.297153
iter 30 value 3.686517
iter 40 value 2.952165
iter 50 value 1.915782
iter 60 value 1.533175
iter 70 value 1.193047
iter 80 value 1.060641
iter 90 value 0.905130
iter 100 value 0.885543
final value 0.885543
stopped after 100 iterations
# weights: 27
initial value 199.941136
iter 10 value 57.355079
iter 20 value 1.375922
iter 30 value 0.005194
iter 40 value 0.000783
final value 0.000057
converged
# weights: 43
initial value 166.200073
iter 10 value 75.330045
iter 20 value 49.890593
iter 30 value 2.915471
iter 40 value 0.031166
final value 0.000077
converged
# weights: 11
initial value 170.268697
iter 10 value 88.009829
iter 20 value 60.386128
iter 30 value 60.263629
final value 60.263574
converged
# weights: 27
initial value 171.438145
iter 10 value 63.108288
iter 20 value 40.595542
iter 30 value 38.837455
iter 40 value 38.151860
iter 50 value 38.102114
iter 60 value 38.067455
iter 70 value 38.060657
final value 38.060615
converged
# weights: 43
initial value 190.197371
iter 10 value 60.292954
iter 20 value 41.330548
iter 30 value 38.368004
iter 40 value 37.398946
iter 50 value 37.042955
iter 60 value 36.878783
iter 70 value 36.865014
iter 80 value 36.861526
iter 90 value 36.861171
iter 100 value 36.860389
final value 36.860389
stopped after 100 iterations
# weights: 11
initial value 165.858637
iter 10 value 77.293696
iter 20 value 74.936114
iter 30 value 69.443783
iter 40 value 20.275865
iter 50 value 5.467735
iter 60 value 4.180380
iter 70 value 3.503344
iter 80 value 3.024359
iter 90 value 2.980212
iter 100 value 2.979646
final value 2.979646
stopped after 100 iterations
# weights: 27
initial value 160.739035
iter 10 value 5.238844
iter 20 value 0.995100
iter 30 value 0.896457
iter 40 value 0.784336
iter 50 value 0.694501
iter 60 value 0.663029
iter 70 value 0.632650
iter 80 value 0.606084
iter 90 value 0.572305
iter 100 value 0.490166
final value 0.490166
stopped after 100 iterations
# weights: 43
initial value 223.297283
iter 10 value 4.941772
iter 20 value 1.136518
iter 30 value 0.982001
iter 40 value 0.727345
iter 50 value 0.599893
iter 60 value 0.554315
iter 70 value 0.534070
iter 80 value 0.515673
iter 90 value 0.509291
iter 100 value 0.499728
final value 0.499728
stopped after 100 iterations
# weights: 11
initial value 170.232851
iter 10 value 69.082943
iter 20 value 68.993643
final value 68.993632
converged
# weights: 27
initial value 190.191891
iter 10 value 73.256295
iter 20 value 5.914905
iter 30 value 3.086964
iter 40 value 0.219352
iter 50 value 0.001126
final value 0.000070
converged
# weights: 43
initial value 194.577997
iter 10 value 24.782737
iter 20 value 4.875270
iter 30 value 4.625813
iter 40 value 4.119942
iter 50 value 0.053180
final value 0.000058
converged
# weights: 11
initial value 179.286145
iter 10 value 87.775831
iter 20 value 60.677499
iter 30 value 60.582085
final value 60.582079
converged
# weights: 27
initial value 175.605913
iter 10 value 52.532432
iter 20 value 40.746587
iter 30 value 39.335411
iter 40 value 39.254132
final value 39.253902
converged
# weights: 43
initial value 164.497848
iter 10 value 71.716128
iter 20 value 42.607067
iter 30 value 39.539399
iter 40 value 38.332884
iter 50 value 38.119735
iter 60 value 38.097926
iter 70 value 38.076712
iter 80 value 38.022037
iter 90 value 37.999829
iter 100 value 37.997598
final value 37.997598
stopped after 100 iterations
# weights: 11
initial value 168.625921
iter 10 value 64.085231
iter 20 value 8.413004
iter 30 value 5.673792
iter 40 value 5.617635
iter 50 value 5.610460
iter 60 value 5.605567
iter 70 value 5.601519
iter 80 value 5.598952
iter 90 value 5.598883
iter 100 value 5.598875
final value 5.598875
stopped after 100 iterations
# weights: 27
initial value 171.604714
iter 10 value 20.236584
iter 20 value 5.382047
iter 30 value 5.238455
iter 40 value 5.109225
iter 50 value 4.999870
iter 60 value 4.953505
iter 70 value 4.665003
iter 80 value 2.764925
iter 90 value 1.788537
iter 100 value 1.612214
final value 1.612214
stopped after 100 iterations
# weights: 43
initial value 178.794630
iter 10 value 26.944957
iter 20 value 5.111363
iter 30 value 4.937728
iter 40 value 4.833699
iter 50 value 4.453326
iter 60 value 3.777756
iter 70 value 1.785234
iter 80 value 1.495391
iter 90 value 1.348540
iter 100 value 1.193487
final value 1.193487
stopped after 100 iterations
# weights: 11
initial value 178.452315
iter 10 value 69.773605
iter 20 value 69.765177
final value 69.765100
converged
# weights: 27
initial value 187.824403
iter 10 value 44.870018
iter 20 value 7.374893
iter 30 value 6.775093
iter 40 value 6.468280
iter 50 value 5.628917
iter 60 value 3.263232
iter 70 value 2.783203
iter 80 value 2.102007
iter 90 value 0.811771
iter 100 value 0.318305
final value 0.318305
stopped after 100 iterations
# weights: 43
initial value 178.386665
iter 10 value 38.739818
iter 20 value 7.366582
iter 30 value 7.251613
iter 40 value 6.863333
iter 50 value 6.820106
iter 60 value 6.782019
iter 70 value 6.759166
iter 80 value 6.754743
iter 90 value 6.753128
iter 100 value 6.750965
final value 6.750965
stopped after 100 iterations
# weights: 11
initial value 178.582767
iter 10 value 82.022251
iter 20 value 63.716624
iter 30 value 62.581409
final value 62.580562
converged
# weights: 27
initial value 197.803787
iter 10 value 66.863365
iter 20 value 47.768769
iter 30 value 42.473577
iter 40 value 42.121811
iter 50 value 41.367185
iter 60 value 40.687121
iter 70 value 40.430743
iter 80 value 40.402206
final value 40.402126
converged
# weights: 43
initial value 166.057090
iter 10 value 42.042831
iter 20 value 39.890071
iter 30 value 39.648406
iter 40 value 39.513553
iter 50 value 39.445800
iter 60 value 39.410403
iter 70 value 39.388669
iter 80 value 39.343515
iter 90 value 39.331849
iter 100 value 39.320066
final value 39.320066
stopped after 100 iterations
# weights: 11
initial value 172.506900
iter 10 value 64.424358
iter 20 value 11.130383
iter 30 value 8.770724
iter 40 value 7.902388
iter 50 value 7.660670
iter 60 value 7.588403
iter 70 value 7.588308
iter 80 value 7.588265
iter 90 value 7.588227
iter 100 value 7.588179
final value 7.588179
stopped after 100 iterations
# weights: 27
initial value 167.447457
iter 10 value 32.656890
iter 20 value 6.906441
iter 30 value 6.563474
iter 40 value 6.361490
iter 50 value 6.039080
iter 60 value 5.923324
iter 70 value 5.796384
iter 80 value 5.678428
iter 90 value 5.154061
iter 100 value 4.622564
final value 4.622564
stopped after 100 iterations
# weights: 43
initial value 182.334983
iter 10 value 24.553639
iter 20 value 7.575881
iter 30 value 6.866933
iter 40 value 6.412952
iter 50 value 5.751285
iter 60 value 4.364591
iter 70 value 3.237912
iter 80 value 2.779177
iter 90 value 2.000195
iter 100 value 1.588125
final value 1.588125
stopped after 100 iterations
# weights: 11
initial value 164.905631
iter 10 value 69.224888
iter 20 value 68.890210
final value 68.889894
converged
# weights: 27
initial value 169.530669
iter 10 value 57.651294
iter 20 value 3.060459
iter 30 value 0.532927
iter 40 value 0.005000
final value 0.000045
converged
# weights: 43
initial value 165.995728
iter 10 value 20.020465
iter 20 value 3.377145
iter 30 value 0.125063
iter 40 value 0.014312
iter 50 value 0.006606
iter 60 value 0.004702
iter 70 value 0.000565
iter 80 value 0.000119
iter 90 value 0.000102
final value 0.000099
converged
# weights: 11
initial value 187.095101
iter 10 value 95.288298
iter 20 value 59.324026
iter 30 value 58.325919
final value 58.325889
converged
# weights: 27
initial value 168.644149
iter 10 value 87.908312
iter 20 value 44.696926
iter 30 value 39.051881
iter 40 value 38.393788
iter 50 value 38.255471
iter 60 value 38.244681
iter 70 value 38.244469
iter 70 value 38.244468
iter 70 value 38.244468
final value 38.244468
converged
# weights: 43
initial value 172.192924
iter 10 value 75.634800
iter 20 value 39.882539
iter 30 value 37.660657
iter 40 value 37.118015
iter 50 value 36.988211
iter 60 value 36.966257
iter 70 value 36.955695
iter 80 value 36.955366
iter 90 value 36.954501
iter 100 value 36.954171
final value 36.954171
stopped after 100 iterations
# weights: 11
initial value 172.060744
iter 10 value 76.404566
iter 20 value 18.501747
iter 30 value 7.117153
iter 40 value 5.485348
iter 50 value 5.203640
iter 60 value 4.787124
iter 70 value 4.747182
iter 80 value 4.698265
iter 90 value 4.670821
iter 100 value 4.646804
final value 4.646804
stopped after 100 iterations
# weights: 27
initial value 172.920004
iter 10 value 17.366118
iter 20 value 3.537576
iter 30 value 2.743149
iter 40 value 2.343540
iter 50 value 2.142902
iter 60 value 1.292321
iter 70 value 1.221587
iter 80 value 1.039943
iter 90 value 0.969967
iter 100 value 0.921762
final value 0.921762
stopped after 100 iterations
# weights: 43
initial value 169.375921
iter 10 value 27.987940
iter 20 value 3.849898
iter 30 value 3.257942
iter 40 value 2.928088
iter 50 value 2.360589
iter 60 value 2.093763
iter 70 value 1.627094
iter 80 value 1.455272
iter 90 value 1.341900
iter 100 value 1.089651
final value 1.089651
stopped after 100 iterations
# weights: 11
initial value 170.423938
iter 10 value 76.321061
iter 20 value 74.164795
final value 74.162252
converged
# weights: 27
initial value 162.381345
iter 10 value 9.080028
iter 20 value 4.290121
iter 30 value 0.967227
iter 40 value 0.057696
iter 50 value 0.000252
final value 0.000095
converged
# weights: 43
initial value 181.994424
iter 10 value 49.049848
iter 20 value 1.577526
iter 30 value 0.002676
final value 0.000090
converged
# weights: 11
initial value 166.432511
iter 10 value 104.876865
iter 20 value 79.582025
iter 30 value 61.170175
final value 61.163742
converged
# weights: 27
initial value 197.975570
iter 10 value 52.862759
iter 20 value 42.684081
iter 30 value 42.412399
iter 40 value 42.359264
iter 50 value 41.862537
iter 60 value 41.166441
iter 70 value 41.032346
iter 80 value 41.026917
final value 41.026916
converged
# weights: 43
initial value 164.191118
iter 10 value 57.973670
iter 20 value 42.849768
iter 30 value 40.774109
iter 40 value 40.620050
iter 50 value 40.578457
iter 60 value 40.559128
iter 70 value 40.547849
iter 80 value 40.547483
final value 40.547315
converged
# weights: 11
initial value 193.623863
iter 10 value 138.666351
iter 20 value 20.502653
iter 30 value 5.710388
iter 40 value 4.702110
iter 50 value 4.417477
iter 60 value 3.761246
iter 70 value 3.566244
iter 80 value 3.296243
iter 90 value 3.291690
final value 3.289921
converged
# weights: 27
initial value 169.600784
iter 10 value 17.836133
iter 20 value 1.507000
iter 30 value 1.137504
iter 40 value 0.907324
iter 50 value 0.588050
iter 60 value 0.548396
iter 70 value 0.534295
iter 80 value 0.523034
iter 90 value 0.508604
iter 100 value 0.501246
final value 0.501246
stopped after 100 iterations
# weights: 43
initial value 177.493324
iter 10 value 24.718516
iter 20 value 1.073519
iter 30 value 0.742128
iter 40 value 0.616604
iter 50 value 0.532323
iter 60 value 0.492471
iter 70 value 0.448232
iter 80 value 0.419537
iter 90 value 0.401375
iter 100 value 0.383840
final value 0.383840
stopped after 100 iterations
# weights: 11
initial value 165.032880
iter 10 value 73.232809
iter 20 value 73.168738
iter 30 value 72.994384
iter 40 value 59.088930
iter 50 value 19.263728
iter 60 value 5.413553
iter 70 value 4.204404
iter 80 value 4.000687
iter 90 value 3.931347
iter 100 value 3.907040
final value 3.907040
stopped after 100 iterations
# weights: 27
initial value 167.227580
iter 10 value 25.543484
iter 20 value 4.030678
iter 30 value 3.970763
iter 40 value 3.905349
iter 50 value 3.664899
iter 60 value 3.502914
iter 70 value 3.265340
iter 80 value 3.084096
iter 90 value 2.964209
iter 100 value 2.843386
final value 2.843386
stopped after 100 iterations
# weights: 43
initial value 174.813189
iter 10 value 41.178090
iter 20 value 3.731074
iter 30 value 2.714539
iter 40 value 1.967522
iter 50 value 1.910936
iter 60 value 1.909544
final value 1.909543
converged
# weights: 11
initial value 181.725800
iter 10 value 103.245353
iter 20 value 62.261679
iter 30 value 58.586637
final value 58.586238
converged
# weights: 27
initial value 177.058423
iter 10 value 70.772937
iter 20 value 40.829876
iter 30 value 39.145579
iter 40 value 38.776545
iter 50 value 37.884944
iter 60 value 37.735080
iter 70 value 37.689874
iter 80 value 37.679747
final value 37.679745
converged
# weights: 43
initial value 215.640827
iter 10 value 80.169387
iter 20 value 40.278542
iter 30 value 37.481047
iter 40 value 36.822563
iter 50 value 36.437984
iter 60 value 36.419775
iter 70 value 36.408278
iter 80 value 36.394601
final value 36.392993
converged
# weights: 11
initial value 170.606787
iter 10 value 67.059514
iter 20 value 10.625197
iter 30 value 4.580193
iter 40 value 4.549829
iter 50 value 4.544497
iter 60 value 4.537174
iter 70 value 4.536266
iter 80 value 4.535863
iter 90 value 4.535541
iter 100 value 4.535143
final value 4.535143
stopped after 100 iterations
# weights: 27
initial value 179.186035
iter 10 value 11.731479
iter 20 value 4.373071
iter 30 value 3.986290
iter 40 value 3.712986
iter 50 value 3.458959
iter 60 value 3.405254
iter 70 value 3.368730
iter 80 value 3.345362
iter 90 value 3.306072
iter 100 value 3.251552
final value 3.251552
stopped after 100 iterations
# weights: 43
initial value 179.451737
iter 10 value 36.274134
iter 20 value 4.311365
iter 30 value 3.633245
iter 40 value 3.429552
iter 50 value 3.186393
iter 60 value 3.014084
iter 70 value 2.822994
iter 80 value 2.749176
iter 90 value 2.604366
iter 100 value 2.110684
final value 2.110684
stopped after 100 iterations
# weights: 11
initial value 186.861458
iter 10 value 34.374705
iter 20 value 18.516653
iter 30 value 8.055244
iter 40 value 6.925909
iter 50 value 4.900388
iter 60 value 4.635818
iter 70 value 4.518858
iter 80 value 4.338465
iter 90 value 4.232763
iter 100 value 4.151959
final value 4.151959
stopped after 100 iterations
# weights: 27
initial value 166.465141
iter 10 value 10.552912
iter 20 value 0.060861
final value 0.000049
converged
# weights: 43
initial value 182.612336
iter 10 value 7.567642
iter 20 value 3.328856
iter 30 value 0.003491
final value 0.000040
converged
# weights: 11
initial value 174.217038
iter 10 value 63.547622
iter 20 value 60.499504
final value 60.499441
converged
# weights: 27
initial value 164.162347
iter 10 value 60.595646
iter 20 value 42.015907
iter 30 value 41.463083
iter 40 value 41.443881
final value 41.443763
converged
# weights: 43
initial value 173.866648
iter 10 value 106.135185
iter 20 value 49.111190
iter 30 value 39.028068
iter 40 value 38.571121
iter 50 value 38.403298
iter 60 value 38.365257
iter 70 value 38.334339
iter 80 value 38.313476
iter 90 value 38.311863
iter 100 value 38.308492
final value 38.308492
stopped after 100 iterations
# weights: 11
initial value 191.148324
iter 10 value 74.236857
iter 20 value 53.590229
iter 30 value 10.592693
iter 40 value 7.970427
iter 50 value 7.193168
iter 60 value 6.708634
iter 70 value 6.118351
iter 80 value 6.096702
iter 90 value 6.086636
iter 100 value 6.079892
final value 6.079892
stopped after 100 iterations
# weights: 27
initial value 175.802343
iter 10 value 17.033599
iter 20 value 6.899084
iter 30 value 4.772644
iter 40 value 3.891044
iter 50 value 3.378538
iter 60 value 3.018536
iter 70 value 2.741757
iter 80 value 2.417306
iter 90 value 2.272155
iter 100 value 2.131748
final value 2.131748
stopped after 100 iterations
# weights: 43
initial value 174.080767
iter 10 value 17.623514
iter 20 value 4.328390
iter 30 value 2.698178
iter 40 value 2.298410
iter 50 value 1.884342
iter 60 value 1.595160
iter 70 value 1.424480
iter 80 value 1.287048
iter 90 value 1.206336
iter 100 value 1.096606
final value 1.096606
stopped after 100 iterations
# weights: 11
initial value 166.981515
iter 10 value 73.268608
iter 20 value 72.205341
final value 72.203354
converged
# weights: 27
initial value 192.278339
iter 10 value 47.874089
iter 20 value 8.076282
iter 30 value 7.734676
iter 40 value 6.974994
iter 50 value 6.349906
iter 60 value 6.123585
iter 70 value 6.019148
iter 80 value 5.492224
iter 90 value 5.335757
iter 100 value 5.099135
final value 5.099135
stopped after 100 iterations
# weights: 43
initial value 194.983303
iter 10 value 31.295310
iter 20 value 7.970799
iter 30 value 7.630038
iter 40 value 5.491291
iter 50 value 3.774007
iter 60 value 1.066639
iter 70 value 0.430922
iter 80 value 0.275516
iter 90 value 0.011622
iter 100 value 0.003206
final value 0.003206
stopped after 100 iterations
# weights: 11
initial value 180.223967
iter 10 value 85.899229
iter 20 value 68.976799
iter 30 value 63.581359
final value 63.568422
converged
# weights: 27
initial value 170.801667
iter 10 value 68.420300
iter 20 value 44.694231
iter 30 value 43.054830
iter 40 value 42.229783
iter 50 value 42.093605
final value 42.089907
converged
# weights: 43
initial value 166.067495
iter 10 value 62.794604
iter 20 value 45.155315
iter 30 value 41.473238
iter 40 value 41.062719
iter 50 value 40.965759
iter 60 value 40.928419
iter 70 value 40.913193
iter 80 value 40.902009
iter 90 value 40.901684
iter 100 value 40.901430
final value 40.901430
stopped after 100 iterations
# weights: 11
initial value 171.053516
iter 10 value 53.721705
iter 20 value 12.549166
iter 30 value 8.567946
iter 40 value 8.519178
iter 50 value 8.493661
iter 60 value 8.470866
iter 70 value 8.453426
iter 80 value 8.443817
iter 90 value 8.442138
iter 100 value 8.441537
final value 8.441537
stopped after 100 iterations
# weights: 27
initial value 190.179984
iter 10 value 27.857746
iter 20 value 10.730815
iter 30 value 8.840060
iter 40 value 8.590920
iter 50 value 8.555883
iter 60 value 8.493929
iter 70 value 8.471408
iter 80 value 8.415314
iter 90 value 8.408284
iter 100 value 8.397197
final value 8.397197
stopped after 100 iterations
# weights: 43
initial value 206.942248
iter 10 value 51.469563
iter 20 value 7.801493
iter 30 value 7.505234
iter 40 value 7.281228
iter 50 value 6.930032
iter 60 value 4.299406
iter 70 value 2.794565
iter 80 value 2.224616
iter 90 value 1.593896
iter 100 value 1.419763
final value 1.419763
stopped after 100 iterations
# weights: 11
initial value 170.173593
iter 10 value 78.626721
iter 20 value 77.189697
final value 77.188854
converged
# weights: 27
initial value 163.465868
iter 10 value 49.506163
iter 20 value 5.996275
iter 30 value 5.614695
iter 40 value 5.352382
iter 50 value 5.244903
iter 60 value 5.181114
iter 70 value 5.177071
iter 80 value 5.170351
iter 90 value 5.162817
iter 100 value 5.117089
final value 5.117089
stopped after 100 iterations
# weights: 43
initial value 211.667512
iter 10 value 23.796124
iter 20 value 5.615009
iter 30 value 5.510678
iter 40 value 5.412779
iter 50 value 5.164637
iter 60 value 3.711917
iter 70 value 3.339236
iter 80 value 3.207221
iter 90 value 3.059640
iter 100 value 2.608758
final value 2.608758
stopped after 100 iterations
# weights: 11
initial value 177.141947
iter 10 value 94.935419
iter 20 value 70.340578
iter 30 value 59.277046
final value 59.275892
converged
# weights: 27
initial value 206.567657
iter 10 value 97.542617
iter 20 value 43.784642
iter 30 value 43.113003
iter 40 value 42.970416
iter 50 value 42.915484
iter 60 value 42.902182
iter 70 value 42.901035
iter 80 value 42.898240
iter 90 value 42.800448
iter 100 value 42.686457
final value 42.686457
stopped after 100 iterations
# weights: 43
initial value 206.941729
iter 10 value 81.492163
iter 20 value 46.050189
iter 30 value 40.692710
iter 40 value 39.446858
iter 50 value 39.011446
iter 60 value 38.904888
iter 70 value 38.863877
iter 80 value 38.850388
iter 90 value 38.844738
iter 100 value 38.838148
final value 38.838148
stopped after 100 iterations
# weights: 11
initial value 175.153405
iter 10 value 77.740758
iter 20 value 68.342988
iter 30 value 14.268435
iter 40 value 6.318945
iter 50 value 6.215563
iter 60 value 6.153533
iter 70 value 6.085014
iter 80 value 6.055860
iter 90 value 6.020255
iter 100 value 6.003959
final value 6.003959
stopped after 100 iterations
# weights: 27
initial value 179.652732
iter 10 value 23.036870
iter 20 value 5.887981
iter 30 value 5.832551
iter 40 value 5.751187
iter 50 value 5.736090
iter 60 value 5.681410
iter 70 value 5.636818
iter 80 value 5.615256
iter 90 value 5.601892
iter 100 value 5.576101
final value 5.576101
stopped after 100 iterations
# weights: 43
initial value 175.144131
iter 10 value 8.310698
iter 20 value 5.799433
iter 30 value 5.186982
iter 40 value 4.845003
iter 50 value 4.416788
iter 60 value 4.175241
iter 70 value 4.058218
iter 80 value 3.959642
iter 90 value 3.819495
iter 100 value 3.700987
final value 3.700987
stopped after 100 iterations
# weights: 11
initial value 170.980377
iter 10 value 51.569764
iter 20 value 12.303887
iter 30 value 1.985203
iter 40 value 0.871404
iter 50 value 0.645022
iter 60 value 0.469132
iter 70 value 0.299209
iter 80 value 0.225694
iter 90 value 0.156393
iter 100 value 0.130812
final value 0.130812
stopped after 100 iterations
# weights: 27
initial value 200.279356
iter 10 value 48.093960
iter 20 value 0.744760
iter 30 value 0.000603
final value 0.000091
converged
# weights: 43
initial value 188.843862
iter 10 value 11.057527
iter 20 value 0.020923
final value 0.000054
converged
# weights: 11
initial value 190.768678
iter 10 value 69.143344
iter 20 value 58.828269
final value 58.828091
converged
# weights: 27
initial value 175.426369
iter 10 value 72.773790
iter 20 value 41.989035
iter 30 value 38.765903
iter 40 value 38.309421
iter 50 value 38.267527
iter 60 value 38.248950
iter 70 value 38.244666
final value 38.244658
converged
# weights: 43
initial value 175.711628
iter 10 value 56.621862
iter 20 value 39.284881
iter 30 value 37.538398
iter 40 value 37.239014
iter 50 value 37.054259
iter 60 value 36.998334
iter 70 value 36.987643
iter 80 value 36.984512
iter 90 value 36.982963
iter 100 value 36.981843
final value 36.981843
stopped after 100 iterations
# weights: 11
initial value 179.857105
iter 10 value 49.371515
iter 20 value 8.972468
iter 30 value 2.809775
iter 40 value 2.403079
iter 50 value 2.312455
iter 60 value 2.247741
iter 70 value 2.179496
iter 80 value 2.142182
iter 90 value 2.138787
iter 100 value 2.137651
final value 2.137651
stopped after 100 iterations
# weights: 27
initial value 200.237044
iter 10 value 13.261184
iter 20 value 0.633866
iter 30 value 0.607068
iter 40 value 0.557895
iter 50 value 0.505066
iter 60 value 0.403903
iter 70 value 0.375002
iter 80 value 0.364927
iter 90 value 0.352745
iter 100 value 0.341786
final value 0.341786
stopped after 100 iterations
# weights: 43
initial value 206.974799
iter 10 value 14.443394
iter 20 value 0.907838
iter 30 value 0.784583
iter 40 value 0.618705
iter 50 value 0.547864
iter 60 value 0.436769
iter 70 value 0.398301
iter 80 value 0.391004
iter 90 value 0.372824
iter 100 value 0.356046
final value 0.356046
stopped after 100 iterations
# weights: 11
initial value 162.379735
iter 10 value 68.066039
iter 20 value 58.812764
iter 30 value 58.771154
final value 58.770717
converged
# weights: 27
initial value 218.078229
iter 10 value 59.427150
iter 20 value 58.777224
iter 30 value 58.770729
final value 58.770710
converged
# weights: 43
initial value 167.315260
iter 10 value 10.511187
iter 20 value 0.021406
final value 0.000077
converged
# weights: 11
initial value 199.862582
iter 10 value 79.657243
iter 20 value 54.092853
final value 54.092453
converged
# weights: 27
initial value 175.954145
iter 10 value 64.615295
iter 20 value 38.399189
iter 30 value 36.629820
iter 40 value 35.830641
iter 50 value 35.710108
iter 60 value 35.693917
iter 70 value 35.690244
final value 35.690218
converged
# weights: 43
initial value 164.457782
iter 10 value 56.026393
iter 20 value 36.212913
iter 30 value 35.780580
iter 40 value 35.451610
iter 50 value 35.229265
iter 60 value 35.176421
iter 70 value 35.145864
iter 80 value 35.144680
final value 35.144679
converged
# weights: 11
initial value 169.445011
iter 10 value 60.978768
iter 20 value 59.740931
iter 30 value 58.970050
iter 40 value 58.956997
iter 50 value 58.870622
iter 60 value 58.855491
iter 70 value 58.656919
iter 80 value 30.567437
iter 90 value 3.711775
iter 100 value 1.121229
final value 1.121229
stopped after 100 iterations
# weights: 27
initial value 178.198129
iter 10 value 32.814876
iter 20 value 6.924113
iter 30 value 2.002133
iter 40 value 1.838634
iter 50 value 0.931221
iter 60 value 0.874473
iter 70 value 0.800590
iter 80 value 0.673111
iter 90 value 0.574216
iter 100 value 0.468858
final value 0.468858
stopped after 100 iterations
# weights: 43
initial value 179.922557
iter 10 value 13.155634
iter 20 value 0.695253
iter 30 value 0.566682
iter 40 value 0.340213
iter 50 value 0.300103
iter 60 value 0.255667
iter 70 value 0.231012
iter 80 value 0.200143
iter 90 value 0.195649
iter 100 value 0.187365
final value 0.187365
stopped after 100 iterations
# weights: 11
initial value 165.471432
iter 10 value 54.110581
iter 20 value 6.467479
iter 30 value 1.576887
iter 40 value 0.652819
iter 50 value 0.511139
iter 60 value 0.432395
iter 70 value 0.342139
iter 80 value 0.153178
iter 90 value 0.103422
iter 100 value 0.093330
final value 0.093330
stopped after 100 iterations
# weights: 27
initial value 173.648052
iter 10 value 15.890536
iter 20 value 0.221033
iter 30 value 0.000217
final value 0.000052
converged
# weights: 43
initial value 167.081475
iter 10 value 3.229775
iter 20 value 0.013634
iter 30 value 0.000408
iter 40 value 0.000290
final value 0.000071
converged
# weights: 11
initial value 173.826694
iter 10 value 70.306007
iter 20 value 57.769085
iter 30 value 55.798974
final value 55.790416
converged
# weights: 27
initial value 196.563004
iter 10 value 66.680078
iter 20 value 40.805673
iter 30 value 36.886751
iter 40 value 35.011696
iter 50 value 34.973641
iter 60 value 34.973044
iter 70 value 34.972547
iter 70 value 34.972547
iter 70 value 34.972547
final value 34.972547
converged
# weights: 43
initial value 175.575951
iter 10 value 61.114740
iter 20 value 37.750815
iter 30 value 35.813594
iter 40 value 34.507833
iter 50 value 34.448954
iter 60 value 34.444119
iter 70 value 34.442742
iter 80 value 34.442212
final value 34.442103
converged
# weights: 11
initial value 165.623870
iter 10 value 65.615387
iter 20 value 9.820864
iter 30 value 2.446089
iter 40 value 1.714352
iter 50 value 1.660479
iter 60 value 1.571191
iter 70 value 1.298782
iter 80 value 1.224159
iter 90 value 1.187525
iter 100 value 1.177709
final value 1.177709
stopped after 100 iterations
# weights: 27
initial value 170.317918
iter 10 value 64.726159
iter 20 value 2.355980
iter 30 value 0.467788
iter 40 value 0.381190
iter 50 value 0.341568
iter 60 value 0.295198
iter 70 value 0.229007
iter 80 value 0.212447
iter 90 value 0.197382
iter 100 value 0.190512
final value 0.190512
stopped after 100 iterations
# weights: 43
initial value 181.188074
iter 10 value 59.246175
iter 20 value 10.723147
iter 30 value 2.973996
iter 40 value 2.179514
iter 50 value 2.016385
iter 60 value 1.493762
iter 70 value 0.626912
iter 80 value 0.540566
iter 90 value 0.424821
iter 100 value 0.322967
final value 0.322967
stopped after 100 iterations
# weights: 11
initial value 163.711705
iter 10 value 71.288044
iter 20 value 71.174010
final value 71.173910
converged
# weights: 27
initial value 218.776386
iter 10 value 52.538664
iter 20 value 6.887944
iter 30 value 6.639281
iter 40 value 6.092785
iter 50 value 5.233053
iter 60 value 5.182042
iter 70 value 5.170287
iter 80 value 5.167498
final value 5.167469
converged
# weights: 43
initial value 167.076317
iter 10 value 26.623061
iter 20 value 6.552240
iter 30 value 6.127396
iter 40 value 4.027245
iter 50 value 3.328708
iter 60 value 2.257778
iter 70 value 1.754010
iter 80 value 1.471062
iter 90 value 1.431435
iter 100 value 1.418397
final value 1.418397
stopped after 100 iterations
# weights: 11
initial value 184.677727
iter 10 value 109.701136
iter 20 value 59.919866
iter 30 value 58.140011
final value 58.126954
converged
# weights: 27
initial value 166.847458
iter 10 value 63.773236
iter 20 value 45.601717
iter 30 value 40.906821
iter 40 value 40.188374
iter 50 value 40.049325
iter 60 value 40.016319
iter 70 value 40.014932
iter 70 value 40.014932
iter 70 value 40.014932
final value 40.014932
converged
# weights: 43
initial value 181.864075
iter 10 value 69.982851
iter 20 value 42.246290
iter 30 value 39.325751
iter 40 value 38.999849
iter 50 value 38.864325
iter 60 value 38.772706
iter 70 value 38.770400
iter 80 value 38.770302
final value 38.770296
converged
# weights: 11
initial value 169.651017
iter 10 value 53.576002
iter 20 value 8.302052
iter 30 value 6.909674
iter 40 value 6.853363
iter 50 value 6.837740
iter 60 value 6.825325
iter 70 value 6.793135
iter 80 value 6.786132
iter 90 value 6.785253
iter 100 value 6.783595
final value 6.783595
stopped after 100 iterations
# weights: 27
initial value 171.337646
iter 10 value 29.155405
iter 20 value 6.772006
iter 30 value 5.937963
iter 40 value 4.603571
iter 50 value 3.321420
iter 60 value 2.612865
iter 70 value 2.462847
iter 80 value 2.188828
iter 90 value 1.794425
iter 100 value 1.733660
final value 1.733660
stopped after 100 iterations
# weights: 43
initial value 158.884292
iter 10 value 28.465850
iter 20 value 6.664379
iter 30 value 6.243323
iter 40 value 4.796994
iter 50 value 4.065703
iter 60 value 3.669272
iter 70 value 2.681457
iter 80 value 2.278290
iter 90 value 1.854565
iter 100 value 1.584949
final value 1.584949
stopped after 100 iterations
# weights: 11
initial value 170.420128
iter 10 value 78.170626
iter 20 value 66.226515
iter 30 value 66.208544
final value 66.208518
converged
# weights: 27
initial value 194.817132
iter 10 value 16.893465
iter 20 value 0.048884
final value 0.000054
converged
# weights: 43
initial value 165.427317
iter 10 value 26.054506
iter 20 value 0.349277
iter 30 value 0.002463
iter 40 value 0.000388
iter 50 value 0.000127
iter 50 value 0.000071
iter 50 value 0.000071
final value 0.000071
converged
# weights: 11
initial value 172.640272
iter 10 value 93.477713
iter 20 value 61.654897
iter 30 value 58.800586
final value 58.795454
converged
# weights: 27
initial value 177.402660
iter 10 value 87.505694
iter 20 value 42.470938
iter 30 value 39.766568
iter 40 value 38.876962
iter 50 value 38.321701
iter 60 value 38.108846
iter 70 value 38.052410
final value 38.052316
converged
# weights: 43
initial value 190.151716
iter 10 value 73.081183
iter 20 value 37.594522
iter 30 value 37.097011
iter 40 value 36.964482
iter 50 value 36.947053
iter 60 value 36.919972
iter 70 value 36.914602
iter 80 value 36.908156
iter 90 value 36.905879
iter 100 value 36.902564
final value 36.902564
stopped after 100 iterations
# weights: 11
initial value 165.717350
iter 10 value 100.590033
iter 20 value 66.797372
iter 30 value 66.611793
iter 40 value 66.534701
iter 50 value 66.454698
iter 60 value 66.403502
iter 70 value 63.710823
iter 80 value 18.736975
iter 90 value 6.221544
iter 100 value 5.212973
final value 5.212973
stopped after 100 iterations
# weights: 27
initial value 175.237760
iter 10 value 68.033508
iter 20 value 56.455649
iter 30 value 3.049366
iter 40 value 0.799574
iter 50 value 0.751582
iter 60 value 0.707430
iter 70 value 0.581668
iter 80 value 0.543956
iter 90 value 0.489410
iter 100 value 0.473290
final value 0.473290
stopped after 100 iterations
# weights: 43
initial value 207.434376
iter 10 value 14.473363
iter 20 value 1.471389
iter 30 value 1.196453
iter 40 value 0.738717
iter 50 value 0.632679
iter 60 value 0.599969
iter 70 value 0.559407
iter 80 value 0.526626
iter 90 value 0.503262
iter 100 value 0.475789
final value 0.475789
stopped after 100 iterations
# weights: 11
initial value 184.116222
iter 10 value 35.464405
iter 20 value 9.517209
iter 30 value 4.927665
iter 40 value 2.996586
iter 50 value 0.502117
iter 60 value 0.356371
iter 70 value 0.193997
iter 80 value 0.190665
iter 90 value 0.181864
iter 100 value 0.156998
final value 0.156998
stopped after 100 iterations
# weights: 27
initial value 181.250093
iter 10 value 13.975465
iter 20 value 3.120687
iter 30 value 0.284851
iter 40 value 0.005237
iter 50 value 0.001203
final value 0.000067
converged
# weights: 43
initial value 180.264432
iter 10 value 34.988090
iter 20 value 1.409139
iter 30 value 0.000270
final value 0.000060
converged
# weights: 11
initial value 170.303902
iter 10 value 127.044288
iter 20 value 61.753889
iter 30 value 60.539254
final value 60.539094
converged
# weights: 27
initial value 167.964548
iter 10 value 87.611784
iter 20 value 42.979730
iter 30 value 41.266030
iter 40 value 41.215526
iter 50 value 41.206817
iter 60 value 41.151067
iter 70 value 41.147966
final value 41.147959
converged
# weights: 43
initial value 189.527899
iter 10 value 61.999106
iter 20 value 40.904488
iter 30 value 38.262010
iter 40 value 37.995119
iter 50 value 37.930894
iter 60 value 37.895290
iter 70 value 37.846396
iter 80 value 37.839073
iter 90 value 37.837016
iter 100 value 37.836343
final value 37.836343
stopped after 100 iterations
# weights: 11
initial value 159.173181
iter 10 value 76.202324
iter 20 value 74.776704
iter 30 value 72.965120
iter 40 value 23.207651
iter 50 value 7.608247
iter 60 value 4.089145
iter 70 value 3.604227
iter 80 value 3.498152
iter 90 value 3.392941
iter 100 value 3.332378
final value 3.332378
stopped after 100 iterations
# weights: 27
initial value 177.480919
iter 10 value 43.233572
iter 20 value 1.067991
iter 30 value 0.771710
iter 40 value 0.755923
iter 50 value 0.715071
iter 60 value 0.664552
iter 70 value 0.646835
iter 80 value 0.612562
iter 90 value 0.574015
iter 100 value 0.550638
final value 0.550638
stopped after 100 iterations
# weights: 43
initial value 172.864594
iter 10 value 39.887065
iter 20 value 2.111276
iter 30 value 0.826299
iter 40 value 0.781267
iter 50 value 0.656305
iter 60 value 0.541604
iter 70 value 0.482163
iter 80 value 0.461421
iter 90 value 0.444380
iter 100 value 0.434936
final value 0.434936
stopped after 100 iterations
# weights: 11
initial value 161.182748
iter 10 value 59.942406
iter 20 value 10.036379
iter 30 value 3.668220
iter 40 value 1.679384
iter 50 value 1.456608
iter 60 value 0.063563
iter 70 value 0.032953
iter 80 value 0.032260
iter 90 value 0.030759
iter 100 value 0.030400
final value 0.030400
stopped after 100 iterations
# weights: 27
initial value 163.451229
final value 57.380522
converged
# weights: 43
initial value 165.185589
iter 10 value 9.453850
iter 20 value 0.259905
iter 30 value 0.001977
iter 40 value 0.000129
final value 0.000096
converged
# weights: 11
initial value 173.641253
iter 10 value 79.423815
iter 20 value 65.402707
iter 30 value 54.617028
final value 54.613609
converged
# weights: 27
initial value 177.676623
iter 10 value 57.569098
iter 20 value 40.834992
iter 30 value 38.463666
iter 40 value 37.951540
iter 50 value 37.672644
iter 60 value 36.913401
iter 70 value 36.634360
iter 80 value 36.614534
final value 36.614456
converged
# weights: 43
initial value 170.754752
iter 10 value 89.958816
iter 20 value 39.070968
iter 30 value 35.831696
iter 40 value 35.629232
iter 50 value 35.574470
iter 60 value 35.559944
iter 70 value 35.524095
iter 80 value 35.492302
iter 90 value 35.432494
iter 100 value 35.400954
final value 35.400954
stopped after 100 iterations
# weights: 11
initial value 167.074008
iter 10 value 62.790624
iter 20 value 56.824067
iter 30 value 44.719401
iter 40 value 7.404844
iter 50 value 2.402883
iter 60 value 1.996380
iter 70 value 1.940904
iter 80 value 1.903036
iter 90 value 1.871684
iter 100 value 1.854097
final value 1.854097
stopped after 100 iterations
# weights: 27
initial value 173.249481
iter 10 value 8.073250
iter 20 value 1.498901
iter 30 value 1.325263
iter 40 value 1.104191
iter 50 value 0.893976
iter 60 value 0.780740
iter 70 value 0.698348
iter 80 value 0.652215
iter 90 value 0.565243
iter 100 value 0.492043
final value 0.492043
stopped after 100 iterations
# weights: 43
initial value 163.298196
iter 10 value 7.423499
iter 20 value 0.899591
iter 30 value 0.736228
iter 40 value 0.616687
iter 50 value 0.499017
iter 60 value 0.451939
iter 70 value 0.431400
iter 80 value 0.414659
iter 90 value 0.396767
iter 100 value 0.366021
final value 0.366021
stopped after 100 iterations
# weights: 11
initial value 165.937972
iter 10 value 64.453293
iter 20 value 12.190051
iter 30 value 7.156780
iter 40 value 6.325424
iter 50 value 6.253569
iter 60 value 6.168126
iter 70 value 6.166553
iter 80 value 6.162249
iter 90 value 6.159167
iter 100 value 6.158304
final value 6.158304
stopped after 100 iterations
# weights: 27
initial value 172.658085
iter 10 value 51.938811
iter 20 value 8.140478
iter 30 value 6.008515
iter 40 value 5.011118
iter 50 value 4.998846
iter 60 value 4.998524
final value 4.998229
converged
# weights: 43
initial value 166.557941
iter 10 value 19.011803
iter 20 value 5.237912
iter 30 value 4.674208
iter 40 value 4.341415
iter 50 value 4.065761
iter 60 value 3.416250
iter 70 value 2.441543
iter 80 value 0.386397
iter 90 value 0.002284
iter 100 value 0.001722
final value 0.001722
stopped after 100 iterations
# weights: 11
initial value 165.002251
iter 10 value 94.982725
iter 20 value 66.790151
iter 30 value 59.832179
final value 59.825732
converged
# weights: 27
initial value 174.850863
iter 10 value 74.788984
iter 20 value 48.813052
iter 30 value 44.872549
iter 40 value 40.540541
iter 50 value 40.296783
iter 60 value 40.106338
iter 70 value 39.299731
iter 80 value 39.057495
iter 90 value 39.031179
final value 39.031173
converged
# weights: 43
initial value 208.406563
iter 10 value 68.533525
iter 20 value 40.582782
iter 30 value 38.754401
iter 40 value 38.075081
iter 50 value 37.894888
iter 60 value 37.868988
iter 70 value 37.848370
iter 80 value 37.837536
iter 90 value 37.837365
iter 100 value 37.836953
final value 37.836953
stopped after 100 iterations
# weights: 11
initial value 190.608556
iter 10 value 60.616528
iter 20 value 16.476056
iter 30 value 7.448974
iter 40 value 6.936887
iter 50 value 6.827015
iter 60 value 6.806380
iter 70 value 6.803134
iter 80 value 6.802774
final value 6.802716
converged
# weights: 27
initial value 179.247427
iter 10 value 68.681294
iter 20 value 9.496443
iter 30 value 6.717281
iter 40 value 6.614392
iter 50 value 6.345874
iter 60 value 6.282609
iter 70 value 6.265386
iter 80 value 6.132195
iter 90 value 6.033543
iter 100 value 6.009372
final value 6.009372
stopped after 100 iterations
# weights: 43
initial value 188.991765
iter 10 value 9.544714
iter 20 value 6.568372
iter 30 value 6.298005
iter 40 value 4.962767
iter 50 value 4.658214
iter 60 value 4.363026
iter 70 value 4.281064
iter 80 value 4.043719
iter 90 value 3.887803
iter 100 value 3.767571
final value 3.767571
stopped after 100 iterations
# weights: 11
initial value 176.058700
iter 10 value 71.051653
iter 20 value 67.850392
final value 67.847009
converged
# weights: 27
initial value 199.699347
iter 10 value 43.703473
iter 20 value 3.479101
iter 30 value 0.007995
final value 0.000041
converged
# weights: 43
initial value 186.858861
iter 10 value 39.147330
iter 20 value 2.153076
iter 30 value 0.118646
iter 40 value 0.000434
final value 0.000074
converged
# weights: 11
initial value 182.288194
iter 10 value 117.807061
iter 20 value 61.328136
iter 30 value 59.888074
final value 59.887941
converged
# weights: 27
initial value 184.721684
iter 10 value 55.100749
iter 20 value 41.283038
iter 30 value 40.388630
iter 40 value 39.896128
iter 50 value 39.591266
iter 60 value 39.552927
iter 70 value 39.535237
final value 39.535160
converged
# weights: 43
initial value 171.887386
iter 10 value 66.186297
iter 20 value 41.415962
iter 30 value 38.913162
iter 40 value 38.360723
iter 50 value 38.307720
iter 60 value 38.291113
iter 70 value 38.287035
iter 80 value 38.266485
iter 90 value 38.261547
iter 100 value 38.258062
final value 38.258062
stopped after 100 iterations
# weights: 11
initial value 168.249302
iter 10 value 69.442919
iter 20 value 68.310188
iter 30 value 67.825700
iter 40 value 65.047226
iter 50 value 23.917604
iter 60 value 12.218202
iter 70 value 5.908775
iter 80 value 5.093775
iter 90 value 4.924812
iter 100 value 4.455167
final value 4.455167
stopped after 100 iterations
# weights: 27
initial value 169.127398
iter 10 value 37.744455
iter 20 value 7.672282
iter 30 value 2.793823
iter 40 value 2.388162
iter 50 value 1.978240
iter 60 value 1.753136
iter 70 value 1.469152
iter 80 value 1.302508
iter 90 value 1.170420
iter 100 value 0.911059
final value 0.911059
stopped after 100 iterations
# weights: 43
initial value 160.426124
iter 10 value 6.998460
iter 20 value 0.814943
iter 30 value 0.651576
iter 40 value 0.581479
iter 50 value 0.498185
iter 60 value 0.426319
iter 70 value 0.405275
iter 80 value 0.391687
iter 90 value 0.389274
iter 100 value 0.384199
final value 0.384199
stopped after 100 iterations
# weights: 11
initial value 181.117883
iter 10 value 73.170874
iter 20 value 71.276908
final value 71.273013
converged
# weights: 27
initial value 170.892268
iter 10 value 71.264250
iter 20 value 70.253148
iter 30 value 10.835694
iter 40 value 0.908647
iter 50 value 0.028993
iter 60 value 0.006983
iter 70 value 0.003196
final value 0.000096
converged
# weights: 43
initial value 174.864848
iter 10 value 7.197142
iter 20 value 0.126718
iter 30 value 0.000464
final value 0.000054
converged
# weights: 11
initial value 162.805009
iter 10 value 71.290190
iter 20 value 58.784530
final value 58.784515
converged
# weights: 27
initial value 211.593842
iter 10 value 41.043112
iter 20 value 38.045767
iter 30 value 37.127057
iter 40 value 37.095997
iter 50 value 37.091880
iter 50 value 37.091880
iter 50 value 37.091880
final value 37.091880
converged
# weights: 43
initial value 159.981051
iter 10 value 47.542337
iter 20 value 37.546275
iter 30 value 36.110063
iter 40 value 35.877204
iter 50 value 35.850648
iter 60 value 35.848676
iter 70 value 35.847585
iter 80 value 35.847278
iter 90 value 35.846515
iter 100 value 35.845510
final value 35.845510
stopped after 100 iterations
# weights: 11
initial value 181.600362
iter 10 value 73.877862
iter 20 value 6.284624
iter 30 value 3.791162
iter 40 value 3.155341
iter 50 value 2.550032
iter 60 value 2.301237
iter 70 value 2.087389
iter 80 value 2.065406
iter 90 value 2.062128
iter 100 value 2.061639
final value 2.061639
stopped after 100 iterations
# weights: 27
initial value 167.003664
iter 10 value 27.828858
iter 20 value 4.721926
iter 30 value 3.175172
iter 40 value 2.398420
iter 50 value 2.258003
iter 60 value 2.188584
iter 70 value 1.689167
iter 80 value 1.406000
iter 90 value 1.326195
iter 100 value 1.122409
final value 1.122409
stopped after 100 iterations
# weights: 43
initial value 169.247410
iter 10 value 57.510315
iter 20 value 1.147718
iter 30 value 0.615084
iter 40 value 0.519863
iter 50 value 0.444754
iter 60 value 0.400484
iter 70 value 0.376933
iter 80 value 0.354731
iter 90 value 0.349701
iter 100 value 0.341688
final value 0.341688
stopped after 100 iterations
# weights: 11
initial value 171.441170
iter 10 value 153.883059
iter 20 value 60.989442
iter 30 value 34.420705
iter 40 value 6.333415
iter 50 value 4.178905
iter 60 value 3.770458
iter 70 value 3.568574
iter 80 value 3.409492
iter 90 value 3.264686
iter 100 value 2.653180
final value 2.653180
stopped after 100 iterations
# weights: 27
initial value 173.408788
iter 10 value 55.601399
iter 20 value 5.929395
iter 30 value 0.615917
iter 40 value 0.001498
final value 0.000082
converged
# weights: 43
initial value 167.171005
iter 10 value 7.496006
iter 20 value 0.445563
iter 30 value 0.001160
final value 0.000088
converged
# weights: 11
initial value 174.551676
iter 10 value 81.377811
iter 20 value 58.387555
iter 30 value 57.084235
final value 57.084123
converged
# weights: 27
initial value 183.268006
iter 10 value 82.381126
iter 20 value 42.781595
iter 30 value 39.863173
iter 40 value 38.880367
iter 50 value 38.404101
iter 60 value 37.805067
iter 70 value 37.645257
iter 80 value 37.616890
final value 37.616889
converged
# weights: 43
initial value 171.104429
iter 10 value 42.848475
iter 20 value 37.273148
iter 30 value 36.501100
iter 40 value 36.313121
iter 50 value 36.305030
iter 60 value 36.302483
iter 70 value 36.295441
iter 80 value 36.293598
final value 36.292837
converged
# weights: 11
initial value 178.360510
iter 10 value 30.129107
iter 20 value 5.731646
iter 30 value 5.066048
iter 40 value 4.702005
iter 50 value 4.629856
iter 60 value 4.606388
iter 70 value 4.558057
iter 80 value 4.504892
iter 90 value 4.504452
iter 100 value 4.503875
final value 4.503875
stopped after 100 iterations
# weights: 27
initial value 174.121496
iter 10 value 66.626002
iter 20 value 64.810602
iter 30 value 9.654575
iter 40 value 3.413848
iter 50 value 1.240484
iter 60 value 1.175039
iter 70 value 1.056067
iter 80 value 1.018592
iter 90 value 0.932558
iter 100 value 0.843251
final value 0.843251
stopped after 100 iterations
# weights: 43
initial value 175.279491
iter 10 value 46.331819
iter 20 value 4.730111
iter 30 value 1.570663
iter 40 value 1.459979
iter 50 value 1.050717
iter 60 value 0.855403
iter 70 value 0.787797
iter 80 value 0.722036
iter 90 value 0.689056
iter 100 value 0.628732
final value 0.628732
stopped after 100 iterations
# weights: 11
initial value 174.613687
iter 10 value 71.778799
final value 71.778781
converged
# weights: 27
initial value 168.462937
iter 10 value 72.871999
iter 20 value 12.055781
iter 30 value 9.717325
iter 40 value 9.603597
iter 50 value 9.363086
iter 60 value 9.333479
iter 70 value 9.322413
iter 80 value 9.322298
iter 90 value 9.321699
iter 100 value 9.321522
final value 9.321522
stopped after 100 iterations
# weights: 43
initial value 170.547568
iter 10 value 51.139426
iter 20 value 9.517651
iter 30 value 8.866032
iter 40 value 6.603440
iter 50 value 5.368367
iter 60 value 4.392291
iter 70 value 4.232152
iter 80 value 4.193191
iter 90 value 4.189854
iter 100 value 4.189667
final value 4.189667
stopped after 100 iterations
# weights: 11
initial value 171.631850
iter 10 value 86.647263
iter 20 value 62.707211
iter 30 value 60.724928
final value 60.723254
converged
# weights: 27
initial value 162.926620
iter 10 value 73.814011
iter 20 value 46.645223
iter 30 value 44.982453
iter 40 value 44.104213
iter 50 value 44.046877
iter 60 value 44.039896
iter 70 value 44.039355
final value 44.039354
converged
# weights: 43
initial value 197.956518
iter 10 value 107.198418
iter 20 value 48.300028
iter 30 value 43.691466
iter 40 value 41.393368
iter 50 value 40.616301
iter 60 value 40.533901
iter 70 value 40.519381
iter 80 value 40.504173
iter 90 value 40.502773
iter 100 value 40.500095
final value 40.500095
stopped after 100 iterations
# weights: 11
initial value 173.395866
iter 10 value 73.446294
iter 20 value 72.286854
iter 30 value 72.011520
iter 40 value 71.994867
iter 50 value 71.941891
iter 60 value 70.834386
iter 70 value 67.676921
iter 80 value 48.616808
iter 90 value 16.941720
iter 100 value 10.457714
final value 10.457714
stopped after 100 iterations
# weights: 27
initial value 167.052812
iter 10 value 24.186824
iter 20 value 9.996401
iter 30 value 9.814124
iter 40 value 9.635846
iter 50 value 9.553968
iter 60 value 9.534705
iter 70 value 9.514282
iter 80 value 9.498958
iter 90 value 9.492977
iter 100 value 9.477537
final value 9.477537
stopped after 100 iterations
# weights: 43
initial value 236.165917
iter 10 value 17.066372
iter 20 value 9.765462
iter 30 value 9.708450
iter 40 value 9.505457
iter 50 value 8.802510
iter 60 value 6.201272
iter 70 value 2.257687
iter 80 value 1.862673
iter 90 value 1.621263
iter 100 value 1.378773
final value 1.378773
stopped after 100 iterations
# weights: 11
initial value 187.860462
iter 10 value 71.952446
iter 20 value 70.013106
final value 70.003665
converged
# weights: 27
initial value 167.714183
iter 10 value 70.326680
iter 20 value 9.001139
iter 30 value 7.994521
iter 40 value 6.906908
iter 50 value 5.530144
iter 60 value 4.948418
iter 70 value 4.922567
final value 4.922455
converged
# weights: 43
initial value 181.443691
iter 10 value 17.570678
iter 20 value 8.169987
iter 30 value 7.464961
iter 40 value 5.082735
iter 50 value 4.925154
iter 60 value 4.922040
final value 4.922029
converged
# weights: 11
initial value 175.278598
iter 10 value 78.976837
iter 20 value 62.975312
iter 30 value 62.741430
final value 62.741305
converged
# weights: 27
initial value 164.218824
iter 10 value 91.353926
iter 20 value 50.227809
iter 30 value 45.169270
iter 40 value 45.069338
iter 50 value 44.982373
iter 60 value 44.979758
final value 44.979506
converged
# weights: 43
initial value 192.555876
iter 10 value 82.809978
iter 20 value 49.171304
iter 30 value 44.715423
iter 40 value 43.109162
iter 50 value 42.241018
iter 60 value 41.966889
iter 70 value 41.897412
iter 80 value 41.865736
iter 90 value 41.830210
iter 100 value 41.796106
final value 41.796106
stopped after 100 iterations
# weights: 11
initial value 170.525628
iter 10 value 59.598538
iter 20 value 18.226297
iter 30 value 9.140272
iter 40 value 9.057003
iter 50 value 8.979238
iter 60 value 8.976360
iter 70 value 8.976169
iter 80 value 8.975819
final value 8.975818
converged
# weights: 27
initial value 182.139115
iter 10 value 62.043441
iter 20 value 18.996485
iter 30 value 10.611341
iter 40 value 9.274035
iter 50 value 9.099607
iter 60 value 8.965072
iter 70 value 8.591645
iter 80 value 8.037921
iter 90 value 7.583172
iter 100 value 7.562879
final value 7.562879
stopped after 100 iterations
# weights: 43
initial value 186.536303
iter 10 value 35.770640
iter 20 value 9.838181
iter 30 value 8.784546
iter 40 value 8.413808
iter 50 value 8.010028
iter 60 value 7.296917
iter 70 value 6.701642
iter 80 value 6.377138
iter 90 value 6.130365
iter 100 value 6.029217
final value 6.029217
stopped after 100 iterations
# weights: 11
initial value 182.989874
iter 10 value 68.787107
iter 20 value 67.482000
final value 67.480893
converged
# weights: 27
initial value 177.713639
iter 10 value 47.338440
iter 20 value 0.038307
iter 30 value 0.000103
iter 30 value 0.000090
iter 30 value 0.000086
final value 0.000086
converged
# weights: 43
initial value 173.937150
iter 10 value 35.775531
iter 20 value 0.259453
iter 30 value 0.000700
iter 40 value 0.000121
iter 40 value 0.000062
iter 40 value 0.000059
final value 0.000059
converged
# weights: 11
initial value 170.926670
iter 10 value 75.878663
iter 20 value 56.037961
iter 30 value 55.816578
final value 55.815799
converged
# weights: 27
initial value 179.931546
iter 10 value 65.718254
iter 20 value 39.561313
iter 30 value 37.952861
iter 40 value 36.985327
iter 50 value 36.618017
iter 60 value 36.265401
iter 70 value 36.175188
iter 80 value 36.170351
final value 36.170351
converged
# weights: 43
initial value 183.790376
iter 10 value 50.129372
iter 20 value 37.439251
iter 30 value 35.699029
iter 40 value 35.237724
iter 50 value 35.064629
iter 60 value 35.058052
iter 70 value 35.048339
iter 80 value 35.044844
iter 90 value 35.036505
iter 100 value 35.035635
final value 35.035635
stopped after 100 iterations
# weights: 11
initial value 163.659190
iter 10 value 69.760157
iter 20 value 67.677090
iter 30 value 67.649697
iter 40 value 67.611075
iter 50 value 67.540987
iter 60 value 66.535190
iter 70 value 53.614488
iter 80 value 17.103705
iter 90 value 3.868510
iter 100 value 1.623178
final value 1.623178
stopped after 100 iterations
# weights: 27
initial value 179.952298
iter 10 value 58.349678
iter 20 value 2.389478
iter 30 value 0.494867
iter 40 value 0.472066
iter 50 value 0.455424
iter 60 value 0.390884
iter 70 value 0.373775
iter 80 value 0.357423
iter 90 value 0.310696
iter 100 value 0.280048
final value 0.280048
stopped after 100 iterations
# weights: 43
initial value 164.444726
iter 10 value 16.645000
iter 20 value 0.770758
iter 30 value 0.625054
iter 40 value 0.588795
iter 50 value 0.549057
iter 60 value 0.499550
iter 70 value 0.450852
iter 80 value 0.426415
iter 90 value 0.396534
iter 100 value 0.355150
final value 0.355150
stopped after 100 iterations
# weights: 11
initial value 167.305793
iter 10 value 79.901633
iter 20 value 6.205542
iter 30 value 1.073328
iter 40 value 0.549428
iter 50 value 0.485010
iter 60 value 0.417473
iter 70 value 0.220754
iter 80 value 0.032242
iter 90 value 0.030311
iter 100 value 0.028522
final value 0.028522
stopped after 100 iterations
# weights: 27
initial value 174.006935
iter 10 value 52.564401
iter 20 value 0.718325
iter 30 value 0.000423
final value 0.000098
converged
# weights: 43
initial value 177.903284
iter 10 value 21.532748
iter 20 value 0.051256
final value 0.000062
converged
# weights: 11
initial value 166.247979
iter 10 value 87.638311
iter 20 value 61.728218
iter 30 value 61.308569
final value 61.308432
converged
# weights: 27
initial value 169.405902
iter 10 value 56.725079
iter 20 value 42.946217
iter 30 value 41.989417
iter 40 value 41.934964
iter 50 value 41.507316
iter 60 value 40.770413
iter 70 value 40.363979
iter 80 value 40.306105
final value 40.305848
converged
# weights: 43
initial value 166.890072
iter 10 value 56.754963
iter 20 value 42.160685
iter 30 value 40.032891
iter 40 value 39.506623
iter 50 value 39.341375
iter 60 value 39.333564
iter 70 value 39.327977
iter 80 value 39.309686
iter 90 value 39.203677
iter 100 value 39.150532
final value 39.150532
stopped after 100 iterations
# weights: 11
initial value 165.055333
iter 10 value 60.910377
iter 20 value 13.071361
iter 30 value 3.295333
iter 40 value 2.744207
iter 50 value 2.643951
iter 60 value 2.507452
iter 70 value 2.471600
iter 80 value 2.441685
iter 90 value 2.436523
iter 100 value 2.434696
final value 2.434696
stopped after 100 iterations
# weights: 27
initial value 216.509651
iter 10 value 74.006449
iter 20 value 25.910237
iter 30 value 2.632450
iter 40 value 0.926416
iter 50 value 0.712329
iter 60 value 0.592245
iter 70 value 0.555023
iter 80 value 0.514985
iter 90 value 0.496140
iter 100 value 0.436843
final value 0.436843
stopped after 100 iterations
# weights: 43
initial value 159.138246
iter 10 value 14.061069
iter 20 value 0.729198
iter 30 value 0.681282
iter 40 value 0.637810
iter 50 value 0.545075
iter 60 value 0.487105
iter 70 value 0.474515
iter 80 value 0.445725
iter 90 value 0.425313
iter 100 value 0.415018
final value 0.415018
stopped after 100 iterations
# weights: 11
initial value 168.173453
iter 10 value 64.981924
iter 20 value 16.769132
iter 30 value 6.506096
iter 40 value 6.077740
iter 50 value 6.070277
iter 60 value 6.064591
iter 70 value 6.061253
iter 80 value 6.057832
iter 90 value 6.051952
iter 100 value 6.048066
final value 6.048066
stopped after 100 iterations
# weights: 27
initial value 182.933878
iter 10 value 12.572318
iter 20 value 6.229884
iter 30 value 6.201230
iter 40 value 6.118104
iter 50 value 6.068590
iter 60 value 5.994513
iter 70 value 5.518523
iter 80 value 2.965535
iter 90 value 0.040311
iter 100 value 0.007222
final value 0.007222
stopped after 100 iterations
# weights: 43
initial value 165.952606
iter 10 value 14.520622
iter 20 value 6.147531
iter 30 value 6.107052
iter 40 value 5.041868
iter 50 value 3.342891
iter 60 value 2.552477
iter 70 value 2.506422
iter 80 value 2.502800
iter 90 value 2.502345
iter 100 value 2.502279
final value 2.502279
stopped after 100 iterations
# weights: 11
initial value 170.196415
iter 10 value 79.897962
iter 20 value 58.549129
final value 58.536523
converged
# weights: 27
initial value 182.698790
iter 10 value 60.459024
iter 20 value 42.830729
iter 30 value 40.057126
iter 40 value 39.719176
iter 50 value 39.508431
iter 60 value 39.455609
iter 70 value 39.421452
final value 39.421429
converged
# weights: 43
initial value 199.588639
iter 10 value 57.101951
iter 20 value 41.891383
iter 30 value 38.929719
iter 40 value 38.489361
iter 50 value 38.438264
iter 60 value 38.433178
iter 70 value 38.431945
iter 80 value 38.431180
iter 90 value 38.428933
iter 100 value 38.428284
final value 38.428284
stopped after 100 iterations
# weights: 11
initial value 173.379216
iter 10 value 44.791374
iter 20 value 7.272774
iter 30 value 6.777548
iter 40 value 6.764269
iter 50 value 6.759021
iter 60 value 6.756395
iter 70 value 6.754286
iter 80 value 6.754150
iter 90 value 6.754039
final value 6.754035
converged
# weights: 27
initial value 161.833631
iter 10 value 22.247621
iter 20 value 7.711389
iter 30 value 7.431204
iter 40 value 7.220677
iter 50 value 6.964322
iter 60 value 6.927540
iter 70 value 6.895545
iter 80 value 6.864578
iter 90 value 6.856138
iter 100 value 6.798140
final value 6.798140
stopped after 100 iterations
# weights: 43
initial value 201.428665
iter 10 value 34.796195
iter 20 value 6.405854
iter 30 value 6.341472
iter 40 value 6.289466
iter 50 value 6.279604
iter 60 value 6.268644
iter 70 value 6.255177
iter 80 value 6.243635
iter 90 value 6.231065
iter 100 value 6.219951
final value 6.219951
stopped after 100 iterations
# weights: 11
initial value 194.841966
iter 10 value 69.460094
iter 20 value 69.170308
final value 69.169002
converged
# weights: 27
initial value 172.533476
iter 10 value 15.450229
iter 20 value 7.578075
iter 30 value 7.185276
iter 40 value 6.969663
iter 50 value 4.999108
iter 60 value 1.940541
iter 70 value 1.054515
iter 80 value 0.671845
iter 90 value 0.576831
iter 100 value 0.188698
final value 0.188698
stopped after 100 iterations
# weights: 43
initial value 221.172396
iter 10 value 8.727225
iter 20 value 7.620651
iter 30 value 6.490505
iter 40 value 5.003819
iter 50 value 4.153033
iter 60 value 3.326249
iter 70 value 2.174007
iter 80 value 0.239047
iter 90 value 0.094162
iter 100 value 0.056825
final value 0.056825
stopped after 100 iterations
# weights: 11
initial value 188.186860
iter 10 value 121.838857
iter 20 value 67.335686
iter 30 value 60.498747
final value 60.498728
converged
# weights: 27
initial value 178.038578
iter 10 value 87.114519
iter 20 value 42.450422
iter 30 value 40.667602
iter 40 value 40.435951
iter 50 value 40.368950
iter 60 value 40.337929
iter 70 value 40.274237
iter 80 value 40.270151
final value 40.270150
converged
# weights: 43
initial value 181.383941
iter 10 value 60.354759
iter 20 value 40.301380
iter 30 value 39.182428
iter 40 value 39.077559
iter 50 value 39.030925
iter 60 value 39.011774
iter 70 value 39.006045
iter 80 value 39.004119
iter 90 value 39.003054
iter 100 value 39.002234
final value 39.002234
stopped after 100 iterations
# weights: 11
initial value 171.773869
iter 10 value 133.380551
iter 20 value 69.714006
iter 30 value 69.131906
iter 40 value 59.005969
iter 50 value 19.727950
iter 60 value 9.391658
iter 70 value 8.617727
iter 80 value 8.415299
iter 90 value 8.331812
iter 100 value 8.326397
final value 8.326397
stopped after 100 iterations
# weights: 27
initial value 168.577807
iter 10 value 36.952021
iter 20 value 8.875715
iter 30 value 8.643555
iter 40 value 8.144219
iter 50 value 8.043334
iter 60 value 7.863578
iter 70 value 7.435205
iter 80 value 6.543752
iter 90 value 5.062908
iter 100 value 2.496008
final value 2.496008
stopped after 100 iterations
# weights: 43
initial value 175.603465
iter 10 value 58.560520
iter 20 value 14.845740
iter 30 value 11.133948
iter 40 value 10.781040
iter 50 value 9.292692
iter 60 value 8.626516
iter 70 value 8.297081
iter 80 value 8.044474
iter 90 value 7.601678
iter 100 value 6.897818
final value 6.897818
stopped after 100 iterations
# weights: 11
initial value 172.270989
iter 10 value 38.385779
iter 20 value 10.978508
iter 30 value 6.178115
iter 40 value 4.095919
iter 50 value 2.318162
iter 60 value 2.029231
iter 70 value 1.722643
iter 80 value 1.675810
iter 90 value 1.462995
iter 100 value 1.370914
final value 1.370914
stopped after 100 iterations
# weights: 27
initial value 191.213676
iter 10 value 65.997980
iter 20 value 5.039273
iter 30 value 1.385418
iter 40 value 0.000317
final value 0.000072
converged
# weights: 43
initial value 210.380523
iter 10 value 11.365281
iter 20 value 1.922413
iter 30 value 0.032131
iter 40 value 0.000259
final value 0.000074
converged
# weights: 11
initial value 164.418466
iter 10 value 86.203448
iter 20 value 58.831066
iter 30 value 58.733699
final value 58.733696
converged
# weights: 27
initial value 204.827400
iter 10 value 91.703056
iter 20 value 43.778632
iter 30 value 40.535971
iter 40 value 40.111275
iter 50 value 40.010900
iter 60 value 40.008299
iter 70 value 40.004038
final value 40.004027
converged
# weights: 43
initial value 176.263673
iter 10 value 66.428654
iter 20 value 40.340802
iter 30 value 39.246262
iter 40 value 39.046093
iter 50 value 39.029902
iter 60 value 39.026541
iter 70 value 39.025447
iter 80 value 39.025127
iter 90 value 39.024816
iter 100 value 39.024481
final value 39.024481
stopped after 100 iterations
# weights: 11
initial value 168.428176
iter 10 value 144.567297
iter 20 value 73.167999
iter 30 value 73.088450
iter 40 value 73.059835
iter 50 value 71.591338
iter 60 value 17.367063
iter 70 value 6.445793
iter 80 value 4.547689
iter 90 value 4.355705
iter 100 value 4.209075
final value 4.209075
stopped after 100 iterations
# weights: 27
initial value 188.552090
iter 10 value 41.234767
iter 20 value 5.326118
iter 30 value 1.613305
iter 40 value 1.445523
iter 50 value 1.281087
iter 60 value 1.099378
iter 70 value 1.005892
iter 80 value 0.902559
iter 90 value 0.855210
iter 100 value 0.789858
final value 0.789858
stopped after 100 iterations
# weights: 43
initial value 205.122543
iter 10 value 57.641200
iter 20 value 3.829665
iter 30 value 1.676023
iter 40 value 1.373239
iter 50 value 1.175125
iter 60 value 1.017686
iter 70 value 0.960490
iter 80 value 0.924590
iter 90 value 0.865177
iter 100 value 0.849814
final value 0.849814
stopped after 100 iterations
# weights: 11
initial value 175.071977
iter 10 value 112.746439
iter 20 value 53.162940
iter 30 value 18.223322
iter 40 value 11.675532
iter 50 value 11.546740
iter 60 value 11.401834
iter 70 value 11.337352
iter 80 value 11.334336
iter 90 value 11.333478
iter 100 value 11.333133
final value 11.333133
stopped after 100 iterations
# weights: 27
initial value 170.915094
iter 10 value 69.283906
iter 20 value 13.854446
iter 30 value 11.292731
iter 40 value 10.970035
iter 50 value 9.442668
iter 60 value 1.985427
iter 70 value 0.228396
iter 80 value 0.114464
iter 90 value 0.076432
iter 100 value 0.067036
final value 0.067036
stopped after 100 iterations
# weights: 43
initial value 173.297422
iter 10 value 25.031926
iter 20 value 9.629941
iter 30 value 8.646382
iter 40 value 8.460503
iter 50 value 8.359338
iter 60 value 8.048638
iter 70 value 7.986940
iter 80 value 7.985784
iter 90 value 7.976730
iter 100 value 7.974770
final value 7.974770
stopped after 100 iterations
# weights: 11
initial value 172.013404
iter 10 value 132.884283
iter 20 value 78.814279
iter 30 value 65.219660
final value 65.188231
converged
# weights: 27
initial value 199.828560
iter 10 value 71.799327
iter 20 value 45.952938
iter 30 value 45.416705
final value 45.407398
converged
# weights: 43
initial value 181.470787
iter 10 value 55.553236
iter 20 value 44.978986
iter 30 value 44.566264
iter 40 value 44.422477
iter 50 value 44.408459
iter 60 value 44.406873
iter 70 value 44.405068
iter 80 value 44.404290
iter 90 value 44.403482
iter 100 value 44.403328
final value 44.403328
stopped after 100 iterations
# weights: 11
initial value 176.407577
iter 10 value 121.212590
iter 20 value 74.996015
iter 30 value 74.669590
iter 40 value 73.558833
iter 50 value 52.616217
iter 60 value 25.607327
iter 70 value 13.667427
iter 80 value 12.133313
iter 90 value 12.106275
iter 100 value 12.097841
final value 12.097841
stopped after 100 iterations
# weights: 27
initial value 166.499494
iter 10 value 66.034977
iter 20 value 12.462926
iter 30 value 11.734695
iter 40 value 11.542406
iter 50 value 11.499228
iter 60 value 10.523666
iter 70 value 8.150196
iter 80 value 6.886022
iter 90 value 4.276464
iter 100 value 3.451789
final value 3.451789
stopped after 100 iterations
# weights: 43
initial value 178.236862
iter 10 value 18.143384
iter 20 value 11.595265
iter 30 value 10.607612
iter 40 value 8.942529
iter 50 value 6.143858
iter 60 value 3.968887
iter 70 value 2.453440
iter 80 value 2.017167
iter 90 value 1.743035
iter 100 value 1.531433
final value 1.531433
stopped after 100 iterations
# weights: 11
initial value 188.088080
iter 10 value 79.448262
iter 20 value 67.380035
iter 30 value 49.735738
iter 40 value 26.920422
iter 50 value 7.531966
iter 60 value 6.680843
iter 70 value 6.540461
iter 80 value 6.525876
iter 90 value 6.435653
iter 100 value 6.426226
final value 6.426226
stopped after 100 iterations
# weights: 27
initial value 169.533871
iter 10 value 13.583592
iter 20 value 6.459884
iter 30 value 6.140830
iter 40 value 5.795205
iter 50 value 5.446183
iter 60 value 5.370955
iter 70 value 5.357751
iter 80 value 5.335712
iter 90 value 5.320113
iter 100 value 5.177301
final value 5.177301
stopped after 100 iterations
# weights: 43
initial value 160.357222
iter 10 value 26.397850
iter 20 value 6.454698
iter 30 value 6.370560
iter 40 value 6.324499
iter 50 value 5.688685
iter 60 value 3.999338
iter 70 value 3.104350
iter 80 value 2.797086
iter 90 value 2.774737
iter 100 value 2.774587
final value 2.774587
stopped after 100 iterations
# weights: 11
initial value 175.577109
iter 10 value 65.775817
iter 20 value 60.922917
final value 60.922878
converged
# weights: 27
initial value 180.291033
iter 10 value 65.361332
iter 20 value 41.847753
iter 30 value 41.046909
iter 40 value 40.589972
iter 50 value 40.553197
iter 60 value 40.552986
iter 70 value 40.552744
iter 70 value 40.552744
iter 70 value 40.552744
final value 40.552744
converged
# weights: 43
initial value 189.110917
iter 10 value 62.712959
iter 20 value 42.146908
iter 30 value 40.811853
iter 40 value 40.174328
iter 50 value 39.720102
iter 60 value 39.669044
iter 70 value 39.629874
iter 80 value 39.605246
iter 90 value 39.563570
iter 100 value 39.552046
final value 39.552046
stopped after 100 iterations
# weights: 11
initial value 170.261952
iter 10 value 99.424558
iter 20 value 50.274971
iter 30 value 14.811967
iter 40 value 8.417193
iter 50 value 7.691703
iter 60 value 7.343739
iter 70 value 7.261363
iter 80 value 7.246083
iter 90 value 7.245318
iter 100 value 7.245230
final value 7.245230
stopped after 100 iterations
# weights: 27
initial value 176.729811
iter 10 value 21.288073
iter 20 value 6.890783
iter 30 value 6.476181
iter 40 value 4.450513
iter 50 value 3.378882
iter 60 value 3.035800
iter 70 value 2.963622
iter 80 value 2.923612
iter 90 value 2.887352
iter 100 value 2.792099
final value 2.792099
stopped after 100 iterations
# weights: 43
initial value 167.582749
iter 10 value 16.319278
iter 20 value 6.899116
iter 30 value 6.834243
iter 40 value 6.490553
iter 50 value 6.284074
iter 60 value 6.038941
iter 70 value 5.992147
iter 80 value 5.976593
iter 90 value 5.938819
iter 100 value 5.912695
final value 5.912695
stopped after 100 iterations
# weights: 11
initial value 186.454110
iter 10 value 81.726924
iter 20 value 77.474537
final value 77.471172
converged
# weights: 27
initial value 168.683264
iter 10 value 8.301367
iter 20 value 6.318605
iter 30 value 6.007682
iter 40 value 5.856048
iter 50 value 5.756586
iter 60 value 5.743623
iter 70 value 5.723566
iter 80 value 5.560959
iter 90 value 5.365005
iter 100 value 5.173483
final value 5.173483
stopped after 100 iterations
# weights: 43
initial value 192.371260
iter 10 value 20.427803
iter 20 value 6.350872
iter 30 value 6.027944
iter 40 value 5.557552
iter 50 value 4.921550
iter 60 value 2.019881
iter 70 value 0.105136
iter 80 value 0.011608
iter 90 value 0.004184
iter 100 value 0.001468
final value 0.001468
stopped after 100 iterations
# weights: 11
initial value 174.276118
iter 10 value 64.299694
iter 20 value 60.727298
iter 30 value 60.712603
final value 60.712600
converged
# weights: 27
initial value 179.562675
iter 10 value 91.122641
iter 20 value 46.495389
iter 30 value 42.018168
iter 40 value 41.449050
iter 50 value 40.878811
iter 60 value 40.304064
iter 70 value 40.120021
final value 40.116994
converged
# weights: 43
initial value 175.540938
iter 10 value 95.020815
iter 20 value 44.476650
iter 30 value 40.079169
iter 40 value 39.693858
iter 50 value 39.116493
iter 60 value 39.045274
iter 70 value 38.993389
iter 80 value 38.943614
iter 90 value 38.906488
iter 100 value 38.855276
final value 38.855276
stopped after 100 iterations
# weights: 11
initial value 186.814305
iter 10 value 35.833947
iter 20 value 8.767199
iter 30 value 7.501890
iter 40 value 7.368065
iter 50 value 7.355466
iter 60 value 7.339421
iter 70 value 7.327061
iter 80 value 7.298889
iter 90 value 7.296649
iter 100 value 7.295598
final value 7.295598
stopped after 100 iterations
# weights: 27
initial value 181.811685
iter 10 value 82.734951
iter 20 value 16.226312
iter 30 value 8.029145
iter 40 value 7.757476
iter 50 value 7.164541
iter 60 value 6.931347
iter 70 value 6.610312
iter 80 value 6.456188
iter 90 value 6.281502
iter 100 value 6.236253
final value 6.236253
stopped after 100 iterations
# weights: 43
initial value 211.854496
iter 10 value 16.023944
iter 20 value 6.823046
iter 30 value 6.479694
iter 40 value 6.051203
iter 50 value 4.986826
iter 60 value 4.623835
iter 70 value 4.387003
iter 80 value 4.189980
iter 90 value 3.794374
iter 100 value 3.629122
final value 3.629122
stopped after 100 iterations
# weights: 11
initial value 164.583036
iter 10 value 49.375649
iter 20 value 8.440927
iter 30 value 7.837170
iter 40 value 7.791495
iter 50 value 7.743595
iter 60 value 7.741643
iter 70 value 7.728733
iter 80 value 7.717018
iter 90 value 7.715436
iter 100 value 7.709579
final value 7.709579
stopped after 100 iterations
# weights: 27
initial value 174.850843
iter 10 value 25.663282
iter 20 value 8.113873
iter 30 value 7.766676
iter 40 value 6.260880
iter 50 value 5.014228
iter 60 value 4.998537
final value 4.998483
converged
# weights: 43
initial value 175.743302
iter 10 value 49.467070
iter 20 value 8.150531
iter 30 value 7.856774
iter 40 value 7.427859
iter 50 value 6.390023
iter 60 value 5.783071
iter 70 value 5.122168
iter 80 value 4.802764
iter 90 value 4.798762
iter 100 value 4.791875
final value 4.791875
stopped after 100 iterations
# weights: 11
initial value 195.268839
iter 10 value 67.297958
iter 20 value 61.730615
iter 30 value 61.672313
final value 61.672312
converged
# weights: 27
initial value 170.972478
iter 10 value 81.844211
iter 20 value 44.461064
iter 30 value 42.384381
iter 40 value 42.244710
iter 50 value 41.723446
iter 60 value 41.027281
iter 70 value 40.843993
iter 80 value 40.822431
final value 40.822421
converged
# weights: 43
initial value 189.562049
iter 10 value 61.732401
iter 20 value 43.876473
iter 30 value 40.597365
iter 40 value 40.162581
iter 50 value 39.944744
iter 60 value 39.873464
iter 70 value 39.779526
iter 80 value 39.763068
iter 90 value 39.757304
iter 100 value 39.671222
final value 39.671222
stopped after 100 iterations
# weights: 11
initial value 175.334180
iter 10 value 69.577127
iter 20 value 33.787594
iter 30 value 13.679561
iter 40 value 9.097276
iter 50 value 8.725432
iter 60 value 8.499971
iter 70 value 8.444129
iter 80 value 8.443454
iter 90 value 8.443307
iter 100 value 8.442982
final value 8.442982
stopped after 100 iterations
# weights: 27
initial value 183.264584
iter 10 value 14.604655
iter 20 value 8.380381
iter 30 value 7.958910
iter 40 value 7.065529
iter 50 value 6.546659
iter 60 value 6.481067
iter 70 value 6.399635
iter 80 value 6.348134
iter 90 value 6.325432
iter 100 value 6.276402
final value 6.276402
stopped after 100 iterations
# weights: 43
initial value 195.433716
iter 10 value 18.416710
iter 20 value 8.030900
iter 30 value 7.656489
iter 40 value 6.324322
iter 50 value 5.367600
iter 60 value 4.056790
iter 70 value 3.264859
iter 80 value 2.456431
iter 90 value 2.260674
iter 100 value 1.889289
final value 1.889289
stopped after 100 iterations
# weights: 11
initial value 167.686325
iter 10 value 78.731702
iter 20 value 41.670992
iter 30 value 9.174323
iter 40 value 1.052207
iter 50 value 0.257849
iter 60 value 0.107006
iter 70 value 0.078871
iter 80 value 0.060621
iter 90 value 0.056366
iter 100 value 0.050771
final value 0.050771
stopped after 100 iterations
# weights: 27
initial value 190.280634
iter 10 value 69.923694
iter 20 value 0.829832
iter 30 value 0.002422
iter 40 value 0.000152
final value 0.000075
converged
# weights: 43
initial value 179.354735
iter 10 value 21.652094
iter 20 value 0.096787
iter 30 value 0.012460
iter 40 value 0.000561
final value 0.000079
converged
# weights: 11
initial value 179.676296
iter 10 value 80.013240
iter 20 value 58.713694
iter 30 value 58.338416
final value 58.338399
converged
# weights: 27
initial value 187.939620
iter 10 value 74.245546
iter 20 value 48.382569
iter 30 value 45.708493
iter 40 value 41.078918
iter 50 value 39.348193
iter 60 value 39.328553
iter 70 value 39.324812
final value 39.324810
converged
# weights: 43
initial value 174.271044
iter 10 value 56.660570
iter 20 value 39.229482
iter 30 value 37.814565
iter 40 value 37.043976
iter 50 value 36.848164
iter 60 value 36.780267
iter 70 value 36.769503
iter 80 value 36.762932
iter 90 value 36.757616
iter 100 value 36.757335
final value 36.757335
stopped after 100 iterations
# weights: 11
initial value 167.712026
iter 10 value 73.128821
iter 20 value 70.921090
iter 30 value 68.332641
iter 40 value 63.979725
iter 50 value 39.672076
iter 60 value 5.252941
iter 70 value 1.122246
iter 80 value 0.897192
iter 90 value 0.893449
iter 100 value 0.890033
final value 0.890033
stopped after 100 iterations
# weights: 27
initial value 207.399834
iter 10 value 51.782432
iter 20 value 0.456686
iter 30 value 0.420729
iter 40 value 0.340732
iter 50 value 0.249508
iter 60 value 0.240074
iter 70 value 0.224599
iter 80 value 0.217794
iter 90 value 0.193053
iter 100 value 0.184118
final value 0.184118
stopped after 100 iterations
# weights: 43
initial value 198.531827
iter 10 value 66.222618
iter 20 value 0.624664
iter 30 value 0.459290
iter 40 value 0.343642
iter 50 value 0.264057
iter 60 value 0.226630
iter 70 value 0.218286
iter 80 value 0.210179
iter 90 value 0.196013
iter 100 value 0.184062
final value 0.184062
stopped after 100 iterations
# weights: 11
initial value 164.220326
iter 10 value 82.255055
iter 20 value 22.710089
iter 30 value 12.164850
iter 40 value 9.481154
iter 50 value 6.922814
iter 60 value 5.840185
iter 70 value 5.356801
iter 80 value 5.192448
iter 90 value 4.734856
iter 100 value 4.590990
final value 4.590990
stopped after 100 iterations
# weights: 27
initial value 178.804110
iter 10 value 44.419872
iter 20 value 3.410194
iter 30 value 0.009483
final value 0.000044
converged
# weights: 43
initial value 199.766861
iter 10 value 11.384444
iter 20 value 3.155596
iter 30 value 0.149594
iter 40 value 0.003637
iter 50 value 0.000128
iter 50 value 0.000079
iter 50 value 0.000078
final value 0.000078
converged
# weights: 11
initial value 165.791958
iter 10 value 79.756534
iter 20 value 61.086443
final value 61.082437
converged
# weights: 27
initial value 167.505585
iter 10 value 75.400518
iter 20 value 43.789574
iter 30 value 41.420184
iter 40 value 40.867930
iter 50 value 40.799027
iter 60 value 40.794900
iter 70 value 40.794205
final value 40.794204
converged
# weights: 43
initial value 185.767617
iter 10 value 58.429864
iter 20 value 42.132235
iter 30 value 40.449414
iter 40 value 39.784663
iter 50 value 39.753563
iter 60 value 39.701856
iter 70 value 39.644848
iter 80 value 39.624987
iter 90 value 39.620497
iter 100 value 39.618855
final value 39.618855
stopped after 100 iterations
# weights: 11
initial value 167.550726
iter 10 value 70.552304
iter 20 value 70.410588
iter 30 value 69.896005
iter 40 value 34.975984
iter 50 value 13.435237
iter 60 value 9.011685
iter 70 value 8.696260
iter 80 value 7.714799
iter 90 value 7.408249
iter 100 value 7.327327
final value 7.327327
stopped after 100 iterations
# weights: 27
initial value 173.648154
iter 10 value 30.918450
iter 20 value 5.569548
iter 30 value 3.129516
iter 40 value 2.719652
iter 50 value 1.821282
iter 60 value 1.451087
iter 70 value 1.282787
iter 80 value 1.190352
iter 90 value 0.979164
iter 100 value 0.884047
final value 0.884047
stopped after 100 iterations
# weights: 43
initial value 170.752130
iter 10 value 18.439358
iter 20 value 5.180201
iter 30 value 2.236665
iter 40 value 1.689413
iter 50 value 1.204840
iter 60 value 1.110046
iter 70 value 1.004892
iter 80 value 0.973044
iter 90 value 0.944809
iter 100 value 0.906316
final value 0.906316
stopped after 100 iterations
# weights: 11
initial value 163.923141
iter 10 value 44.355622
iter 20 value 2.169576
iter 30 value 0.565740
iter 40 value 0.231314
iter 50 value 0.171006
iter 60 value 0.147554
iter 70 value 0.124937
iter 80 value 0.098322
iter 90 value 0.088033
iter 100 value 0.070444
final value 0.070444
stopped after 100 iterations
# weights: 27
initial value 169.689800
iter 10 value 62.644032
iter 20 value 6.631322
iter 30 value 0.064156
iter 40 value 0.000524
iter 50 value 0.000107
iter 50 value 0.000058
iter 50 value 0.000049
final value 0.000049
converged
# weights: 43
initial value 183.939021
iter 10 value 14.763254
iter 20 value 0.119122
iter 30 value 0.000875
final value 0.000083
converged
# weights: 11
initial value 180.487028
iter 10 value 82.854152
iter 20 value 78.384718
iter 30 value 58.555885
iter 40 value 57.068526
iter 40 value 57.068525
iter 40 value 57.068525
final value 57.068525
converged
# weights: 27
initial value 168.307758
iter 10 value 55.445230
iter 20 value 40.441917
iter 30 value 38.559904
iter 40 value 38.454838
iter 50 value 38.453032
final value 38.452902
converged
# weights: 43
initial value 173.363336
iter 10 value 48.313083
iter 20 value 40.082398
iter 30 value 37.533669
iter 40 value 37.183724
iter 50 value 37.172914
iter 60 value 37.168118
iter 70 value 37.167157
final value 37.167084
converged
# weights: 11
initial value 167.898886
iter 10 value 68.038311
iter 20 value 66.208398
iter 30 value 65.854854
iter 40 value 63.751957
iter 50 value 27.765959
iter 60 value 4.187413
iter 70 value 2.245620
iter 80 value 1.630024
iter 90 value 1.373479
iter 100 value 1.344216
final value 1.344216
stopped after 100 iterations
# weights: 27
initial value 182.678370
iter 10 value 11.195168
iter 20 value 1.241770
iter 30 value 0.998845
iter 40 value 0.634831
iter 50 value 0.447929
iter 60 value 0.386621
iter 70 value 0.351227
iter 80 value 0.337596
iter 90 value 0.321321
iter 100 value 0.313801
final value 0.313801
stopped after 100 iterations
# weights: 43
initial value 168.713947
iter 10 value 31.566612
iter 20 value 2.101268
iter 30 value 1.394616
iter 40 value 0.959582
iter 50 value 0.824587
iter 60 value 0.763923
iter 70 value 0.587153
iter 80 value 0.497527
iter 90 value 0.435112
iter 100 value 0.345992
final value 0.345992
stopped after 100 iterations
# weights: 11
initial value 191.897325
iter 10 value 24.312440
iter 20 value 6.260829
iter 30 value 1.460936
iter 40 value 0.780477
iter 50 value 0.574540
iter 60 value 0.497895
iter 70 value 0.092158
iter 80 value 0.072956
iter 90 value 0.046577
iter 100 value 0.038106
final value 0.038106
stopped after 100 iterations
# weights: 27
initial value 170.611732
iter 10 value 72.598130
iter 20 value 1.597353
iter 30 value 0.004604
iter 40 value 0.000231
final value 0.000085
converged
# weights: 43
initial value 201.369332
iter 10 value 9.894234
iter 20 value 0.074199
iter 30 value 0.000948
final value 0.000078
converged
# weights: 11
initial value 181.676486
iter 10 value 75.871478
iter 20 value 62.226343
final value 62.217601
converged
# weights: 27
initial value 220.639818
iter 10 value 62.464466
iter 20 value 43.763815
iter 30 value 41.402796
iter 40 value 41.363154
iter 50 value 41.349613
iter 60 value 41.345943
final value 41.345484
converged
# weights: 43
initial value 184.172043
iter 10 value 82.268051
iter 20 value 45.662019
iter 30 value 42.814040
iter 40 value 42.144623
iter 50 value 42.012117
iter 60 value 41.955429
iter 70 value 41.908182
iter 80 value 41.890360
iter 90 value 41.763579
iter 100 value 41.468782
final value 41.468782
stopped after 100 iterations
# weights: 11
initial value 177.420614
iter 10 value 74.142876
iter 20 value 66.480157
iter 30 value 23.675703
iter 40 value 5.061230
iter 50 value 2.280171
iter 60 value 2.218767
iter 70 value 2.215666
iter 80 value 2.213572
iter 90 value 2.211198
iter 100 value 2.208517
final value 2.208517
stopped after 100 iterations
# weights: 27
initial value 184.180052
iter 10 value 17.612765
iter 20 value 2.173711
iter 30 value 1.539030
iter 40 value 0.720672
iter 50 value 0.563907
iter 60 value 0.484432
iter 70 value 0.454114
iter 80 value 0.394186
iter 90 value 0.375542
iter 100 value 0.358725
final value 0.358725
stopped after 100 iterations
# weights: 43
initial value 168.418773
iter 10 value 58.176676
iter 20 value 1.973369
iter 30 value 1.552912
iter 40 value 1.170938
iter 50 value 0.925931
iter 60 value 0.789285
iter 70 value 0.729683
iter 80 value 0.649727
iter 90 value 0.606787
iter 100 value 0.572099
final value 0.572099
stopped after 100 iterations
# weights: 11
initial value 175.356537
iter 10 value 83.240377
iter 20 value 70.366951
iter 30 value 66.325012
iter 40 value 10.180986
iter 50 value 3.762589
iter 60 value 3.176989
iter 70 value 2.865315
iter 80 value 2.782937
iter 90 value 2.228150
iter 100 value 2.105315
final value 2.105315
stopped after 100 iterations
# weights: 27
initial value 195.440530
iter 10 value 72.615416
iter 20 value 61.461012
iter 30 value 7.307663
iter 40 value 2.885889
iter 50 value 1.384987
iter 60 value 0.083275
iter 70 value 0.015590
iter 80 value 0.000711
iter 90 value 0.000394
iter 100 value 0.000381
final value 0.000381
stopped after 100 iterations
# weights: 43
initial value 179.580949
iter 10 value 8.659263
iter 20 value 1.715543
iter 30 value 0.001747
final value 0.000083
converged
# weights: 11
initial value 165.201241
iter 10 value 97.186631
iter 20 value 70.120735
iter 30 value 58.255744
final value 58.252113
converged
# weights: 27
initial value 168.227100
iter 10 value 85.192178
iter 20 value 42.502880
iter 30 value 40.402989
iter 40 value 40.270261
iter 50 value 40.245279
iter 60 value 40.239032
iter 70 value 40.236686
final value 40.236608
converged
# weights: 43
initial value 166.802803
iter 10 value 60.520689
iter 20 value 38.359466
iter 30 value 37.270991
iter 40 value 36.624465
iter 50 value 36.464063
iter 60 value 36.453222
iter 70 value 36.436053
iter 80 value 36.400703
iter 90 value 36.363449
iter 100 value 36.362586
final value 36.362586
stopped after 100 iterations
# weights: 11
initial value 174.307834
iter 10 value 57.232011
iter 20 value 7.579808
iter 30 value 4.400180
iter 40 value 4.265270
iter 50 value 4.235949
iter 60 value 4.234394
iter 70 value 4.232719
iter 80 value 4.230135
iter 90 value 4.229863
iter 100 value 4.229728
final value 4.229728
stopped after 100 iterations
# weights: 27
initial value 176.339251
iter 10 value 21.165678
iter 20 value 3.608482
iter 30 value 2.799746
iter 40 value 2.666723
iter 50 value 2.316423
iter 60 value 2.113592
iter 70 value 2.047509
iter 80 value 1.966085
iter 90 value 1.920533
iter 100 value 1.868989
final value 1.868989
stopped after 100 iterations
# weights: 43
initial value 178.782621
iter 10 value 46.849829
iter 20 value 4.106644
iter 30 value 2.711982
iter 40 value 2.672499
iter 50 value 2.425179
iter 60 value 2.336651
iter 70 value 2.301493
iter 80 value 2.153876
iter 90 value 2.128935
iter 100 value 2.105922
final value 2.105922
stopped after 100 iterations
# weights: 11
initial value 171.917878
iter 10 value 51.264370
iter 20 value 21.938776
iter 30 value 4.533419
iter 40 value 0.437918
iter 50 value 0.007391
iter 60 value 0.004700
iter 70 value 0.003773
iter 80 value 0.003348
iter 90 value 0.003224
iter 100 value 0.002929
final value 0.002929
stopped after 100 iterations
# weights: 27
initial value 189.575745
iter 10 value 72.833006
iter 20 value 72.810602
final value 72.810601
converged
# weights: 43
initial value 242.993029
iter 10 value 3.065210
iter 20 value 0.007075
final value 0.000050
converged
# weights: 11
initial value 197.397430
iter 10 value 115.506304
iter 20 value 58.426782
iter 30 value 56.451799
final value 56.451508
converged
# weights: 27
initial value 169.630823
iter 10 value 74.067495
iter 20 value 46.282199
iter 30 value 39.393369
iter 40 value 39.211615
iter 50 value 39.161563
iter 60 value 39.156094
iter 70 value 39.154509
final value 39.154500
converged
# weights: 43
initial value 163.983808
iter 10 value 58.495305
iter 20 value 38.621515
iter 30 value 35.660609
iter 40 value 35.473311
iter 50 value 35.453939
iter 60 value 35.414492
iter 70 value 35.400016
iter 80 value 35.383660
iter 90 value 35.373264
iter 100 value 35.354087
final value 35.354087
stopped after 100 iterations
# weights: 11
initial value 203.303690
iter 10 value 91.873507
iter 20 value 14.566894
iter 30 value 2.265416
iter 40 value 1.698022
iter 50 value 1.562443
iter 60 value 1.552509
iter 70 value 1.501499
iter 80 value 1.466620
iter 90 value 1.461371
iter 100 value 1.461260
final value 1.461260
stopped after 100 iterations
# weights: 27
initial value 170.137599
iter 10 value 12.735929
iter 20 value 0.576333
iter 30 value 0.554131
iter 40 value 0.433345
iter 50 value 0.383282
iter 60 value 0.338561
iter 70 value 0.326831
iter 80 value 0.314734
iter 90 value 0.290032
iter 100 value 0.281955
final value 0.281955
stopped after 100 iterations
# weights: 43
initial value 183.240406
iter 10 value 5.374647
iter 20 value 0.773600
iter 30 value 0.679720
iter 40 value 0.516191
iter 50 value 0.343734
iter 60 value 0.318396
iter 70 value 0.308736
iter 80 value 0.287359
iter 90 value 0.282591
iter 100 value 0.275285
final value 0.275285
stopped after 100 iterations
# weights: 11
initial value 165.545182
iter 10 value 69.576177
iter 20 value 62.708663
final value 62.700871
converged
# weights: 27
initial value 167.594765
iter 10 value 19.203649
iter 20 value 8.245882
iter 30 value 7.718987
iter 40 value 7.014647
iter 50 value 6.676298
iter 60 value 6.536446
iter 70 value 6.369961
iter 80 value 5.286087
iter 90 value 3.995209
iter 100 value 3.910010
final value 3.910010
stopped after 100 iterations
# weights: 43
initial value 218.882400
iter 10 value 56.653235
iter 20 value 8.856418
iter 30 value 7.547431
iter 40 value 6.464856
iter 50 value 4.705627
iter 60 value 3.634776
iter 70 value 3.063087
iter 80 value 1.210661
iter 90 value 0.102519
iter 100 value 0.002028
final value 0.002028
stopped after 100 iterations
# weights: 11
initial value 165.211594
iter 10 value 83.976815
iter 20 value 65.863108
iter 30 value 58.489318
final value 58.485070
converged
# weights: 27
initial value 167.321690
iter 10 value 54.124934
iter 20 value 40.634583
iter 30 value 40.122844
iter 40 value 40.107923
iter 50 value 40.106846
final value 40.106844
converged
# weights: 43
initial value 164.630618
iter 10 value 68.876378
iter 20 value 43.540743
iter 30 value 39.697208
iter 40 value 39.153518
iter 50 value 38.919245
iter 60 value 38.891506
iter 70 value 38.884864
iter 80 value 38.878011
iter 90 value 38.868700
iter 100 value 38.861058
final value 38.861058
stopped after 100 iterations
# weights: 11
initial value 183.477341
iter 10 value 63.400070
iter 20 value 62.844219
iter 30 value 62.827394
iter 40 value 62.802534
iter 50 value 62.367245
iter 60 value 23.311982
iter 70 value 10.160527
iter 80 value 8.818182
iter 90 value 8.718717
iter 100 value 8.713934
final value 8.713934
stopped after 100 iterations
# weights: 27
initial value 170.848465
iter 10 value 63.471303
iter 20 value 39.175031
iter 30 value 9.175259
iter 40 value 8.635300
iter 50 value 8.348757
iter 60 value 8.247365
iter 70 value 8.106133
iter 80 value 7.709232
iter 90 value 7.157207
iter 100 value 6.652555
final value 6.652555
stopped after 100 iterations
# weights: 43
initial value 165.134168
iter 10 value 41.966914
iter 20 value 9.491413
iter 30 value 9.287055
iter 40 value 8.729644
iter 50 value 8.257330
iter 60 value 7.382806
iter 70 value 6.877709
iter 80 value 6.449520
iter 90 value 5.986787
iter 100 value 5.630838
final value 5.630838
stopped after 100 iterations
# weights: 11
initial value 191.919362
iter 10 value 159.359128
iter 20 value 75.218291
iter 30 value 70.696834
iter 40 value 70.404903
iter 50 value 68.618093
iter 60 value 68.616413
final value 68.616296
converged
# weights: 27
initial value 166.219117
iter 10 value 81.118633
iter 20 value 65.718118
iter 30 value 60.265402
iter 40 value 13.568453
iter 50 value 3.494115
iter 60 value 1.549858
iter 70 value 0.639925
iter 80 value 0.438015
iter 90 value 0.101524
iter 100 value 0.015373
final value 0.015373
stopped after 100 iterations
# weights: 43
initial value 210.310484
iter 10 value 33.139644
iter 20 value 2.957092
iter 30 value 0.016580
iter 40 value 0.000497
final value 0.000051
converged
# weights: 11
initial value 168.134264
iter 10 value 74.095919
iter 20 value 58.222374
iter 30 value 58.167191
final value 58.167083
converged
# weights: 27
initial value 163.827140
iter 10 value 53.191389
iter 20 value 37.420630
iter 30 value 37.190655
iter 40 value 37.145500
iter 50 value 37.124595
final value 37.124592
converged
# weights: 43
initial value 195.492266
iter 10 value 62.375561
iter 20 value 38.817249
iter 30 value 36.126924
iter 40 value 35.940873
iter 50 value 35.904861
iter 60 value 35.896669
iter 70 value 35.894994
iter 80 value 35.894957
final value 35.894938
converged
# weights: 11
initial value 169.811714
iter 10 value 68.592644
iter 20 value 10.847386
iter 30 value 1.967516
iter 40 value 1.861874
iter 50 value 1.801440
iter 60 value 1.797921
iter 70 value 1.790307
iter 80 value 1.784948
iter 90 value 1.782082
iter 100 value 1.780932
final value 1.780932
stopped after 100 iterations
# weights: 27
initial value 204.847349
iter 10 value 10.373795
iter 20 value 2.522969
iter 30 value 2.373601
iter 40 value 2.076297
iter 50 value 1.887733
iter 60 value 1.735709
iter 70 value 1.703968
iter 80 value 1.218819
iter 90 value 0.987812
iter 100 value 0.901928
final value 0.901928
stopped after 100 iterations
# weights: 43
initial value 168.154160
iter 10 value 58.369346
iter 20 value 3.209681
iter 30 value 0.771126
iter 40 value 0.677725
iter 50 value 0.462830
iter 60 value 0.441507
iter 70 value 0.378981
iter 80 value 0.323727
iter 90 value 0.309628
iter 100 value 0.299895
final value 0.299895
stopped after 100 iterations
# weights: 11
initial value 171.241808
iter 10 value 76.826896
final value 76.826686
converged
# weights: 27
initial value 170.296899
iter 10 value 46.631581
iter 20 value 3.764846
iter 30 value 0.264128
iter 40 value 0.000195
iter 40 value 0.000092
iter 40 value 0.000092
final value 0.000092
converged
# weights: 43
initial value 184.061983
iter 10 value 6.564637
iter 20 value 0.657456
iter 30 value 0.001516
final value 0.000091
converged
# weights: 11
initial value 179.709349
iter 10 value 67.498222
iter 20 value 60.989567
final value 60.988951
converged
# weights: 27
initial value 164.305066
iter 10 value 79.166867
iter 20 value 44.368262
iter 30 value 40.798495
iter 40 value 39.952252
iter 50 value 39.919482
final value 39.919394
converged
# weights: 43
initial value 174.684440
iter 10 value 65.465390
iter 20 value 41.463263
iter 30 value 39.918402
iter 40 value 39.291891
iter 50 value 38.779867
iter 60 value 38.666237
iter 70 value 38.603432
iter 80 value 38.600677
iter 90 value 38.600225
iter 100 value 38.600042
final value 38.600042
stopped after 100 iterations
# weights: 11
initial value 182.338397
iter 10 value 161.278125
iter 20 value 33.258523
iter 30 value 7.865688
iter 40 value 4.528740
iter 50 value 3.582205
iter 60 value 3.210908
iter 70 value 3.157030
iter 80 value 3.136165
iter 90 value 3.108503
iter 100 value 3.092742
final value 3.092742
stopped after 100 iterations
# weights: 27
initial value 165.665225
iter 10 value 77.022206
iter 20 value 8.249153
iter 30 value 2.007402
iter 40 value 1.106515
iter 50 value 0.925799
iter 60 value 0.912088
iter 70 value 0.820778
iter 80 value 0.750749
iter 90 value 0.736990
iter 100 value 0.719254
final value 0.719254
stopped after 100 iterations
# weights: 43
initial value 166.551233
iter 10 value 54.214764
iter 20 value 3.350409
iter 30 value 0.795202
iter 40 value 0.672239
iter 50 value 0.547968
iter 60 value 0.517034
iter 70 value 0.468736
iter 80 value 0.419177
iter 90 value 0.408141
iter 100 value 0.403343
final value 0.403343
stopped after 100 iterations
# weights: 11
initial value 169.878399
iter 10 value 76.681132
iter 20 value 71.294452
iter 30 value 71.272903
final value 71.272869
converged
# weights: 27
initial value 175.554276
iter 10 value 3.107753
iter 20 value 0.027857
final value 0.000086
converged
# weights: 43
initial value 186.094633
iter 10 value 19.837519
iter 20 value 0.206879
iter 30 value 0.000254
final value 0.000073
converged
# weights: 11
initial value 169.491852
iter 10 value 58.903668
iter 20 value 56.484808
final value 56.484155
converged
# weights: 27
initial value 170.480484
iter 10 value 60.236990
iter 20 value 38.167264
iter 30 value 37.527669
iter 40 value 36.166942
iter 50 value 35.407200
iter 60 value 35.359115
iter 70 value 35.358169
final value 35.358168
converged
# weights: 43
initial value 235.972838
iter 10 value 65.989528
iter 20 value 36.534524
iter 30 value 35.207783
iter 40 value 34.737516
iter 50 value 34.354480
iter 60 value 34.199973
iter 70 value 34.155614
iter 80 value 34.139833
iter 90 value 34.138103
iter 100 value 34.138072
final value 34.138072
stopped after 100 iterations
# weights: 11
initial value 178.159756
iter 10 value 53.527245
iter 20 value 3.347511
iter 30 value 1.804651
iter 40 value 1.591080
iter 50 value 1.550463
iter 60 value 1.545489
iter 70 value 1.537266
iter 80 value 1.532047
iter 90 value 1.529290
iter 100 value 1.528978
final value 1.528978
stopped after 100 iterations
# weights: 27
initial value 188.381697
iter 10 value 6.576900
iter 20 value 0.857354
iter 30 value 0.715801
iter 40 value 0.513318
iter 50 value 0.448873
iter 60 value 0.402695
iter 70 value 0.374353
iter 80 value 0.353226
iter 90 value 0.343254
iter 100 value 0.334614
final value 0.334614
stopped after 100 iterations
# weights: 43
initial value 164.436379
iter 10 value 13.919514
iter 20 value 0.694672
iter 30 value 0.432149
iter 40 value 0.400332
iter 50 value 0.359600
iter 60 value 0.334551
iter 70 value 0.311011
iter 80 value 0.304151
iter 90 value 0.298108
iter 100 value 0.293339
final value 0.293339
stopped after 100 iterations
# weights: 11
initial value 162.512551
iter 10 value 66.955456
iter 20 value 66.817992
iter 20 value 66.817991
iter 20 value 66.817991
final value 66.817991
converged
# weights: 27
initial value 168.393159
iter 10 value 68.108407
iter 20 value 6.503365
iter 30 value 0.031509
final value 0.000094
converged
# weights: 43
initial value 175.898498
iter 10 value 9.093651
iter 20 value 0.027754
final value 0.000054
converged
# weights: 11
initial value 184.083866
iter 10 value 73.093494
iter 20 value 56.933058
iter 30 value 56.910123
final value 56.910099
converged
# weights: 27
initial value 165.739097
iter 10 value 60.091676
iter 20 value 39.743563
iter 30 value 39.374591
iter 40 value 39.143309
iter 50 value 38.134924
iter 60 value 37.405820
iter 70 value 37.195952
final value 37.195441
converged
# weights: 43
initial value 210.677842
iter 10 value 84.152722
iter 20 value 38.602246
iter 30 value 35.972367
iter 40 value 35.932739
iter 50 value 35.924473
iter 60 value 35.921731
iter 70 value 35.921366
final value 35.921364
converged
# weights: 11
initial value 186.857248
iter 10 value 80.029318
iter 20 value 7.893467
iter 30 value 2.061733
iter 40 value 1.584330
iter 50 value 1.498016
iter 60 value 1.478162
iter 70 value 1.459509
iter 80 value 1.450019
iter 90 value 1.447123
iter 100 value 1.440639
final value 1.440639
stopped after 100 iterations
# weights: 27
initial value 182.237233
iter 10 value 72.903408
iter 20 value 1.476154
iter 30 value 1.152979
iter 40 value 0.874674
iter 50 value 0.664991
iter 60 value 0.551100
iter 70 value 0.509370
iter 80 value 0.454763
iter 90 value 0.384147
iter 100 value 0.344696
final value 0.344696
stopped after 100 iterations
# weights: 43
initial value 177.183295
iter 10 value 23.566717
iter 20 value 0.561560
iter 30 value 0.507752
iter 40 value 0.420271
iter 50 value 0.392113
iter 60 value 0.372025
iter 70 value 0.359461
iter 80 value 0.336935
iter 90 value 0.330733
iter 100 value 0.319140
final value 0.319140
stopped after 100 iterations
# weights: 11
initial value 179.983151
iter 10 value 45.462724
iter 20 value 6.785200
iter 30 value 4.314014
iter 40 value 3.836985
iter 50 value 3.284239
iter 60 value 2.822814
iter 70 value 0.755506
iter 80 value 0.536979
iter 90 value 0.474012
iter 100 value 0.431175
final value 0.431175
stopped after 100 iterations
# weights: 27
initial value 164.775199
iter 10 value 69.494402
iter 20 value 61.084475
iter 30 value 20.268268
iter 40 value 5.024617
iter 50 value 1.467309
iter 60 value 0.023532
iter 70 value 0.004829
iter 80 value 0.001218
iter 90 value 0.000298
iter 100 value 0.000229
final value 0.000229
stopped after 100 iterations
# weights: 43
initial value 186.882255
iter 10 value 42.678756
iter 20 value 4.252164
iter 30 value 0.004752
final value 0.000070
converged
# weights: 11
initial value 182.104602
iter 10 value 71.849923
iter 20 value 58.702789
final value 58.696650
converged
# weights: 27
initial value 172.102380
iter 10 value 58.724389
iter 20 value 41.456398
iter 30 value 38.747284
iter 40 value 38.564626
iter 50 value 38.463792
iter 60 value 38.434201
iter 70 value 38.392485
final value 38.390785
converged
# weights: 43
initial value 180.566227
iter 10 value 56.746213
iter 20 value 39.693820
iter 30 value 37.719928
iter 40 value 37.262127
iter 50 value 37.191837
iter 60 value 37.170244
iter 70 value 37.167020
iter 80 value 37.165790
iter 90 value 37.165637
final value 37.165634
converged
# weights: 11
initial value 169.882909
iter 10 value 42.375719
iter 20 value 10.084127
iter 30 value 6.305163
iter 40 value 5.591657
iter 50 value 4.734454
iter 60 value 4.368293
iter 70 value 4.158400
iter 80 value 3.986198
iter 90 value 3.851004
iter 100 value 3.750534
final value 3.750534
stopped after 100 iterations
# weights: 27
initial value 187.326544
iter 10 value 37.088280
iter 20 value 4.525095
iter 30 value 0.938362
iter 40 value 0.863237
iter 50 value 0.814905
iter 60 value 0.595589
iter 70 value 0.575091
iter 80 value 0.547363
iter 90 value 0.529545
iter 100 value 0.499727
final value 0.499727
stopped after 100 iterations
# weights: 43
initial value 200.439368
iter 10 value 28.040731
iter 20 value 0.956734
iter 30 value 0.708845
iter 40 value 0.693724
iter 50 value 0.652436
iter 60 value 0.628820
iter 70 value 0.615162
iter 80 value 0.600076
iter 90 value 0.586424
iter 100 value 0.578325
final value 0.578325
stopped after 100 iterations
# weights: 11
initial value 172.083464
iter 10 value 65.619584
iter 20 value 12.385121
iter 30 value 4.953589
iter 40 value 2.769310
iter 50 value 2.343211
iter 60 value 1.866405
iter 70 value 1.384340
iter 80 value 1.259468
iter 90 value 1.056081
iter 100 value 0.948878
final value 0.948878
stopped after 100 iterations
# weights: 27
initial value 168.177974
iter 10 value 61.695130
iter 20 value 4.279452
iter 30 value 0.015164
iter 40 value 0.000329
final value 0.000052
converged
# weights: 43
initial value 200.193789
iter 10 value 15.422351
iter 20 value 0.117281
iter 30 value 0.000463
final value 0.000075
converged
# weights: 11
initial value 169.460200
iter 10 value 63.864036
iter 20 value 59.869179
iter 30 value 59.860697
final value 59.860697
converged
# weights: 27
initial value 173.892500
iter 10 value 58.937416
iter 20 value 43.440489
iter 30 value 40.979874
iter 40 value 40.493251
iter 50 value 40.479138
iter 60 value 39.912713
iter 70 value 39.762667
final value 39.757900
converged
# weights: 43
initial value 174.145993
iter 10 value 58.855436
iter 20 value 43.203572
iter 30 value 39.409918
iter 40 value 38.820699
iter 50 value 38.650745
iter 60 value 38.526771
iter 70 value 38.478418
iter 80 value 38.474552
iter 90 value 38.468336
iter 100 value 38.466622
final value 38.466622
stopped after 100 iterations
# weights: 11
initial value 168.446176
iter 10 value 17.513547
iter 20 value 7.612424
iter 30 value 3.850592
iter 40 value 3.458587
iter 50 value 3.195606
iter 60 value 2.959668
iter 70 value 2.681449
iter 80 value 2.619286
iter 90 value 2.603765
iter 100 value 2.602885
final value 2.602885
stopped after 100 iterations
# weights: 27
initial value 181.758666
iter 10 value 67.668165
iter 20 value 67.596238
iter 30 value 62.160932
iter 40 value 5.032216
iter 50 value 1.115445
iter 60 value 0.550656
iter 70 value 0.464351
iter 80 value 0.447231
iter 90 value 0.434937
iter 100 value 0.403597
final value 0.403597
stopped after 100 iterations
# weights: 43
initial value 176.663907
iter 10 value 47.313426
iter 20 value 2.018717
iter 30 value 0.805107
iter 40 value 0.740594
iter 50 value 0.652244
iter 60 value 0.605857
iter 70 value 0.569630
iter 80 value 0.489453
iter 90 value 0.472244
iter 100 value 0.431022
final value 0.431022
stopped after 100 iterations
# weights: 11
initial value 171.401529
iter 10 value 72.441593
iter 20 value 71.394516
final value 71.393521
converged
# weights: 27
initial value 165.862380
iter 10 value 46.939660
iter 20 value 0.336331
iter 30 value 0.000467
final value 0.000100
converged
# weights: 43
initial value 172.580537
iter 10 value 30.653657
iter 20 value 0.205090
final value 0.000069
converged
# weights: 11
initial value 180.115949
iter 10 value 78.190617
iter 20 value 60.162893
iter 30 value 60.111342
iter 30 value 60.111341
iter 30 value 60.111341
final value 60.111341
converged
# weights: 27
initial value 190.615966
iter 10 value 65.144678
iter 20 value 43.713950
iter 30 value 40.869143
iter 40 value 40.115315
iter 50 value 39.647560
iter 60 value 39.337605
iter 70 value 39.273543
final value 39.272866
converged
# weights: 43
initial value 194.860559
iter 10 value 70.788975
iter 20 value 39.017852
iter 30 value 38.296103
iter 40 value 38.059745
iter 50 value 38.058007
iter 60 value 38.057669
final value 38.057661
converged
# weights: 11
initial value 201.466950
iter 10 value 79.179718
iter 20 value 6.966758
iter 30 value 3.827319
iter 40 value 2.805942
iter 50 value 2.664287
iter 60 value 2.579059
iter 70 value 2.505152
iter 80 value 2.431806
iter 90 value 2.374155
iter 100 value 2.369535
final value 2.369535
stopped after 100 iterations
# weights: 27
initial value 180.522800
iter 10 value 59.441180
iter 20 value 3.052820
iter 30 value 1.406351
iter 40 value 1.129055
iter 50 value 0.801829
iter 60 value 0.706415
iter 70 value 0.635357
iter 80 value 0.523121
iter 90 value 0.469784
iter 100 value 0.440739
final value 0.440739
stopped after 100 iterations
# weights: 43
initial value 188.398498
iter 10 value 36.380765
iter 20 value 0.733169
iter 30 value 0.571874
iter 40 value 0.485906
iter 50 value 0.453391
iter 60 value 0.413074
iter 70 value 0.387098
iter 80 value 0.359680
iter 90 value 0.355196
iter 100 value 0.350869
final value 0.350869
stopped after 100 iterations
# weights: 11
initial value 172.853878
iter 10 value 83.944636
iter 20 value 20.490721
iter 30 value 5.679503
iter 40 value 2.152955
iter 50 value 1.108460
iter 60 value 0.659908
iter 70 value 0.471074
iter 80 value 0.401294
iter 90 value 0.337715
iter 100 value 0.329735
final value 0.329735
stopped after 100 iterations
# weights: 27
initial value 173.358357
iter 10 value 63.987286
iter 20 value 6.853470
iter 30 value 0.035318
final value 0.000059
converged
# weights: 43
initial value 202.074442
iter 10 value 39.871595
iter 20 value 1.864293
iter 30 value 0.035164
iter 40 value 0.002874
iter 50 value 0.000217
final value 0.000087
converged
# weights: 11
initial value 170.427868
iter 10 value 79.654756
iter 20 value 57.664043
final value 57.663175
converged
# weights: 27
initial value 164.134724
iter 10 value 48.429953
iter 20 value 38.618825
iter 30 value 37.517167
iter 40 value 37.453153
iter 50 value 37.448455
iter 50 value 37.448455
iter 50 value 37.448455
final value 37.448455
converged
# weights: 43
initial value 168.159922
iter 10 value 69.533360
iter 20 value 39.331429
iter 30 value 36.518294
iter 40 value 36.235365
iter 50 value 36.158287
iter 60 value 36.140973
iter 70 value 36.139797
iter 80 value 36.139732
final value 36.139730
converged
# weights: 11
initial value 176.025235
iter 10 value 64.495884
iter 20 value 4.177379
iter 30 value 2.673234
iter 40 value 2.550825
iter 50 value 2.476103
iter 60 value 2.403733
iter 70 value 2.394709
iter 80 value 2.362352
iter 90 value 2.361374
iter 100 value 2.360783
final value 2.360783
stopped after 100 iterations
# weights: 27
initial value 171.578002
iter 10 value 53.348363
iter 20 value 1.658966
iter 30 value 1.493511
iter 40 value 0.917489
iter 50 value 0.662102
iter 60 value 0.577680
iter 70 value 0.545952
iter 80 value 0.536720
iter 90 value 0.471020
iter 100 value 0.448560
final value 0.448560
stopped after 100 iterations
# weights: 43
initial value 173.863763
iter 10 value 64.989205
iter 20 value 40.125526
iter 30 value 3.399736
iter 40 value 1.350012
iter 50 value 1.256665
iter 60 value 1.159757
iter 70 value 1.070271
iter 80 value 0.860180
iter 90 value 0.535126
iter 100 value 0.399654
final value 0.399654
stopped after 100 iterations
# weights: 11
initial value 167.811837
iter 10 value 74.184317
iter 20 value 73.950151
final value 73.949943
converged
# weights: 27
initial value 174.639300
iter 10 value 9.343502
iter 20 value 7.738993
iter 30 value 7.495998
iter 40 value 7.377172
iter 50 value 7.353826
iter 60 value 7.343287
iter 70 value 7.321437
iter 80 value 7.290034
iter 90 value 7.257477
iter 100 value 7.255563
final value 7.255563
stopped after 100 iterations
# weights: 43
initial value 193.044772
iter 10 value 18.196858
iter 20 value 7.555108
iter 30 value 7.385510
iter 40 value 6.792867
iter 50 value 5.221672
iter 60 value 4.656986
iter 70 value 4.189626
iter 80 value 4.187888
final value 4.187887
converged
# weights: 11
initial value 182.201692
iter 10 value 96.236439
iter 20 value 62.953035
iter 30 value 60.650373
final value 60.644140
converged
# weights: 27
initial value 168.020813
iter 10 value 79.875252
iter 20 value 49.400204
iter 30 value 42.493788
iter 40 value 41.274376
iter 50 value 41.204014
iter 60 value 41.180368
iter 70 value 41.176455
final value 41.176446
converged
# weights: 43
initial value 175.542174
iter 10 value 67.384433
iter 20 value 42.487429
iter 30 value 40.540118
iter 40 value 40.262169
iter 50 value 39.982788
iter 60 value 39.931063
iter 70 value 39.916920
iter 80 value 39.909799
iter 90 value 39.907320
iter 100 value 39.907123
final value 39.907123
stopped after 100 iterations
# weights: 11
initial value 201.301591
iter 10 value 45.622510
iter 20 value 21.545057
iter 30 value 9.696661
iter 40 value 8.490563
iter 50 value 8.139555
iter 60 value 8.053222
iter 70 value 8.051599
iter 80 value 8.051299
iter 90 value 8.051279
iter 100 value 8.051242
final value 8.051242
stopped after 100 iterations
# weights: 27
initial value 175.037319
iter 10 value 19.007941
iter 20 value 7.846103
iter 30 value 7.702549
iter 40 value 7.593590
iter 50 value 7.551216
iter 60 value 7.531569
iter 70 value 7.442307
iter 80 value 7.368576
iter 90 value 7.272933
iter 100 value 6.920913
final value 6.920913
stopped after 100 iterations
# weights: 43
initial value 170.666857
iter 10 value 19.001954
iter 20 value 8.340832
iter 30 value 7.840395
iter 40 value 7.671409
iter 50 value 7.510044
iter 60 value 7.402297
iter 70 value 7.163008
iter 80 value 6.897169
iter 90 value 6.375903
iter 100 value 5.026531
final value 5.026531
stopped after 100 iterations
# weights: 11
initial value 185.837825
iter 10 value 65.138188
iter 20 value 65.134568
final value 65.134558
converged
# weights: 27
initial value 172.887449
iter 10 value 8.745143
iter 20 value 3.061801
iter 30 value 2.212421
iter 40 value 0.678468
iter 50 value 0.001202
final value 0.000065
converged
# weights: 43
initial value 175.683017
iter 10 value 9.519024
iter 20 value 1.835655
iter 30 value 0.138089
iter 40 value 0.003367
iter 50 value 0.000618
final value 0.000056
converged
# weights: 11
initial value 168.343244
iter 10 value 74.947046
iter 20 value 56.181254
final value 56.173771
converged
# weights: 27
initial value 169.814288
iter 10 value 86.355150
iter 20 value 45.921886
iter 30 value 37.844687
iter 40 value 37.186962
iter 50 value 36.700447
iter 60 value 36.630098
iter 70 value 36.628866
final value 36.628863
converged
# weights: 43
initial value 173.023776
iter 10 value 57.942793
iter 20 value 37.806631
iter 30 value 36.276516
iter 40 value 35.743065
iter 50 value 35.556893
iter 60 value 35.481701
iter 70 value 35.435581
iter 80 value 35.429676
iter 90 value 35.426911
iter 100 value 35.423406
final value 35.423406
stopped after 100 iterations
# weights: 11
initial value 181.522061
iter 10 value 65.643625
iter 20 value 65.239364
iter 30 value 65.225184
iter 40 value 65.210453
iter 50 value 25.723848
iter 60 value 5.718457
iter 70 value 3.843088
iter 80 value 3.744461
iter 90 value 3.716921
iter 100 value 3.704948
final value 3.704948
stopped after 100 iterations
# weights: 27
initial value 171.957727
iter 10 value 57.215189
iter 20 value 2.963011
iter 30 value 2.261661
iter 40 value 2.160790
iter 50 value 2.055416
iter 60 value 1.961840
iter 70 value 1.885265
iter 80 value 1.857817
iter 90 value 1.833222
iter 100 value 1.822713
final value 1.822713
stopped after 100 iterations
# weights: 43
initial value 173.396263
iter 10 value 34.378127
iter 20 value 2.851290
iter 30 value 2.555855
iter 40 value 2.498935
iter 50 value 2.449547
iter 60 value 2.154153
iter 70 value 1.763277
iter 80 value 1.224141
iter 90 value 0.872295
iter 100 value 0.798855
final value 0.798855
stopped after 100 iterations
# weights: 11
initial value 214.272662
iter 10 value 163.491720
iter 20 value 63.223213
iter 30 value 16.486021
iter 40 value 7.047964
iter 50 value 5.681435
iter 60 value 5.557017
iter 70 value 5.537086
iter 80 value 5.515819
iter 90 value 5.289230
iter 100 value 5.183038
final value 5.183038
stopped after 100 iterations
# weights: 27
initial value 168.364600
iter 10 value 34.408357
iter 20 value 5.283115
iter 30 value 5.180972
iter 40 value 4.986734
iter 50 value 4.986232
iter 60 value 4.985813
iter 70 value 4.985674
iter 80 value 4.984989
iter 90 value 4.984355
iter 100 value 4.971703
final value 4.971703
stopped after 100 iterations
# weights: 43
initial value 207.737831
iter 10 value 41.774204
iter 20 value 5.801060
iter 30 value 5.141293
iter 40 value 4.301662
iter 50 value 3.338378
iter 60 value 3.150223
iter 70 value 3.139717
iter 80 value 3.139489
final value 3.139489
converged
# weights: 11
initial value 166.791425
iter 10 value 92.091378
iter 20 value 62.330450
iter 30 value 60.515401
final value 60.515331
converged
# weights: 27
initial value 176.548108
iter 10 value 82.708600
iter 20 value 45.121460
iter 30 value 43.682655
iter 40 value 43.200678
iter 50 value 43.012002
iter 60 value 42.846609
iter 70 value 42.144723
iter 80 value 42.005640
final value 42.001545
converged
# weights: 43
initial value 163.076273
iter 10 value 58.493162
iter 20 value 43.047135
iter 30 value 41.881565
iter 40 value 41.017654
iter 50 value 40.870724
iter 60 value 40.850331
iter 70 value 40.826666
iter 80 value 40.787617
iter 90 value 40.782875
iter 100 value 40.782586
final value 40.782586
stopped after 100 iterations
# weights: 11
initial value 162.951457
iter 10 value 55.499977
iter 20 value 19.183250
iter 30 value 11.656023
iter 40 value 8.007821
iter 50 value 6.785001
iter 60 value 6.482643
iter 70 value 6.401980
iter 80 value 6.401763
iter 90 value 6.401516
iter 100 value 6.401086
final value 6.401086
stopped after 100 iterations
# weights: 27
initial value 179.291890
iter 10 value 66.277311
iter 20 value 17.029584
iter 30 value 7.129730
iter 40 value 6.333351
iter 50 value 6.065366
iter 60 value 5.731066
iter 70 value 5.637815
iter 80 value 5.350399
iter 90 value 5.340272
iter 100 value 5.330333
final value 5.330333
stopped after 100 iterations
# weights: 43
initial value 166.991182
iter 10 value 34.357601
iter 20 value 6.303989
iter 30 value 5.238084
iter 40 value 4.820935
iter 50 value 4.752168
iter 60 value 4.607617
iter 70 value 4.589928
iter 80 value 4.556113
iter 90 value 4.253329
iter 100 value 2.069469
final value 2.069469
stopped after 100 iterations
# weights: 11
initial value 175.997584
iter 10 value 64.751295
iter 20 value 19.552574
iter 30 value 8.540735
iter 40 value 8.503485
iter 50 value 8.479390
iter 60 value 8.472070
iter 70 value 8.468471
iter 80 value 8.450346
iter 90 value 8.420760
iter 100 value 8.414526
final value 8.414526
stopped after 100 iterations
# weights: 27
initial value 172.913299
iter 10 value 64.943514
iter 20 value 58.596724
iter 30 value 16.123068
iter 40 value 9.057359
iter 50 value 8.447458
iter 60 value 8.381116
iter 70 value 8.131596
iter 80 value 7.596763
iter 90 value 7.459034
iter 100 value 7.191429
final value 7.191429
stopped after 100 iterations
# weights: 43
initial value 203.440620
iter 10 value 35.072429
iter 20 value 10.578596
iter 30 value 8.227872
iter 40 value 7.866402
iter 50 value 7.096703
iter 60 value 6.166060
iter 70 value 5.281161
iter 80 value 5.158683
iter 90 value 5.152561
iter 100 value 5.152284
final value 5.152284
stopped after 100 iterations
# weights: 11
initial value 204.997093
iter 10 value 78.114255
iter 20 value 57.497422
final value 57.495479
converged
# weights: 27
initial value 165.901865
iter 10 value 67.254594
iter 20 value 41.781156
iter 30 value 40.919255
iter 40 value 40.855146
iter 50 value 40.816911
final value 40.815955
converged
# weights: 43
initial value 208.714332
iter 10 value 78.305687
iter 20 value 42.511613
iter 30 value 41.201657
iter 40 value 41.032922
iter 50 value 40.969363
iter 60 value 40.409282
iter 70 value 39.923187
iter 80 value 39.873423
iter 90 value 39.848109
iter 100 value 39.815393
final value 39.815393
stopped after 100 iterations
# weights: 11
initial value 200.758851
iter 10 value 67.662659
iter 20 value 31.051867
iter 30 value 17.290789
iter 40 value 10.098834
iter 50 value 9.406446
iter 60 value 9.342126
iter 70 value 9.234177
iter 80 value 9.232952
iter 90 value 9.232466
iter 100 value 9.231273
final value 9.231273
stopped after 100 iterations
# weights: 27
initial value 165.556387
iter 10 value 64.721433
iter 20 value 10.206996
iter 30 value 8.691236
iter 40 value 8.438865
iter 50 value 7.960552
iter 60 value 6.773712
iter 70 value 5.881095
iter 80 value 3.610425
iter 90 value 2.013794
iter 100 value 1.773556
final value 1.773556
stopped after 100 iterations
# weights: 43
initial value 188.713579
iter 10 value 20.511830
iter 20 value 8.855833
iter 30 value 8.220462
iter 40 value 6.194923
iter 50 value 5.892853
iter 60 value 5.607946
iter 70 value 5.356580
iter 80 value 4.874561
iter 90 value 4.218152
iter 100 value 3.898945
final value 3.898945
stopped after 100 iterations
# weights: 11
initial value 176.870187
iter 10 value 67.162952
iter 20 value 64.156374
iter 30 value 43.371526
iter 40 value 11.956149
iter 50 value 8.999333
iter 60 value 8.689600
iter 70 value 8.461160
iter 80 value 8.283122
iter 90 value 8.268270
iter 100 value 8.252972
final value 8.252972
stopped after 100 iterations
# weights: 27
initial value 177.059895
iter 10 value 8.898824
iter 20 value 6.784830
iter 30 value 3.849546
iter 40 value 3.104540
iter 50 value 2.846789
iter 60 value 2.762296
iter 70 value 2.729405
iter 80 value 2.703453
iter 90 value 2.565592
iter 100 value 2.523652
final value 2.523652
stopped after 100 iterations
# weights: 43
initial value 166.636657
iter 10 value 14.181004
iter 20 value 8.449479
iter 30 value 6.972969
iter 40 value 4.959665
iter 50 value 4.923155
iter 60 value 4.921959
final value 4.921957
converged
# weights: 11
initial value 187.296752
iter 10 value 109.458404
iter 20 value 71.256834
iter 30 value 60.494959
final value 60.479482
converged
# weights: 27
initial value 198.679323
iter 10 value 67.780378
iter 20 value 44.179991
iter 30 value 43.728332
iter 40 value 43.727290
iter 50 value 43.727255
final value 43.727253
converged
# weights: 43
initial value 173.278158
iter 10 value 85.329006
iter 20 value 48.013536
iter 30 value 42.059523
iter 40 value 41.107451
iter 50 value 40.873314
iter 60 value 40.729201
iter 70 value 40.527957
iter 80 value 40.393807
iter 90 value 40.272934
iter 100 value 40.243756
final value 40.243756
stopped after 100 iterations
# weights: 11
initial value 181.942937
iter 10 value 67.587628
iter 20 value 67.326429
iter 30 value 67.313457
iter 40 value 67.305093
iter 50 value 67.273978
iter 60 value 46.331113
iter 70 value 15.893890
iter 80 value 10.235744
iter 90 value 9.437926
iter 100 value 9.192750
final value 9.192750
stopped after 100 iterations
# weights: 27
initial value 177.520843
iter 10 value 30.926630
iter 20 value 8.980258
iter 30 value 8.869829
iter 40 value 8.328199
iter 50 value 7.432024
iter 60 value 6.731622
iter 70 value 6.272581
iter 80 value 5.734431
iter 90 value 5.151056
iter 100 value 4.584434
final value 4.584434
stopped after 100 iterations
# weights: 43
initial value 178.715877
iter 10 value 12.663502
iter 20 value 7.946220
iter 30 value 7.308125
iter 40 value 6.888664
iter 50 value 6.546583
iter 60 value 4.859625
iter 70 value 2.960442
iter 80 value 2.118555
iter 90 value 1.838881
iter 100 value 1.698044
final value 1.698044
stopped after 100 iterations
# weights: 11
initial value 164.853957
iter 10 value 125.737866
iter 20 value 13.047327
iter 30 value 7.517564
iter 40 value 6.887500
iter 50 value 6.738473
iter 60 value 6.488990
iter 70 value 6.464348
iter 80 value 6.360792
iter 90 value 6.286770
iter 100 value 6.267166
final value 6.267166
stopped after 100 iterations
# weights: 27
initial value 166.308059
iter 10 value 58.667618
iter 20 value 9.306646
iter 30 value 5.617520
iter 40 value 5.364149
iter 50 value 5.284042
iter 60 value 5.118885
iter 70 value 5.057887
iter 80 value 5.024359
iter 90 value 4.999855
iter 100 value 4.992089
final value 4.992089
stopped after 100 iterations
# weights: 43
initial value 177.189983
iter 10 value 26.164697
iter 20 value 6.716839
iter 30 value 6.289324
iter 40 value 5.576662
iter 50 value 5.077884
iter 60 value 4.984334
iter 70 value 4.979823
iter 80 value 4.979667
final value 4.979667
converged
# weights: 11
initial value 173.723346
iter 10 value 96.095836
iter 20 value 62.695521
iter 30 value 60.084698
final value 60.081908
converged
# weights: 27
initial value 165.218560
iter 10 value 60.010544
iter 20 value 40.882270
iter 30 value 40.198634
iter 40 value 40.152404
final value 40.151840
converged
# weights: 43
initial value 218.124242
iter 10 value 65.378435
iter 20 value 41.397921
iter 30 value 39.697671
iter 40 value 38.964221
iter 50 value 38.859408
iter 60 value 38.847033
iter 70 value 38.841379
iter 80 value 38.838926
iter 90 value 38.834892
iter 100 value 38.829811
final value 38.829811
stopped after 100 iterations
# weights: 11
initial value 179.162122
iter 10 value 65.672942
iter 20 value 27.018095
iter 30 value 9.363543
iter 40 value 7.698605
iter 50 value 7.550913
iter 60 value 7.355606
iter 70 value 7.345280
iter 80 value 7.331461
iter 90 value 7.330506
iter 100 value 7.330193
final value 7.330193
stopped after 100 iterations
# weights: 27
initial value 166.639936
iter 10 value 46.186990
iter 20 value 8.433498
iter 30 value 8.026495
iter 40 value 7.881518
iter 50 value 7.624146
iter 60 value 7.174903
iter 70 value 6.375101
iter 80 value 5.933012
iter 90 value 5.711302
iter 100 value 5.466538
final value 5.466538
stopped after 100 iterations
# weights: 43
initial value 174.315964
iter 10 value 23.392170
iter 20 value 6.860688
iter 30 value 4.224945
iter 40 value 1.447202
iter 50 value 1.221058
iter 60 value 0.987274
iter 70 value 0.890427
iter 80 value 0.796375
iter 90 value 0.773356
iter 100 value 0.727526
final value 0.727526
stopped after 100 iterations
# weights: 11
initial value 171.131766
iter 10 value 75.751687
iter 20 value 56.788692
iter 30 value 28.242942
iter 40 value 15.707009
iter 50 value 11.582083
iter 60 value 9.661536
iter 70 value 9.578279
iter 80 value 9.535033
iter 90 value 9.527950
iter 100 value 9.517919
final value 9.517919
stopped after 100 iterations
# weights: 27
initial value 216.998578
iter 10 value 72.764399
iter 20 value 46.456097
iter 30 value 9.868590
iter 40 value 9.694934
iter 50 value 9.569640
iter 60 value 9.560330
iter 70 value 9.514195
iter 80 value 9.510415
iter 90 value 9.508716
iter 100 value 9.508624
final value 9.508624
stopped after 100 iterations
# weights: 43
initial value 187.405699
iter 10 value 18.771730
iter 20 value 9.866376
iter 30 value 9.766164
iter 40 value 9.160105
iter 50 value 8.432017
iter 60 value 8.059841
iter 70 value 7.946145
iter 80 value 7.932226
iter 90 value 7.925492
iter 100 value 7.913412
final value 7.913412
stopped after 100 iterations
# weights: 11
initial value 167.038962
iter 10 value 79.560919
iter 20 value 63.324678
iter 30 value 63.185143
final value 63.184187
converged
# weights: 27
initial value 173.116621
iter 10 value 72.428464
iter 20 value 53.186296
iter 30 value 46.108922
iter 40 value 44.262015
iter 50 value 43.462267
iter 60 value 43.356981
iter 70 value 43.286335
final value 43.284211
converged
# weights: 43
initial value 177.878519
iter 10 value 64.005872
iter 20 value 43.163742
iter 30 value 42.377242
iter 40 value 42.104583
iter 50 value 42.065693
iter 60 value 42.054232
iter 70 value 42.045360
iter 80 value 42.041393
iter 90 value 42.037429
iter 100 value 42.033106
final value 42.033106
stopped after 100 iterations
# weights: 11
initial value 173.646323
iter 10 value 73.152074
iter 20 value 72.962797
iter 30 value 72.847304
iter 40 value 72.840051
iter 50 value 72.823732
iter 60 value 72.776406
iter 70 value 71.795089
iter 80 value 65.479879
iter 90 value 22.340255
iter 100 value 12.435140
final value 12.435140
stopped after 100 iterations
# weights: 27
initial value 179.573011
iter 10 value 65.470216
iter 20 value 12.784659
iter 30 value 10.181315
iter 40 value 9.858201
iter 50 value 9.761287
iter 60 value 9.746177
iter 70 value 9.716323
iter 80 value 9.618038
iter 90 value 8.895515
iter 100 value 8.275647
final value 8.275647
stopped after 100 iterations
# weights: 43
initial value 203.940068
iter 10 value 39.200868
iter 20 value 9.975266
iter 30 value 9.622540
iter 40 value 9.100010
iter 50 value 8.228578
iter 60 value 6.577587
iter 70 value 4.277562
iter 80 value 1.717330
iter 90 value 1.607509
iter 100 value 1.479327
final value 1.479327
stopped after 100 iterations
# weights: 11
initial value 161.869574
iter 10 value 54.330993
iter 20 value 3.205463
iter 30 value 0.352779
iter 40 value 0.252686
iter 50 value 0.189092
iter 60 value 0.178634
iter 70 value 0.160341
iter 80 value 0.110155
iter 90 value 0.105048
iter 100 value 0.092356
final value 0.092356
stopped after 100 iterations
# weights: 27
initial value 169.103712
iter 10 value 9.768236
iter 20 value 0.047305
final value 0.000089
converged
# weights: 43
initial value 177.614374
iter 10 value 30.527425
iter 20 value 1.499470
iter 30 value 0.033160
iter 40 value 0.004224
iter 50 value 0.000225
iter 60 value 0.000149
final value 0.000074
converged
# weights: 11
initial value 186.064652
iter 10 value 88.253217
iter 20 value 61.596462
final value 61.572012
converged
# weights: 27
initial value 174.477551
iter 10 value 71.116929
iter 20 value 43.174729
iter 30 value 41.837304
iter 40 value 41.801107
iter 50 value 41.797829
iter 60 value 41.790934
iter 70 value 41.790293
final value 41.790292
converged
# weights: 43
initial value 176.873738
iter 10 value 55.527782
iter 20 value 39.296183
iter 30 value 38.712524
iter 40 value 38.640311
iter 50 value 38.627352
iter 60 value 38.623904
iter 70 value 38.623809
final value 38.623805
converged
# weights: 11
initial value 177.030674
iter 10 value 59.904903
iter 20 value 11.334797
iter 30 value 1.498299
iter 40 value 1.280882
iter 50 value 1.246506
iter 60 value 1.245713
iter 70 value 1.242084
iter 80 value 1.241087
iter 90 value 1.241031
iter 100 value 1.241003
final value 1.241003
stopped after 100 iterations
# weights: 27
initial value 167.638030
iter 10 value 73.424820
iter 20 value 0.952708
iter 30 value 0.515466
iter 40 value 0.453822
iter 50 value 0.410178
iter 60 value 0.342491
iter 70 value 0.323555
iter 80 value 0.300224
iter 90 value 0.272944
iter 100 value 0.254431
final value 0.254431
stopped after 100 iterations
# weights: 43
initial value 184.533880
iter 10 value 18.196526
iter 20 value 0.986741
iter 30 value 0.842921
iter 40 value 0.596146
iter 50 value 0.487434
iter 60 value 0.392451
iter 70 value 0.368595
iter 80 value 0.362442
iter 90 value 0.315318
iter 100 value 0.302312
final value 0.302312
stopped after 100 iterations
# weights: 11
initial value 173.348164
iter 10 value 57.553849
iter 20 value 16.676490
iter 30 value 5.304049
iter 40 value 3.160249
iter 50 value 2.424460
iter 60 value 2.160374
iter 70 value 1.842050
iter 80 value 1.041423
iter 90 value 0.715517
iter 100 value 0.566663
final value 0.566663
stopped after 100 iterations
# weights: 27
initial value 162.614511
iter 10 value 54.569952
iter 20 value 0.685710
iter 30 value 0.000332
final value 0.000082
converged
# weights: 43
initial value 169.601409
iter 10 value 10.735186
iter 20 value 0.041294
final value 0.000086
converged
# weights: 11
initial value 197.595385
iter 10 value 118.249701
iter 20 value 62.528155
iter 30 value 61.179262
final value 61.173083
converged
# weights: 27
initial value 165.308672
iter 10 value 82.549229
iter 20 value 45.382593
iter 30 value 40.623104
iter 40 value 40.304601
iter 50 value 40.299341
iter 60 value 40.298983
iter 70 value 40.298925
iter 70 value 40.298924
iter 70 value 40.298924
final value 40.298924
converged
# weights: 43
initial value 167.292446
iter 10 value 73.710215
iter 20 value 45.421888
iter 30 value 42.253341
iter 40 value 40.111928
iter 50 value 39.506129
iter 60 value 39.379805
iter 70 value 39.364905
iter 80 value 39.359269
final value 39.358403
converged
# weights: 11
initial value 176.687800
iter 10 value 69.125927
iter 20 value 68.754473
iter 30 value 68.661749
iter 40 value 68.590165
iter 50 value 65.759034
iter 60 value 23.180524
iter 70 value 6.112254
iter 80 value 3.216244
iter 90 value 2.796807
iter 100 value 2.697184
final value 2.697184
stopped after 100 iterations
# weights: 27
initial value 171.250959
iter 10 value 38.951598
iter 20 value 1.221228
iter 30 value 0.890251
iter 40 value 0.808096
iter 50 value 0.685470
iter 60 value 0.565825
iter 70 value 0.522998
iter 80 value 0.498702
iter 90 value 0.482125
iter 100 value 0.468991
final value 0.468991
stopped after 100 iterations
# weights: 43
initial value 170.998034
iter 10 value 37.184556
iter 20 value 1.373482
iter 30 value 1.109282
iter 40 value 0.928170
iter 50 value 0.837778
iter 60 value 0.740242
iter 70 value 0.657919
iter 80 value 0.636158
iter 90 value 0.607898
iter 100 value 0.573656
final value 0.573656
stopped after 100 iterations
# weights: 11
initial value 165.876829
iter 10 value 70.282661
iter 20 value 67.930987
final value 67.928584
converged
# weights: 27
initial value 169.894222
iter 10 value 11.290660
iter 20 value 2.096653
iter 30 value 0.025815
final value 0.000057
converged
# weights: 43
initial value 192.025056
iter 10 value 31.177798
iter 20 value 2.711032
iter 30 value 0.149714
iter 40 value 0.000638
final value 0.000083
converged
# weights: 11
initial value 182.092164
iter 10 value 94.756752
iter 20 value 81.831056
iter 30 value 60.942220
final value 59.513941
converged
# weights: 27
initial value 161.187446
iter 10 value 48.116601
iter 20 value 41.040952
iter 30 value 39.615803
iter 40 value 39.404073
iter 50 value 39.235011
final value 39.234365
converged
# weights: 43
initial value 202.124108
iter 10 value 83.686990
iter 20 value 38.809953
iter 30 value 38.356023
iter 40 value 38.245915
iter 50 value 38.213171
iter 60 value 38.170568
iter 70 value 38.130482
iter 80 value 38.050700
iter 90 value 38.018823
iter 100 value 38.015309
final value 38.015309
stopped after 100 iterations
# weights: 11
initial value 186.849121
iter 10 value 67.981587
iter 20 value 66.665797
iter 30 value 44.800609
iter 40 value 13.206812
iter 50 value 4.322845
iter 60 value 3.913854
iter 70 value 3.718476
iter 80 value 3.553872
iter 90 value 3.509207
iter 100 value 3.507956
final value 3.507956
stopped after 100 iterations
# weights: 27
initial value 168.847356
iter 10 value 28.770375
iter 20 value 3.617207
iter 30 value 1.481640
iter 40 value 1.338867
iter 50 value 1.257888
iter 60 value 1.130158
iter 70 value 1.068063
iter 80 value 1.021264
iter 90 value 0.974256
iter 100 value 0.761620
final value 0.761620
stopped after 100 iterations
# weights: 43
initial value 193.948401
iter 10 value 21.111037
iter 20 value 2.067046
iter 30 value 1.272533
iter 40 value 1.187279
iter 50 value 0.999397
iter 60 value 0.946721
iter 70 value 0.879303
iter 80 value 0.847624
iter 90 value 0.792597
iter 100 value 0.771047
final value 0.771047
stopped after 100 iterations
# weights: 11
initial value 169.670760
iter 10 value 44.300789
iter 20 value 4.195121
iter 30 value 0.649045
iter 40 value 0.344244
iter 50 value 0.235903
iter 60 value 0.160473
iter 70 value 0.134946
iter 80 value 0.124875
iter 90 value 0.120385
iter 100 value 0.111502
final value 0.111502
stopped after 100 iterations
# weights: 27
initial value 166.654231
iter 10 value 62.718768
iter 20 value 4.421769
iter 30 value 0.080880
iter 40 value 0.000904
iter 50 value 0.000132
final value 0.000059
converged
# weights: 43
initial value 199.334883
iter 10 value 47.254310
iter 20 value 1.142385
iter 30 value 0.026794
iter 40 value 0.003902
iter 50 value 0.000279
final value 0.000066
converged
# weights: 11
initial value 184.283998
iter 10 value 127.898201
iter 20 value 77.048630
iter 30 value 57.995815
final value 57.894341
converged
# weights: 27
initial value 190.709675
iter 10 value 47.347523
iter 20 value 38.756661
iter 30 value 38.116884
iter 40 value 37.574948
iter 50 value 37.507999
iter 60 value 37.497479
final value 37.497469
converged
# weights: 43
initial value 245.247758
iter 10 value 63.331193
iter 20 value 37.395697
iter 30 value 36.914408
iter 40 value 36.760383
iter 50 value 36.591447
iter 60 value 36.578276
iter 70 value 36.573246
iter 80 value 36.570248
iter 90 value 36.569763
iter 100 value 36.565514
final value 36.565514
stopped after 100 iterations
# weights: 11
initial value 179.881048
iter 10 value 63.077774
iter 20 value 7.069836
iter 30 value 2.771181
iter 40 value 2.292596
iter 50 value 2.264174
iter 60 value 2.262422
iter 70 value 2.259049
iter 80 value 2.258455
iter 90 value 2.258218
iter 100 value 2.258165
final value 2.258165
stopped after 100 iterations
# weights: 27
initial value 163.655036
iter 10 value 17.480706
iter 20 value 0.595951
iter 30 value 0.514609
iter 40 value 0.483647
iter 50 value 0.449849
iter 60 value 0.404226
iter 70 value 0.392546
iter 80 value 0.366762
iter 90 value 0.341683
iter 100 value 0.336948
final value 0.336948
stopped after 100 iterations
# weights: 43
initial value 171.166398
iter 10 value 15.936544
iter 20 value 1.889112
iter 30 value 0.912620
iter 40 value 0.806593
iter 50 value 0.714729
iter 60 value 0.677051
iter 70 value 0.565740
iter 80 value 0.454340
iter 90 value 0.433984
iter 100 value 0.421734
final value 0.421734
stopped after 100 iterations
# weights: 11
initial value 189.539536
iter 10 value 158.110630
iter 20 value 82.659966
iter 30 value 78.367534
iter 40 value 78.356141
iter 50 value 78.351377
iter 60 value 78.315559
iter 70 value 77.709408
iter 80 value 77.456486
iter 90 value 65.687967
iter 100 value 47.213061
final value 47.213061
stopped after 100 iterations
# weights: 27
initial value 178.356180
iter 10 value 13.664452
iter 20 value 6.785372
iter 30 value 6.735366
iter 40 value 6.579240
iter 50 value 4.915396
iter 60 value 4.756772
iter 70 value 4.756434
final value 4.756432
converged
# weights: 43
initial value 165.239644
iter 10 value 17.603662
iter 20 value 9.837511
iter 30 value 6.856015
iter 40 value 6.795741
iter 50 value 6.762011
iter 60 value 6.743974
iter 70 value 6.734945
iter 80 value 6.646748
iter 90 value 5.243983
iter 100 value 4.884862
final value 4.884862
stopped after 100 iterations
# weights: 11
initial value 179.716497
iter 10 value 87.696061
iter 20 value 67.656343
iter 30 value 62.981557
final value 62.977927
converged
# weights: 27
initial value 217.779225
iter 10 value 51.892645
iter 20 value 45.094588
iter 30 value 43.852257
iter 40 value 43.079803
iter 50 value 42.951911
iter 60 value 42.935560
iter 70 value 42.935283
iter 70 value 42.935283
iter 70 value 42.935283
final value 42.935283
converged
# weights: 43
initial value 162.986404
iter 10 value 63.433392
iter 20 value 43.801566
iter 30 value 42.154838
iter 40 value 42.010348
iter 50 value 41.960789
iter 60 value 41.954546
iter 70 value 41.952504
iter 80 value 41.950934
iter 90 value 41.943690
iter 100 value 41.942762
final value 41.942762
stopped after 100 iterations
# weights: 11
initial value 175.611414
iter 10 value 88.464330
iter 20 value 21.782032
iter 30 value 9.468949
iter 40 value 7.580273
iter 50 value 7.557022
iter 60 value 7.553722
iter 70 value 7.551495
iter 80 value 7.551466
iter 90 value 7.551452
final value 7.551438
converged
# weights: 27
initial value 180.121091
iter 10 value 14.386060
iter 20 value 6.451454
iter 30 value 5.718801
iter 40 value 5.502366
iter 50 value 5.406664
iter 60 value 5.357176
iter 70 value 5.322252
iter 80 value 5.237763
iter 90 value 5.133532
iter 100 value 5.039062
final value 5.039062
stopped after 100 iterations
# weights: 43
initial value 183.263784
iter 10 value 73.308522
iter 20 value 72.820019
iter 30 value 12.334562
iter 40 value 7.450676
iter 50 value 7.273536
iter 60 value 7.167757
iter 70 value 7.103705
iter 80 value 6.959671
iter 90 value 6.937932
iter 100 value 6.873465
final value 6.873465
stopped after 100 iterations
# weights: 11
initial value 166.106738
final value 68.495255
converged
# weights: 27
initial value 168.405170
iter 10 value 50.995623
iter 20 value 4.167112
iter 30 value 0.039146
final value 0.000053
converged
# weights: 43
initial value 187.413296
iter 10 value 48.804301
iter 20 value 5.431123
iter 30 value 0.629776
iter 40 value 0.004604
final value 0.000070
converged
# weights: 11
initial value 179.071239
iter 10 value 84.424161
iter 20 value 59.375463
iter 30 value 58.748153
final value 58.747989
converged
# weights: 27
initial value 171.189222
iter 10 value 92.999566
iter 20 value 59.513048
iter 30 value 44.445058
iter 40 value 40.155585
iter 50 value 38.941841
iter 60 value 38.591104
iter 70 value 38.501741
final value 38.497977
converged
# weights: 43
initial value 166.039081
iter 10 value 52.467371
iter 20 value 41.587744
iter 30 value 38.782077
iter 40 value 37.957186
iter 50 value 37.813156
iter 60 value 37.559310
iter 70 value 37.525518
iter 80 value 37.516158
iter 90 value 37.473367
iter 100 value 37.436507
final value 37.436507
stopped after 100 iterations
# weights: 11
initial value 172.790032
iter 10 value 66.428021
iter 20 value 16.150312
iter 30 value 4.144720
iter 40 value 3.772690
iter 50 value 3.650495
iter 60 value 3.644609
iter 70 value 3.615066
iter 80 value 3.578118
iter 90 value 3.577460
iter 100 value 3.577226
final value 3.577226
stopped after 100 iterations
# weights: 27
initial value 180.023092
iter 10 value 43.035586
iter 20 value 4.614231
iter 30 value 1.413410
iter 40 value 0.939268
iter 50 value 0.875813
iter 60 value 0.822408
iter 70 value 0.785047
iter 80 value 0.710973
iter 90 value 0.687916
iter 100 value 0.642914
final value 0.642914
stopped after 100 iterations
# weights: 43
initial value 178.209265
iter 10 value 19.160807
iter 20 value 3.097720
iter 30 value 1.702859
iter 40 value 1.420559
iter 50 value 1.235014
iter 60 value 0.950489
iter 70 value 0.816374
iter 80 value 0.714061
iter 90 value 0.697374
iter 100 value 0.664602
final value 0.664602
stopped after 100 iterations
# weights: 11
initial value 169.282994
iter 10 value 75.733175
iter 20 value 75.205649
iter 30 value 67.471658
iter 40 value 34.910692
iter 50 value 7.782213
iter 60 value 6.250416
iter 70 value 5.779589
iter 80 value 5.610692
iter 90 value 5.607155
iter 100 value 5.607068
final value 5.607068
stopped after 100 iterations
# weights: 27
initial value 204.382033
iter 10 value 41.998448
iter 20 value 5.829069
iter 30 value 5.683199
iter 40 value 5.650561
iter 50 value 5.627205
iter 60 value 5.619067
iter 70 value 5.614532
iter 80 value 5.590984
iter 90 value 5.528055
iter 100 value 4.276123
final value 4.276123
stopped after 100 iterations
# weights: 43
initial value 226.565717
iter 10 value 36.175645
iter 20 value 5.887648
iter 30 value 5.757676
iter 40 value 5.639180
iter 50 value 5.432160
iter 60 value 4.286002
iter 70 value 3.890436
iter 80 value 1.350470
iter 90 value 0.136297
iter 100 value 0.055157
final value 0.055157
stopped after 100 iterations
# weights: 11
initial value 183.252883
iter 10 value 77.538538
iter 20 value 60.470227
iter 30 value 60.389887
final value 60.389873
converged
# weights: 27
initial value 160.739403
iter 10 value 55.398525
iter 20 value 41.604794
iter 30 value 40.319566
iter 40 value 40.202856
final value 40.196290
converged
# weights: 43
initial value 233.842060
iter 10 value 60.420860
iter 20 value 40.783563
iter 30 value 39.417539
iter 40 value 39.027122
iter 50 value 38.974854
iter 60 value 38.962978
iter 70 value 38.959451
iter 80 value 38.958359
iter 90 value 38.957590
iter 100 value 38.957035
final value 38.957035
stopped after 100 iterations
# weights: 11
initial value 194.417338
iter 10 value 121.189551
iter 20 value 21.667722
iter 30 value 8.155045
iter 40 value 6.807680
iter 50 value 6.662337
iter 60 value 6.615111
iter 70 value 6.532427
iter 80 value 6.512256
iter 90 value 6.462767
iter 100 value 6.427273
final value 6.427273
stopped after 100 iterations
# weights: 27
initial value 174.155587
iter 10 value 12.772977
iter 20 value 6.236496
iter 30 value 6.019210
iter 40 value 5.859567
iter 50 value 5.808599
iter 60 value 5.776212
iter 70 value 5.730085
iter 80 value 5.634966
iter 90 value 4.945270
iter 100 value 4.335076
final value 4.335076
stopped after 100 iterations
# weights: 43
initial value 166.713441
iter 10 value 11.126031
iter 20 value 5.984919
iter 30 value 5.946668
iter 40 value 5.836459
iter 50 value 5.659870
iter 60 value 4.584747
iter 70 value 4.311129
iter 80 value 4.283354
iter 90 value 4.241998
iter 100 value 4.218618
final value 4.218618
stopped after 100 iterations
# weights: 11
initial value 173.119516
iter 10 value 71.641162
iter 20 value 67.105812
iter 30 value 67.101054
iter 40 value 67.100610
iter 50 value 67.100116
iter 60 value 67.099495
iter 70 value 67.098780
iter 80 value 67.097847
iter 90 value 67.096721
iter 100 value 67.095168
final value 67.095168
stopped after 100 iterations
# weights: 27
initial value 189.656224
iter 10 value 41.507698
iter 20 value 3.943856
iter 30 value 0.106188
iter 40 value 0.000115
iter 40 value 0.000073
iter 40 value 0.000062
final value 0.000062
converged
# weights: 43
initial value 184.356183
iter 10 value 26.362868
iter 20 value 3.649227
iter 30 value 2.058883
iter 40 value 0.057737
iter 50 value 0.000372
final value 0.000063
converged
# weights: 11
initial value 173.725168
iter 10 value 63.241203
iter 20 value 57.626170
iter 30 value 57.483767
final value 57.483641
converged
# weights: 27
initial value 187.950587
iter 10 value 71.379521
iter 20 value 40.286707
iter 30 value 39.171102
iter 40 value 38.826209
iter 50 value 38.541981
iter 60 value 37.768980
iter 70 value 37.507498
iter 80 value 37.500979
final value 37.500978
converged
# weights: 43
initial value 173.111576
iter 10 value 68.586842
iter 20 value 40.799599
iter 30 value 36.750369
iter 40 value 36.330469
iter 50 value 36.274869
iter 60 value 36.261014
iter 70 value 36.256463
iter 80 value 36.251670
iter 90 value 36.250515
iter 100 value 36.249050
final value 36.249050
stopped after 100 iterations
# weights: 11
initial value 174.570239
iter 10 value 9.894555
iter 20 value 5.047737
iter 30 value 5.010165
iter 40 value 5.007180
iter 50 value 5.005606
iter 60 value 5.005525
iter 70 value 5.005351
iter 80 value 5.005291
iter 90 value 5.005252
iter 100 value 5.005179
final value 5.005179
stopped after 100 iterations
# weights: 27
initial value 165.429482
iter 10 value 6.029043
iter 20 value 3.826727
iter 30 value 2.687418
iter 40 value 2.454375
iter 50 value 1.848409
iter 60 value 1.769211
iter 70 value 1.657941
iter 80 value 1.585432
iter 90 value 1.477486
iter 100 value 1.438312
final value 1.438312
stopped after 100 iterations
# weights: 43
initial value 173.790254
iter 10 value 5.223278
iter 20 value 3.348176
iter 30 value 1.817697
iter 40 value 1.595950
iter 50 value 1.373570
iter 60 value 1.233093
iter 70 value 0.887738
iter 80 value 0.757484
iter 90 value 0.723287
iter 100 value 0.689533
final value 0.689533
stopped after 100 iterations
# weights: 11
initial value 168.038394
iter 10 value 70.771604
iter 20 value 68.619450
final value 68.616712
converged
# weights: 27
initial value 178.675134
iter 10 value 52.949157
iter 20 value 0.684543
iter 30 value 0.000348
final value 0.000062
converged
# weights: 43
initial value 165.821527
iter 10 value 47.674082
iter 20 value 1.006970
iter 30 value 0.010528
final value 0.000057
converged
# weights: 11
initial value 181.675906
iter 10 value 60.331294
iter 20 value 57.889744
final value 57.886352
converged
# weights: 27
initial value 221.201175
iter 10 value 92.307079
iter 20 value 41.750286
iter 30 value 38.915905
iter 40 value 37.712891
iter 50 value 37.660027
iter 60 value 37.652010
iter 70 value 37.649187
final value 37.649186
converged
# weights: 43
initial value 169.479046
iter 10 value 66.679635
iter 20 value 40.333482
iter 30 value 37.950874
iter 40 value 37.297805
iter 50 value 36.930119
iter 60 value 36.692846
iter 70 value 36.516202
iter 80 value 36.459645
iter 90 value 36.438451
iter 100 value 36.432684
final value 36.432684
stopped after 100 iterations
# weights: 11
initial value 163.072548
iter 10 value 68.838966
iter 20 value 68.715739
iter 30 value 68.709026
iter 40 value 56.161252
iter 50 value 8.141076
iter 60 value 2.190614
iter 70 value 1.825428
iter 80 value 1.762230
iter 90 value 1.761489
iter 100 value 1.757199
final value 1.757199
stopped after 100 iterations
# weights: 27
initial value 165.474268
iter 10 value 67.558518
iter 20 value 4.444337
iter 30 value 0.849441
iter 40 value 0.695223
iter 50 value 0.661998
iter 60 value 0.558335
iter 70 value 0.362658
iter 80 value 0.343219
iter 90 value 0.332960
iter 100 value 0.318318
final value 0.318318
stopped after 100 iterations
# weights: 43
initial value 169.920803
iter 10 value 25.217689
iter 20 value 1.322292
iter 30 value 0.519085
iter 40 value 0.474777
iter 50 value 0.454884
iter 60 value 0.416524
iter 70 value 0.400572
iter 80 value 0.391192
iter 90 value 0.377018
iter 100 value 0.364099
final value 0.364099
stopped after 100 iterations
# weights: 11
initial value 166.022472
iter 10 value 54.507088
iter 20 value 8.716190
iter 30 value 7.299668
iter 40 value 6.464854
iter 50 value 6.387333
iter 60 value 6.316560
iter 70 value 6.295847
iter 80 value 6.270851
iter 90 value 6.248603
iter 100 value 6.242068
final value 6.242068
stopped after 100 iterations
# weights: 27
initial value 184.958286
iter 10 value 64.601362
iter 20 value 17.014180
iter 30 value 6.335445
iter 40 value 6.317073
iter 50 value 6.267706
iter 60 value 6.252400
iter 70 value 6.213782
iter 80 value 6.190283
iter 90 value 6.149615
iter 100 value 6.127083
final value 6.127083
stopped after 100 iterations
# weights: 43
initial value 168.872589
iter 10 value 32.488832
iter 20 value 6.289608
iter 30 value 6.132916
iter 40 value 5.493751
iter 50 value 5.139441
iter 60 value 4.843578
iter 70 value 4.351124
iter 80 value 3.393164
iter 90 value 3.071772
iter 100 value 2.889429
final value 2.889429
stopped after 100 iterations
# weights: 11
initial value 165.931834
iter 10 value 81.636631
iter 20 value 58.523894
iter 30 value 57.305548
final value 57.305298
converged
# weights: 27
initial value 170.816601
iter 10 value 70.679376
iter 20 value 40.894559
iter 30 value 40.389905
iter 40 value 39.983431
iter 50 value 39.404549
iter 60 value 39.242246
iter 70 value 39.150577
iter 80 value 39.147947
final value 39.147946
converged
# weights: 43
initial value 209.181674
iter 10 value 54.004194
iter 20 value 39.155322
iter 30 value 38.070400
iter 40 value 37.993662
iter 50 value 37.963301
iter 60 value 37.955745
iter 70 value 37.954563
iter 80 value 37.953312
final value 37.953297
converged
# weights: 11
initial value 185.155648
iter 10 value 64.544041
iter 20 value 64.328233
iter 30 value 44.953953
iter 40 value 12.649047
iter 50 value 7.528603
iter 60 value 7.109331
iter 70 value 6.999625
iter 80 value 6.903255
iter 90 value 6.896837
iter 100 value 6.896835
final value 6.896835
stopped after 100 iterations
# weights: 27
initial value 184.652821
iter 10 value 46.696404
iter 20 value 6.695108
iter 30 value 6.641660
iter 40 value 6.497073
iter 50 value 6.466161
iter 60 value 6.443218
iter 70 value 6.406806
iter 80 value 6.354335
iter 90 value 6.285016
iter 100 value 6.166451
final value 6.166451
stopped after 100 iterations
# weights: 43
initial value 176.747951
iter 10 value 22.279636
iter 20 value 6.418786
iter 30 value 5.826318
iter 40 value 5.597962
iter 50 value 5.551413
iter 60 value 5.502121
iter 70 value 5.440358
iter 80 value 5.235673
iter 90 value 4.428087
iter 100 value 3.926011
final value 3.926011
stopped after 100 iterations
# weights: 11
initial value 169.772310
final value 67.846768
converged
# weights: 27
initial value 172.367081
iter 10 value 6.716909
iter 20 value 1.523073
iter 30 value 0.000478
final value 0.000034
converged
# weights: 43
initial value 166.931656
iter 10 value 25.801987
iter 20 value 2.423989
iter 30 value 1.604167
iter 40 value 0.534780
iter 50 value 0.013382
iter 60 value 0.000248
iter 70 value 0.000115
iter 70 value 0.000079
iter 70 value 0.000067
final value 0.000067
converged
# weights: 11
initial value 194.449926
iter 10 value 85.418186
iter 20 value 59.129433
iter 30 value 58.639487
final value 58.638490
converged
# weights: 27
initial value 168.160850
iter 10 value 65.703593
iter 20 value 40.300878
iter 30 value 38.112032
iter 40 value 37.795946
iter 50 value 37.752070
final value 37.752037
converged
# weights: 43
initial value 209.493375
iter 10 value 70.462671
iter 20 value 40.679088
iter 30 value 38.440792
iter 40 value 37.293961
iter 50 value 36.862999
iter 60 value 36.762049
iter 70 value 36.703874
iter 80 value 36.616282
iter 90 value 36.578002
iter 100 value 36.562228
final value 36.562228
stopped after 100 iterations
# weights: 11
initial value 164.567047
iter 10 value 56.051941
iter 20 value 22.102417
iter 30 value 9.914605
iter 40 value 6.965207
iter 50 value 5.992262
iter 60 value 5.106440
iter 70 value 4.866587
iter 80 value 4.834391
iter 90 value 4.243584
iter 100 value 4.239585
final value 4.239585
stopped after 100 iterations
# weights: 27
initial value 174.647496
iter 10 value 50.000476
iter 20 value 4.124555
iter 30 value 2.727717
iter 40 value 1.854323
iter 50 value 1.670880
iter 60 value 1.556495
iter 70 value 1.347670
iter 80 value 1.314279
iter 90 value 1.215939
iter 100 value 1.116992
final value 1.116992
stopped after 100 iterations
# weights: 43
initial value 183.464784
iter 10 value 55.273503
iter 20 value 4.066315
iter 30 value 3.528464
iter 40 value 2.613373
iter 50 value 2.136468
iter 60 value 1.930182
iter 70 value 1.809928
iter 80 value 1.759920
iter 90 value 1.568061
iter 100 value 1.422230
final value 1.422230
stopped after 100 iterations
# weights: 11
initial value 171.188644
iter 10 value 18.873277
iter 20 value 8.558824
iter 30 value 7.991493
iter 40 value 7.838830
iter 50 value 7.816886
iter 60 value 7.797545
iter 70 value 7.783546
iter 80 value 7.773826
iter 90 value 7.769377
iter 100 value 7.767275
final value 7.767275
stopped after 100 iterations
# weights: 27
initial value 195.487426
iter 10 value 40.625596
iter 20 value 7.936016
iter 30 value 7.569076
iter 40 value 7.197998
iter 50 value 7.075342
iter 60 value 6.554421
iter 70 value 6.462090
iter 80 value 6.340166
iter 90 value 6.098165
iter 100 value 5.885107
final value 5.885107
stopped after 100 iterations
# weights: 43
initial value 171.915420
iter 10 value 18.550837
iter 20 value 7.755949
iter 30 value 7.175427
iter 40 value 5.880750
iter 50 value 4.032674
iter 60 value 1.881313
iter 70 value 0.002364
final value 0.000084
converged
# weights: 11
initial value 170.398029
iter 10 value 61.609488
iter 20 value 60.692185
final value 60.692180
converged
# weights: 27
initial value 180.494943
iter 10 value 43.919658
iter 20 value 41.120421
iter 30 value 40.954899
iter 40 value 40.952384
iter 40 value 40.952384
iter 40 value 40.952384
final value 40.952384
converged
# weights: 43
initial value 186.694584
iter 10 value 65.994565
iter 20 value 41.399159
iter 30 value 40.200688
iter 40 value 40.090638
iter 50 value 39.943086
iter 60 value 39.803929
iter 70 value 39.784983
iter 80 value 39.765285
iter 90 value 39.758147
iter 100 value 39.727505
final value 39.727505
stopped after 100 iterations
# weights: 11
initial value 183.170001
iter 10 value 72.938723
iter 20 value 15.332680
iter 30 value 8.592493
iter 40 value 8.514057
iter 50 value 8.463203
iter 60 value 8.459975
iter 70 value 8.456016
iter 80 value 8.451006
iter 90 value 8.450465
iter 100 value 8.450437
final value 8.450437
stopped after 100 iterations
# weights: 27
initial value 182.853708
iter 10 value 59.872255
iter 20 value 10.056575
iter 30 value 8.525060
iter 40 value 8.045712
iter 50 value 7.856524
iter 60 value 7.752918
iter 70 value 7.664733
iter 80 value 7.492663
iter 90 value 6.859022
iter 100 value 5.423532
final value 5.423532
stopped after 100 iterations
# weights: 43
initial value 206.348053
iter 10 value 9.552135
iter 20 value 8.406971
iter 30 value 8.075260
iter 40 value 7.998147
iter 50 value 7.886432
iter 60 value 7.760182
iter 70 value 7.627289
iter 80 value 7.447032
iter 90 value 7.291452
iter 100 value 7.261199
final value 7.261199
stopped after 100 iterations
# weights: 11
initial value 170.222186
iter 10 value 75.181348
iter 10 value 75.181348
iter 10 value 75.181348
final value 75.181348
converged
# weights: 27
initial value 242.164796
iter 10 value 74.960343
iter 20 value 70.001797
iter 30 value 63.505949
iter 40 value 35.628403
iter 50 value 10.957250
iter 60 value 6.043700
iter 70 value 5.887862
iter 80 value 5.862923
iter 90 value 5.861020
iter 100 value 5.530116
final value 5.530116
stopped after 100 iterations
# weights: 43
initial value 200.179781
iter 10 value 16.669579
iter 20 value 6.062762
iter 30 value 5.755363
iter 40 value 4.832657
iter 50 value 2.031586
iter 60 value 0.000516
final value 0.000069
converged
# weights: 11
initial value 164.000789
iter 10 value 89.526283
iter 20 value 64.002084
final value 63.907058
converged
# weights: 27
initial value 165.631018
iter 10 value 64.595929
iter 20 value 42.968429
iter 30 value 42.526812
iter 40 value 42.462867
iter 50 value 42.401878
iter 60 value 42.392317
final value 42.392095
converged
# weights: 43
initial value 196.962966
iter 10 value 66.183578
iter 20 value 45.142138
iter 30 value 42.756762
iter 40 value 41.655750
iter 50 value 41.400627
iter 60 value 41.163625
iter 70 value 41.157661
iter 80 value 41.155354
final value 41.155333
converged
# weights: 11
initial value 167.342008
iter 10 value 87.000972
iter 20 value 75.374745
iter 30 value 75.345559
iter 40 value 75.302033
iter 50 value 73.582895
iter 60 value 44.600869
iter 70 value 9.548667
iter 80 value 6.884923
iter 90 value 6.831671
iter 100 value 6.790087
final value 6.790087
stopped after 100 iterations
# weights: 27
initial value 224.877100
iter 10 value 9.911188
iter 20 value 6.608546
iter 30 value 6.342948
iter 40 value 6.164853
iter 50 value 6.158528
iter 60 value 6.145855
iter 70 value 6.112948
iter 80 value 6.104580
iter 90 value 6.088215
iter 100 value 6.083315
final value 6.083315
stopped after 100 iterations
# weights: 43
initial value 185.091980
iter 10 value 11.620136
iter 20 value 6.355591
iter 30 value 6.270905
iter 40 value 6.179377
iter 50 value 6.161008
iter 60 value 6.156001
iter 70 value 6.133602
iter 80 value 6.110245
iter 90 value 6.086210
iter 100 value 5.751804
final value 5.751804
stopped after 100 iterations
# weights: 11
initial value 167.384330
iter 10 value 20.972995
iter 20 value 6.484226
iter 30 value 5.206252
iter 40 value 5.078918
iter 50 value 5.073463
iter 60 value 5.069472
iter 70 value 5.056835
iter 80 value 5.052831
iter 90 value 5.050561
final value 5.050437
converged
# weights: 27
initial value 177.629237
iter 10 value 37.806671
iter 20 value 5.505237
iter 30 value 5.073430
iter 40 value 5.067170
iter 50 value 5.046754
iter 60 value 5.040483
iter 70 value 5.038174
iter 80 value 5.037329
iter 90 value 5.029107
iter 100 value 5.023532
final value 5.023532
stopped after 100 iterations
# weights: 43
initial value 228.841849
iter 10 value 24.599058
iter 20 value 5.513467
iter 30 value 5.109126
iter 40 value 5.068271
iter 50 value 5.030634
iter 60 value 4.935112
iter 70 value 3.579279
iter 80 value 0.074789
iter 90 value 0.002815
iter 100 value 0.001959
final value 0.001959
stopped after 100 iterations
# weights: 11
initial value 165.620591
iter 10 value 104.020336
iter 20 value 60.026219
iter 30 value 59.231815
final value 59.225294
converged
# weights: 27
initial value 171.137738
iter 10 value 88.114512
iter 20 value 51.179920
iter 30 value 42.527173
iter 40 value 40.237374
iter 50 value 40.040116
iter 60 value 39.630188
iter 70 value 38.844922
iter 80 value 38.765108
final value 38.764974
converged
# weights: 43
initial value 172.111695
iter 10 value 60.960926
iter 20 value 39.043638
iter 30 value 37.935794
iter 40 value 37.738317
iter 50 value 37.585680
iter 60 value 37.555633
iter 70 value 37.552795
iter 80 value 37.552201
iter 90 value 37.551892
iter 100 value 37.551853
final value 37.551853
stopped after 100 iterations
# weights: 11
initial value 167.439414
iter 10 value 66.330245
iter 20 value 65.918229
iter 30 value 65.828054
iter 40 value 65.794689
iter 50 value 65.690293
iter 60 value 65.680938
iter 70 value 59.462208
iter 80 value 10.153777
iter 90 value 5.826878
iter 100 value 5.790687
final value 5.790687
stopped after 100 iterations
# weights: 27
initial value 165.829065
iter 10 value 10.223637
iter 20 value 7.410262
iter 30 value 6.452749
iter 40 value 6.114811
iter 50 value 5.870379
iter 60 value 5.731593
iter 70 value 5.648186
iter 80 value 5.276302
iter 90 value 5.223413
iter 100 value 5.201657
final value 5.201657
stopped after 100 iterations
# weights: 43
initial value 167.700715
iter 10 value 37.576158
iter 20 value 7.201869
iter 30 value 5.805669
iter 40 value 5.408198
iter 50 value 5.215990
iter 60 value 4.640401
iter 70 value 3.956463
iter 80 value 3.784198
iter 90 value 3.225454
iter 100 value 2.656406
final value 2.656406
stopped after 100 iterations
# weights: 11
initial value 165.758818
iter 10 value 119.270007
iter 20 value 38.044351
iter 30 value 9.433883
iter 40 value 2.649988
iter 50 value 1.547071
iter 60 value 0.876410
iter 70 value 0.573775
iter 80 value 0.433653
iter 90 value 0.342458
iter 100 value 0.325180
final value 0.325180
stopped after 100 iterations
# weights: 27
initial value 177.612144
iter 10 value 6.768638
iter 20 value 0.308509
iter 30 value 0.005686
iter 40 value 0.001467
final value 0.000067
converged
# weights: 43
initial value 172.761297
iter 10 value 21.758380
iter 20 value 2.000544
iter 30 value 0.006018
final value 0.000072
converged
# weights: 11
initial value 166.362707
iter 10 value 109.892058
iter 20 value 72.167974
iter 30 value 58.924275
final value 58.924243
converged
# weights: 27
initial value 168.186499
iter 10 value 93.929931
iter 20 value 45.144388
iter 30 value 38.785229
iter 40 value 37.999223
iter 50 value 37.918730
iter 60 value 37.916916
iter 70 value 37.913330
final value 37.913329
converged
# weights: 43
initial value 181.554411
iter 10 value 72.281717
iter 20 value 42.076789
iter 30 value 39.604373
iter 40 value 38.902359
iter 50 value 38.064810
iter 60 value 37.632351
iter 70 value 37.569463
iter 80 value 37.476899
iter 90 value 37.456248
iter 100 value 37.451761
final value 37.451761
stopped after 100 iterations
# weights: 11
initial value 179.114330
iter 10 value 70.886079
iter 20 value 70.083178
iter 30 value 70.032662
iter 40 value 69.985246
iter 50 value 69.965656
iter 60 value 18.487925
iter 70 value 4.040500
iter 80 value 3.083373
iter 90 value 2.505712
iter 100 value 2.263105
final value 2.263105
stopped after 100 iterations
# weights: 27
initial value 172.529351
iter 10 value 9.442415
iter 20 value 0.935960
iter 30 value 0.827524
iter 40 value 0.651238
iter 50 value 0.520152
iter 60 value 0.417583
iter 70 value 0.389865
iter 80 value 0.377025
iter 90 value 0.347665
iter 100 value 0.336125
final value 0.336125
stopped after 100 iterations
# weights: 43
initial value 179.746928
iter 10 value 16.494771
iter 20 value 0.913152
iter 30 value 0.777242
iter 40 value 0.520725
iter 50 value 0.450131
iter 60 value 0.403788
iter 70 value 0.385615
iter 80 value 0.370380
iter 90 value 0.355934
iter 100 value 0.343857
final value 0.343857
stopped after 100 iterations
# weights: 11
initial value 186.240874
iter 10 value 23.940763
iter 20 value 13.808642
iter 30 value 7.599325
iter 40 value 5.035288
iter 50 value 3.613828
iter 60 value 2.843416
iter 70 value 1.639161
iter 80 value 0.928527
iter 90 value 0.815589
iter 100 value 0.763410
final value 0.763410
stopped after 100 iterations
# weights: 27
initial value 188.796535
iter 10 value 32.288630
iter 20 value 3.647020
iter 30 value 0.000377
final value 0.000082
converged
# weights: 43
initial value 169.880918
iter 10 value 22.084831
iter 20 value 0.797660
iter 30 value 0.004171
final value 0.000056
converged
# weights: 11
initial value 190.506257
iter 10 value 138.773104
iter 20 value 63.911874
iter 30 value 63.373433
final value 63.373405
converged
# weights: 27
initial value 181.084712
iter 10 value 65.403307
iter 20 value 46.707304
iter 30 value 45.478283
iter 40 value 45.089473
iter 50 value 45.004273
iter 60 value 44.978765
iter 70 value 44.978227
iter 70 value 44.978227
iter 70 value 44.978227
final value 44.978227
converged
# weights: 43
initial value 210.308956
iter 10 value 69.272999
iter 20 value 46.067028
iter 30 value 42.359210
iter 40 value 41.935187
iter 50 value 41.852666
iter 60 value 41.742657
iter 70 value 41.727283
iter 80 value 41.682321
iter 90 value 41.620050
iter 100 value 41.554839
final value 41.554839
stopped after 100 iterations
# weights: 11
initial value 166.213285
iter 10 value 63.352405
iter 20 value 15.183706
iter 30 value 6.113325
iter 40 value 4.975789
iter 50 value 4.841886
iter 60 value 4.658992
iter 70 value 4.362632
iter 80 value 4.351378
iter 90 value 4.343714
iter 100 value 4.341981
final value 4.341981
stopped after 100 iterations
# weights: 27
initial value 171.181262
iter 10 value 22.250194
iter 20 value 1.080440
iter 30 value 0.765359
iter 40 value 0.675364
iter 50 value 0.613809
iter 60 value 0.558737
iter 70 value 0.522342
iter 80 value 0.505488
iter 90 value 0.464293
iter 100 value 0.416817
final value 0.416817
stopped after 100 iterations
# weights: 43
initial value 248.272332
iter 10 value 42.022333
iter 20 value 8.192550
iter 30 value 3.915078
iter 40 value 3.617171
iter 50 value 3.094248
iter 60 value 2.583347
iter 70 value 1.293531
iter 80 value 1.018032
iter 90 value 0.761716
iter 100 value 0.716066
final value 0.716066
stopped after 100 iterations
# weights: 11
initial value 163.110909
iter 10 value 32.109710
iter 20 value 11.662587
iter 30 value 11.327220
iter 40 value 11.253087
iter 50 value 11.204812
iter 60 value 11.190546
iter 70 value 11.172848
iter 80 value 11.170672
iter 90 value 11.155162
iter 100 value 11.153410
final value 11.153410
stopped after 100 iterations
# weights: 27
initial value 184.241199
iter 10 value 75.243065
iter 20 value 45.049680
iter 30 value 12.991674
iter 40 value 11.508400
iter 50 value 11.391308
iter 60 value 11.194259
iter 70 value 11.118226
iter 80 value 11.007205
iter 90 value 10.683959
iter 100 value 10.372434
final value 10.372434
stopped after 100 iterations
# weights: 43
initial value 195.289561
iter 10 value 45.870177
iter 20 value 11.487410
iter 30 value 11.332584
iter 40 value 11.199163
iter 50 value 11.111030
iter 60 value 11.046107
iter 70 value 8.312815
iter 80 value 2.157762
iter 90 value 0.092754
iter 100 value 0.060142
final value 0.060142
stopped after 100 iterations
# weights: 11
initial value 163.579189
iter 10 value 103.383022
iter 20 value 71.950432
iter 30 value 63.069544
final value 63.067583
converged
# weights: 27
initial value 182.484940
iter 10 value 58.289139
iter 20 value 46.677278
iter 30 value 46.014728
iter 40 value 45.926978
iter 50 value 45.907605
final value 45.906994
converged
# weights: 43
initial value 231.481250
iter 10 value 74.277904
iter 20 value 47.429520
iter 30 value 44.337440
iter 40 value 42.888734
iter 50 value 42.698625
iter 60 value 42.682863
iter 70 value 42.677755
iter 80 value 42.673611
iter 90 value 42.672726
iter 100 value 42.672165
final value 42.672165
stopped after 100 iterations
# weights: 11
initial value 174.107711
iter 10 value 49.191571
iter 20 value 12.963260
iter 30 value 12.257792
iter 40 value 12.099055
iter 50 value 12.080896
iter 60 value 12.063714
iter 70 value 12.056114
iter 80 value 12.036758
iter 90 value 12.036691
final value 12.036649
converged
# weights: 27
initial value 173.412953
iter 10 value 66.715492
iter 20 value 60.929300
iter 30 value 14.478210
iter 40 value 11.507179
iter 50 value 11.113046
iter 60 value 10.336281
iter 70 value 10.021116
iter 80 value 9.843513
iter 90 value 9.785649
iter 100 value 7.851910
final value 7.851910
stopped after 100 iterations
# weights: 43
initial value 185.049918
iter 10 value 35.489546
iter 20 value 11.680108
iter 30 value 11.223182
iter 40 value 11.012426
iter 50 value 10.899969
iter 60 value 10.819790
iter 70 value 10.607523
iter 80 value 10.017901
iter 90 value 6.758568
iter 100 value 1.920791
final value 1.920791
stopped after 100 iterations
# weights: 11
initial value 169.310449
iter 10 value 75.842749
iter 20 value 31.864184
iter 30 value 12.042741
iter 40 value 11.647523
iter 50 value 11.561935
iter 60 value 11.525713
iter 70 value 11.520541
iter 80 value 11.512165
iter 90 value 11.506529
iter 100 value 11.502023
final value 11.502023
stopped after 100 iterations
# weights: 27
initial value 163.961402
iter 10 value 75.150441
iter 20 value 37.479116
iter 30 value 12.463653
iter 40 value 11.823066
iter 50 value 9.596316
iter 60 value 9.330595
iter 70 value 8.880320
iter 80 value 8.551802
iter 90 value 8.243393
iter 100 value 8.234822
final value 8.234822
stopped after 100 iterations
# weights: 43
initial value 173.435010
iter 10 value 48.933326
iter 20 value 12.053005
iter 30 value 11.752351
iter 40 value 11.535440
iter 50 value 11.443892
iter 60 value 11.278204
iter 70 value 11.262876
iter 80 value 11.192395
iter 90 value 11.155365
iter 100 value 11.142576
final value 11.142576
stopped after 100 iterations
# weights: 11
initial value 180.620686
iter 10 value 74.354713
iter 20 value 65.556489
final value 65.555566
converged
# weights: 27
initial value 178.382722
iter 10 value 87.424097
iter 20 value 48.753783
iter 30 value 47.308107
iter 40 value 47.205878
iter 50 value 47.187564
final value 47.186697
converged
# weights: 43
initial value 167.473758
iter 10 value 61.474468
iter 20 value 45.781800
iter 30 value 45.457934
iter 40 value 44.785832
iter 50 value 44.494502
iter 60 value 44.380196
iter 70 value 44.340444
iter 80 value 44.323830
iter 90 value 44.280767
iter 100 value 44.195342
final value 44.195342
stopped after 100 iterations
# weights: 11
initial value 172.277800
iter 10 value 73.268297
iter 20 value 22.015029
iter 30 value 12.823778
iter 40 value 12.519491
iter 50 value 12.328844
iter 60 value 12.269440
iter 70 value 12.252771
iter 80 value 12.234840
iter 90 value 12.205983
iter 100 value 12.203253
final value 12.203253
stopped after 100 iterations
# weights: 27
initial value 167.365401
iter 10 value 66.730397
iter 20 value 12.979613
iter 30 value 12.287251
iter 40 value 11.384258
iter 50 value 10.972970
iter 60 value 10.926851
iter 70 value 10.837456
iter 80 value 10.774248
iter 90 value 10.714272
iter 100 value 10.698483
final value 10.698483
stopped after 100 iterations
# weights: 43
initial value 167.889700
iter 10 value 63.781664
iter 20 value 12.854940
iter 30 value 11.382824
iter 40 value 10.425596
iter 50 value 9.245972
iter 60 value 8.588441
iter 70 value 7.155751
iter 80 value 5.723067
iter 90 value 5.327106
iter 100 value 4.126690
final value 4.126690
stopped after 100 iterations
# weights: 11
initial value 173.834486
iter 10 value 46.913001
iter 20 value 13.168446
iter 30 value 8.254945
iter 40 value 7.338274
iter 50 value 6.141366
iter 60 value 5.951952
iter 70 value 5.804416
iter 80 value 5.745822
iter 90 value 5.627010
iter 100 value 5.589169
final value 5.589169
stopped after 100 iterations
# weights: 27
initial value 201.097926
iter 10 value 10.828118
iter 20 value 0.224213
iter 30 value 0.000800
final value 0.000077
converged
# weights: 43
initial value 167.763949
iter 10 value 15.460156
iter 20 value 4.775476
iter 30 value 0.302442
iter 40 value 0.000668
final value 0.000009
converged
# weights: 11
initial value 168.439959
iter 10 value 85.679356
iter 20 value 61.319266
iter 30 value 61.157047
final value 61.157025
converged
# weights: 27
initial value 164.195522
iter 10 value 68.847977
iter 20 value 43.275915
iter 30 value 41.939060
iter 40 value 41.857564
iter 50 value 41.846387
final value 41.845961
converged
# weights: 43
initial value 179.048827
iter 10 value 53.928843
iter 20 value 39.613051
iter 30 value 39.011122
iter 40 value 38.747136
iter 50 value 38.679445
iter 60 value 38.652519
iter 70 value 38.648767
iter 80 value 38.645824
iter 90 value 38.645434
iter 100 value 38.645186
final value 38.645186
stopped after 100 iterations
# weights: 11
initial value 164.514490
iter 10 value 72.268002
iter 20 value 71.738818
iter 30 value 71.660602
iter 40 value 71.621995
iter 50 value 71.607245
iter 60 value 71.501190
iter 70 value 71.443849
iter 80 value 60.789181
iter 90 value 13.629548
iter 100 value 7.587949
final value 7.587949
stopped after 100 iterations
# weights: 27
initial value 169.215713
iter 10 value 52.184091
iter 20 value 11.221088
iter 30 value 7.003190
iter 40 value 5.949571
iter 50 value 4.033293
iter 60 value 3.377510
iter 70 value 3.059274
iter 80 value 2.935685
iter 90 value 2.707284
iter 100 value 2.502942
final value 2.502942
stopped after 100 iterations
# weights: 43
initial value 191.494477
iter 10 value 51.290952
iter 20 value 11.054490
iter 30 value 6.696169
iter 40 value 6.108416
iter 50 value 5.490610
iter 60 value 5.300556
iter 70 value 4.771074
iter 80 value 4.169958
iter 90 value 3.738803
iter 100 value 2.720253
final value 2.720253
stopped after 100 iterations
# weights: 11
initial value 197.129921
iter 10 value 69.977467
iter 20 value 13.198326
iter 30 value 5.002193
iter 40 value 4.694946
iter 50 value 4.612011
iter 60 value 4.607415
iter 70 value 4.607070
iter 80 value 4.605464
iter 90 value 4.605192
iter 100 value 4.604700
final value 4.604700
stopped after 100 iterations
# weights: 27
initial value 177.146036
iter 10 value 38.215993
iter 20 value 4.902174
iter 30 value 4.677459
iter 40 value 4.640449
iter 50 value 4.587457
iter 60 value 4.455646
iter 70 value 4.363644
iter 80 value 4.268800
iter 90 value 4.073123
iter 100 value 3.742320
final value 3.742320
stopped after 100 iterations
# weights: 43
initial value 192.641225
iter 10 value 67.528621
iter 20 value 5.975051
iter 30 value 4.782472
iter 40 value 4.754731
iter 50 value 4.645232
iter 60 value 4.634269
iter 70 value 4.632437
iter 80 value 4.630607
iter 90 value 4.629111
iter 100 value 4.628947
final value 4.628947
stopped after 100 iterations
# weights: 11
initial value 169.243546
iter 10 value 64.418076
iter 20 value 58.177767
iter 30 value 57.836619
final value 57.836254
converged
# weights: 27
initial value 177.985222
iter 10 value 59.235978
iter 20 value 40.183103
iter 30 value 38.715677
iter 40 value 38.502394
iter 50 value 38.341876
iter 60 value 38.324478
iter 70 value 38.323620
final value 38.323618
converged
# weights: 43
initial value 168.723360
iter 10 value 56.205192
iter 20 value 37.918589
iter 30 value 37.458142
iter 40 value 37.398760
iter 50 value 37.382435
iter 60 value 37.367884
iter 70 value 37.343207
iter 80 value 37.195480
iter 90 value 37.117935
iter 100 value 37.100306
final value 37.100306
stopped after 100 iterations
# weights: 11
initial value 180.683635
iter 10 value 65.798222
iter 20 value 7.412711
iter 30 value 5.272501
iter 40 value 5.257951
iter 50 value 5.243668
iter 60 value 5.243215
iter 70 value 5.242875
iter 80 value 5.241649
iter 90 value 5.241610
iter 100 value 5.241591
final value 5.241591
stopped after 100 iterations
# weights: 27
initial value 162.084918
iter 10 value 68.494963
iter 20 value 68.402559
iter 30 value 68.380418
iter 40 value 68.347904
iter 50 value 68.312546
iter 60 value 37.504138
iter 70 value 5.133983
iter 80 value 4.944555
iter 90 value 4.816234
iter 100 value 4.784586
final value 4.784586
stopped after 100 iterations
# weights: 43
initial value 177.450827
iter 10 value 34.488410
iter 20 value 6.202275
iter 30 value 4.052839
iter 40 value 3.017725
iter 50 value 1.542814
iter 60 value 1.394668
iter 70 value 1.092700
iter 80 value 0.972573
iter 90 value 0.934316
iter 100 value 0.899858
final value 0.899858
stopped after 100 iterations
# weights: 11
initial value 176.842937
iter 10 value 80.884190
iter 20 value 70.678964
final value 70.640436
converged
# weights: 27
initial value 205.278085
iter 10 value 18.613045
iter 20 value 1.435113
iter 30 value 0.010995
final value 0.000073
converged
# weights: 43
initial value 166.621349
iter 10 value 20.135267
iter 20 value 1.801468
iter 30 value 0.002126
final value 0.000084
converged
# weights: 11
initial value 165.876571
iter 10 value 82.670423
iter 20 value 56.810729
iter 30 value 56.490190
final value 56.490091
converged
# weights: 27
initial value 180.621561
iter 10 value 49.206928
iter 20 value 37.631958
iter 30 value 37.535198
iter 40 value 37.507433
iter 50 value 37.502496
final value 37.502487
converged
# weights: 43
initial value 204.037125
iter 10 value 59.425453
iter 20 value 38.514481
iter 30 value 36.669743
iter 40 value 36.556417
iter 50 value 36.352512
iter 60 value 36.155865
iter 70 value 36.151864
iter 80 value 36.141027
iter 90 value 36.135811
iter 100 value 36.132175
final value 36.132175
stopped after 100 iterations
# weights: 11
initial value 168.232868
iter 10 value 70.987480
iter 20 value 70.794273
iter 30 value 70.765361
iter 40 value 70.750537
iter 50 value 70.731132
iter 60 value 60.694689
iter 70 value 11.916056
iter 80 value 1.542542
iter 90 value 1.298010
iter 100 value 1.239330
final value 1.239330
stopped after 100 iterations
# weights: 27
initial value 156.886632
iter 10 value 10.423001
iter 20 value 0.475053
iter 30 value 0.381081
iter 40 value 0.359190
iter 50 value 0.340768
iter 60 value 0.296602
iter 70 value 0.285038
iter 80 value 0.279887
iter 90 value 0.267140
iter 100 value 0.251581
final value 0.251581
stopped after 100 iterations
# weights: 43
initial value 187.537530
iter 10 value 49.248745
iter 20 value 3.554968
iter 30 value 0.689501
iter 40 value 0.549915
iter 50 value 0.476136
iter 60 value 0.448319
iter 70 value 0.399896
iter 80 value 0.357211
iter 90 value 0.338139
iter 100 value 0.321992
final value 0.321992
stopped after 100 iterations
# weights: 11
initial value 186.674599
iter 10 value 108.065892
iter 20 value 31.153372
iter 30 value 8.501873
iter 40 value 1.563925
iter 50 value 1.262352
iter 60 value 1.140035
iter 70 value 1.024012
iter 80 value 0.930398
iter 90 value 0.819191
iter 100 value 0.699705
final value 0.699705
stopped after 100 iterations
# weights: 27
initial value 169.401771
iter 10 value 55.564894
iter 20 value 12.859205
iter 30 value 2.638230
iter 40 value 0.651517
iter 50 value 0.028565
iter 60 value 0.011063
iter 70 value 0.009499
iter 80 value 0.006793
iter 90 value 0.000938
iter 100 value 0.000913
final value 0.000913
stopped after 100 iterations
# weights: 43
initial value 172.948434
iter 10 value 15.151488
iter 20 value 0.824310
iter 30 value 0.027058
iter 40 value 0.000147
iter 40 value 0.000075
iter 40 value 0.000068
final value 0.000068
converged
# weights: 11
initial value 183.418728
iter 10 value 78.046602
iter 20 value 57.725431
final value 57.557813
converged
# weights: 27
initial value 171.468444
iter 10 value 68.282284
iter 20 value 39.090888
iter 30 value 37.083309
iter 40 value 36.936507
iter 50 value 36.930834
iter 60 value 36.930519
iter 70 value 36.930358
final value 36.930357
converged
# weights: 43
initial value 186.984635
iter 10 value 50.676556
iter 20 value 36.432256
iter 30 value 35.947097
iter 40 value 35.842762
iter 50 value 35.761949
iter 60 value 35.728452
iter 70 value 35.703263
iter 80 value 35.687543
iter 90 value 35.685549
iter 100 value 35.683436
final value 35.683436
stopped after 100 iterations
# weights: 11
initial value 170.850840
iter 10 value 99.083328
iter 20 value 15.835390
iter 30 value 6.241415
iter 40 value 2.381214
iter 50 value 2.049069
iter 60 value 2.030839
iter 70 value 2.030730
iter 80 value 2.030687
iter 90 value 2.030631
iter 100 value 2.030604
final value 2.030604
stopped after 100 iterations
# weights: 27
initial value 188.935165
iter 10 value 50.000717
iter 20 value 1.186806
iter 30 value 0.885840
iter 40 value 0.738093
iter 50 value 0.605027
iter 60 value 0.523823
iter 70 value 0.500188
iter 80 value 0.457089
iter 90 value 0.424783
iter 100 value 0.397626
final value 0.397626
stopped after 100 iterations
# weights: 43
initial value 187.902002
iter 10 value 34.509112
iter 20 value 3.317702
iter 30 value 1.262519
iter 40 value 0.701276
iter 50 value 0.639125
iter 60 value 0.557382
iter 70 value 0.496181
iter 80 value 0.403840
iter 90 value 0.390537
iter 100 value 0.377283
final value 0.377283
stopped after 100 iterations
# weights: 11
initial value 185.416884
iter 10 value 66.088960
iter 20 value 9.411389
iter 30 value 3.744888
iter 40 value 1.973318
iter 50 value 0.673639
iter 60 value 0.197968
iter 70 value 0.155190
iter 80 value 0.152969
iter 90 value 0.109370
iter 100 value 0.089257
final value 0.089257
stopped after 100 iterations
# weights: 27
initial value 166.441754
iter 10 value 34.987130
iter 20 value 1.081759
iter 30 value 0.002607
final value 0.000099
converged
# weights: 43
initial value 177.918852
iter 10 value 30.125157
iter 20 value 0.218949
iter 30 value 0.000670
final value 0.000078
converged
# weights: 11
initial value 174.543503
iter 10 value 83.331361
iter 20 value 58.848118
final value 58.846843
converged
# weights: 27
initial value 175.801391
iter 10 value 66.021148
iter 20 value 44.071663
iter 30 value 40.349511
iter 40 value 40.075633
iter 50 value 40.039538
final value 40.037346
converged
# weights: 43
initial value 201.532672
iter 10 value 85.683617
iter 20 value 40.317509
iter 30 value 38.156640
iter 40 value 37.112623
iter 50 value 36.944554
iter 60 value 36.914801
iter 70 value 36.883016
iter 80 value 36.833456
iter 90 value 36.819460
iter 100 value 36.755264
final value 36.755264
stopped after 100 iterations
# weights: 11
initial value 181.180419
iter 10 value 55.193934
iter 20 value 3.982899
iter 30 value 2.621942
iter 40 value 2.354317
iter 50 value 2.188872
iter 60 value 2.175910
iter 70 value 2.174662
iter 80 value 2.174279
iter 90 value 2.174197
iter 100 value 2.174128
final value 2.174128
stopped after 100 iterations
# weights: 27
initial value 179.019338
iter 10 value 72.234250
iter 20 value 5.982203
iter 30 value 0.443273
iter 40 value 0.427584
iter 50 value 0.401846
iter 60 value 0.390447
iter 70 value 0.358994
iter 80 value 0.343037
iter 90 value 0.340765
iter 100 value 0.333146
final value 0.333146
stopped after 100 iterations
# weights: 43
initial value 187.894900
iter 10 value 14.279058
iter 20 value 0.839503
iter 30 value 0.705987
iter 40 value 0.572706
iter 50 value 0.472014
iter 60 value 0.378636
iter 70 value 0.362400
iter 80 value 0.344626
iter 90 value 0.316028
iter 100 value 0.304931
final value 0.304931
stopped after 100 iterations
# weights: 11
initial value 165.013601
iter 10 value 66.531304
iter 20 value 66.521350
final value 66.521305
converged
# weights: 27
initial value 176.534495
iter 10 value 66.438966
iter 20 value 47.646884
iter 30 value 4.129876
iter 40 value 0.064998
iter 50 value 0.001576
iter 60 value 0.000465
final value 0.000076
converged
# weights: 43
initial value 173.456815
iter 10 value 5.126126
iter 20 value 0.071503
iter 30 value 0.002460
final value 0.000081
converged
# weights: 11
initial value 177.031321
iter 10 value 87.243936
iter 20 value 65.429425
iter 30 value 58.332506
iter 40 value 58.230696
iter 40 value 58.230696
iter 40 value 58.230696
final value 58.230696
converged
# weights: 27
initial value 172.827231
iter 10 value 75.053574
iter 20 value 43.750369
iter 30 value 41.074795
iter 40 value 39.044213
iter 50 value 38.166415
iter 60 value 37.714600
iter 70 value 37.408423
iter 80 value 37.354196
final value 37.354049
converged
# weights: 43
initial value 216.901365
iter 10 value 59.306914
iter 20 value 38.807111
iter 30 value 36.846495
iter 40 value 36.554487
iter 50 value 36.316190
iter 60 value 36.284704
iter 70 value 36.272012
iter 80 value 36.261854
iter 90 value 36.259146
iter 100 value 36.259028
final value 36.259028
stopped after 100 iterations
# weights: 11
initial value 176.743316
iter 10 value 97.530535
iter 20 value 68.877221
iter 30 value 61.603827
iter 40 value 54.394127
iter 50 value 35.387417
iter 60 value 10.539432
iter 70 value 3.225843
iter 80 value 2.521538
iter 90 value 2.331104
iter 100 value 2.201914
final value 2.201914
stopped after 100 iterations
# weights: 27
initial value 189.547541
iter 10 value 5.143338
iter 20 value 1.525850
iter 30 value 1.363093
iter 40 value 1.050368
iter 50 value 0.718532
iter 60 value 0.544469
iter 70 value 0.519887
iter 80 value 0.487494
iter 90 value 0.444575
iter 100 value 0.422074
final value 0.422074
stopped after 100 iterations
# weights: 43
initial value 171.736638
iter 10 value 62.340276
iter 20 value 12.009024
iter 30 value 1.566715
iter 40 value 0.790543
iter 50 value 0.723779
iter 60 value 0.667103
iter 70 value 0.621992
iter 80 value 0.459651
iter 90 value 0.427571
iter 100 value 0.407525
final value 0.407525
stopped after 100 iterations
# weights: 11
initial value 200.060512
iter 10 value 70.095438
iter 20 value 69.169855
final value 69.168964
converged
# weights: 27
initial value 166.365696
iter 10 value 58.957889
iter 20 value 0.352517
iter 30 value 0.001509
final value 0.000090
converged
# weights: 43
initial value 171.204555
iter 10 value 8.777809
iter 20 value 0.019977
iter 30 value 0.000412
final value 0.000064
converged
# weights: 11
initial value 184.931711
iter 10 value 120.554524
iter 20 value 60.011851
iter 30 value 57.643339
final value 57.633996
converged
# weights: 27
initial value 185.414187
iter 10 value 59.109246
iter 20 value 39.439112
iter 30 value 37.506513
iter 40 value 37.260571
iter 50 value 37.233030
iter 60 value 37.232898
final value 37.232862
converged
# weights: 43
initial value 172.089763
iter 10 value 41.340489
iter 20 value 36.387303
iter 30 value 35.991585
iter 40 value 35.973148
iter 50 value 35.969071
final value 35.969041
converged
# weights: 11
initial value 172.295650
iter 10 value 71.278794
iter 20 value 70.012608
iter 30 value 69.706360
iter 40 value 69.624862
iter 50 value 69.595901
iter 60 value 69.528356
iter 70 value 69.367883
iter 80 value 69.353401
iter 90 value 69.058983
iter 100 value 43.597827
final value 43.597827
stopped after 100 iterations
# weights: 27
initial value 174.256583
iter 10 value 27.909787
iter 20 value 0.437801
iter 30 value 0.391610
iter 40 value 0.321234
iter 50 value 0.301385
iter 60 value 0.221983
iter 70 value 0.208952
iter 80 value 0.205389
iter 90 value 0.200017
iter 100 value 0.195662
final value 0.195662
stopped after 100 iterations
# weights: 43
initial value 211.881035
iter 10 value 4.465211
iter 20 value 0.449896
iter 30 value 0.311024
iter 40 value 0.260132
iter 50 value 0.246845
iter 60 value 0.223867
iter 70 value 0.210783
iter 80 value 0.203187
iter 90 value 0.199033
iter 100 value 0.195919
final value 0.195919
stopped after 100 iterations
# weights: 11
initial value 168.474632
iter 10 value 64.898890
iter 20 value 64.623209
final value 64.622931
converged
# weights: 27
initial value 185.234577
iter 10 value 62.048263
iter 20 value 9.733158
iter 30 value 1.611274
iter 40 value 0.010772
iter 50 value 0.000445
iter 60 value 0.000150
final value 0.000095
converged
# weights: 43
initial value 189.580808
iter 10 value 51.067886
iter 20 value 1.452172
iter 30 value 0.009630
final value 0.000080
converged
# weights: 11
initial value 178.504251
iter 10 value 78.153088
iter 20 value 58.218017
iter 30 value 56.592826
final value 56.591023
converged
# weights: 27
initial value 179.953212
iter 10 value 72.638966
iter 20 value 48.858536
iter 30 value 38.945117
iter 40 value 37.828888
iter 50 value 37.474029
iter 60 value 37.350993
iter 70 value 37.290706
iter 80 value 37.288670
iter 80 value 37.288669
iter 80 value 37.288669
final value 37.288669
converged
# weights: 43
initial value 170.886379
iter 10 value 53.586136
iter 20 value 37.541170
iter 30 value 36.931379
iter 40 value 36.832672
iter 50 value 36.773744
iter 60 value 36.764096
iter 70 value 36.762693
iter 80 value 36.761656
final value 36.761573
converged
# weights: 11
initial value 170.492824
iter 10 value 38.450859
iter 20 value 4.181352
iter 30 value 2.042465
iter 40 value 1.822541
iter 50 value 1.634889
iter 60 value 1.555324
iter 70 value 1.551101
iter 80 value 1.547441
iter 90 value 1.544490
iter 100 value 1.541892
final value 1.541892
stopped after 100 iterations
# weights: 27
initial value 166.856089
iter 10 value 64.971098
iter 20 value 64.782530
iter 30 value 46.316323
iter 40 value 10.590342
iter 50 value 2.171857
iter 60 value 1.809384
iter 70 value 1.565563
iter 80 value 1.495247
iter 90 value 1.492040
iter 100 value 1.488818
final value 1.488818
stopped after 100 iterations
# weights: 43
initial value 178.903486
iter 10 value 49.122093
iter 20 value 0.909724
iter 30 value 0.571235
iter 40 value 0.467995
iter 50 value 0.409270
iter 60 value 0.375811
iter 70 value 0.330766
iter 80 value 0.318430
iter 90 value 0.306516
iter 100 value 0.300368
final value 0.300368
stopped after 100 iterations
# weights: 11
initial value 169.363807
iter 10 value 77.459544
iter 20 value 74.862127
final value 74.859915
converged
# weights: 27
initial value 168.877419
iter 10 value 42.798310
iter 20 value 0.644531
iter 30 value 0.000749
final value 0.000057
converged
# weights: 43
initial value 171.565854
iter 10 value 11.307629
iter 20 value 0.025683
final value 0.000086
converged
# weights: 11
initial value 164.987134
iter 10 value 91.968004
iter 20 value 62.442082
final value 60.767585
converged
# weights: 27
initial value 215.437194
iter 10 value 86.269864
iter 20 value 43.813302
iter 30 value 40.236144
iter 40 value 40.049111
iter 50 value 39.922738
iter 60 value 39.909959
iter 70 value 39.906234
final value 39.906230
converged
# weights: 43
initial value 178.680964
iter 10 value 57.215577
iter 20 value 41.977468
iter 30 value 40.228200
iter 40 value 39.704878
iter 50 value 38.995358
iter 60 value 38.921749
iter 70 value 38.906324
iter 80 value 38.902952
iter 90 value 38.901797
iter 100 value 38.901704
final value 38.901704
stopped after 100 iterations
# weights: 11
initial value 182.938171
iter 10 value 50.437485
iter 20 value 11.217287
iter 30 value 5.805222
iter 40 value 2.777647
iter 50 value 2.060271
iter 60 value 1.691852
iter 70 value 1.614764
iter 80 value 1.612365
iter 90 value 1.611897
iter 100 value 1.611862
final value 1.611862
stopped after 100 iterations
# weights: 27
initial value 186.483765
iter 10 value 6.417775
iter 20 value 0.690665
iter 30 value 0.587660
iter 40 value 0.500116
iter 50 value 0.368977
iter 60 value 0.357481
iter 70 value 0.342160
iter 80 value 0.320408
iter 90 value 0.302235
iter 100 value 0.282518
final value 0.282518
stopped after 100 iterations
# weights: 43
initial value 185.358090
iter 10 value 64.421640
iter 20 value 2.377728
iter 30 value 0.466407
iter 40 value 0.438462
iter 50 value 0.399710
iter 60 value 0.334235
iter 70 value 0.295973
iter 80 value 0.272010
iter 90 value 0.261109
iter 100 value 0.256458
final value 0.256458
stopped after 100 iterations
# weights: 11
initial value 173.299397
iter 10 value 69.056185
iter 20 value 67.421767
final value 67.417597
converged
# weights: 27
initial value 185.852410
iter 10 value 33.307225
iter 20 value 6.470719
iter 30 value 5.330978
iter 40 value 5.007787
iter 50 value 4.872507
iter 60 value 4.586854
iter 70 value 4.189082
iter 80 value 3.863683
iter 90 value 2.881579
iter 100 value 2.482143
final value 2.482143
stopped after 100 iterations
# weights: 43
initial value 188.940250
iter 10 value 10.519419
iter 20 value 5.011540
iter 30 value 4.964221
iter 40 value 4.908114
iter 50 value 4.854039
iter 60 value 4.815679
iter 70 value 4.808049
iter 80 value 4.796078
iter 90 value 4.754455
iter 100 value 4.754351
final value 4.754351
stopped after 100 iterations
# weights: 11
initial value 176.512889
iter 10 value 86.953768
iter 20 value 57.866735
final value 57.863119
converged
# weights: 27
initial value 196.711429
iter 10 value 70.191491
iter 20 value 40.559451
iter 30 value 39.518029
iter 40 value 38.517390
iter 50 value 38.107795
iter 60 value 37.826354
iter 70 value 37.766637
final value 37.763478
converged
# weights: 43
initial value 165.113729
iter 10 value 69.474822
iter 20 value 42.297601
iter 30 value 39.540359
iter 40 value 38.739743
iter 50 value 37.470364
iter 60 value 37.195722
iter 70 value 36.905623
iter 80 value 36.710537
iter 90 value 36.674592
iter 100 value 36.646624
final value 36.646624
stopped after 100 iterations
# weights: 11
initial value 169.083077
iter 10 value 29.095366
iter 20 value 6.333257
iter 30 value 5.992487
iter 40 value 5.788812
iter 50 value 5.736530
iter 60 value 5.699117
iter 70 value 5.623856
iter 80 value 5.584635
iter 90 value 5.568303
iter 100 value 5.486035
final value 5.486035
stopped after 100 iterations
# weights: 27
initial value 173.905410
iter 10 value 61.786027
iter 20 value 6.337128
iter 30 value 5.108480
iter 40 value 5.054776
iter 50 value 5.001308
iter 60 value 4.997831
iter 70 value 4.977726
iter 80 value 4.975986
iter 90 value 4.973713
iter 100 value 4.971767
final value 4.971767
stopped after 100 iterations
# weights: 43
initial value 186.916145
iter 10 value 11.869860
iter 20 value 5.416066
iter 30 value 5.186167
iter 40 value 5.132970
iter 50 value 5.032871
iter 60 value 4.972417
iter 70 value 4.834936
iter 80 value 4.004194
iter 90 value 3.665713
iter 100 value 3.436682
final value 3.436682
stopped after 100 iterations
# weights: 11
initial value 164.888629
iter 10 value 88.765361
iter 20 value 12.889044
iter 30 value 3.930321
iter 40 value 2.687707
iter 50 value 2.205737
iter 60 value 2.078973
iter 70 value 1.819973
iter 80 value 1.700645
iter 90 value 1.643570
iter 100 value 1.424214
final value 1.424214
stopped after 100 iterations
# weights: 27
initial value 166.337347
iter 10 value 7.434053
iter 20 value 0.026737
final value 0.000074
converged
# weights: 43
initial value 167.856467
iter 10 value 44.468629
iter 20 value 2.244866
iter 30 value 0.006215
iter 40 value 0.000123
final value 0.000054
converged
# weights: 11
initial value 170.284480
iter 10 value 98.308688
iter 20 value 59.986473
final value 59.986193
converged
# weights: 27
initial value 168.846878
iter 10 value 55.992887
iter 20 value 41.398950
iter 30 value 40.080960
iter 40 value 40.049956
iter 50 value 40.049852
final value 40.049851
converged
# weights: 43
initial value 171.982776
iter 10 value 54.672482
iter 20 value 40.651881
iter 30 value 39.088144
iter 40 value 39.056579
iter 50 value 39.053607
iter 60 value 39.052075
final value 39.052031
converged
# weights: 11
initial value 215.414083
iter 10 value 79.909316
iter 20 value 19.376714
iter 30 value 8.131768
iter 40 value 6.441409
iter 50 value 5.095375
iter 60 value 4.926972
iter 70 value 4.774957
iter 80 value 4.632342
iter 90 value 4.628921
iter 100 value 4.628186
final value 4.628186
stopped after 100 iterations
# weights: 27
initial value 198.699888
iter 10 value 29.080278
iter 20 value 2.757205
iter 30 value 1.585730
iter 40 value 1.502671
iter 50 value 1.308408
iter 60 value 1.280763
iter 70 value 1.195621
iter 80 value 1.183402
iter 90 value 1.166949
iter 100 value 1.156646
final value 1.156646
stopped after 100 iterations
# weights: 43
initial value 179.088788
iter 10 value 10.937421
iter 20 value 2.997554
iter 30 value 2.534797
iter 40 value 2.015815
iter 50 value 1.717074
iter 60 value 1.301359
iter 70 value 1.271287
iter 80 value 1.238259
iter 90 value 1.214910
iter 100 value 1.195234
final value 1.195234
stopped after 100 iterations
# weights: 11
initial value 168.155687
iter 10 value 64.572116
iter 20 value 10.992386
iter 30 value 2.508526
iter 40 value 1.422496
iter 50 value 0.860996
iter 60 value 0.048970
iter 70 value 0.039258
iter 80 value 0.025175
iter 90 value 0.015161
iter 100 value 0.013130
final value 0.013130
stopped after 100 iterations
# weights: 27
initial value 193.841591
iter 10 value 2.466017
iter 20 value 0.019881
iter 30 value 0.000277
final value 0.000067
converged
# weights: 43
initial value 176.107475
iter 10 value 34.598798
iter 20 value 0.064708
iter 30 value 0.001496
iter 40 value 0.000469
final value 0.000087
converged
# weights: 11
initial value 163.856016
iter 10 value 66.343422
iter 20 value 56.057352
iter 30 value 55.939824
final value 55.939777
converged
# weights: 27
initial value 168.844586
iter 10 value 53.620194
iter 20 value 40.631968
iter 30 value 36.748869
iter 40 value 36.475056
iter 50 value 36.455029
final value 36.454877
converged
# weights: 43
initial value 168.159746
iter 10 value 51.308064
iter 20 value 37.272025
iter 30 value 35.428627
iter 40 value 35.313086
iter 50 value 35.226148
iter 60 value 35.213521
iter 70 value 35.212511
iter 80 value 35.203784
iter 90 value 35.200031
iter 100 value 35.192053
final value 35.192053
stopped after 100 iterations
# weights: 11
initial value 180.946761
iter 10 value 73.435467
iter 20 value 65.956516
iter 30 value 65.946748
iter 40 value 65.937939
iter 50 value 63.358142
iter 60 value 18.631719
iter 70 value 1.739705
iter 80 value 1.258790
iter 90 value 1.221931
iter 100 value 1.198247
final value 1.198247
stopped after 100 iterations
# weights: 27
initial value 173.286902
iter 10 value 68.995120
iter 20 value 66.338338
iter 30 value 65.863192
iter 40 value 7.300056
iter 50 value 0.554401
iter 60 value 0.417765
iter 70 value 0.396098
iter 80 value 0.355406
iter 90 value 0.337417
iter 100 value 0.301398
final value 0.301398
stopped after 100 iterations
# weights: 43
initial value 171.225485
iter 10 value 8.950644
iter 20 value 1.194133
iter 30 value 0.828599
iter 40 value 0.547184
iter 50 value 0.434082
iter 60 value 0.382520
iter 70 value 0.348833
iter 80 value 0.338047
iter 90 value 0.326993
iter 100 value 0.313003
final value 0.313003
stopped after 100 iterations
# weights: 11
initial value 179.547032
iter 10 value 76.470252
iter 20 value 67.608710
final value 67.601979
converged
# weights: 27
initial value 173.539766
iter 10 value 73.739039
iter 20 value 67.605824
iter 30 value 67.601535
final value 67.601530
converged
# weights: 43
initial value 213.727841
iter 10 value 13.674631
iter 20 value 0.583664
iter 30 value 0.002095
final value 0.000067
converged
# weights: 11
initial value 164.895144
iter 10 value 72.121926
iter 20 value 59.329497
iter 30 value 58.960346
final value 58.960251
converged
# weights: 27
initial value 183.954837
iter 10 value 50.896907
iter 20 value 40.850568
iter 30 value 39.183405
iter 40 value 38.610007
iter 50 value 38.442430
iter 60 value 38.405685
iter 70 value 38.393665
final value 38.393627
converged
# weights: 43
initial value 169.247686
iter 10 value 65.368682
iter 20 value 40.847065
iter 30 value 39.397420
iter 40 value 38.503298
iter 50 value 38.052529
iter 60 value 37.580541
iter 70 value 37.396696
iter 80 value 37.309611
iter 90 value 37.291374
iter 100 value 37.265544
final value 37.265544
stopped after 100 iterations
# weights: 11
initial value 166.001370
iter 10 value 69.275572
iter 20 value 68.050945
iter 30 value 67.770087
iter 40 value 65.468777
iter 50 value 39.916111
iter 60 value 15.317107
iter 70 value 5.493799
iter 80 value 3.781336
iter 90 value 3.453551
iter 100 value 2.539688
final value 2.539688
stopped after 100 iterations
# weights: 27
initial value 168.672092
iter 10 value 12.067332
iter 20 value 0.916366
iter 30 value 0.831220
iter 40 value 0.609733
iter 50 value 0.464449
iter 60 value 0.429574
iter 70 value 0.396722
iter 80 value 0.382046
iter 90 value 0.354638
iter 100 value 0.341324
final value 0.341324
stopped after 100 iterations
# weights: 43
initial value 217.709928
iter 10 value 17.415654
iter 20 value 0.960413
iter 30 value 0.796401
iter 40 value 0.669035
iter 50 value 0.609047
iter 60 value 0.501206
iter 70 value 0.458438
iter 80 value 0.439893
iter 90 value 0.419907
iter 100 value 0.410729
final value 0.410729
stopped after 100 iterations
# weights: 11
initial value 164.766418
iter 10 value 78.048718
iter 20 value 75.556432
final value 75.549020
converged
# weights: 27
initial value 161.286278
iter 10 value 36.258375
iter 20 value 5.245064
iter 30 value 4.912067
iter 40 value 4.839876
iter 50 value 4.803568
iter 60 value 4.802640
iter 70 value 4.795264
iter 80 value 4.794599
iter 90 value 4.785198
iter 100 value 4.783452
final value 4.783452
stopped after 100 iterations
# weights: 43
initial value 173.208479
iter 10 value 7.402939
iter 20 value 4.876223
iter 30 value 4.815734
iter 40 value 4.806141
iter 50 value 4.796714
iter 60 value 4.795471
iter 70 value 4.781872
iter 80 value 4.775058
iter 90 value 4.774428
iter 100 value 4.774343
final value 4.774343
stopped after 100 iterations
# weights: 11
initial value 168.705198
iter 10 value 91.922631
iter 20 value 61.413802
iter 30 value 59.160426
final value 59.139015
converged
# weights: 27
initial value 167.435416
iter 10 value 66.319017
iter 20 value 42.278937
iter 30 value 41.434437
iter 40 value 41.349827
iter 50 value 41.344577
final value 41.344405
converged
# weights: 43
initial value 240.214875
iter 10 value 71.441109
iter 20 value 44.509915
iter 30 value 42.717816
iter 40 value 41.262409
iter 50 value 39.368209
iter 60 value 39.163744
iter 70 value 38.985797
iter 80 value 38.948542
iter 90 value 38.931428
iter 100 value 38.929299
final value 38.929299
stopped after 100 iterations
# weights: 11
initial value 166.233573
iter 10 value 52.059769
iter 20 value 9.122209
iter 30 value 5.428441
iter 40 value 5.369147
iter 50 value 5.366134
iter 60 value 5.365518
iter 70 value 5.364236
iter 80 value 5.362812
iter 90 value 5.362565
iter 100 value 5.362480
final value 5.362480
stopped after 100 iterations
# weights: 27
initial value 183.194666
iter 10 value 57.050928
iter 20 value 5.720614
iter 30 value 5.074707
iter 40 value 5.002750
iter 50 value 4.904125
iter 60 value 4.607212
iter 70 value 4.411292
iter 80 value 3.729781
iter 90 value 2.969980
iter 100 value 1.757204
final value 1.757204
stopped after 100 iterations
# weights: 43
initial value 184.000199
iter 10 value 33.022317
iter 20 value 5.102425
iter 30 value 4.882719
iter 40 value 4.553138
iter 50 value 4.397795
iter 60 value 4.337131
iter 70 value 4.181077
iter 80 value 4.125629
iter 90 value 4.076557
iter 100 value 4.019868
final value 4.019868
stopped after 100 iterations
# weights: 11
initial value 181.938666
iter 10 value 16.072584
iter 20 value 7.880204
iter 30 value 7.431376
iter 40 value 7.258833
iter 50 value 7.213068
iter 60 value 7.200114
iter 70 value 7.174626
iter 80 value 7.166026
iter 90 value 7.145917
iter 100 value 7.140080
final value 7.140080
stopped after 100 iterations
# weights: 27
initial value 163.277362
iter 10 value 37.118939
iter 20 value 8.029703
iter 30 value 7.499382
iter 40 value 7.105582
iter 50 value 6.999757
iter 60 value 6.970966
iter 70 value 6.674960
iter 80 value 5.833792
iter 90 value 5.472757
iter 100 value 5.164322
final value 5.164322
stopped after 100 iterations
# weights: 43
initial value 185.107539
iter 10 value 28.997524
iter 20 value 6.688025
iter 30 value 4.814581
iter 40 value 3.585758
iter 50 value 3.383016
iter 60 value 3.361313
iter 70 value 3.340521
iter 80 value 3.323962
iter 90 value 2.981487
iter 100 value 2.826874
final value 2.826874
stopped after 100 iterations
# weights: 11
initial value 202.724798
iter 10 value 68.261165
iter 20 value 61.537549
iter 30 value 61.518208
final value 61.518125
converged
# weights: 27
initial value 176.451296
iter 10 value 55.511078
iter 20 value 41.790566
iter 30 value 40.397669
iter 40 value 39.625268
iter 50 value 39.593373
iter 60 value 39.538321
iter 70 value 39.531159
final value 39.531018
converged
# weights: 43
initial value 185.817994
iter 10 value 70.514582
iter 20 value 41.035119
iter 30 value 40.112343
iter 40 value 38.801864
iter 50 value 38.555521
iter 60 value 38.535217
iter 70 value 38.488942
iter 80 value 38.439441
iter 90 value 38.418210
iter 100 value 38.416417
final value 38.416417
stopped after 100 iterations
# weights: 11
initial value 188.372734
iter 10 value 28.250682
iter 20 value 8.527484
iter 30 value 8.080732
iter 40 value 7.991199
iter 50 value 7.940843
iter 60 value 7.931936
iter 70 value 7.911531
iter 80 value 7.911002
iter 90 value 7.910233
final value 7.910206
converged
# weights: 27
initial value 172.910794
iter 10 value 74.622281
iter 20 value 8.588489
iter 30 value 7.221321
iter 40 value 5.965073
iter 50 value 5.394466
iter 60 value 4.745343
iter 70 value 4.575931
iter 80 value 4.217716
iter 90 value 4.043869
iter 100 value 3.931248
final value 3.931248
stopped after 100 iterations
# weights: 43
initial value 153.758715
iter 10 value 21.666372
iter 20 value 7.328162
iter 30 value 5.304475
iter 40 value 4.443085
iter 50 value 4.276983
iter 60 value 3.062959
iter 70 value 1.052877
iter 80 value 0.815669
iter 90 value 0.790244
iter 100 value 0.659656
final value 0.659656
stopped after 100 iterations
# weights: 11
initial value 193.760715
iter 10 value 162.080273
iter 20 value 57.261370
iter 30 value 24.442747
iter 40 value 7.324409
iter 50 value 4.275030
iter 60 value 1.585099
iter 70 value 0.472638
iter 80 value 0.340403
iter 90 value 0.287469
iter 100 value 0.279455
final value 0.279455
stopped after 100 iterations
# weights: 27
initial value 182.578780
iter 10 value 51.238421
iter 20 value 8.410110
iter 30 value 2.691896
iter 40 value 0.057641
iter 50 value 0.003050
iter 60 value 0.000802
iter 70 value 0.000639
iter 80 value 0.000603
iter 90 value 0.000593
iter 100 value 0.000530
final value 0.000530
stopped after 100 iterations
# weights: 43
initial value 183.905290
iter 10 value 18.899441
iter 20 value 1.425530
iter 30 value 0.001063
iter 40 value 0.000158
final value 0.000077
converged
# weights: 11
initial value 165.834177
iter 10 value 72.586974
iter 20 value 58.612465
iter 30 value 58.576831
final value 58.576350
converged
# weights: 27
initial value 194.918436
iter 10 value 55.034824
iter 20 value 40.741519
iter 30 value 38.261331
iter 40 value 37.905848
iter 50 value 37.884769
iter 60 value 37.878783
final value 37.878621
converged
# weights: 43
initial value 164.283079
iter 10 value 65.156543
iter 20 value 39.182256
iter 30 value 37.446766
iter 40 value 37.357864
iter 50 value 37.348305
iter 60 value 37.341085
iter 70 value 37.338475
iter 80 value 37.337058
final value 37.337052
converged
# weights: 11
initial value 166.649841
iter 10 value 71.577846
iter 20 value 63.972812
iter 30 value 63.822528
iter 40 value 63.775077
iter 50 value 63.586136
iter 60 value 61.778241
iter 70 value 59.962477
iter 80 value 33.123950
iter 90 value 12.059453
iter 100 value 4.769358
final value 4.769358
stopped after 100 iterations
# weights: 27
initial value 186.343149
iter 10 value 62.904762
iter 20 value 13.547164
iter 30 value 2.868185
iter 40 value 1.471568
iter 50 value 1.154706
iter 60 value 0.996774
iter 70 value 0.969796
iter 80 value 0.914158
iter 90 value 0.863175
iter 100 value 0.791247
final value 0.791247
stopped after 100 iterations
# weights: 43
initial value 169.510306
iter 10 value 32.815741
iter 20 value 1.887212
iter 30 value 0.892122
iter 40 value 0.758908
iter 50 value 0.734858
iter 60 value 0.687203
iter 70 value 0.520359
iter 80 value 0.461616
iter 90 value 0.447934
iter 100 value 0.415793
final value 0.415793
stopped after 100 iterations
# weights: 11
initial value 162.643217
iter 10 value 74.115306
iter 20 value 73.623816
final value 73.622472
converged
# weights: 27
initial value 172.479344
iter 10 value 16.614350
iter 20 value 1.445991
iter 30 value 0.019823
final value 0.000049
converged
# weights: 43
initial value 163.510639
iter 10 value 21.847938
iter 20 value 1.169247
iter 30 value 0.006364
final value 0.000082
converged
# weights: 11
initial value 160.737044
iter 10 value 97.852051
iter 20 value 64.832891
iter 30 value 61.902032
final value 61.901304
converged
# weights: 27
initial value 163.514037
iter 10 value 79.114062
iter 20 value 49.938459
iter 30 value 41.578441
iter 40 value 40.455734
iter 50 value 40.207377
iter 60 value 40.172606
iter 70 value 40.154926
final value 40.154910
converged
# weights: 43
initial value 212.240870
iter 10 value 70.564518
iter 20 value 42.851246
iter 30 value 39.816869
iter 40 value 39.121216
iter 50 value 38.943127
iter 60 value 38.938098
iter 70 value 38.935158
iter 80 value 38.927258
iter 90 value 38.924134
iter 100 value 38.923521
final value 38.923521
stopped after 100 iterations
# weights: 11
initial value 162.612874
iter 10 value 116.834235
iter 20 value 15.232567
iter 30 value 3.393816
iter 40 value 2.675006
iter 50 value 2.534975
iter 60 value 2.495974
iter 70 value 2.423409
iter 80 value 2.397019
iter 90 value 2.353973
iter 100 value 2.304330
final value 2.304330
stopped after 100 iterations
# weights: 27
initial value 175.112991
iter 10 value 73.991338
iter 20 value 73.858210
iter 30 value 73.367034
iter 40 value 9.588451
iter 50 value 1.094161
iter 60 value 0.811984
iter 70 value 0.730304
iter 80 value 0.701407
iter 90 value 0.592948
iter 100 value 0.546769
final value 0.546769
stopped after 100 iterations
# weights: 43
initial value 191.799011
iter 10 value 24.508603
iter 20 value 1.670507
iter 30 value 1.047702
iter 40 value 0.883778
iter 50 value 0.715719
iter 60 value 0.583289
iter 70 value 0.559593
iter 80 value 0.517205
iter 90 value 0.498506
iter 100 value 0.464535
final value 0.464535
stopped after 100 iterations
# weights: 11
initial value 172.798385
iter 10 value 80.175492
iter 20 value 33.832057
iter 30 value 3.058812
iter 40 value 0.083306
iter 50 value 0.077750
iter 60 value 0.026398
iter 70 value 0.023144
iter 80 value 0.022794
iter 90 value 0.022326
iter 100 value 0.022131
final value 0.022131
stopped after 100 iterations
# weights: 27
initial value 167.016456
iter 10 value 5.056931
iter 20 value 0.056159
final value 0.000070
converged
# weights: 43
initial value 187.144744
iter 10 value 35.450911
iter 20 value 0.318855
iter 30 value 0.001367
iter 40 value 0.000436
final value 0.000088
converged
# weights: 11
initial value 173.335321
iter 10 value 94.464270
iter 20 value 64.280095
iter 30 value 58.956134
final value 58.956131
converged
# weights: 27
initial value 195.840570
iter 10 value 100.442708
iter 20 value 46.926996
iter 30 value 37.714280
iter 40 value 37.688527
iter 50 value 37.681375
iter 60 value 37.676584
iter 60 value 37.676584
iter 60 value 37.676584
final value 37.676584
converged
# weights: 43
initial value 171.578887
iter 10 value 62.438704
iter 20 value 39.515870
iter 30 value 37.323420
iter 40 value 36.662164
iter 50 value 36.627633
iter 60 value 36.608360
iter 70 value 36.571554
iter 80 value 36.523294
iter 90 value 36.505276
iter 100 value 36.503203
final value 36.503203
stopped after 100 iterations
# weights: 11
initial value 184.788667
iter 10 value 47.479978
iter 20 value 5.314512
iter 30 value 2.752519
iter 40 value 2.507349
iter 50 value 2.473666
iter 60 value 2.467904
iter 70 value 2.464959
iter 80 value 2.459688
iter 90 value 2.459544
iter 100 value 2.459452
final value 2.459452
stopped after 100 iterations
# weights: 27
initial value 170.685777
iter 10 value 77.805456
iter 20 value 61.782957
iter 30 value 1.960330
iter 40 value 1.370259
iter 50 value 1.239238
iter 60 value 1.043544
iter 70 value 0.944048
iter 80 value 0.777163
iter 90 value 0.579548
iter 100 value 0.489331
final value 0.489331
stopped after 100 iterations
# weights: 43
initial value 162.313283
iter 10 value 4.692152
iter 20 value 1.017102
iter 30 value 0.864467
iter 40 value 0.647786
iter 50 value 0.580181
iter 60 value 0.495745
iter 70 value 0.438407
iter 80 value 0.413583
iter 90 value 0.400759
iter 100 value 0.375255
final value 0.375255
stopped after 100 iterations
# weights: 11
initial value 173.401107
iter 10 value 71.410952
iter 20 value 70.818530
iter 30 value 70.805857
final value 70.805855
converged
# weights: 27
initial value 192.839134
iter 10 value 37.435453
iter 20 value 7.187581
iter 30 value 6.073365
iter 40 value 3.733706
iter 50 value 3.280445
iter 60 value 3.139334
iter 70 value 3.138967
iter 80 value 3.130076
iter 90 value 3.022975
iter 100 value 2.822136
final value 2.822136
stopped after 100 iterations
# weights: 43
initial value 174.506530
iter 10 value 7.739951
iter 20 value 6.212108
iter 30 value 5.082209
iter 40 value 4.765456
iter 50 value 4.388387
iter 60 value 4.001242
iter 70 value 3.826563
iter 80 value 3.809422
iter 90 value 3.808182
iter 100 value 3.807056
final value 3.807056
stopped after 100 iterations
# weights: 11
initial value 169.303053
iter 10 value 91.903822
iter 20 value 61.707541
iter 30 value 60.088561
final value 60.087144
converged
# weights: 27
initial value 185.361290
iter 10 value 89.931461
iter 20 value 46.278338
iter 30 value 42.322096
iter 40 value 41.767270
iter 50 value 41.064141
iter 60 value 40.935595
final value 40.934303
converged
# weights: 43
initial value 187.781516
iter 10 value 65.092535
iter 20 value 44.157995
iter 30 value 42.042007
iter 40 value 41.156143
iter 50 value 40.266093
iter 60 value 39.780197
iter 70 value 39.740161
iter 80 value 39.728869
iter 90 value 39.706011
iter 100 value 39.664023
final value 39.664023
stopped after 100 iterations
# weights: 11
initial value 176.932384
iter 10 value 68.472999
iter 20 value 7.178442
iter 30 value 6.985295
iter 40 value 6.890456
iter 50 value 6.829033
iter 60 value 6.823821
iter 70 value 6.803134
iter 80 value 6.797437
iter 90 value 6.797367
iter 100 value 6.797224
final value 6.797224
stopped after 100 iterations
# weights: 27
initial value 184.887069
iter 10 value 10.360767
iter 20 value 6.806551
iter 30 value 6.420057
iter 40 value 6.055026
iter 50 value 5.736493
iter 60 value 5.371022
iter 70 value 5.181699
iter 80 value 5.023032
iter 90 value 4.931916
iter 100 value 4.910126
final value 4.910126
stopped after 100 iterations
# weights: 43
initial value 174.930540
iter 10 value 19.669123
iter 20 value 6.442335
iter 30 value 6.279503
iter 40 value 5.957738
iter 50 value 5.223711
iter 60 value 4.950323
iter 70 value 4.910423
iter 80 value 4.865217
iter 90 value 4.849725
iter 100 value 4.841126
final value 4.841126
stopped after 100 iterations
# weights: 11
initial value 183.205754
iter 10 value 77.652661
iter 20 value 64.828723
iter 30 value 64.684638
iter 40 value 30.040241
iter 50 value 8.634761
iter 60 value 4.372118
iter 70 value 3.405285
iter 80 value 1.992699
iter 90 value 1.376005
iter 100 value 1.074996
final value 1.074996
stopped after 100 iterations
# weights: 27
initial value 203.230404
iter 10 value 14.285592
iter 20 value 0.041678
final value 0.000092
converged
# weights: 43
initial value 167.281601
iter 10 value 6.927588
iter 20 value 0.041707
iter 30 value 0.000213
final value 0.000073
converged
# weights: 11
initial value 194.037013
iter 10 value 102.740780
iter 20 value 66.163061
iter 30 value 59.289889
iter 40 value 59.268088
iter 40 value 59.268088
iter 40 value 59.268088
final value 59.268088
converged
# weights: 27
initial value 166.893853
iter 10 value 76.140384
iter 20 value 47.198673
iter 30 value 41.711927
iter 40 value 40.854304
iter 50 value 40.754461
iter 60 value 40.590142
iter 70 value 40.440862
final value 40.440467
converged
# weights: 43
initial value 172.165710
iter 10 value 59.654506
iter 20 value 41.491126
iter 30 value 40.473333
iter 40 value 39.963816
iter 50 value 39.393729
iter 60 value 39.250931
iter 70 value 39.171712
iter 80 value 39.156689
iter 90 value 39.128361
iter 100 value 39.119730
final value 39.119730
stopped after 100 iterations
# weights: 11
initial value 165.194913
iter 10 value 61.729796
iter 20 value 7.423916
iter 30 value 4.440307
iter 40 value 3.468767
iter 50 value 3.207366
iter 60 value 3.164931
iter 70 value 3.013461
iter 80 value 2.954924
iter 90 value 2.920950
iter 100 value 2.897623
final value 2.897623
stopped after 100 iterations
# weights: 27
initial value 161.188611
iter 10 value 42.470079
iter 20 value 2.201052
iter 30 value 0.615243
iter 40 value 0.581851
iter 50 value 0.518277
iter 60 value 0.472694
iter 70 value 0.431114
iter 80 value 0.425771
iter 90 value 0.419434
iter 100 value 0.411896
final value 0.411896
stopped after 100 iterations
# weights: 43
initial value 181.370345
iter 10 value 50.558530
iter 20 value 1.334952
iter 30 value 1.125624
iter 40 value 0.929735
iter 50 value 0.856288
iter 60 value 0.739760
iter 70 value 0.669955
iter 80 value 0.655959
iter 90 value 0.636883
iter 100 value 0.584229
final value 0.584229
stopped after 100 iterations
# weights: 11
initial value 179.064624
iter 10 value 72.389737
iter 20 value 8.731780
iter 30 value 6.827902
iter 40 value 6.652837
iter 50 value 6.568346
iter 60 value 6.495390
iter 70 value 6.472413
iter 80 value 6.462602
iter 90 value 6.436048
iter 100 value 6.423840
final value 6.423840
stopped after 100 iterations
# weights: 27
initial value 173.247911
iter 10 value 43.110553
iter 20 value 6.821765
iter 30 value 5.573967
iter 40 value 5.196224
iter 50 value 4.835647
iter 60 value 4.649049
iter 70 value 4.615050
iter 80 value 4.586940
iter 90 value 4.581273
iter 100 value 4.575982
final value 4.575982
stopped after 100 iterations
# weights: 43
initial value 167.352316
iter 10 value 8.975545
iter 20 value 6.304769
iter 30 value 6.085087
iter 40 value 5.439400
iter 50 value 4.852043
iter 60 value 4.520046
iter 70 value 4.381518
iter 80 value 4.239756
iter 90 value 4.192192
iter 100 value 4.123806
final value 4.123806
stopped after 100 iterations
# weights: 11
initial value 168.437559
iter 10 value 91.015371
iter 20 value 60.362202
iter 30 value 60.320855
final value 60.320535
converged
# weights: 27
initial value 163.623031
iter 10 value 66.833727
iter 20 value 45.376559
iter 30 value 42.188120
iter 40 value 40.088974
iter 50 value 39.235984
iter 60 value 39.232050
iter 70 value 39.228328
final value 39.228326
converged
# weights: 43
initial value 190.267313
iter 10 value 59.427044
iter 20 value 41.766639
iter 30 value 38.983404
iter 40 value 38.305337
iter 50 value 38.065989
iter 60 value 38.028567
iter 70 value 37.987134
iter 80 value 37.978700
iter 90 value 37.974680
iter 100 value 37.972697
final value 37.972697
stopped after 100 iterations
# weights: 11
initial value 183.465738
iter 10 value 75.206411
iter 20 value 74.942296
iter 30 value 74.928902
iter 40 value 74.904547
iter 50 value 74.813941
iter 60 value 63.765865
iter 70 value 15.393984
iter 80 value 7.812461
iter 90 value 7.188029
iter 100 value 7.159718
final value 7.159718
stopped after 100 iterations
# weights: 27
initial value 166.345490
iter 10 value 10.104337
iter 20 value 6.398951
iter 30 value 5.476934
iter 40 value 4.418992
iter 50 value 2.521135
iter 60 value 1.625052
iter 70 value 1.526235
iter 80 value 1.361375
iter 90 value 1.284821
iter 100 value 1.184059
final value 1.184059
stopped after 100 iterations
# weights: 43
initial value 161.441372
iter 10 value 15.678192
iter 20 value 6.711714
iter 30 value 6.488756
iter 40 value 5.924696
iter 50 value 4.168423
iter 60 value 3.138687
iter 70 value 1.792394
iter 80 value 1.449694
iter 90 value 1.207199
iter 100 value 1.175915
final value 1.175915
stopped after 100 iterations
# weights: 11
initial value 167.928020
iter 10 value 64.841808
iter 20 value 56.285244
iter 30 value 30.915542
iter 40 value 11.448051
iter 50 value 8.005430
iter 60 value 7.866813
iter 70 value 7.840731
iter 80 value 7.838710
iter 90 value 7.824750
iter 100 value 7.815184
final value 7.815184
stopped after 100 iterations
# weights: 27
initial value 185.615598
iter 10 value 60.458912
iter 20 value 8.319916
iter 30 value 7.899371
iter 40 value 7.712529
iter 50 value 6.290744
iter 60 value 4.626563
iter 70 value 3.851097
iter 80 value 3.179279
iter 90 value 2.761434
iter 100 value 1.462724
final value 1.462724
stopped after 100 iterations
# weights: 43
initial value 164.279883
iter 10 value 15.517179
iter 20 value 7.896649
iter 30 value 7.777299
iter 40 value 7.710216
iter 50 value 7.665757
iter 60 value 7.646901
iter 70 value 7.595858
iter 80 value 7.560355
iter 90 value 6.768685
iter 100 value 6.691438
final value 6.691438
stopped after 100 iterations
# weights: 11
initial value 193.750372
iter 10 value 86.247501
iter 20 value 64.478146
iter 30 value 63.523741
iter 30 value 63.523740
iter 30 value 63.523740
final value 63.523740
converged
# weights: 27
initial value 168.440963
iter 10 value 80.732978
iter 20 value 48.840279
iter 30 value 46.081887
iter 40 value 45.386574
iter 50 value 45.367498
final value 45.367443
converged
# weights: 43
initial value 198.115178
iter 10 value 58.001198
iter 20 value 44.214299
iter 30 value 42.295810
iter 40 value 42.075040
iter 50 value 42.054128
iter 60 value 42.050088
iter 70 value 42.048828
final value 42.048757
converged
# weights: 11
initial value 177.088785
iter 10 value 66.041054
iter 20 value 65.778100
iter 30 value 65.700145
iter 40 value 65.671688
iter 50 value 65.566399
iter 60 value 65.545085
iter 70 value 65.501425
iter 80 value 65.044579
iter 90 value 40.892841
iter 100 value 12.299081
final value 12.299081
stopped after 100 iterations
# weights: 27
initial value 185.498931
iter 10 value 67.205281
iter 20 value 65.630810
iter 30 value 52.313574
iter 40 value 10.041229
iter 50 value 8.075385
iter 60 value 7.945982
iter 70 value 7.928323
iter 80 value 7.897347
iter 90 value 7.883790
iter 100 value 7.824790
final value 7.824790
stopped after 100 iterations
# weights: 43
initial value 185.606012
iter 10 value 65.198540
iter 20 value 16.013630
iter 30 value 8.066228
iter 40 value 8.042536
iter 50 value 7.940594
iter 60 value 7.894261
iter 70 value 7.842070
iter 80 value 7.526491
iter 90 value 5.354579
iter 100 value 1.107463
final value 1.107463
stopped after 100 iterations
# weights: 11
initial value 179.965574
iter 10 value 75.916721
iter 20 value 63.585047
final value 63.574456
converged
# weights: 27
initial value 186.672376
iter 10 value 13.168927
iter 20 value 0.805953
iter 30 value 0.000188
iter 30 value 0.000091
iter 30 value 0.000081
final value 0.000081
converged
# weights: 43
initial value 175.254424
iter 10 value 4.382455
iter 20 value 0.636574
iter 30 value 0.000821
final value 0.000048
converged
# weights: 11
initial value 169.218331
iter 10 value 80.943220
iter 20 value 58.319851
final value 57.988098
converged
# weights: 27
initial value 173.698005
iter 10 value 83.105849
iter 20 value 48.677365
iter 30 value 44.342016
iter 40 value 42.967909
iter 50 value 42.066832
iter 60 value 41.678858
iter 70 value 41.629459
final value 41.629427
converged
# weights: 43
initial value 174.323879
iter 10 value 56.119441
iter 20 value 39.704495
iter 30 value 38.447387
iter 40 value 38.222295
iter 50 value 38.186972
iter 60 value 38.181040
iter 70 value 38.178375
iter 80 value 38.177753
iter 90 value 38.177725
iter 100 value 38.177704
final value 38.177704
stopped after 100 iterations
# weights: 11
initial value 168.199476
iter 10 value 83.713637
iter 20 value 64.647659
iter 30 value 64.420946
iter 40 value 64.245491
iter 50 value 63.859572
iter 60 value 63.713345
iter 70 value 63.681140
iter 80 value 63.666570
iter 90 value 59.756181
iter 100 value 22.148886
final value 22.148886
stopped after 100 iterations
# weights: 27
initial value 164.270492
iter 10 value 15.680350
iter 20 value 2.314974
iter 30 value 1.210838
iter 40 value 1.154730
iter 50 value 1.101965
iter 60 value 1.049781
iter 70 value 0.990441
iter 80 value 0.915746
iter 90 value 0.859687
iter 100 value 0.824358
final value 0.824358
stopped after 100 iterations
# weights: 43
initial value 165.242028
iter 10 value 12.084111
iter 20 value 2.141265
iter 30 value 1.791819
iter 40 value 1.308324
iter 50 value 1.017293
iter 60 value 0.974715
iter 70 value 0.916582
iter 80 value 0.866527
iter 90 value 0.828049
iter 100 value 0.768736
final value 0.768736
stopped after 100 iterations
# weights: 11
initial value 175.317494
iter 10 value 49.009187
iter 20 value 5.490878
iter 30 value 3.596358
iter 40 value 3.378393
iter 50 value 3.323242
iter 60 value 3.291095
iter 70 value 3.234583
iter 80 value 3.198954
iter 90 value 3.155266
iter 100 value 3.139738
final value 3.139738
stopped after 100 iterations
# weights: 27
initial value 174.651342
iter 10 value 67.847118
iter 20 value 66.993636
iter 30 value 63.591015
iter 40 value 41.757620
iter 50 value 10.285475
iter 60 value 3.995731
iter 70 value 3.588851
iter 80 value 3.056410
iter 90 value 2.737298
iter 100 value 2.670078
final value 2.670078
stopped after 100 iterations
# weights: 43
initial value 180.603330
iter 10 value 8.388759
iter 20 value 3.225561
iter 30 value 2.794471
iter 40 value 2.229477
iter 50 value 0.101660
final value 0.000043
converged
# weights: 11
initial value 165.645300
iter 10 value 84.802332
iter 20 value 60.602835
iter 30 value 58.038461
final value 58.037650
converged
# weights: 27
initial value 177.244765
iter 10 value 52.781195
iter 20 value 41.208229
iter 30 value 38.065327
iter 40 value 37.218020
iter 50 value 37.036942
final value 37.036669
converged
# weights: 43
initial value 177.492944
iter 10 value 73.885308
iter 20 value 42.620318
iter 30 value 36.829596
iter 40 value 35.935122
iter 50 value 35.788314
iter 60 value 35.744007
iter 70 value 35.737908
iter 80 value 35.736882
iter 90 value 35.736382
iter 100 value 35.733535
final value 35.733535
stopped after 100 iterations
# weights: 11
initial value 170.849769
iter 10 value 69.175774
iter 20 value 68.294789
iter 30 value 68.148659
iter 40 value 68.096283
iter 50 value 67.983968
iter 60 value 42.240854
iter 70 value 8.587728
iter 80 value 4.181203
iter 90 value 4.076051
iter 100 value 4.060723
final value 4.060723
stopped after 100 iterations
# weights: 27
initial value 176.196707
iter 10 value 46.745705
iter 20 value 4.746038
iter 30 value 3.538284
iter 40 value 3.312125
iter 50 value 3.251979
iter 60 value 3.136333
iter 70 value 2.336728
iter 80 value 1.647956
iter 90 value 1.120200
iter 100 value 1.074075
final value 1.074075
stopped after 100 iterations
# weights: 43
initial value 175.125090
iter 10 value 20.991299
iter 20 value 3.626401
iter 30 value 3.396850
iter 40 value 3.195596
iter 50 value 2.993584
iter 60 value 2.894259
iter 70 value 2.736777
iter 80 value 2.682444
iter 90 value 2.662253
iter 100 value 2.446511
final value 2.446511
stopped after 100 iterations
# weights: 11
initial value 166.805701
iter 10 value 52.105344
iter 20 value 6.873949
iter 30 value 2.142137
iter 40 value 1.470156
iter 50 value 1.144196
iter 60 value 0.889300
iter 70 value 0.524517
iter 80 value 0.449396
iter 90 value 0.368489
iter 100 value 0.321837
final value 0.321837
stopped after 100 iterations
# weights: 27
initial value 167.421868
iter 10 value 40.089863
iter 20 value 0.546830
iter 30 value 0.004239
iter 40 value 0.000252
final value 0.000073
converged
# weights: 43
initial value 167.013367
iter 10 value 71.919792
iter 20 value 57.586068
iter 30 value 7.075115
iter 40 value 1.027453
iter 50 value 0.056428
iter 60 value 0.004495
iter 70 value 0.000528
final value 0.000076
converged
# weights: 11
initial value 204.935268
iter 10 value 80.661248
iter 20 value 60.947812
iter 30 value 60.928192
iter 30 value 60.928191
iter 30 value 60.928191
final value 60.928191
converged
# weights: 27
initial value 201.197545
iter 10 value 59.389200
iter 20 value 45.423995
iter 30 value 42.403255
iter 40 value 42.064913
iter 50 value 42.044130
iter 60 value 42.043622
final value 42.043588
converged
# weights: 43
initial value 163.105855
iter 10 value 47.277632
iter 20 value 41.514208
iter 30 value 40.929975
iter 40 value 40.755778
iter 50 value 40.704934
iter 60 value 40.689447
iter 70 value 40.686185
final value 40.686124
converged
# weights: 11
initial value 174.465606
iter 10 value 73.116058
iter 20 value 15.846620
iter 30 value 7.661742
iter 40 value 5.175271
iter 50 value 4.102333
iter 60 value 3.707805
iter 70 value 2.871959
iter 80 value 2.841467
iter 90 value 2.823589
iter 100 value 2.821839
final value 2.821839
stopped after 100 iterations
# weights: 27
initial value 229.160639
iter 10 value 10.201630
iter 20 value 2.589997
iter 30 value 1.664400
iter 40 value 1.275762
iter 50 value 0.901236
iter 60 value 0.700472
iter 70 value 0.672904
iter 80 value 0.621858
iter 90 value 0.578634
iter 100 value 0.535018
final value 0.535018
stopped after 100 iterations
# weights: 43
initial value 170.984707
iter 10 value 9.033678
iter 20 value 1.291441
iter 30 value 1.027075
iter 40 value 0.941442
iter 50 value 0.867683
iter 60 value 0.794016
iter 70 value 0.733148
iter 80 value 0.705103
iter 90 value 0.654436
iter 100 value 0.606027
final value 0.606027
stopped after 100 iterations
# weights: 11
initial value 166.420078
iter 10 value 52.444428
iter 20 value 9.885682
iter 30 value 0.765828
iter 40 value 0.302420
iter 50 value 0.276471
iter 60 value 0.210990
iter 70 value 0.170555
iter 80 value 0.121215
iter 90 value 0.095827
iter 100 value 0.075784
final value 0.075784
stopped after 100 iterations
# weights: 27
initial value 204.805078
iter 10 value 68.562353
iter 20 value 18.873415
iter 30 value 2.757069
iter 40 value 0.195248
iter 50 value 0.019490
iter 60 value 0.003533
iter 70 value 0.002287
iter 80 value 0.001493
iter 90 value 0.000475
final value 0.000061
converged
# weights: 43
initial value 183.247900
iter 10 value 12.769410
iter 20 value 0.820441
iter 30 value 0.030240
iter 40 value 0.000576
iter 50 value 0.000287
final value 0.000062
converged
# weights: 11
initial value 175.776995
iter 10 value 84.454535
iter 20 value 61.271290
iter 30 value 60.915250
final value 60.915232
converged
# weights: 27
initial value 167.333686
iter 10 value 77.315783
iter 20 value 44.747328
iter 30 value 42.749340
iter 40 value 42.452480
iter 50 value 42.225009
iter 60 value 41.834306
iter 70 value 41.163965
iter 80 value 40.878706
final value 40.875607
converged
# weights: 43
initial value 193.650749
iter 10 value 53.912026
iter 20 value 41.548210
iter 30 value 40.284153
iter 40 value 39.828266
iter 50 value 39.631521
iter 60 value 39.578954
iter 70 value 39.540502
iter 80 value 39.535179
iter 90 value 39.534076
iter 100 value 39.533926
final value 39.533926
stopped after 100 iterations
# weights: 11
initial value 166.991936
iter 10 value 29.786125
iter 20 value 6.934603
iter 30 value 3.443005
iter 40 value 2.285356
iter 50 value 2.111604
iter 60 value 1.982455
iter 70 value 1.979394
iter 80 value 1.978073
iter 90 value 1.976775
iter 100 value 1.975924
final value 1.975924
stopped after 100 iterations
# weights: 27
initial value 190.859924
iter 10 value 65.120346
iter 20 value 10.765928
iter 30 value 1.702991
iter 40 value 0.696284
iter 50 value 0.645687
iter 60 value 0.628039
iter 70 value 0.531974
iter 80 value 0.437907
iter 90 value 0.417615
iter 100 value 0.414676
final value 0.414676
stopped after 100 iterations
# weights: 43
initial value 175.971993
iter 10 value 56.213470
iter 20 value 4.040982
iter 30 value 0.634316
iter 40 value 0.607160
iter 50 value 0.510666
iter 60 value 0.461433
iter 70 value 0.428354
iter 80 value 0.403572
iter 90 value 0.392811
iter 100 value 0.386135
final value 0.386135
stopped after 100 iterations
# weights: 11
initial value 168.226347
iter 10 value 115.033778
iter 20 value 67.816430
final value 67.765944
converged
# weights: 27
initial value 167.788280
iter 10 value 67.466446
iter 20 value 5.227520
iter 30 value 1.502684
iter 40 value 0.005603
final value 0.000049
converged
# weights: 43
initial value 164.476008
iter 10 value 48.815980
iter 20 value 2.951118
iter 30 value 0.509545
iter 40 value 0.004003
iter 50 value 0.000193
final value 0.000072
converged
# weights: 11
initial value 164.358753
iter 10 value 111.844919
iter 20 value 70.341779
iter 30 value 58.427212
final value 58.427131
converged
# weights: 27
initial value 210.631600
iter 10 value 90.276949
iter 20 value 39.069421
iter 30 value 37.426861
iter 40 value 36.767055
iter 50 value 36.737609
iter 60 value 36.736218
final value 36.736207
converged
# weights: 43
initial value 174.387466
iter 10 value 72.078285
iter 20 value 38.345364
iter 30 value 36.425948
iter 40 value 36.350949
iter 50 value 36.327658
iter 60 value 36.287975
iter 70 value 36.247953
iter 80 value 36.242906
iter 90 value 36.241311
iter 100 value 36.236219
final value 36.236219
stopped after 100 iterations
# weights: 11
initial value 176.099614
iter 10 value 68.765651
iter 20 value 68.470704
iter 30 value 68.099106
iter 40 value 64.050960
iter 50 value 61.130315
iter 60 value 49.354188
iter 70 value 8.623994
iter 80 value 4.846640
iter 90 value 4.595311
iter 100 value 4.263999
final value 4.263999
stopped after 100 iterations
# weights: 27
initial value 171.703762
iter 10 value 7.253053
iter 20 value 2.721073
iter 30 value 1.447444
iter 40 value 1.369940
iter 50 value 1.115892
iter 60 value 0.965384
iter 70 value 0.942481
iter 80 value 0.896961
iter 90 value 0.851152
iter 100 value 0.831279
final value 0.831279
stopped after 100 iterations
# weights: 43
initial value 165.761345
iter 10 value 18.774292
iter 20 value 2.907803
iter 30 value 1.066613
iter 40 value 0.947102
iter 50 value 0.908302
iter 60 value 0.857158
iter 70 value 0.809895
iter 80 value 0.705240
iter 90 value 0.685743
iter 100 value 0.633299
final value 0.633299
stopped after 100 iterations
# weights: 11
initial value 175.439399
iter 10 value 16.134419
iter 20 value 5.517940
iter 30 value 4.258807
iter 40 value 3.376357
iter 50 value 3.071508
iter 60 value 2.919443
iter 70 value 2.589929
iter 80 value 2.147149
iter 90 value 1.983609
iter 100 value 1.889277
final value 1.889277
stopped after 100 iterations
# weights: 27
initial value 183.482306
iter 10 value 59.892297
iter 20 value 2.391807
iter 30 value 0.024329
iter 40 value 0.003290
final value 0.000071
converged
# weights: 43
initial value 167.202139
iter 10 value 14.441027
iter 20 value 0.133968
iter 30 value 0.012442
iter 40 value 0.003951
final value 0.000062
converged
# weights: 11
initial value 188.451030
iter 10 value 79.291802
iter 20 value 59.065069
final value 59.064931
converged
# weights: 27
initial value 167.797571
iter 10 value 88.120340
iter 20 value 39.961848
iter 30 value 39.220840
iter 40 value 39.218744
final value 39.218719
converged
# weights: 43
initial value 183.161030
iter 10 value 71.190290
iter 20 value 40.394423
iter 30 value 38.342442
iter 40 value 37.907724
iter 50 value 37.896054
iter 60 value 37.894537
iter 70 value 37.892247
final value 37.891034
converged
# weights: 11
initial value 179.787998
iter 10 value 73.300084
iter 20 value 72.876574
iter 30 value 72.297826
iter 40 value 67.415301
iter 50 value 10.468321
iter 60 value 4.152879
iter 70 value 3.627359
iter 80 value 3.542714
iter 90 value 3.486170
iter 100 value 3.361188
final value 3.361188
stopped after 100 iterations
# weights: 27
initial value 191.928306
iter 10 value 64.651227
iter 20 value 2.802112
iter 30 value 1.357553
iter 40 value 1.106292
iter 50 value 1.005568
iter 60 value 0.957372
iter 70 value 0.901627
iter 80 value 0.834850
iter 90 value 0.762005
iter 100 value 0.701290
final value 0.701290
stopped after 100 iterations
# weights: 43
initial value 170.331655
iter 10 value 19.617388
iter 20 value 1.812370
iter 30 value 0.653553
iter 40 value 0.540996
iter 50 value 0.497530
iter 60 value 0.469771
iter 70 value 0.445059
iter 80 value 0.415266
iter 90 value 0.380015
iter 100 value 0.370130
final value 0.370130
stopped after 100 iterations
# weights: 11
initial value 171.320536
iter 10 value 58.703711
iter 20 value 5.431841
iter 30 value 1.580052
iter 40 value 1.379663
iter 50 value 1.253664
iter 60 value 1.226686
iter 70 value 1.078761
iter 80 value 1.039315
iter 90 value 0.925039
iter 100 value 0.912648
final value 0.912648
stopped after 100 iterations
# weights: 27
initial value 164.535559
iter 10 value 67.733808
iter 20 value 53.317350
iter 30 value 41.227523
iter 40 value 14.072688
iter 50 value 5.026495
iter 60 value 2.227502
iter 70 value 0.855599
iter 80 value 0.225262
iter 90 value 0.132490
iter 100 value 0.002794
final value 0.002794
stopped after 100 iterations
# weights: 43
initial value 199.208234
iter 10 value 23.462097
iter 20 value 2.107714
iter 30 value 0.013597
final value 0.000075
converged
# weights: 11
initial value 176.533423
iter 10 value 85.521176
iter 20 value 61.591873
iter 30 value 61.551106
final value 61.551084
converged
# weights: 27
initial value 179.734034
iter 10 value 81.612724
iter 20 value 42.356911
iter 30 value 40.847784
iter 40 value 40.843933
final value 40.843929
converged
# weights: 43
initial value 167.124675
iter 10 value 73.201096
iter 20 value 42.638667
iter 30 value 40.192288
iter 40 value 39.844340
iter 50 value 39.753644
iter 60 value 39.714056
iter 70 value 39.619918
iter 80 value 39.567148
iter 90 value 39.563836
iter 100 value 39.560641
final value 39.560641
stopped after 100 iterations
# weights: 11
initial value 174.132991
iter 10 value 75.553312
iter 20 value 74.766982
iter 30 value 72.578966
iter 40 value 55.759281
iter 50 value 40.335990
iter 60 value 12.389620
iter 70 value 5.013626
iter 80 value 3.587065
iter 90 value 3.292426
iter 100 value 3.188836
final value 3.188836
stopped after 100 iterations
# weights: 27
initial value 174.784805
iter 10 value 5.911658
iter 20 value 1.763653
iter 30 value 1.513795
iter 40 value 1.327720
iter 50 value 1.114314
iter 60 value 1.025725
iter 70 value 0.970234
iter 80 value 0.913213
iter 90 value 0.863895
iter 100 value 0.792425
final value 0.792425
stopped after 100 iterations
# weights: 43
initial value 177.167441
iter 10 value 8.467036
iter 20 value 1.427757
iter 30 value 1.310311
iter 40 value 1.190946
iter 50 value 0.980974
iter 60 value 0.847943
iter 70 value 0.812933
iter 80 value 0.801741
iter 90 value 0.773557
iter 100 value 0.754267
final value 0.754267
stopped after 100 iterations
# weights: 11
initial value 175.157737
iter 10 value 78.792346
iter 20 value 75.462328
iter 30 value 75.440478
iter 40 value 75.422617
iter 50 value 73.307577
iter 60 value 57.981952
iter 70 value 26.154081
iter 80 value 9.330277
iter 90 value 2.057545
iter 100 value 1.300988
final value 1.300988
stopped after 100 iterations
# weights: 27
initial value 207.175633
iter 10 value 17.179341
iter 20 value 0.683476
iter 30 value 0.000470
final value 0.000067
converged
# weights: 43
initial value 163.370542
iter 10 value 3.439363
iter 20 value 0.008563
final value 0.000057
converged
# weights: 11
initial value 184.368409
iter 10 value 84.488778
iter 20 value 59.535459
final value 59.534194
converged
# weights: 27
initial value 180.319903
iter 10 value 59.716898
iter 20 value 39.756634
iter 30 value 39.176099
iter 40 value 38.318501
iter 50 value 37.877765
iter 60 value 37.829065
iter 70 value 37.812136
final value 37.812007
converged
# weights: 43
initial value 188.843707
iter 10 value 67.992900
iter 20 value 39.889951
iter 30 value 37.565695
iter 40 value 36.799439
iter 50 value 36.663796
iter 60 value 36.652979
iter 70 value 36.648845
iter 80 value 36.646380
iter 90 value 36.641643
iter 100 value 36.637594
final value 36.637594
stopped after 100 iterations
# weights: 11
initial value 167.091925
iter 10 value 76.048231
iter 20 value 75.844401
iter 30 value 75.741726
iter 40 value 75.697408
iter 50 value 75.561995
iter 60 value 75.517750
iter 70 value 74.955782
iter 80 value 15.851318
iter 90 value 2.415023
iter 100 value 2.155266
final value 2.155266
stopped after 100 iterations
# weights: 27
initial value 176.922761
iter 10 value 75.677715
iter 20 value 66.965733
iter 30 value 5.009989
iter 40 value 1.165796
iter 50 value 0.603410
iter 60 value 0.586823
iter 70 value 0.504520
iter 80 value 0.463335
iter 90 value 0.435077
iter 100 value 0.413401
final value 0.413401
stopped after 100 iterations
# weights: 43
initial value 174.079207
iter 10 value 7.152766
iter 20 value 0.722383
iter 30 value 0.616125
iter 40 value 0.560755
iter 50 value 0.472592
iter 60 value 0.428495
iter 70 value 0.398718
iter 80 value 0.381770
iter 90 value 0.370348
iter 100 value 0.359157
final value 0.359157
stopped after 100 iterations
# weights: 11
initial value 187.668635
iter 10 value 83.588981
iter 20 value 11.282928
iter 30 value 6.640026
iter 40 value 6.512615
iter 50 value 6.506813
iter 60 value 6.504914
iter 70 value 6.502048
iter 80 value 6.499694
iter 90 value 6.499286
iter 100 value 6.494476
final value 6.494476
stopped after 100 iterations
# weights: 27
initial value 182.191867
iter 10 value 62.423685
iter 20 value 57.755566
iter 30 value 19.347907
iter 40 value 6.862914
iter 50 value 6.586846
iter 60 value 6.568162
iter 70 value 6.546535
iter 80 value 6.496058
iter 90 value 6.482430
iter 100 value 6.464507
final value 6.464507
stopped after 100 iterations
# weights: 43
initial value 161.532329
iter 10 value 23.418772
iter 20 value 6.518427
iter 30 value 6.227483
iter 40 value 5.569033
iter 50 value 3.356812
iter 60 value 0.168425
iter 70 value 0.001439
iter 80 value 0.000256
final value 0.000058
converged
# weights: 11
initial value 170.295488
iter 10 value 74.518111
iter 20 value 59.494919
iter 30 value 58.860072
final value 58.855947
converged
# weights: 27
initial value 167.080396
iter 10 value 52.874942
iter 20 value 44.495395
iter 30 value 42.405405
iter 40 value 42.204768
iter 50 value 41.998279
iter 60 value 41.606529
iter 70 value 40.852172
iter 80 value 40.711926
final value 40.706085
converged
# weights: 43
initial value 254.852848
iter 10 value 64.883090
iter 20 value 41.846656
iter 30 value 40.386674
iter 40 value 40.134166
iter 50 value 40.046420
iter 60 value 39.975589
iter 70 value 39.851986
iter 80 value 39.790513
iter 90 value 39.776804
iter 100 value 39.747012
final value 39.747012
stopped after 100 iterations
# weights: 11
initial value 190.574102
iter 10 value 89.627861
iter 20 value 16.165746
iter 30 value 8.619335
iter 40 value 7.814174
iter 50 value 7.669230
iter 60 value 7.613309
iter 70 value 7.484386
iter 80 value 7.441133
iter 90 value 7.378963
iter 100 value 7.367615
final value 7.367615
stopped after 100 iterations
# weights: 27
initial value 181.383350
iter 10 value 42.454842
iter 20 value 9.778572
iter 30 value 7.372854
iter 40 value 7.258781
iter 50 value 6.970502
iter 60 value 6.896831
iter 70 value 6.855651
iter 80 value 6.823119
iter 90 value 6.731047
iter 100 value 6.709943
final value 6.709943
stopped after 100 iterations
# weights: 43
initial value 206.330717
iter 10 value 55.740653
iter 20 value 7.550473
iter 30 value 6.704739
iter 40 value 6.132254
iter 50 value 5.453343
iter 60 value 5.332437
iter 70 value 5.207610
iter 80 value 5.108024
iter 90 value 4.977985
iter 100 value 4.826322
final value 4.826322
stopped after 100 iterations
# weights: 11
initial value 197.812353
iter 10 value 68.535977
iter 20 value 68.495830
final value 68.495444
converged
# weights: 27
initial value 178.113119
iter 10 value 66.399404
iter 20 value 16.374310
iter 30 value 7.277181
iter 40 value 7.008271
iter 50 value 5.972793
iter 60 value 4.928722
iter 70 value 4.864191
iter 80 value 4.863096
final value 4.862952
converged
# weights: 43
initial value 224.942096
iter 10 value 15.014330
iter 20 value 7.596699
iter 30 value 7.254251
iter 40 value 6.580743
iter 50 value 4.428433
iter 60 value 2.644811
iter 70 value 1.309258
iter 80 value 0.372794
iter 90 value 0.029909
iter 100 value 0.016351
final value 0.016351
stopped after 100 iterations
# weights: 11
initial value 170.367335
iter 10 value 103.147989
iter 20 value 61.716975
iter 30 value 61.416478
final value 61.416477
converged
# weights: 27
initial value 174.119690
iter 10 value 72.768121
iter 20 value 43.580792
iter 30 value 42.395351
iter 40 value 41.876491
iter 50 value 41.751235
iter 60 value 41.743574
iter 70 value 41.742867
final value 41.742861
converged
# weights: 43
initial value 160.983745
iter 10 value 49.524685
iter 20 value 41.563311
iter 30 value 40.711512
iter 40 value 40.528588
iter 50 value 40.525829
iter 60 value 40.522824
iter 70 value 40.517645
iter 80 value 40.517019
iter 90 value 40.515951
iter 100 value 40.515555
final value 40.515555
stopped after 100 iterations
# weights: 11
initial value 177.096287
iter 10 value 60.516893
iter 20 value 11.235071
iter 30 value 8.688078
iter 40 value 8.369309
iter 50 value 8.308507
iter 60 value 8.271405
iter 70 value 8.252866
iter 80 value 8.250590
iter 90 value 8.248863
iter 100 value 8.245731
final value 8.245731
stopped after 100 iterations
# weights: 27
initial value 168.563925
iter 10 value 32.070323
iter 20 value 8.234579
iter 30 value 7.953112
iter 40 value 7.507734
iter 50 value 6.931097
iter 60 value 6.654362
iter 70 value 6.326724
iter 80 value 6.165781
iter 90 value 6.071102
iter 100 value 6.003434
final value 6.003434
stopped after 100 iterations
# weights: 43
initial value 169.211568
iter 10 value 55.586468
iter 20 value 8.852467
iter 30 value 7.568680
iter 40 value 6.964024
iter 50 value 6.323237
iter 60 value 5.903069
iter 70 value 5.855986
iter 80 value 5.780270
iter 90 value 5.347607
iter 100 value 4.928260
final value 4.928260
stopped after 100 iterations
# weights: 11
initial value 171.420979
iter 10 value 71.720972
iter 20 value 71.156984
final value 71.156167
converged
# weights: 27
initial value 174.280679
iter 10 value 3.699233
iter 20 value 0.014209
final value 0.000096
converged
# weights: 43
initial value 181.583445
iter 10 value 29.729040
iter 20 value 0.725053
iter 30 value 0.039272
iter 40 value 0.000475
final value 0.000061
converged
# weights: 11
initial value 175.536899
iter 10 value 98.061474
iter 20 value 61.887686
iter 30 value 59.749541
final value 59.742418
converged
# weights: 27
initial value 184.373512
iter 10 value 83.868599
iter 20 value 44.675443
iter 30 value 41.653849
iter 40 value 40.526031
iter 50 value 40.082848
iter 60 value 38.859395
iter 70 value 38.173634
iter 80 value 38.169576
iter 80 value 38.169576
iter 80 value 38.169576
final value 38.169576
converged
# weights: 43
initial value 209.613001
iter 10 value 61.047332
iter 20 value 39.630630
iter 30 value 38.058690
iter 40 value 37.542467
iter 50 value 37.267392
iter 60 value 37.035362
iter 70 value 36.970487
iter 80 value 36.937603
iter 90 value 36.912270
iter 100 value 36.888313
final value 36.888313
stopped after 100 iterations
# weights: 11
initial value 183.942350
iter 10 value 61.985661
iter 20 value 9.088545
iter 30 value 1.945063
iter 40 value 1.531876
iter 50 value 1.378705
iter 60 value 1.353196
iter 70 value 1.340072
iter 80 value 1.334065
iter 90 value 1.327225
iter 100 value 1.318626
final value 1.318626
stopped after 100 iterations
# weights: 27
initial value 170.715221
iter 10 value 71.277848
iter 20 value 15.048981
iter 30 value 0.405936
iter 40 value 0.320939
iter 50 value 0.295868
iter 60 value 0.270029
iter 70 value 0.240568
iter 80 value 0.231193
iter 90 value 0.229298
iter 100 value 0.228035
final value 0.228035
stopped after 100 iterations
# weights: 43
initial value 175.903417
iter 10 value 5.548021
iter 20 value 1.531811
iter 30 value 0.911236
iter 40 value 0.662111
iter 50 value 0.423510
iter 60 value 0.312579
iter 70 value 0.295696
iter 80 value 0.281158
iter 90 value 0.275339
iter 100 value 0.267209
final value 0.267209
stopped after 100 iterations
# weights: 11
initial value 166.550120
iter 10 value 74.648813
iter 20 value 72.012919
final value 72.010524
converged
# weights: 27
initial value 168.361075
iter 10 value 58.549837
iter 20 value 12.519771
iter 30 value 5.824737
iter 40 value 5.582695
iter 50 value 5.579278
iter 60 value 5.568817
iter 70 value 5.561872
iter 80 value 5.561049
iter 90 value 5.558011
iter 100 value 5.553172
final value 5.553172
stopped after 100 iterations
# weights: 43
initial value 176.803729
iter 10 value 24.230188
iter 20 value 5.929451
iter 30 value 5.652595
iter 40 value 5.441934
iter 50 value 3.487141
iter 60 value 2.187610
iter 70 value 0.272124
iter 80 value 0.022355
iter 90 value 0.006661
iter 100 value 0.003740
final value 0.003740
stopped after 100 iterations
# weights: 11
initial value 176.348041
iter 10 value 83.941984
iter 20 value 65.206107
iter 30 value 60.239866
final value 60.234876
converged
# weights: 27
initial value 168.605243
iter 10 value 79.396458
iter 20 value 45.712330
iter 30 value 41.720835
iter 40 value 40.544593
iter 50 value 39.910122
iter 60 value 39.660343
iter 70 value 39.002324
iter 80 value 38.886099
final value 38.885926
converged
# weights: 43
initial value 186.814117
iter 10 value 75.233129
iter 20 value 39.954849
iter 30 value 37.643780
iter 40 value 37.610812
iter 50 value 37.605317
iter 60 value 37.603774
iter 70 value 37.603671
iter 80 value 37.603637
iter 80 value 37.603637
iter 80 value 37.603636
final value 37.603636
converged
# weights: 11
initial value 161.684889
iter 10 value 71.873345
iter 20 value 40.382400
iter 30 value 10.809057
iter 40 value 6.450735
iter 50 value 6.296756
iter 60 value 6.286564
iter 70 value 6.281326
iter 80 value 6.280440
iter 90 value 6.279283
iter 100 value 6.279023
final value 6.279023
stopped after 100 iterations
# weights: 27
initial value 166.161150
iter 10 value 64.536812
iter 20 value 6.755872
iter 30 value 6.098595
iter 40 value 5.558282
iter 50 value 4.842577
iter 60 value 4.331955
iter 70 value 4.104855
iter 80 value 4.007377
iter 90 value 3.974131
iter 100 value 3.906675
final value 3.906675
stopped after 100 iterations
# weights: 43
initial value 169.579740
iter 10 value 11.036284
iter 20 value 6.905965
iter 30 value 6.308413
iter 40 value 5.868026
iter 50 value 5.780604
iter 60 value 5.693636
iter 70 value 4.735447
iter 80 value 2.486904
iter 90 value 0.964260
iter 100 value 0.882273
final value 0.882273
stopped after 100 iterations
# weights: 11
initial value 176.878113
iter 10 value 70.346478
iter 20 value 68.235913
iter 30 value 64.183698
iter 40 value 60.327620
iter 50 value 50.583619
iter 60 value 30.993209
iter 70 value 1.741504
iter 80 value 0.136112
iter 90 value 0.056170
iter 100 value 0.038570
final value 0.038570
stopped after 100 iterations
# weights: 27
initial value 181.693079
iter 10 value 0.477034
iter 20 value 0.003249
iter 30 value 0.000529
final value 0.000054
converged
# weights: 43
initial value 176.899714
iter 10 value 11.714417
iter 20 value 0.082184
iter 30 value 0.000753
iter 40 value 0.000140
iter 40 value 0.000084
iter 40 value 0.000080
final value 0.000080
converged
# weights: 11
initial value 182.203568
iter 10 value 100.129565
iter 20 value 82.692176
iter 30 value 60.634165
iter 40 value 57.589370
final value 57.589333
converged
# weights: 27
initial value 172.937210
iter 10 value 82.023675
iter 20 value 40.355084
iter 30 value 36.614417
iter 40 value 36.597703
final value 36.597355
converged
# weights: 43
initial value 185.398403
iter 10 value 48.894483
iter 20 value 37.357041
iter 30 value 36.335707
iter 40 value 35.475841
iter 50 value 35.418228
iter 60 value 35.397660
iter 70 value 35.375449
iter 80 value 35.358551
iter 90 value 35.353729
final value 35.350476
converged
# weights: 11
initial value 165.006018
iter 10 value 71.457153
iter 20 value 71.242681
iter 30 value 71.167051
iter 40 value 71.119256
iter 50 value 71.014470
iter 60 value 70.964516
iter 70 value 70.928422
iter 80 value 58.048860
iter 90 value 7.517431
iter 100 value 1.429585
final value 1.429585
stopped after 100 iterations
# weights: 27
initial value 184.875373
iter 10 value 6.054369
iter 20 value 2.164603
iter 30 value 1.854497
iter 40 value 0.846352
iter 50 value 0.780429
iter 60 value 0.685907
iter 70 value 0.591256
iter 80 value 0.543934
iter 90 value 0.494425
iter 100 value 0.366367
final value 0.366367
stopped after 100 iterations
# weights: 43
initial value 178.522240
iter 10 value 11.338344
iter 20 value 0.543948
iter 30 value 0.494904
iter 40 value 0.434860
iter 50 value 0.362456
iter 60 value 0.313726
iter 70 value 0.304646
iter 80 value 0.278023
iter 90 value 0.269926
iter 100 value 0.263148
final value 0.263148
stopped after 100 iterations
# weights: 11
initial value 176.813584
iter 10 value 71.431065
iter 20 value 62.725473
iter 30 value 25.423016
iter 40 value 6.299953
iter 50 value 1.852789
iter 60 value 1.521638
iter 70 value 1.102430
iter 80 value 0.722165
iter 90 value 0.614839
iter 100 value 0.459943
final value 0.459943
stopped after 100 iterations
# weights: 27
initial value 179.289081
iter 10 value 5.750966
iter 20 value 0.057999
final value 0.000074
converged
# weights: 43
initial value 178.229287
iter 10 value 12.896644
iter 20 value 0.078903
iter 30 value 0.003184
final value 0.000058
converged
# weights: 11
initial value 162.742937
iter 10 value 103.637224
iter 20 value 56.602165
iter 30 value 56.453882
final value 56.453443
converged
# weights: 27
initial value 166.788973
iter 10 value 61.478136
iter 20 value 41.903721
iter 30 value 38.420928
iter 40 value 36.487270
iter 50 value 36.485538
final value 36.485525
converged
# weights: 43
initial value 169.637861
iter 10 value 70.897607
iter 20 value 41.079995
iter 30 value 36.059591
iter 40 value 35.568160
iter 50 value 35.348443
iter 60 value 35.313150
iter 70 value 35.303517
iter 80 value 35.288602
iter 90 value 35.285108
iter 100 value 35.283258
final value 35.283258
stopped after 100 iterations
# weights: 11
initial value 173.379987
iter 10 value 77.888490
iter 20 value 65.416782
iter 30 value 61.835325
iter 40 value 56.987823
iter 50 value 51.974022
iter 60 value 46.566025
iter 70 value 38.763625
iter 80 value 22.033332
iter 90 value 3.163769
iter 100 value 2.089675
final value 2.089675
stopped after 100 iterations
# weights: 27
initial value 167.050927
iter 10 value 65.857563
iter 20 value 6.216675
iter 30 value 1.611565
iter 40 value 1.229570
iter 50 value 0.958083
iter 60 value 0.702409
iter 70 value 0.653144
iter 80 value 0.549430
iter 90 value 0.510194
iter 100 value 0.443018
final value 0.443018
stopped after 100 iterations
# weights: 43
initial value 185.538146
iter 10 value 15.779734
iter 20 value 1.243538
iter 30 value 0.916485
iter 40 value 0.609869
iter 50 value 0.446926
iter 60 value 0.408756
iter 70 value 0.373439
iter 80 value 0.362948
iter 90 value 0.357573
iter 100 value 0.338500
final value 0.338500
stopped after 100 iterations
# weights: 11
initial value 187.057840
iter 10 value 69.089978
iter 20 value 68.786741
iter 30 value 68.771242
iter 40 value 68.719563
iter 50 value 68.308499
iter 60 value 62.050473
iter 70 value 37.153474
iter 80 value 13.083095
iter 90 value 3.895555
iter 100 value 1.626449
final value 1.626449
stopped after 100 iterations
# weights: 27
initial value 182.113963
iter 10 value 3.998417
iter 20 value 0.008793
final value 0.000085
converged
# weights: 43
initial value 186.774111
iter 10 value 9.397575
iter 20 value 0.076542
final value 0.000093
converged
# weights: 11
initial value 176.389676
iter 10 value 60.679001
iter 20 value 58.609011
final value 58.607881
converged
# weights: 27
initial value 182.256029
iter 10 value 92.290052
iter 20 value 48.876273
iter 30 value 39.618730
iter 40 value 37.417973
iter 50 value 37.082070
iter 60 value 36.940164
iter 70 value 36.853072
iter 80 value 36.846691
final value 36.846690
converged
# weights: 43
initial value 224.895621
iter 10 value 52.636251
iter 20 value 39.022636
iter 30 value 36.334444
iter 40 value 35.749391
iter 50 value 35.695045
iter 60 value 35.671325
iter 70 value 35.666444
iter 80 value 35.666343
iter 90 value 35.662868
iter 100 value 35.661255
final value 35.661255
stopped after 100 iterations
# weights: 11
initial value 188.752913
iter 10 value 48.213886
iter 20 value 9.762565
iter 30 value 4.510094
iter 40 value 3.654911
iter 50 value 3.119142
iter 60 value 2.918647
iter 70 value 2.897760
iter 80 value 2.821152
iter 90 value 2.811315
iter 100 value 2.800634
final value 2.800634
stopped after 100 iterations
# weights: 27
initial value 175.584083
iter 10 value 52.422822
iter 20 value 3.962805
iter 30 value 0.889566
iter 40 value 0.799794
iter 50 value 0.616553
iter 60 value 0.577572
iter 70 value 0.519646
iter 80 value 0.461278
iter 90 value 0.429166
iter 100 value 0.375510
final value 0.375510
stopped after 100 iterations
# weights: 43
initial value 167.290259
iter 10 value 6.438248
iter 20 value 1.000986
iter 30 value 0.820250
iter 40 value 0.731266
iter 50 value 0.649261
iter 60 value 0.571830
iter 70 value 0.555982
iter 80 value 0.536691
iter 90 value 0.531034
iter 100 value 0.510297
final value 0.510297
stopped after 100 iterations
# weights: 11
initial value 171.002550
iter 10 value 65.704867
iter 20 value 65.422369
final value 65.422048
converged
# weights: 27
initial value 169.419281
final value 65.422505
converged
# weights: 43
initial value 172.549060
iter 10 value 35.028258
iter 20 value 0.286276
iter 30 value 0.016762
final value 0.000074
converged
# weights: 11
initial value 186.844931
iter 10 value 79.779078
iter 20 value 59.242961
iter 30 value 59.039352
final value 59.039207
converged
# weights: 27
initial value 169.194247
iter 10 value 77.493860
iter 20 value 45.064375
iter 30 value 40.666868
iter 40 value 40.237478
iter 50 value 39.768704
iter 60 value 38.376361
iter 70 value 38.203590
final value 38.203330
converged
# weights: 43
initial value 200.755986
iter 10 value 61.845425
iter 20 value 38.537670
iter 30 value 37.823380
iter 40 value 37.239462
iter 50 value 36.922514
iter 60 value 36.896415
iter 70 value 36.895470
iter 80 value 36.895280
final value 36.895137
converged
# weights: 11
initial value 173.787611
iter 10 value 66.532025
iter 20 value 65.756428
iter 30 value 65.593428
iter 40 value 61.280924
iter 50 value 17.789616
iter 60 value 3.065951
iter 70 value 2.358605
iter 80 value 2.137487
iter 90 value 2.114061
iter 100 value 2.104660
final value 2.104660
stopped after 100 iterations
# weights: 27
initial value 186.381558
iter 10 value 49.820259
iter 20 value 2.575503
iter 30 value 2.024225
iter 40 value 0.889565
iter 50 value 0.649853
iter 60 value 0.570927
iter 70 value 0.546511
iter 80 value 0.469003
iter 90 value 0.422069
iter 100 value 0.395210
final value 0.395210
stopped after 100 iterations
# weights: 43
initial value 201.056372
iter 10 value 34.964123
iter 20 value 1.133037
iter 30 value 1.022452
iter 40 value 0.845946
iter 50 value 0.636269
iter 60 value 0.603913
iter 70 value 0.538404
iter 80 value 0.526290
iter 90 value 0.495184
iter 100 value 0.476616
final value 0.476616
stopped after 100 iterations
# weights: 11
initial value 172.066676
iter 10 value 69.123115
iter 20 value 68.890111
final value 68.889887
converged
# weights: 27
initial value 172.473081
iter 10 value 11.099769
iter 20 value 3.914290
iter 30 value 3.680957
iter 40 value 3.398108
iter 50 value 3.371700
iter 60 value 3.368585
iter 70 value 3.362236
iter 80 value 3.053424
iter 90 value 2.456391
iter 100 value 0.109462
final value 0.109462
stopped after 100 iterations
# weights: 43
initial value 172.549690
iter 10 value 22.221862
iter 20 value 4.215356
iter 30 value 3.695094
iter 40 value 3.234422
iter 50 value 1.000595
iter 60 value 0.009980
iter 70 value 0.001942
iter 80 value 0.001578
iter 90 value 0.001264
iter 100 value 0.001010
final value 0.001010
stopped after 100 iterations
# weights: 11
initial value 183.460766
iter 10 value 69.832299
iter 20 value 58.082915
iter 30 value 57.647654
final value 57.647650
converged
# weights: 27
initial value 180.511374
iter 10 value 85.064500
iter 20 value 41.843118
iter 30 value 39.660802
iter 40 value 39.565184
iter 50 value 39.532793
iter 60 value 39.519535
iter 70 value 39.519023
final value 39.519019
converged
# weights: 43
initial value 180.659888
iter 10 value 58.875303
iter 20 value 38.461024
iter 30 value 36.954321
iter 40 value 36.066906
iter 50 value 35.833642
iter 60 value 35.741946
iter 70 value 35.699745
iter 80 value 35.694157
iter 90 value 35.690376
iter 100 value 35.682194
final value 35.682194
stopped after 100 iterations
# weights: 11
initial value 164.967451
iter 10 value 69.554089
iter 20 value 69.173033
iter 30 value 69.003870
iter 40 value 68.996660
iter 50 value 31.823027
iter 60 value 5.438998
iter 70 value 4.710607
iter 80 value 4.697977
iter 90 value 4.697566
iter 100 value 4.696731
final value 4.696731
stopped after 100 iterations
# weights: 27
initial value 174.360614
iter 10 value 5.185258
iter 20 value 4.423135
iter 30 value 4.251889
iter 40 value 3.932901
iter 50 value 3.856649
iter 60 value 3.833638
iter 70 value 3.742245
iter 80 value 3.637839
iter 90 value 3.449070
iter 100 value 3.025048
final value 3.025048
stopped after 100 iterations
# weights: 43
initial value 199.580880
iter 10 value 16.081534
iter 20 value 4.188718
iter 30 value 4.030009
iter 40 value 3.858581
iter 50 value 3.790152
iter 60 value 3.739446
iter 70 value 3.585511
iter 80 value 2.949958
iter 90 value 2.104996
iter 100 value 1.950182
final value 1.950182
stopped after 100 iterations
# weights: 11
initial value 175.230337
iter 10 value 67.304071
iter 20 value 62.191146
final value 62.183818
converged
# weights: 27
initial value 174.247801
iter 10 value 60.786175
iter 20 value 59.180930
iter 30 value 58.549773
iter 40 value 56.016181
iter 50 value 34.187045
iter 60 value 11.261836
iter 70 value 3.559379
iter 80 value 0.530766
iter 90 value 0.068922
iter 100 value 0.048480
final value 0.048480
stopped after 100 iterations
# weights: 43
initial value 158.271257
iter 10 value 3.504760
iter 20 value 0.075854
iter 30 value 0.000875
final value 0.000074
converged
# weights: 11
initial value 180.625847
iter 10 value 86.950252
iter 20 value 55.322678
iter 30 value 55.087805
final value 55.087782
converged
# weights: 27
initial value 206.702253
iter 10 value 88.487664
iter 20 value 37.756078
iter 30 value 35.348025
iter 40 value 35.145227
iter 50 value 35.130762
iter 60 value 35.128093
iter 70 value 35.127428
final value 35.127427
converged
# weights: 43
initial value 158.986906
iter 10 value 45.636046
iter 20 value 35.078550
iter 30 value 34.190893
iter 40 value 34.131556
iter 50 value 34.086533
iter 60 value 34.063040
iter 70 value 34.054999
iter 80 value 34.042538
iter 90 value 34.003324
iter 100 value 33.977231
final value 33.977231
stopped after 100 iterations
# weights: 11
initial value 167.725707
iter 10 value 62.498805
iter 20 value 62.341100
iter 30 value 21.173186
iter 40 value 2.869963
iter 50 value 2.219852
iter 60 value 1.742829
iter 70 value 1.617773
iter 80 value 1.523846
iter 90 value 1.386444
iter 100 value 1.310159
final value 1.310159
stopped after 100 iterations
# weights: 27
initial value 193.413784
iter 10 value 64.675030
iter 20 value 62.663830
iter 30 value 62.509890
iter 40 value 62.399285
iter 50 value 33.491073
iter 60 value 1.288326
iter 70 value 0.983629
iter 80 value 0.914294
iter 90 value 0.794279
iter 100 value 0.691717
final value 0.691717
stopped after 100 iterations
# weights: 43
initial value 211.551090
iter 10 value 37.553479
iter 20 value 0.398317
iter 30 value 0.335130
iter 40 value 0.265873
iter 50 value 0.252275
iter 60 value 0.242017
iter 70 value 0.227482
iter 80 value 0.208248
iter 90 value 0.205213
iter 100 value 0.199972
final value 0.199972
stopped after 100 iterations
# weights: 11
initial value 165.213967
iter 10 value 67.190377
iter 20 value 67.108083
iter 30 value 67.106582
final value 67.106442
converged
# weights: 27
initial value 172.405651
iter 10 value 8.076357
iter 20 value 0.050501
iter 30 value 0.000170
iter 30 value 0.000094
iter 30 value 0.000085
final value 0.000085
converged
# weights: 43
initial value 163.984050
iter 10 value 8.597475
iter 20 value 0.124081
iter 30 value 0.003867
iter 40 value 0.000962
final value 0.000070
converged
# weights: 11
initial value 168.350388
iter 10 value 84.262347
iter 20 value 67.152470
iter 30 value 57.458072
final value 57.458068
converged
# weights: 27
initial value 172.621234
iter 10 value 87.759591
iter 20 value 40.478778
iter 30 value 37.522086
iter 40 value 37.456286
iter 50 value 37.455903
final value 37.455899
converged
# weights: 43
initial value 169.845093
iter 10 value 67.839653
iter 20 value 42.573090
iter 30 value 38.654310
iter 40 value 37.821436
iter 50 value 36.562400
iter 60 value 36.445848
iter 70 value 36.350155
iter 80 value 36.251121
iter 90 value 36.228287
iter 100 value 36.213543
final value 36.213543
stopped after 100 iterations
# weights: 11
initial value 171.239224
iter 10 value 59.984064
iter 20 value 16.221391
iter 30 value 4.481912
iter 40 value 2.370620
iter 50 value 2.315742
iter 60 value 2.306899
iter 70 value 2.305045
iter 80 value 2.304775
iter 90 value 2.304336
iter 100 value 2.304231
final value 2.304231
stopped after 100 iterations
# weights: 27
initial value 176.332059
iter 10 value 67.684251
iter 20 value 67.258397
iter 30 value 19.483880
iter 40 value 0.737211
iter 50 value 0.665556
iter 60 value 0.624345
iter 70 value 0.575405
iter 80 value 0.523442
iter 90 value 0.492022
iter 100 value 0.482938
final value 0.482938
stopped after 100 iterations
# weights: 43
initial value 177.328336
iter 10 value 4.427285
iter 20 value 1.152514
iter 30 value 0.994852
iter 40 value 0.637009
iter 50 value 0.505030
iter 60 value 0.477085
iter 70 value 0.457687
iter 80 value 0.451853
iter 90 value 0.440705
iter 100 value 0.429338
final value 0.429338
stopped after 100 iterations
# weights: 11
initial value 178.636174
iter 10 value 60.007310
iter 20 value 10.735299
iter 30 value 5.469747
iter 40 value 2.899766
iter 50 value 0.713759
iter 60 value 0.579227
iter 70 value 0.475139
iter 80 value 0.412577
iter 90 value 0.390163
iter 100 value 0.370996
final value 0.370996
stopped after 100 iterations
# weights: 27
initial value 186.295927
iter 10 value 8.787285
iter 20 value 0.065557
iter 30 value 0.003613
iter 40 value 0.000396
final value 0.000080
converged
# weights: 43
initial value 173.741129
iter 10 value 9.396464
iter 20 value 0.029941
final value 0.000090
converged
# weights: 11
initial value 166.633976
iter 10 value 71.489513
iter 20 value 60.661801
iter 30 value 60.299997
final value 60.299988
converged
# weights: 27
initial value 173.488406
iter 10 value 62.730724
iter 20 value 41.315397
iter 30 value 40.118058
iter 40 value 39.800616
iter 50 value 39.757829
final value 39.757581
converged
# weights: 43
initial value 176.671228
iter 10 value 68.454639
iter 20 value 42.198993
iter 30 value 40.254354
iter 40 value 39.831420
iter 50 value 39.025665
iter 60 value 38.800333
iter 70 value 38.773064
iter 80 value 38.707924
iter 90 value 38.634052
iter 100 value 38.574439
final value 38.574439
stopped after 100 iterations
# weights: 11
initial value 166.874873
iter 10 value 70.798904
iter 20 value 54.815344
iter 30 value 11.525365
iter 40 value 2.390358
iter 50 value 2.207589
iter 60 value 2.139910
iter 70 value 2.109465
iter 80 value 2.108824
iter 90 value 2.107288
iter 100 value 2.106995
final value 2.106995
stopped after 100 iterations
# weights: 27
initial value 193.054302
iter 10 value 42.533004
iter 20 value 2.309393
iter 30 value 0.698260
iter 40 value 0.582191
iter 50 value 0.550882
iter 60 value 0.525212
iter 70 value 0.474140
iter 80 value 0.439588
iter 90 value 0.410814
iter 100 value 0.389922
final value 0.389922
stopped after 100 iterations
# weights: 43
initial value 162.336366
iter 10 value 13.685667
iter 20 value 0.471998
iter 30 value 0.427604
iter 40 value 0.416637
iter 50 value 0.393908
iter 60 value 0.375415
iter 70 value 0.361389
iter 80 value 0.356573
iter 90 value 0.352770
iter 100 value 0.351612
final value 0.351612
stopped after 100 iterations
# weights: 11
initial value 174.671879
iter 10 value 19.278272
iter 20 value 7.087824
iter 30 value 5.618542
iter 40 value 5.198303
iter 50 value 5.054731
iter 60 value 5.026882
iter 70 value 5.016718
iter 80 value 5.015522
iter 90 value 5.011387
iter 100 value 5.001579
final value 5.001579
stopped after 100 iterations
# weights: 27
initial value 194.685020
iter 10 value 20.887345
iter 20 value 5.182896
iter 30 value 5.088010
iter 40 value 4.735658
iter 50 value 2.213067
iter 60 value 0.136974
iter 70 value 0.028969
iter 80 value 0.008150
iter 90 value 0.007579
iter 100 value 0.006747
final value 0.006747
stopped after 100 iterations
# weights: 43
initial value 173.262535
iter 10 value 8.199183
iter 20 value 5.029382
iter 30 value 5.012977
iter 40 value 4.999415
iter 50 value 4.993342
iter 60 value 4.993125
iter 70 value 4.992110
iter 80 value 4.990534
iter 90 value 4.990502
iter 100 value 4.989954
final value 4.989954
stopped after 100 iterations
# weights: 11
initial value 166.032409
iter 10 value 138.968699
iter 20 value 72.304620
iter 30 value 58.297581
final value 58.192536
converged
# weights: 27
initial value 188.344750
iter 10 value 59.741114
iter 20 value 43.534751
iter 30 value 39.577696
iter 40 value 39.495878
iter 50 value 39.489722
iter 60 value 39.489527
final value 39.489513
converged
# weights: 43
initial value 174.321622
iter 10 value 48.802032
iter 20 value 38.972316
iter 30 value 36.838551
iter 40 value 36.599320
iter 50 value 36.563520
iter 60 value 36.562395
iter 70 value 36.562030
iter 80 value 36.560126
iter 90 value 36.559857
iter 100 value 36.559717
final value 36.559717
stopped after 100 iterations
# weights: 11
initial value 173.692097
iter 10 value 53.374784
iter 20 value 7.329855
iter 30 value 5.872431
iter 40 value 5.707460
iter 50 value 5.690293
iter 60 value 5.649793
iter 70 value 5.536398
iter 80 value 5.531565
iter 90 value 5.522986
iter 100 value 5.521615
final value 5.521615
stopped after 100 iterations
# weights: 27
initial value 193.722921
iter 10 value 55.899886
iter 20 value 5.726954
iter 30 value 5.464523
iter 40 value 5.397605
iter 50 value 5.213243
iter 60 value 5.168191
iter 70 value 5.159777
iter 80 value 5.156142
iter 90 value 5.151394
iter 100 value 5.143132
final value 5.143132
stopped after 100 iterations
# weights: 43
initial value 194.068374
iter 10 value 25.544083
iter 20 value 5.502665
iter 30 value 4.540837
iter 40 value 4.161278
iter 50 value 3.754174
iter 60 value 3.465226
iter 70 value 3.336428
iter 80 value 2.733673
iter 90 value 2.392612
iter 100 value 1.623964
final value 1.623964
stopped after 100 iterations
# weights: 11
initial value 206.100764
iter 10 value 66.540449
iter 20 value 65.592032
final value 65.590931
converged
# weights: 27
initial value 181.428481
iter 10 value 40.001563
iter 20 value 3.371399
iter 30 value 0.001036
iter 40 value 0.000251
final value 0.000041
converged
# weights: 43
initial value 185.123648
iter 10 value 30.302272
iter 20 value 4.610514
iter 30 value 0.002717
final value 0.000072
converged
# weights: 11
initial value 176.690082
iter 10 value 68.218294
iter 20 value 60.165019
final value 60.158554
converged
# weights: 27
initial value 172.387034
iter 10 value 64.658781
iter 20 value 44.487569
iter 30 value 40.577229
iter 40 value 40.266223
iter 50 value 40.255015
final value 40.254952
converged
# weights: 43
initial value 160.793051
iter 10 value 53.270494
iter 20 value 40.083155
iter 30 value 39.223746
iter 40 value 39.125333
iter 50 value 39.093602
iter 60 value 39.090331
iter 70 value 39.090059
final value 39.090041
converged
# weights: 11
initial value 169.434760
iter 10 value 66.982621
iter 20 value 50.128044
iter 30 value 12.163031
iter 40 value 5.871592
iter 50 value 4.631586
iter 60 value 4.498745
iter 70 value 4.394303
iter 80 value 4.361895
iter 90 value 4.350230
iter 100 value 4.350127
final value 4.350127
stopped after 100 iterations
# weights: 27
initial value 174.655995
iter 10 value 28.684450
iter 20 value 3.464609
iter 30 value 2.898221
iter 40 value 2.300193
iter 50 value 1.787647
iter 60 value 1.664595
iter 70 value 1.337630
iter 80 value 1.271595
iter 90 value 0.987912
iter 100 value 0.813838
final value 0.813838
stopped after 100 iterations
# weights: 43
initial value 195.923976
iter 10 value 9.030144
iter 20 value 1.143968
iter 30 value 1.017909
iter 40 value 0.910102
iter 50 value 0.748230
iter 60 value 0.722774
iter 70 value 0.697251
iter 80 value 0.669340
iter 90 value 0.658214
iter 100 value 0.645404
final value 0.645404
stopped after 100 iterations
# weights: 11
initial value 164.491061
final value 64.414292
converged
# weights: 27
initial value 166.343637
iter 10 value 13.716060
iter 20 value 1.437999
iter 30 value 0.000222
final value 0.000050
converged
# weights: 43
initial value 175.117744
iter 10 value 35.954304
iter 20 value 1.602137
iter 30 value 0.001143
final value 0.000059
converged
# weights: 11
initial value 177.674801
iter 10 value 144.841157
iter 20 value 65.269412
iter 30 value 58.099196
final value 58.099175
converged
# weights: 27
initial value 162.977541
iter 10 value 57.018624
iter 20 value 41.795536
iter 30 value 39.652232
iter 40 value 39.019894
iter 50 value 38.915940
final value 38.906930
converged
# weights: 43
initial value 168.679453
iter 10 value 74.428756
iter 20 value 40.922835
iter 30 value 38.650883
iter 40 value 37.665955
iter 50 value 37.637176
iter 60 value 37.620945
iter 70 value 37.612525
iter 80 value 37.607762
iter 90 value 37.606840
iter 100 value 37.605196
final value 37.605196
stopped after 100 iterations
# weights: 11
initial value 165.227643
iter 10 value 64.917141
iter 20 value 48.377055
iter 30 value 15.825392
iter 40 value 5.409262
iter 50 value 4.245762
iter 60 value 3.776556
iter 70 value 3.284135
iter 80 value 3.069450
iter 90 value 2.929320
iter 100 value 2.910003
final value 2.910003
stopped after 100 iterations
# weights: 27
initial value 182.601157
iter 10 value 63.544850
iter 20 value 5.353601
iter 30 value 1.249160
iter 40 value 1.040245
iter 50 value 0.939978
iter 60 value 0.728328
iter 70 value 0.564415
iter 80 value 0.523811
iter 90 value 0.480279
iter 100 value 0.464845
final value 0.464845
stopped after 100 iterations
# weights: 43
initial value 170.696041
iter 10 value 9.740738
iter 20 value 1.048201
iter 30 value 0.725395
iter 40 value 0.697485
iter 50 value 0.592156
iter 60 value 0.490831
iter 70 value 0.479283
iter 80 value 0.450189
iter 90 value 0.439365
iter 100 value 0.424900
final value 0.424900
stopped after 100 iterations
# weights: 11
initial value 172.998253
iter 10 value 52.180252
iter 20 value 6.083033
iter 30 value 3.299397
iter 40 value 2.950983
iter 50 value 2.849816
iter 60 value 2.836604
iter 70 value 2.769595
iter 80 value 2.740812
iter 90 value 2.711446
iter 100 value 2.658892
final value 2.658892
stopped after 100 iterations
# weights: 27
initial value 182.842655
iter 10 value 18.502117
iter 20 value 3.086132
iter 30 value 0.003432
final value 0.000020
converged
# weights: 43
initial value 169.054466
iter 10 value 25.612097
iter 20 value 3.522726
iter 30 value 2.547771
iter 40 value 1.947496
iter 50 value 0.065826
iter 60 value 0.001066
iter 70 value 0.000193
final value 0.000050
converged
# weights: 11
initial value 168.034815
iter 10 value 93.274546
iter 20 value 64.862316
iter 30 value 59.962781
final value 59.962648
converged
# weights: 27
initial value 178.144410
iter 10 value 62.502162
iter 20 value 42.831075
iter 30 value 39.919915
iter 40 value 39.395837
iter 50 value 39.370378
iter 60 value 39.367847
iter 70 value 39.364259
final value 39.364256
converged
# weights: 43
initial value 180.760548
iter 10 value 58.989554
iter 20 value 40.123116
iter 30 value 38.833376
iter 40 value 38.445990
iter 50 value 38.335802
iter 60 value 38.322748
iter 70 value 38.300480
iter 80 value 38.277014
iter 90 value 38.261390
iter 100 value 38.230267
final value 38.230267
stopped after 100 iterations
# weights: 11
initial value 176.282864
iter 10 value 77.770290
iter 20 value 74.968692
iter 30 value 74.939038
iter 40 value 74.860798
iter 50 value 45.973543
iter 60 value 7.770959
iter 70 value 4.838699
iter 80 value 4.464995
iter 90 value 4.437293
iter 100 value 4.432198
final value 4.432198
stopped after 100 iterations
# weights: 27
initial value 173.403524
iter 10 value 7.731422
iter 20 value 3.341154
iter 30 value 3.126080
iter 40 value 2.895512
iter 50 value 2.679981
iter 60 value 1.933509
iter 70 value 1.028661
iter 80 value 0.906626
iter 90 value 0.846322
iter 100 value 0.732801
final value 0.732801
stopped after 100 iterations
# weights: 43
initial value 170.358385
iter 10 value 6.289860
iter 20 value 3.472972
iter 30 value 3.248796
iter 40 value 2.922960
iter 50 value 2.474078
iter 60 value 1.746229
iter 70 value 1.199841
iter 80 value 1.031285
iter 90 value 0.881351
iter 100 value 0.805848
final value 0.805848
stopped after 100 iterations
# weights: 11
initial value 177.625121
iter 10 value 119.636601
iter 20 value 82.055333
iter 30 value 81.988364
iter 40 value 72.073768
iter 50 value 72.069143
final value 72.068182
converged
# weights: 27
initial value 205.358394
iter 10 value 56.283381
iter 20 value 2.485118
iter 30 value 0.098444
iter 40 value 0.000500
final value 0.000055
converged
# weights: 43
initial value 181.944419
iter 10 value 61.430230
iter 20 value 4.463833
iter 30 value 0.080013
iter 40 value 0.008136
iter 50 value 0.000441
iter 60 value 0.000179
final value 0.000063
converged
# weights: 11
initial value 166.335620
iter 10 value 77.350966
iter 20 value 60.527686
iter 30 value 60.022862
final value 60.022345
converged
# weights: 27
initial value 180.262834
iter 10 value 89.512663
iter 20 value 60.042468
iter 30 value 42.834639
iter 40 value 39.296726
iter 50 value 39.208425
iter 60 value 39.182915
iter 70 value 39.155353
final value 39.154712
converged
# weights: 43
initial value 169.932156
iter 10 value 58.473414
iter 20 value 38.661490
iter 30 value 38.127946
iter 40 value 38.097297
iter 50 value 38.061270
iter 60 value 38.002286
iter 70 value 37.979637
iter 80 value 37.972626
iter 90 value 37.968583
iter 100 value 37.966225
final value 37.966225
stopped after 100 iterations
# weights: 11
initial value 197.838937
iter 10 value 75.582710
iter 20 value 72.163104
iter 30 value 72.138399
iter 40 value 69.794889
iter 50 value 26.573448
iter 60 value 5.303317
iter 70 value 3.740158
iter 80 value 3.612716
iter 90 value 3.592170
iter 100 value 3.558215
final value 3.558215
stopped after 100 iterations
# weights: 27
initial value 195.637841
iter 10 value 27.842221
iter 20 value 5.103849
iter 30 value 4.519522
iter 40 value 3.308596
iter 50 value 2.416940
iter 60 value 2.175344
iter 70 value 1.685671
iter 80 value 1.590937
iter 90 value 1.496582
iter 100 value 1.203023
final value 1.203023
stopped after 100 iterations
# weights: 43
initial value 170.784347
iter 10 value 16.713934
iter 20 value 2.169478
iter 30 value 1.571515
iter 40 value 1.392112
iter 50 value 1.313811
iter 60 value 1.226906
iter 70 value 1.029411
iter 80 value 0.992793
iter 90 value 0.953194
iter 100 value 0.905002
final value 0.905002
stopped after 100 iterations
# weights: 11
initial value 166.641784
iter 10 value 60.827146
iter 20 value 4.596250
iter 30 value 1.440102
iter 40 value 0.692775
iter 50 value 0.246293
iter 60 value 0.139351
iter 70 value 0.121600
iter 80 value 0.114281
iter 90 value 0.096541
iter 100 value 0.082398
final value 0.082398
stopped after 100 iterations
# weights: 27
initial value 169.467272
iter 10 value 8.627180
iter 20 value 0.011434
iter 30 value 0.001216
final value 0.000067
converged
# weights: 43
initial value 173.888050
iter 10 value 54.503257
iter 20 value 0.596541
iter 30 value 0.006322
iter 40 value 0.000564
final value 0.000071
converged
# weights: 11
initial value 180.171731
iter 10 value 99.773623
iter 20 value 58.791117
iter 30 value 57.309349
iter 30 value 57.309349
iter 30 value 57.309349
final value 57.309349
converged
# weights: 27
initial value 168.280492
iter 10 value 72.058833
iter 20 value 39.667703
iter 30 value 38.879400
iter 40 value 37.996990
iter 50 value 37.586189
iter 60 value 37.543493
final value 37.543490
converged
# weights: 43
initial value 186.595258
iter 10 value 65.901707
iter 20 value 40.334246
iter 30 value 36.618952
iter 40 value 36.272488
iter 50 value 36.230339
iter 60 value 36.222225
iter 70 value 36.221955
iter 80 value 36.221705
iter 90 value 36.221218
iter 100 value 36.220919
final value 36.220919
stopped after 100 iterations
# weights: 11
initial value 173.051166
iter 10 value 70.047361
iter 20 value 14.182743
iter 30 value 1.821155
iter 40 value 1.062131
iter 50 value 1.011751
iter 60 value 1.010332
iter 70 value 1.007900
iter 80 value 1.006660
iter 90 value 1.006566
iter 100 value 1.006524
final value 1.006524
stopped after 100 iterations
# weights: 27
initial value 179.659606
iter 10 value 26.443051
iter 20 value 0.577350
iter 30 value 0.501250
iter 40 value 0.471795
iter 50 value 0.365235
iter 60 value 0.323540
iter 70 value 0.302736
iter 80 value 0.286001
iter 90 value 0.261366
iter 100 value 0.246631
final value 0.246631
stopped after 100 iterations
# weights: 43
initial value 171.953349
iter 10 value 71.330235
iter 20 value 19.231200
iter 30 value 1.306169
iter 40 value 1.048259
iter 50 value 0.882650
iter 60 value 0.673613
iter 70 value 0.523760
iter 80 value 0.388619
iter 90 value 0.335122
iter 100 value 0.277844
final value 0.277844
stopped after 100 iterations
# weights: 11
initial value 171.755074
iter 10 value 23.097744
iter 20 value 12.958256
iter 30 value 7.274090
iter 40 value 3.987388
iter 50 value 3.148294
iter 60 value 2.397621
iter 70 value 1.184925
iter 80 value 0.541591
iter 90 value 0.315347
iter 100 value 0.243166
final value 0.243166
stopped after 100 iterations
# weights: 27
initial value 183.954707
iter 10 value 7.148396
iter 20 value 1.390628
iter 30 value 0.000662
final value 0.000069
converged
# weights: 43
initial value 205.981701
iter 10 value 62.761296
iter 20 value 3.485670
iter 30 value 0.617305
iter 40 value 0.026328
final value 0.000070
converged
# weights: 11
initial value 175.558618
iter 10 value 119.333770
iter 20 value 58.619464
iter 30 value 57.619721
final value 57.619325
converged
# weights: 27
initial value 162.695309
iter 10 value 62.063860
iter 20 value 43.786710
iter 30 value 38.017191
iter 40 value 37.914283
iter 50 value 37.898835
iter 60 value 37.897506
final value 37.897496
converged
# weights: 43
initial value 177.831352
iter 10 value 63.439990
iter 20 value 40.622157
iter 30 value 38.022700
iter 40 value 37.112435
iter 50 value 37.023967
iter 60 value 36.976085
iter 70 value 36.959945
iter 80 value 36.957935
iter 90 value 36.947837
iter 100 value 36.927165
final value 36.927165
stopped after 100 iterations
# weights: 11
initial value 172.517322
iter 10 value 64.090639
iter 20 value 63.351929
iter 30 value 63.286634
iter 40 value 63.266014
iter 50 value 63.192015
iter 60 value 63.162003
iter 70 value 62.815661
iter 80 value 51.161079
iter 90 value 17.508688
iter 100 value 6.630993
final value 6.630993
stopped after 100 iterations
# weights: 27
initial value 176.066100
iter 10 value 63.255179
iter 20 value 16.570549
iter 30 value 0.966344
iter 40 value 0.656739
iter 50 value 0.573484
iter 60 value 0.550788
iter 70 value 0.527371
iter 80 value 0.497572
iter 90 value 0.490008
iter 100 value 0.480123
final value 0.480123
stopped after 100 iterations
# weights: 43
initial value 185.680792
iter 10 value 11.467635
iter 20 value 0.842484
iter 30 value 0.589860
iter 40 value 0.538953
iter 50 value 0.475025
iter 60 value 0.421982
iter 70 value 0.403978
iter 80 value 0.385369
iter 90 value 0.380681
iter 100 value 0.372479
final value 0.372479
stopped after 100 iterations
# weights: 11
initial value 166.039217
iter 10 value 65.370529
iter 20 value 64.329562
final value 64.328301
converged
# weights: 27
initial value 193.116729
iter 10 value 42.023020
iter 20 value 10.416761
iter 30 value 1.814046
iter 40 value 0.081570
iter 50 value 0.008925
iter 60 value 0.004023
iter 70 value 0.000425
iter 80 value 0.000370
iter 90 value 0.000320
iter 100 value 0.000175
final value 0.000175
stopped after 100 iterations
# weights: 43
initial value 230.183983
iter 10 value 34.492796
iter 20 value 1.913943
iter 30 value 0.043189
iter 40 value 0.004445
iter 50 value 0.000447
iter 60 value 0.000239
final value 0.000090
converged
# weights: 11
initial value 165.645181
iter 10 value 97.466121
iter 20 value 57.882858
iter 30 value 57.869544
final value 57.869542
converged
# weights: 27
initial value 196.067435
iter 10 value 57.426640
iter 20 value 42.225170
iter 30 value 40.415770
iter 40 value 39.730014
iter 50 value 39.164731
iter 60 value 38.637881
iter 70 value 38.559922
final value 38.559265
converged
# weights: 43
initial value 164.923612
iter 10 value 61.730395
iter 20 value 41.716363
iter 30 value 39.593484
iter 40 value 38.182825
iter 50 value 37.656372
iter 60 value 37.525736
iter 70 value 37.418817
iter 80 value 37.365176
iter 90 value 37.356477
iter 100 value 37.325771
final value 37.325771
stopped after 100 iterations
# weights: 11
initial value 170.155311
iter 10 value 64.722444
iter 20 value 64.616082
iter 30 value 64.553107
iter 40 value 60.593170
iter 50 value 7.066330
iter 60 value 3.079204
iter 70 value 2.629534
iter 80 value 2.585526
iter 90 value 2.549971
iter 100 value 2.506969
final value 2.506969
stopped after 100 iterations
# weights: 27
initial value 173.565396
iter 10 value 13.913978
iter 20 value 0.889549
iter 30 value 0.801241
iter 40 value 0.752675
iter 50 value 0.617225
iter 60 value 0.569879
iter 70 value 0.549884
iter 80 value 0.510839
iter 90 value 0.473434
iter 100 value 0.385228
final value 0.385228
stopped after 100 iterations
# weights: 43
initial value 185.210684
iter 10 value 5.926119
iter 20 value 1.005792
iter 30 value 0.781758
iter 40 value 0.735723
iter 50 value 0.605898
iter 60 value 0.554760
iter 70 value 0.459022
iter 80 value 0.443814
iter 90 value 0.413867
iter 100 value 0.382148
final value 0.382148
stopped after 100 iterations
# weights: 11
initial value 169.301420
iter 10 value 63.264340
iter 20 value 63.203768
iter 30 value 63.120135
iter 40 value 58.334147
iter 50 value 9.236263
iter 60 value 0.358427
iter 70 value 0.020101
iter 80 value 0.017969
iter 90 value 0.017757
iter 100 value 0.017537
final value 0.017537
stopped after 100 iterations
# weights: 27
initial value 188.786332
iter 10 value 67.434096
iter 20 value 6.341092
iter 30 value 1.485415
iter 40 value 0.121319
iter 50 value 0.006734
iter 60 value 0.002621
iter 70 value 0.000404
iter 80 value 0.000132
final value 0.000088
converged
# weights: 43
initial value 162.997024
iter 10 value 15.180164
iter 20 value 0.024171
final value 0.000053
converged
# weights: 11
initial value 178.985949
iter 10 value 79.151745
iter 20 value 59.268544
iter 30 value 58.089610
final value 58.089491
converged
# weights: 27
initial value 184.021699
iter 10 value 64.417053
iter 20 value 40.361768
iter 30 value 38.105492
iter 40 value 37.986592
iter 50 value 37.597039
iter 60 value 36.591622
iter 70 value 36.377104
iter 80 value 36.359154
final value 36.359148
converged
# weights: 43
initial value 164.138701
iter 10 value 57.818395
iter 20 value 39.475180
iter 30 value 36.535362
iter 40 value 36.091381
iter 50 value 35.949547
iter 60 value 35.863406
iter 70 value 35.840921
iter 80 value 35.835358
iter 90 value 35.834352
iter 100 value 35.833719
final value 35.833719
stopped after 100 iterations
# weights: 11
initial value 177.505636
iter 10 value 114.268821
iter 20 value 72.814955
iter 30 value 69.429989
iter 40 value 68.336883
iter 50 value 59.331900
iter 60 value 14.324398
iter 70 value 4.479845
iter 80 value 1.905514
iter 90 value 1.716597
iter 100 value 1.509756
final value 1.509756
stopped after 100 iterations
# weights: 27
initial value 176.665517
iter 10 value 61.761891
iter 20 value 17.197791
iter 30 value 1.086780
iter 40 value 0.994648
iter 50 value 0.879019
iter 60 value 0.796256
iter 70 value 0.594053
iter 80 value 0.551291
iter 90 value 0.433613
iter 100 value 0.338535
final value 0.338535
stopped after 100 iterations
# weights: 43
initial value 166.158470
iter 10 value 38.144921
iter 20 value 0.596209
iter 30 value 0.523783
iter 40 value 0.497860
iter 50 value 0.459780
iter 60 value 0.298477
iter 70 value 0.267897
iter 80 value 0.233406
iter 90 value 0.225658
iter 100 value 0.220209
final value 0.220209
stopped after 100 iterations
# weights: 11
initial value 174.903145
iter 10 value 70.056016
iter 20 value 68.496752
final value 68.495318
converged
# weights: 27
initial value 186.991527
iter 10 value 10.332927
iter 20 value 1.306646
iter 30 value 0.000409
final value 0.000053
converged
# weights: 43
initial value 183.491780
iter 10 value 43.794523
iter 20 value 4.471858
iter 30 value 0.076056
iter 40 value 0.003482
iter 50 value 0.000320
final value 0.000079
converged
# weights: 11
initial value 178.013012
iter 10 value 80.369582
iter 20 value 63.020756
iter 30 value 62.833407
final value 62.833341
converged
# weights: 27
initial value 176.778413
iter 10 value 78.582291
iter 20 value 48.532583
iter 30 value 43.238736
iter 40 value 42.664201
iter 50 value 42.115165
iter 60 value 41.933443
iter 70 value 41.888393
final value 41.888350
converged
# weights: 43
initial value 184.479094
iter 10 value 59.569790
iter 20 value 44.540681
iter 30 value 42.032013
iter 40 value 41.080349
iter 50 value 40.810754
iter 60 value 40.698264
iter 70 value 40.692239
iter 80 value 40.691980
final value 40.691958
converged
# weights: 11
initial value 185.788031
iter 10 value 71.216877
iter 20 value 68.714034
iter 30 value 68.687498
iter 40 value 68.638950
iter 50 value 68.610983
iter 60 value 68.599206
iter 70 value 68.584420
iter 80 value 68.578627
iter 90 value 68.566779
iter 100 value 68.540847
final value 68.540847
stopped after 100 iterations
# weights: 27
initial value 196.194195
iter 10 value 44.149061
iter 20 value 8.828005
iter 30 value 7.781642
iter 40 value 6.640860
iter 50 value 5.153192
iter 60 value 4.368340
iter 70 value 2.789854
iter 80 value 2.536286
iter 90 value 2.338968
iter 100 value 2.033095
final value 2.033095
stopped after 100 iterations
# weights: 43
initial value 162.317293
iter 10 value 22.963124
iter 20 value 4.822164
iter 30 value 3.016836
iter 40 value 2.666661
iter 50 value 2.285999
iter 60 value 2.110198
iter 70 value 1.984447
iter 80 value 1.788971
iter 90 value 1.712979
iter 100 value 1.596120
final value 1.596120
stopped after 100 iterations
# weights: 11
initial value 170.740800
iter 10 value 17.490978
iter 20 value 5.085796
iter 30 value 3.935066
iter 40 value 3.388652
iter 50 value 3.090060
iter 60 value 2.822050
iter 70 value 2.692743
iter 80 value 2.628588
iter 90 value 2.200798
iter 100 value 2.062662
final value 2.062662
stopped after 100 iterations
# weights: 27
initial value 168.543962
iter 10 value 38.728509
iter 20 value 7.278137
iter 30 value 3.123177
iter 40 value 0.496685
iter 50 value 0.018857
iter 60 value 0.000586
iter 70 value 0.000423
iter 80 value 0.000115
final value 0.000091
converged
# weights: 43
initial value 183.490601
iter 10 value 69.871097
iter 20 value 9.763005
iter 30 value 4.775035
iter 40 value 0.440368
iter 50 value 0.000190
iter 50 value 0.000091
iter 50 value 0.000090
final value 0.000090
converged
# weights: 11
initial value 185.903632
iter 10 value 72.149751
iter 20 value 60.369262
iter 30 value 60.331020
final value 60.331019
converged
# weights: 27
initial value 170.035029
iter 10 value 60.043458
iter 20 value 40.429034
iter 30 value 40.302875
iter 40 value 40.299962
iter 40 value 40.299962
iter 40 value 40.299962
final value 40.299962
converged
# weights: 43
initial value 175.319295
iter 10 value 62.085145
iter 20 value 41.613057
iter 30 value 39.511685
iter 40 value 39.079993
iter 50 value 39.043526
iter 60 value 39.011480
iter 70 value 38.995083
iter 80 value 38.985577
iter 90 value 38.984769
iter 100 value 38.984374
final value 38.984374
stopped after 100 iterations
# weights: 11
initial value 198.079492
iter 10 value 68.417176
iter 20 value 14.994247
iter 30 value 4.581691
iter 40 value 4.329481
iter 50 value 4.173826
iter 60 value 4.160111
iter 70 value 4.146177
iter 80 value 4.123040
iter 90 value 4.113536
iter 100 value 4.113065
final value 4.113065
stopped after 100 iterations
# weights: 27
initial value 184.248979
iter 10 value 14.887763
iter 20 value 3.099968
iter 30 value 1.579474
iter 40 value 1.426407
iter 50 value 1.296983
iter 60 value 1.165063
iter 70 value 1.015022
iter 80 value 0.947162
iter 90 value 0.834486
iter 100 value 0.738836
final value 0.738836
stopped after 100 iterations
# weights: 43
initial value 188.202275
iter 10 value 27.293173
iter 20 value 4.516091
iter 30 value 1.554820
iter 40 value 1.143480
iter 50 value 0.949671
iter 60 value 0.791743
iter 70 value 0.673921
iter 80 value 0.593120
iter 90 value 0.550476
iter 100 value 0.505826
final value 0.505826
stopped after 100 iterations
# weights: 11
initial value 204.044166
iter 10 value 64.669012
iter 20 value 64.321781
final value 64.319847
converged
# weights: 27
initial value 184.307240
iter 10 value 7.174306
iter 20 value 0.007127
final value 0.000088
converged
# weights: 43
initial value 166.629237
iter 10 value 39.947598
iter 20 value 0.499962
iter 30 value 0.005267
iter 40 value 0.000586
iter 50 value 0.000247
final value 0.000061
converged
# weights: 11
initial value 163.905806
iter 10 value 89.238328
iter 20 value 57.835697
iter 30 value 56.711969
final value 56.711176
converged
# weights: 27
initial value 233.161146
iter 10 value 74.466810
iter 20 value 45.245116
iter 30 value 41.719904
iter 40 value 40.281228
iter 50 value 40.149221
iter 60 value 40.144028
final value 40.144021
converged
# weights: 43
initial value 179.978159
iter 10 value 60.984568
iter 20 value 37.958474
iter 30 value 36.968711
iter 40 value 36.781236
iter 50 value 36.762910
iter 60 value 36.754802
iter 70 value 36.753036
iter 80 value 36.752892
iter 90 value 36.752853
final value 36.752837
converged
# weights: 11
initial value 167.712658
iter 10 value 65.410782
iter 20 value 64.692132
iter 30 value 64.419997
iter 40 value 52.793094
iter 50 value 7.541882
iter 60 value 2.008685
iter 70 value 1.559530
iter 80 value 1.525776
iter 90 value 1.500672
iter 100 value 1.487525
final value 1.487525
stopped after 100 iterations
# weights: 27
initial value 171.575694
iter 10 value 16.775504
iter 20 value 0.604391
iter 30 value 0.553756
iter 40 value 0.516361
iter 50 value 0.460120
iter 60 value 0.436910
iter 70 value 0.396996
iter 80 value 0.379611
iter 90 value 0.339385
iter 100 value 0.321354
final value 0.321354
stopped after 100 iterations
# weights: 43
initial value 191.932958
iter 10 value 4.037950
iter 20 value 0.308300
iter 30 value 0.301520
iter 40 value 0.288186
iter 50 value 0.273303
iter 60 value 0.263443
iter 70 value 0.260667
iter 80 value 0.256312
iter 90 value 0.255482
iter 100 value 0.253910
final value 0.253910
stopped after 100 iterations
# weights: 11
initial value 176.479170
iter 10 value 58.483271
iter 20 value 4.047256
iter 30 value 0.256163
iter 40 value 0.173489
iter 50 value 0.117487
iter 60 value 0.103430
iter 70 value 0.097219
iter 80 value 0.089065
iter 90 value 0.085535
iter 100 value 0.078808
final value 0.078808
stopped after 100 iterations
# weights: 27
initial value 167.020673
iter 10 value 3.938533
iter 20 value 0.003362
final value 0.000069
converged
# weights: 43
initial value 176.740648
iter 10 value 13.861217
iter 20 value 0.140320
iter 30 value 0.009245
iter 40 value 0.000186
iter 40 value 0.000100
iter 40 value 0.000100
final value 0.000100
converged
# weights: 11
initial value 172.127939
iter 10 value 84.475298
iter 20 value 60.104613
final value 59.974821
converged
# weights: 27
initial value 191.310934
iter 10 value 97.400456
iter 20 value 42.094149
iter 30 value 38.730536
iter 40 value 38.722812
final value 38.722409
converged
# weights: 43
initial value 170.676937
iter 10 value 68.381570
iter 20 value 39.994811
iter 30 value 37.847444
iter 40 value 37.547957
iter 50 value 37.442582
iter 60 value 37.415396
iter 70 value 37.405089
iter 80 value 37.404414
iter 80 value 37.404414
iter 80 value 37.404414
final value 37.404414
converged
# weights: 11
initial value 178.058949
iter 10 value 72.070458
iter 20 value 71.987032
iter 30 value 71.960486
iter 40 value 71.899278
final value 71.891667
converged
# weights: 27
initial value 170.394103
iter 10 value 72.191817
iter 20 value 56.285467
iter 30 value 4.278265
iter 40 value 0.711755
iter 50 value 0.657273
iter 60 value 0.581674
iter 70 value 0.427046
iter 80 value 0.365865
iter 90 value 0.338010
iter 100 value 0.317065
final value 0.317065
stopped after 100 iterations
# weights: 43
initial value 167.226172
iter 10 value 20.207789
iter 20 value 2.051553
iter 30 value 1.096616
iter 40 value 0.891515
iter 50 value 0.671294
iter 60 value 0.614979
iter 70 value 0.554312
iter 80 value 0.517902
iter 90 value 0.475034
iter 100 value 0.436443
final value 0.436443
stopped after 100 iterations
# weights: 11
initial value 175.176833
iter 10 value 79.831315
iter 20 value 6.925692
iter 30 value 5.395470
iter 40 value 5.327603
iter 50 value 5.303358
iter 60 value 5.298256
iter 70 value 5.294744
iter 80 value 5.294391
iter 90 value 5.292362
iter 100 value 5.291562
final value 5.291562
stopped after 100 iterations
# weights: 27
initial value 186.882363
iter 10 value 15.168297
iter 20 value 7.654446
iter 30 value 5.875542
iter 40 value 5.628923
iter 50 value 5.345727
iter 60 value 5.317517
iter 70 value 5.308467
iter 80 value 5.305230
iter 90 value 5.280724
iter 100 value 5.274702
final value 5.274702
stopped after 100 iterations
# weights: 43
initial value 210.579182
iter 10 value 23.274099
iter 20 value 5.474761
iter 30 value 5.331268
iter 40 value 5.311193
iter 50 value 5.231907
iter 60 value 4.729097
iter 70 value 2.742145
iter 80 value 0.007525
final value 0.000045
converged
# weights: 11
initial value 169.353733
iter 10 value 101.104405
iter 20 value 72.647780
iter 30 value 60.561843
final value 60.559602
converged
# weights: 27
initial value 164.669513
iter 10 value 65.766427
iter 20 value 42.293545
iter 30 value 39.893755
iter 40 value 39.736147
iter 50 value 39.674367
iter 60 value 39.674174
final value 39.674132
converged
# weights: 43
initial value 173.721110
iter 10 value 59.069192
iter 20 value 40.041564
iter 30 value 38.669887
iter 40 value 38.500245
iter 50 value 38.434958
iter 60 value 38.434096
iter 70 value 38.431706
iter 80 value 38.370277
iter 90 value 38.348208
iter 100 value 38.347835
final value 38.347835
stopped after 100 iterations
# weights: 11
initial value 168.634025
iter 10 value 74.576808
iter 20 value 73.904695
iter 30 value 73.447835
iter 40 value 71.042332
iter 50 value 55.710137
iter 60 value 10.134160
iter 70 value 6.755378
iter 80 value 6.225297
iter 90 value 6.065651
iter 100 value 6.003772
final value 6.003772
stopped after 100 iterations
# weights: 27
initial value 195.102963
iter 10 value 67.086198
iter 20 value 6.153334
iter 30 value 5.584607
iter 40 value 5.492270
iter 50 value 5.249315
iter 60 value 4.985263
iter 70 value 4.816813
iter 80 value 4.753496
iter 90 value 4.721517
iter 100 value 4.697691
final value 4.697691
stopped after 100 iterations
# weights: 43
initial value 181.158542
iter 10 value 18.226521
iter 20 value 5.820596
iter 30 value 5.556549
iter 40 value 5.379518
iter 50 value 5.122502
iter 60 value 3.949872
iter 70 value 2.491256
iter 80 value 1.840377
iter 90 value 1.385009
iter 100 value 1.127591
final value 1.127591
stopped after 100 iterations
# weights: 11
initial value 163.273951
iter 10 value 74.595457
iter 20 value 74.563884
final value 74.563365
converged
# weights: 27
initial value 186.323683
iter 10 value 14.588832
iter 20 value 3.383636
iter 30 value 0.004890
iter 40 value 0.001184
iter 50 value 0.000441
final value 0.000055
converged
# weights: 43
initial value 180.234757
iter 10 value 4.055579
iter 20 value 0.006374
final value 0.000073
converged
# weights: 11
initial value 178.517131
iter 10 value 83.871503
iter 20 value 57.671910
iter 30 value 57.636997
final value 57.636779
converged
# weights: 27
initial value 165.949742
iter 10 value 78.177413
iter 20 value 44.898168
iter 30 value 42.347320
iter 40 value 40.664015
iter 50 value 40.131189
iter 60 value 40.078370
iter 70 value 40.074427
final value 40.074421
converged
# weights: 43
initial value 162.561074
iter 10 value 53.522856
iter 20 value 39.036001
iter 30 value 37.477582
iter 40 value 36.846265
iter 50 value 36.591263
iter 60 value 36.538174
iter 70 value 36.523822
iter 80 value 36.522211
iter 90 value 36.522012
iter 100 value 36.521863
final value 36.521863
stopped after 100 iterations
# weights: 11
initial value 181.209250
iter 10 value 75.085165
iter 20 value 74.825389
iter 30 value 74.663898
iter 40 value 35.388899
iter 50 value 5.575384
iter 60 value 3.053716
iter 70 value 2.715985
iter 80 value 2.337632
iter 90 value 2.221656
iter 100 value 2.191106
final value 2.191106
stopped after 100 iterations
# weights: 27
initial value 165.374661
iter 10 value 25.563855
iter 20 value 6.634639
iter 30 value 1.751171
iter 40 value 1.601957
iter 50 value 0.705461
iter 60 value 0.658246
iter 70 value 0.606900
iter 80 value 0.561118
iter 90 value 0.489071
iter 100 value 0.469523
final value 0.469523
stopped after 100 iterations
# weights: 43
initial value 173.130612
iter 10 value 9.315181
iter 20 value 0.909818
iter 30 value 0.846071
iter 40 value 0.766880
iter 50 value 0.635787
iter 60 value 0.523550
iter 70 value 0.473944
iter 80 value 0.430604
iter 90 value 0.405310
iter 100 value 0.387687
final value 0.387687
stopped after 100 iterations
# weights: 11
initial value 167.940638
iter 10 value 59.145203
iter 20 value 3.445337
iter 30 value 1.919688
iter 40 value 1.624672
iter 50 value 1.505343
iter 60 value 1.258861
iter 70 value 1.150535
iter 80 value 0.923975
iter 90 value 0.825968
iter 100 value 0.814448
final value 0.814448
stopped after 100 iterations
# weights: 27
initial value 187.578703
iter 10 value 7.003165
iter 20 value 0.045855
iter 30 value 0.000217
final value 0.000045
converged
# weights: 43
initial value 164.254659
iter 10 value 6.781340
iter 20 value 0.336446
iter 30 value 0.001988
final value 0.000065
converged
# weights: 11
initial value 166.418291
iter 10 value 60.372476
iter 20 value 55.919128
iter 30 value 55.896575
final value 55.896571
converged
# weights: 27
initial value 183.030321
iter 10 value 77.003146
iter 20 value 38.368813
iter 30 value 37.142125
iter 40 value 36.799506
iter 50 value 35.981254
iter 60 value 35.719459
iter 70 value 35.602549
iter 80 value 35.595178
final value 35.595176
converged
# weights: 43
initial value 175.502611
iter 10 value 70.554760
iter 20 value 37.380180
iter 30 value 35.824144
iter 40 value 35.005120
iter 50 value 34.775912
iter 60 value 34.719437
iter 70 value 34.712116
iter 80 value 34.708424
iter 90 value 34.700288
iter 100 value 34.684792
final value 34.684792
stopped after 100 iterations
# weights: 11
initial value 165.427826
iter 10 value 66.126147
iter 20 value 64.839281
iter 30 value 64.762927
iter 40 value 63.763998
iter 50 value 61.178855
iter 60 value 24.918843
iter 70 value 11.162771
iter 80 value 3.880657
iter 90 value 3.012004
iter 100 value 2.594747
final value 2.594747
stopped after 100 iterations
# weights: 27
initial value 175.697340
iter 10 value 9.725484
iter 20 value 0.926828
iter 30 value 0.686899
iter 40 value 0.616307
iter 50 value 0.586454
iter 60 value 0.531032
iter 70 value 0.489169
iter 80 value 0.471764
iter 90 value 0.433054
iter 100 value 0.418391
final value 0.418391
stopped after 100 iterations
# weights: 43
initial value 167.924427
iter 10 value 16.102054
iter 20 value 1.817288
iter 30 value 0.825521
iter 40 value 0.710914
iter 50 value 0.625108
iter 60 value 0.593468
iter 70 value 0.560807
iter 80 value 0.522392
iter 90 value 0.503012
iter 100 value 0.457965
final value 0.457965
stopped after 100 iterations
# weights: 11
initial value 176.964468
iter 10 value 80.882623
iter 20 value 73.612088
final value 73.601224
converged
# weights: 27
initial value 165.466106
iter 10 value 53.014023
iter 20 value 9.017054
iter 30 value 0.021640
final value 0.000084
converged
# weights: 43
initial value 203.672919
iter 10 value 19.423709
iter 20 value 3.029824
iter 30 value 0.007546
final value 0.000085
converged
# weights: 11
initial value 168.800737
iter 10 value 107.514111
iter 20 value 69.772025
iter 30 value 61.550240
final value 61.550147
converged
# weights: 27
initial value 168.062525
iter 10 value 61.323810
iter 20 value 44.077552
iter 30 value 41.393050
iter 40 value 40.863278
iter 50 value 40.822255
iter 60 value 40.821220
iter 70 value 40.821043
final value 40.821041
converged
# weights: 43
initial value 202.133427
iter 10 value 52.430368
iter 20 value 41.024932
iter 30 value 40.513978
iter 40 value 40.258468
iter 50 value 40.029293
iter 60 value 39.876145
iter 70 value 39.848453
iter 80 value 39.842747
iter 90 value 39.827890
iter 100 value 39.803813
final value 39.803813
stopped after 100 iterations
# weights: 11
initial value 180.138172
iter 10 value 67.935107
iter 20 value 15.374166
iter 30 value 7.882783
iter 40 value 7.529828
iter 50 value 7.472541
iter 60 value 7.454426
iter 70 value 7.439529
iter 80 value 7.426984
iter 90 value 7.426956
iter 100 value 7.426911
final value 7.426911
stopped after 100 iterations
# weights: 27
initial value 179.264847
iter 10 value 31.835783
iter 20 value 5.117402
iter 30 value 2.777318
iter 40 value 2.682969
iter 50 value 2.485596
iter 60 value 2.432429
iter 70 value 2.382433
iter 80 value 2.371272
iter 90 value 2.368348
iter 100 value 2.365549
final value 2.365549
stopped after 100 iterations
# weights: 43
initial value 163.828814
iter 10 value 13.377394
iter 20 value 5.650967
iter 30 value 4.766659
iter 40 value 3.964991
iter 50 value 3.301122
iter 60 value 2.701299
iter 70 value 2.371340
iter 80 value 2.224314
iter 90 value 2.120541
iter 100 value 2.026195
final value 2.026195
stopped after 100 iterations
# weights: 11
initial value 168.143148
iter 10 value 67.859785
iter 20 value 67.719982
iter 30 value 67.603017
iter 40 value 65.548828
iter 50 value 38.696811
iter 60 value 11.973719
iter 70 value 8.496057
iter 80 value 8.161718
iter 90 value 8.075638
iter 100 value 7.992026
final value 7.992026
stopped after 100 iterations
# weights: 27
initial value 200.854379
iter 10 value 43.931662
iter 20 value 8.048309
iter 30 value 7.884310
iter 40 value 7.760059
iter 50 value 5.829723
iter 60 value 4.033204
iter 70 value 3.957602
iter 80 value 3.786693
iter 90 value 3.548096
iter 100 value 1.254266
final value 1.254266
stopped after 100 iterations
# weights: 43
initial value 192.018324
iter 10 value 20.505132
iter 20 value 7.932913
iter 30 value 7.570105
iter 40 value 5.760203
iter 50 value 4.170770
iter 60 value 3.890973
iter 70 value 3.826275
iter 80 value 3.820100
iter 90 value 3.819856
iter 100 value 3.819791
final value 3.819791
stopped after 100 iterations
# weights: 11
initial value 189.553719
iter 10 value 87.698472
iter 20 value 62.084661
final value 62.038894
converged
# weights: 27
initial value 179.611157
iter 10 value 48.209382
iter 20 value 41.544621
iter 30 value 41.310567
iter 40 value 41.298606
final value 41.298393
converged
# weights: 43
initial value 176.331821
iter 10 value 57.632979
iter 20 value 41.089469
iter 30 value 40.432637
iter 40 value 40.370026
iter 50 value 40.352712
iter 60 value 40.341109
iter 70 value 40.308980
iter 80 value 40.278120
iter 90 value 40.266345
iter 100 value 40.233799
final value 40.233799
stopped after 100 iterations
# weights: 11
initial value 191.931406
iter 10 value 72.639378
iter 20 value 68.027541
iter 30 value 67.982231
iter 40 value 67.957954
iter 50 value 67.910409
iter 60 value 66.791640
iter 70 value 58.801984
iter 80 value 45.873804
iter 90 value 26.067212
iter 100 value 10.492683
final value 10.492683
stopped after 100 iterations
# weights: 27
initial value 162.332811
iter 10 value 17.556157
iter 20 value 8.375038
iter 30 value 7.408990
iter 40 value 7.063509
iter 50 value 6.921509
iter 60 value 6.868877
iter 70 value 6.785719
iter 80 value 6.663988
iter 90 value 6.482973
iter 100 value 6.200679
final value 6.200679
stopped after 100 iterations
# weights: 43
initial value 166.255273
iter 10 value 29.897480
iter 20 value 8.734206
iter 30 value 8.509488
iter 40 value 8.201370
iter 50 value 8.153286
iter 60 value 8.057607
iter 70 value 7.719306
iter 80 value 7.083966
iter 90 value 6.926277
iter 100 value 6.813875
final value 6.813875
stopped after 100 iterations
# weights: 11
initial value 165.041662
iter 10 value 71.039161
iter 20 value 70.682358
final value 70.681464
converged
# weights: 27
initial value 169.226401
iter 10 value 64.809024
iter 20 value 10.250531
iter 30 value 9.812158
iter 40 value 9.536829
iter 50 value 9.415163
iter 60 value 9.368903
iter 70 value 9.356357
iter 80 value 9.284295
iter 90 value 9.197015
iter 100 value 7.720343
final value 7.720343
stopped after 100 iterations
# weights: 43
initial value 283.613675
iter 10 value 19.308177
iter 20 value 9.783455
iter 30 value 9.383327
iter 40 value 7.521839
iter 50 value 6.635784
iter 60 value 5.466634
iter 70 value 3.890217
iter 80 value 3.409004
iter 90 value 2.356443
iter 100 value 0.932911
final value 0.932911
stopped after 100 iterations
# weights: 11
initial value 171.899236
iter 10 value 92.974793
iter 20 value 60.896708
final value 60.720207
converged
# weights: 27
initial value 219.713473
iter 10 value 51.741621
iter 20 value 42.632533
iter 30 value 41.958090
iter 40 value 41.917592
iter 50 value 41.901428
final value 41.901250
converged
# weights: 43
initial value 171.370511
iter 10 value 84.996755
iter 20 value 52.034152
iter 30 value 43.271522
iter 40 value 42.088678
iter 50 value 41.056272
iter 60 value 40.957458
iter 70 value 40.934409
iter 80 value 40.764194
iter 90 value 40.670192
iter 100 value 40.620987
final value 40.620987
stopped after 100 iterations
# weights: 11
initial value 198.309537
iter 10 value 81.770347
iter 20 value 12.111723
iter 30 value 10.171350
iter 40 value 10.045230
iter 50 value 9.991459
iter 60 value 9.985840
iter 70 value 9.973776
iter 80 value 9.972501
iter 90 value 9.972166
final value 9.972070
converged
# weights: 27
initial value 239.665692
iter 10 value 34.447169
iter 20 value 10.389218
iter 30 value 10.218215
iter 40 value 9.910842
iter 50 value 9.774301
iter 60 value 9.697913
iter 70 value 9.620580
iter 80 value 9.516922
iter 90 value 9.053523
iter 100 value 7.103914
final value 7.103914
stopped after 100 iterations
# weights: 43
initial value 173.673264
iter 10 value 67.250282
iter 20 value 12.517756
iter 30 value 10.149956
iter 40 value 9.983092
iter 50 value 9.697917
iter 60 value 9.534928
iter 70 value 9.244480
iter 80 value 8.249197
iter 90 value 6.728809
iter 100 value 5.372074
final value 5.372074
stopped after 100 iterations
# weights: 11
initial value 165.993041
iter 10 value 68.221659
iter 20 value 68.211998
final value 68.211967
converged
# weights: 27
initial value 171.662327
iter 10 value 10.263908
iter 20 value 6.750822
iter 30 value 5.743315
iter 40 value 4.832981
iter 50 value 4.818306
iter 60 value 4.817697
final value 4.817692
converged
# weights: 43
initial value 174.437071
iter 10 value 9.908082
iter 20 value 6.861172
iter 30 value 6.510396
iter 40 value 5.521670
iter 50 value 4.868543
iter 60 value 4.820106
iter 70 value 4.817735
final value 4.817693
converged
# weights: 11
initial value 167.396844
iter 10 value 76.751539
iter 20 value 59.564808
iter 30 value 59.305858
final value 59.305818
converged
# weights: 27
initial value 189.583850
iter 10 value 69.181931
iter 20 value 43.312800
iter 30 value 41.039265
iter 40 value 40.679095
iter 50 value 40.563313
iter 60 value 40.557157
final value 40.557108
converged
# weights: 43
initial value 182.115993
iter 10 value 47.499693
iter 20 value 40.112288
iter 30 value 39.335607
iter 40 value 39.301434
iter 50 value 39.289851
iter 60 value 39.289329
iter 70 value 39.288932
iter 80 value 39.288495
final value 39.288494
converged
# weights: 11
initial value 175.798943
iter 10 value 94.538502
iter 20 value 13.343344
iter 30 value 8.093517
iter 40 value 7.689187
iter 50 value 7.668274
iter 60 value 7.663684
iter 70 value 7.636723
iter 80 value 7.624724
iter 90 value 7.624215
final value 7.623831
converged
# weights: 27
initial value 204.126858
iter 10 value 10.110030
iter 20 value 6.861558
iter 30 value 6.628963
iter 40 value 6.455033
iter 50 value 6.419818
iter 60 value 6.249766
iter 70 value 6.228239
iter 80 value 6.215028
iter 90 value 6.203914
iter 100 value 6.182697
final value 6.182697
stopped after 100 iterations
# weights: 43
initial value 195.480985
iter 10 value 14.129337
iter 20 value 7.327498
iter 30 value 6.959561
iter 40 value 6.841113
iter 50 value 6.575648
iter 60 value 6.291183
iter 70 value 6.188339
iter 80 value 6.081746
iter 90 value 6.037239
iter 100 value 5.978317
final value 5.978317
stopped after 100 iterations
# weights: 11
initial value 165.228351
iter 10 value 75.027444
iter 20 value 73.306016
final value 73.303864
converged
# weights: 27
initial value 188.744254
iter 10 value 56.553558
iter 20 value 6.461554
iter 30 value 6.269707
iter 40 value 5.204046
iter 50 value 4.935887
iter 60 value 4.923750
iter 70 value 4.923667
iter 80 value 4.923384
iter 80 value 4.923384
iter 80 value 4.923384
final value 4.923384
converged
# weights: 43
initial value 164.232876
iter 10 value 7.435936
iter 20 value 5.792784
iter 30 value 4.185370
iter 40 value 0.987716
iter 50 value 0.023415
iter 60 value 0.000458
iter 70 value 0.000173
final value 0.000081
converged
# weights: 11
initial value 166.253646
iter 10 value 82.394478
iter 20 value 60.890471
iter 30 value 60.756848
final value 60.756661
converged
# weights: 27
initial value 175.257999
iter 10 value 70.988814
iter 20 value 48.775016
iter 30 value 44.355974
iter 40 value 42.773392
iter 50 value 41.704702
iter 60 value 41.481642
iter 70 value 40.461311
iter 80 value 40.075728
iter 90 value 40.061603
iter 90 value 40.061602
iter 90 value 40.061602
final value 40.061602
converged
# weights: 43
initial value 165.616265
iter 10 value 48.871540
iter 20 value 39.297436
iter 30 value 39.120217
iter 40 value 39.107265
iter 50 value 39.104060
iter 60 value 39.102527
iter 70 value 39.094983
iter 80 value 39.092933
final value 39.092904
converged
# weights: 11
initial value 190.006684
iter 10 value 73.436695
iter 20 value 63.159924
iter 30 value 27.745247
iter 40 value 10.683906
iter 50 value 7.526118
iter 60 value 7.453255
iter 70 value 7.428796
iter 80 value 7.403445
iter 90 value 7.403335
iter 100 value 7.403191
final value 7.403191
stopped after 100 iterations
# weights: 27
initial value 185.249911
iter 10 value 73.637859
iter 20 value 18.610730
iter 30 value 7.101418
iter 40 value 6.431953
iter 50 value 6.193256
iter 60 value 6.116828
iter 70 value 6.101776
iter 80 value 6.073560
iter 90 value 6.055947
iter 100 value 6.016904
final value 6.016904
stopped after 100 iterations
# weights: 43
initial value 176.208091
iter 10 value 19.863534
iter 20 value 6.783376
iter 30 value 5.775114
iter 40 value 3.445627
iter 50 value 2.072046
iter 60 value 1.349515
iter 70 value 1.205244
iter 80 value 1.142380
iter 90 value 1.072837
iter 100 value 0.987615
final value 0.987615
stopped after 100 iterations
# weights: 11
initial value 165.610995
iter 10 value 46.327425
iter 20 value 2.577277
iter 30 value 1.066241
iter 40 value 0.537207
iter 50 value 0.385894
iter 60 value 0.276201
iter 70 value 0.249214
iter 80 value 0.224411
iter 90 value 0.185149
iter 100 value 0.169338
final value 0.169338
stopped after 100 iterations
# weights: 27
initial value 172.725952
iter 10 value 6.635367
iter 20 value 0.048249
iter 30 value 0.001241
iter 40 value 0.000187
iter 40 value 0.000099
iter 40 value 0.000095
final value 0.000095
converged
# weights: 43
initial value 176.311614
iter 10 value 41.746588
iter 20 value 2.778163
iter 30 value 0.010224
final value 0.000076
converged
# weights: 11
initial value 170.130715
iter 10 value 63.654266
iter 20 value 56.485303
final value 56.485279
converged
# weights: 27
initial value 213.188787
iter 10 value 59.305098
iter 20 value 40.025737
iter 30 value 38.227952
iter 40 value 38.032278
iter 50 value 38.031122
iter 60 value 38.031059
final value 38.031026
converged
# weights: 43
initial value 162.472109
iter 10 value 78.120444
iter 20 value 46.099743
iter 30 value 37.258873
iter 40 value 36.829473
iter 50 value 36.803849
iter 60 value 36.795222
iter 70 value 36.794187
iter 80 value 36.793346
iter 90 value 36.792880
iter 100 value 36.792065
final value 36.792065
stopped after 100 iterations
# weights: 11
initial value 182.166914
iter 10 value 66.800039
iter 20 value 66.549933
iter 30 value 66.491170
iter 40 value 66.389666
iter 50 value 65.716176
iter 60 value 40.115518
iter 70 value 11.257832
iter 80 value 2.811492
iter 90 value 1.822594
iter 100 value 1.583351
final value 1.583351
stopped after 100 iterations
# weights: 27
initial value 167.110491
iter 10 value 41.357076
iter 20 value 0.528803
iter 30 value 0.436628
iter 40 value 0.386412
iter 50 value 0.372482
iter 60 value 0.354758
iter 70 value 0.334798
iter 80 value 0.325924
iter 90 value 0.306499
iter 100 value 0.295192
final value 0.295192
stopped after 100 iterations
# weights: 43
initial value 204.192308
iter 10 value 8.484451
iter 20 value 0.929979
iter 30 value 0.785500
iter 40 value 0.506950
iter 50 value 0.387294
iter 60 value 0.373038
iter 70 value 0.353638
iter 80 value 0.331116
iter 90 value 0.314813
iter 100 value 0.308443
final value 0.308443
stopped after 100 iterations
# weights: 11
initial value 174.978399
iter 10 value 68.348617
iter 20 value 13.534796
iter 30 value 4.539885
iter 40 value 2.382863
iter 50 value 1.969912
iter 60 value 1.758989
iter 70 value 1.610770
iter 80 value 1.504794
iter 90 value 1.318809
iter 100 value 1.243824
final value 1.243824
stopped after 100 iterations
# weights: 27
initial value 170.262223
iter 10 value 14.091404
iter 20 value 2.261070
iter 30 value 0.003494
final value 0.000052
converged
# weights: 43
initial value 171.116884
iter 10 value 10.394093
iter 20 value 1.430236
iter 30 value 0.003414
iter 40 value 0.000167
iter 40 value 0.000093
iter 40 value 0.000059
final value 0.000059
converged
# weights: 11
initial value 171.054485
iter 10 value 73.066438
iter 20 value 61.182275
iter 30 value 61.162444
final value 61.162410
converged
# weights: 27
initial value 168.209451
iter 10 value 67.722941
iter 20 value 44.753207
iter 30 value 42.178012
iter 40 value 41.197838
iter 50 value 41.139065
iter 60 value 41.135067
final value 41.135028
converged
# weights: 43
initial value 192.916087
iter 10 value 72.076487
iter 20 value 43.050487
iter 30 value 40.136099
iter 40 value 40.058923
iter 50 value 40.004157
iter 60 value 39.939818
iter 70 value 39.874165
iter 80 value 39.836929
iter 90 value 39.835595
iter 100 value 39.824467
final value 39.824467
stopped after 100 iterations
# weights: 11
initial value 173.904247
iter 10 value 81.834519
iter 20 value 20.030580
iter 30 value 8.078586
iter 40 value 6.502890
iter 50 value 5.784297
iter 60 value 5.419604
iter 70 value 5.227493
iter 80 value 4.948277
iter 90 value 4.924820
iter 100 value 4.896373
final value 4.896373
stopped after 100 iterations
# weights: 27
initial value 165.815896
iter 10 value 29.182558
iter 20 value 3.875707
iter 30 value 1.711304
iter 40 value 1.459592
iter 50 value 0.987610
iter 60 value 0.870481
iter 70 value 0.787236
iter 80 value 0.722034
iter 90 value 0.692477
iter 100 value 0.627636
final value 0.627636
stopped after 100 iterations
# weights: 43
initial value 182.683778
iter 10 value 9.349398
iter 20 value 2.893148
iter 30 value 1.388987
iter 40 value 1.255667
iter 50 value 1.112860
iter 60 value 1.039949
iter 70 value 1.005672
iter 80 value 0.941234
iter 90 value 0.923167
iter 100 value 0.898234
final value 0.898234
stopped after 100 iterations
# weights: 11
initial value 173.462410
iter 10 value 57.404440
iter 20 value 8.514605
iter 30 value 7.345833
iter 40 value 7.227619
iter 50 value 7.191108
iter 60 value 7.122861
iter 70 value 7.106314
iter 80 value 6.996126
iter 90 value 6.879375
iter 100 value 6.867488
final value 6.867488
stopped after 100 iterations
# weights: 27
initial value 198.603616
iter 10 value 17.753874
iter 20 value 8.130935
iter 30 value 5.446551
iter 40 value 5.152480
iter 50 value 4.963934
iter 60 value 4.960853
final value 4.960847
converged
# weights: 43
initial value 178.194509
iter 10 value 58.373768
iter 20 value 8.272967
iter 30 value 6.973746
iter 40 value 5.390831
iter 50 value 5.016737
iter 60 value 4.979401
iter 70 value 4.964109
iter 80 value 4.961586
iter 90 value 4.961374
iter 100 value 4.959648
final value 4.959648
stopped after 100 iterations
# weights: 11
initial value 166.408396
iter 10 value 66.907011
iter 20 value 60.650264
final value 60.649993
converged
# weights: 27
initial value 186.108879
iter 10 value 61.940177
iter 20 value 45.557450
iter 30 value 45.372517
iter 40 value 45.364898
final value 45.364787
converged
# weights: 43
initial value 189.755088
iter 10 value 71.063939
iter 20 value 47.937369
iter 30 value 42.746893
iter 40 value 42.197339
iter 50 value 42.105961
iter 60 value 42.079217
iter 70 value 42.049068
iter 80 value 41.998453
iter 90 value 41.992547
iter 100 value 41.989131
final value 41.989131
stopped after 100 iterations
# weights: 11
initial value 174.873825
iter 10 value 67.771014
iter 20 value 67.361846
iter 30 value 67.161108
iter 40 value 38.890599
iter 50 value 11.567551
iter 60 value 8.983656
iter 70 value 8.422071
iter 80 value 8.286940
iter 90 value 8.161719
iter 100 value 8.139933
final value 8.139933
stopped after 100 iterations
# weights: 27
initial value 183.472841
iter 10 value 67.146095
iter 20 value 66.229657
iter 30 value 13.472316
iter 40 value 8.093655
iter 50 value 6.683008
iter 60 value 6.430846
iter 70 value 6.341621
iter 80 value 6.326558
iter 90 value 6.306778
iter 100 value 6.290340
final value 6.290340
stopped after 100 iterations
# weights: 43
initial value 166.230975
iter 10 value 42.030588
iter 20 value 7.441604
iter 30 value 6.790357
iter 40 value 5.659646
iter 50 value 4.960695
iter 60 value 4.690808
iter 70 value 4.480258
iter 80 value 4.275707
iter 90 value 3.556622
iter 100 value 2.764509
final value 2.764509
stopped after 100 iterations
# weights: 11
initial value 165.939627
iter 10 value 109.199886
iter 20 value 70.146809
iter 30 value 67.514041
iter 40 value 66.737292
iter 50 value 66.613097
iter 60 value 66.602374
iter 70 value 66.438791
iter 80 value 66.378896
iter 90 value 66.322321
iter 100 value 66.308758
final value 66.308758
stopped after 100 iterations
# weights: 27
initial value 181.350559
iter 10 value 35.799047
iter 20 value 6.397998
iter 30 value 6.068433
iter 40 value 5.804861
iter 50 value 4.875251
iter 60 value 2.086955
iter 70 value 0.053882
iter 80 value 0.010981
iter 90 value 0.004957
iter 100 value 0.003522
final value 0.003522
stopped after 100 iterations
# weights: 43
initial value 180.905940
iter 10 value 9.302873
iter 20 value 4.025632
iter 30 value 0.049832
iter 40 value 0.022180
iter 50 value 0.005327
iter 60 value 0.001487
iter 70 value 0.000102
iter 70 value 0.000070
iter 70 value 0.000067
final value 0.000067
converged
# weights: 11
initial value 180.496085
iter 10 value 98.210027
iter 20 value 60.628781
final value 60.094243
converged
# weights: 27
initial value 170.354339
iter 10 value 108.416540
iter 20 value 50.029439
iter 30 value 45.699059
iter 40 value 41.098456
iter 50 value 40.317090
iter 60 value 39.596171
iter 70 value 39.480575
final value 39.478715
converged
# weights: 43
initial value 171.083006
iter 10 value 56.844120
iter 20 value 40.425792
iter 30 value 39.582258
iter 40 value 38.822588
iter 50 value 38.568019
iter 60 value 38.444529
iter 70 value 38.425782
iter 80 value 38.374564
iter 90 value 38.309309
iter 100 value 38.286902
final value 38.286902
stopped after 100 iterations
# weights: 11
initial value 198.602473
iter 10 value 157.275437
iter 20 value 73.053299
iter 30 value 72.092025
iter 40 value 71.957934
iter 50 value 28.817806
iter 60 value 9.218782
iter 70 value 7.231157
iter 80 value 7.213560
iter 90 value 7.198089
iter 100 value 7.197681
final value 7.197681
stopped after 100 iterations
# weights: 27
initial value 190.960915
iter 10 value 18.981613
iter 20 value 6.981668
iter 30 value 6.746586
iter 40 value 6.559794
iter 50 value 6.453585
iter 60 value 6.352726
iter 70 value 6.318450
iter 80 value 6.294397
iter 90 value 6.284616
iter 100 value 6.257020
final value 6.257020
stopped after 100 iterations
# weights: 43
initial value 174.538700
iter 10 value 11.077285
iter 20 value 6.484741
iter 30 value 6.375831
iter 40 value 6.323848
iter 50 value 6.290538
iter 60 value 6.283511
iter 70 value 6.258506
iter 80 value 6.148819
iter 90 value 5.259286
iter 100 value 3.922851
final value 3.922851
stopped after 100 iterations
# weights: 11
initial value 177.570665
iter 10 value 55.185398
iter 20 value 1.632746
iter 30 value 0.079276
iter 40 value 0.031922
iter 50 value 0.019301
iter 60 value 0.013719
iter 70 value 0.012213
iter 80 value 0.010531
iter 90 value 0.009693
iter 100 value 0.009167
final value 0.009167
stopped after 100 iterations
# weights: 27
initial value 171.522902
iter 10 value 33.677280
iter 20 value 0.155313
iter 30 value 0.006506
final value 0.000078
converged
# weights: 43
initial value 170.450130
iter 10 value 13.398636
iter 20 value 0.153052
iter 30 value 0.000180
final value 0.000085
converged
# weights: 11
initial value 168.340182
iter 10 value 69.336979
iter 20 value 56.331974
final value 56.188514
converged
# weights: 27
initial value 173.023352
iter 10 value 81.703757
iter 20 value 42.390272
iter 30 value 37.694236
iter 40 value 37.513327
iter 50 value 37.506931
iter 60 value 37.506488
final value 37.506441
converged
# weights: 43
initial value 166.026163
iter 10 value 47.925404
iter 20 value 35.585353
iter 30 value 34.746508
iter 40 value 34.350517
iter 50 value 34.342717
iter 60 value 34.339772
iter 70 value 34.339244
iter 80 value 34.338164
iter 90 value 34.336616
iter 100 value 34.335638
final value 34.335638
stopped after 100 iterations
# weights: 11
initial value 169.596309
iter 10 value 13.784651
iter 20 value 1.953441
iter 30 value 1.139894
iter 40 value 1.132046
iter 50 value 1.130423
iter 60 value 1.129391
iter 70 value 1.128804
iter 80 value 1.128572
iter 90 value 1.128444
iter 100 value 1.128423
final value 1.128423
stopped after 100 iterations
# weights: 27
initial value 165.687216
iter 10 value 8.509030
iter 20 value 1.267980
iter 30 value 0.735269
iter 40 value 0.611516
iter 50 value 0.534250
iter 60 value 0.435620
iter 70 value 0.397282
iter 80 value 0.369163
iter 90 value 0.314400
iter 100 value 0.229234
final value 0.229234
stopped after 100 iterations
# weights: 43
initial value 181.244816
iter 10 value 11.477125
iter 20 value 0.710156
iter 30 value 0.644580
iter 40 value 0.407715
iter 50 value 0.352357
iter 60 value 0.297841
iter 70 value 0.258349
iter 80 value 0.250934
iter 90 value 0.236373
iter 100 value 0.217704
final value 0.217704
stopped after 100 iterations
# weights: 11
initial value 160.907268
iter 10 value 29.013516
iter 20 value 8.410286
iter 30 value 3.835110
iter 40 value 3.641020
iter 50 value 2.805030
iter 60 value 2.613479
iter 70 value 2.329967
iter 80 value 2.241774
iter 90 value 2.059207
iter 100 value 1.953108
final value 1.953108
stopped after 100 iterations
# weights: 27
initial value 193.688847
iter 10 value 54.786219
iter 20 value 7.820993
iter 30 value 4.892569
iter 40 value 1.015188
iter 50 value 0.006335
iter 60 value 0.000481
iter 70 value 0.000442
iter 80 value 0.000119
iter 90 value 0.000116
iter 100 value 0.000104
final value 0.000104
stopped after 100 iterations
# weights: 43
initial value 172.885441
iter 10 value 26.215159
iter 20 value 2.728266
iter 30 value 0.008179
final value 0.000082
converged
# weights: 11
initial value 184.104944
iter 10 value 97.034430
iter 20 value 64.339530
iter 30 value 60.533953
final value 60.499994
converged
# weights: 27
initial value 166.641503
iter 10 value 52.957494
iter 20 value 43.726307
iter 30 value 40.105987
iter 40 value 39.908780
iter 50 value 39.597629
iter 60 value 39.479919
iter 70 value 39.452266
final value 39.452166
converged
# weights: 43
initial value 190.558859
iter 10 value 76.723394
iter 20 value 45.654064
iter 30 value 38.962472
iter 40 value 38.654615
iter 50 value 38.505231
iter 60 value 38.477485
iter 70 value 38.464268
iter 80 value 38.452359
iter 90 value 38.449179
iter 100 value 38.446244
final value 38.446244
stopped after 100 iterations
# weights: 11
initial value 200.539986
iter 10 value 144.996819
iter 20 value 111.325078
iter 30 value 88.675860
iter 40 value 6.117334
iter 50 value 4.875612
iter 60 value 4.436095
iter 70 value 4.333466
iter 80 value 4.285860
iter 90 value 4.158524
iter 100 value 4.117659
final value 4.117659
stopped after 100 iterations
# weights: 27
initial value 207.268152
iter 10 value 7.053669
iter 20 value 1.279409
iter 30 value 1.110070
iter 40 value 1.029752
iter 50 value 0.874504
iter 60 value 0.770536
iter 70 value 0.754704
iter 80 value 0.731872
iter 90 value 0.702826
iter 100 value 0.674148
final value 0.674148
stopped after 100 iterations
# weights: 43
initial value 187.542127
iter 10 value 54.545371
iter 20 value 1.748930
iter 30 value 0.900088
iter 40 value 0.765234
iter 50 value 0.708593
iter 60 value 0.662627
iter 70 value 0.640778
iter 80 value 0.559347
iter 90 value 0.444064
iter 100 value 0.379096
final value 0.379096
stopped after 100 iterations
# weights: 11
initial value 187.827833
iter 10 value 16.272142
iter 20 value 2.678919
iter 30 value 0.666515
iter 40 value 0.494072
iter 50 value 0.377327
iter 60 value 0.370093
iter 70 value 0.222730
iter 80 value 0.217714
iter 90 value 0.172846
iter 100 value 0.147234
final value 0.147234
stopped after 100 iterations
# weights: 27
initial value 163.554831
iter 10 value 69.359079
iter 20 value 47.348843
iter 30 value 4.655611
iter 40 value 0.004180
final value 0.000096
converged
# weights: 43
initial value 195.966508
iter 10 value 27.088108
iter 20 value 0.134840
final value 0.000086
converged
# weights: 11
initial value 176.702515
iter 10 value 71.439070
iter 20 value 59.140204
final value 59.140184
converged
# weights: 27
initial value 167.498993
iter 10 value 83.741308
iter 20 value 45.084595
iter 30 value 40.537771
iter 40 value 40.062832
iter 50 value 39.966456
iter 60 value 39.963187
iter 70 value 39.961395
final value 39.961392
converged
# weights: 43
initial value 179.515381
iter 10 value 56.294565
iter 20 value 40.448992
iter 30 value 39.213370
iter 40 value 38.870237
iter 50 value 38.741377
iter 60 value 38.699287
iter 70 value 38.684117
iter 80 value 38.665450
iter 90 value 38.657332
iter 100 value 38.649768
final value 38.649768
stopped after 100 iterations
# weights: 11
initial value 169.263277
iter 10 value 35.754319
iter 20 value 6.570060
iter 30 value 3.647796
iter 40 value 3.307187
iter 50 value 2.999735
iter 60 value 2.799299
iter 70 value 2.628085
iter 80 value 2.625457
iter 90 value 2.623601
iter 100 value 2.618361
final value 2.618361
stopped after 100 iterations
# weights: 27
initial value 166.718676
iter 10 value 14.754287
iter 20 value 1.680855
iter 30 value 1.392343
iter 40 value 1.043402
iter 50 value 0.873856
iter 60 value 0.765152
iter 70 value 0.722072
iter 80 value 0.626253
iter 90 value 0.596209
iter 100 value 0.475418
final value 0.475418
stopped after 100 iterations
# weights: 43
initial value 219.869194
iter 10 value 43.297974
iter 20 value 1.073082
iter 30 value 0.706616
iter 40 value 0.521481
iter 50 value 0.472471
iter 60 value 0.419753
iter 70 value 0.387163
iter 80 value 0.382061
iter 90 value 0.375437
iter 100 value 0.364679
final value 0.364679
stopped after 100 iterations
# weights: 11
initial value 166.730122
iter 10 value 57.678806
iter 20 value 57.042908
final value 57.042341
converged
# weights: 27
initial value 168.912308
iter 10 value 50.772178
iter 20 value 6.687947
iter 30 value 6.602816
iter 40 value 6.556508
iter 50 value 6.535981
iter 60 value 6.492733
iter 70 value 6.043670
iter 80 value 5.142085
iter 90 value 4.964859
iter 100 value 4.929410
final value 4.929410
stopped after 100 iterations
# weights: 43
initial value 179.573128
iter 10 value 47.625209
iter 20 value 9.341109
iter 30 value 6.510979
iter 40 value 4.478953
iter 50 value 2.416378
iter 60 value 0.865728
iter 70 value 0.010091
final value 0.000047
converged
# weights: 11
initial value 172.315209
iter 10 value 68.922161
iter 20 value 57.102004
final value 57.061908
converged
# weights: 27
initial value 188.945976
iter 10 value 70.472790
iter 20 value 42.123901
iter 30 value 40.847801
iter 40 value 40.554786
iter 50 value 40.041175
iter 60 value 40.024612
iter 70 value 40.019170
iter 70 value 40.019170
iter 70 value 40.019170
final value 40.019170
converged
# weights: 43
initial value 173.247168
iter 10 value 45.583371
iter 20 value 40.246009
iter 30 value 39.197009
iter 40 value 38.820773
iter 50 value 38.789820
iter 60 value 38.779711
iter 70 value 38.779446
iter 80 value 38.779372
final value 38.779371
converged
# weights: 11
initial value 170.043088
iter 10 value 58.858520
iter 20 value 57.633299
iter 30 value 57.255738
iter 40 value 56.701735
iter 50 value 53.710629
iter 60 value 31.365918
iter 70 value 12.250103
iter 80 value 8.724217
iter 90 value 7.947726
iter 100 value 7.637524
final value 7.637524
stopped after 100 iterations
# weights: 27
initial value 175.441941
iter 10 value 54.747460
iter 20 value 16.243289
iter 30 value 6.941042
iter 40 value 6.916433
iter 50 value 6.856252
iter 60 value 6.814358
iter 70 value 6.629926
iter 80 value 6.129042
iter 90 value 4.753287
iter 100 value 2.799116
final value 2.799116
stopped after 100 iterations
# weights: 43
initial value 153.691017
iter 10 value 12.529658
iter 20 value 6.755884
iter 30 value 6.623564
iter 40 value 5.952186
iter 50 value 3.662728
iter 60 value 1.448187
iter 70 value 0.968889
iter 80 value 0.941392
iter 90 value 0.885171
iter 100 value 0.865840
final value 0.865840
stopped after 100 iterations
# weights: 11
initial value 165.597006
iter 10 value 102.396007
iter 20 value 3.143115
iter 30 value 1.092907
iter 40 value 0.833199
iter 50 value 0.756102
iter 60 value 0.653444
iter 70 value 0.575258
iter 80 value 0.488594
iter 90 value 0.382969
iter 100 value 0.349601
final value 0.349601
stopped after 100 iterations
# weights: 27
initial value 204.833181
iter 10 value 52.787605
iter 20 value 7.215137
iter 30 value 5.653828
iter 40 value 3.649928
iter 50 value 0.162611
iter 60 value 0.016183
iter 70 value 0.012564
iter 80 value 0.009828
iter 90 value 0.000794
iter 100 value 0.000649
final value 0.000649
stopped after 100 iterations
# weights: 43
initial value 173.271479
iter 10 value 7.479448
iter 20 value 0.991422
iter 30 value 0.030675
iter 40 value 0.000466
iter 50 value 0.000280
final value 0.000092
converged
# weights: 11
initial value 194.394452
iter 10 value 68.102436
iter 20 value 58.190843
final value 58.185481
converged
# weights: 27
initial value 179.255160
iter 10 value 74.241361
iter 20 value 38.365731
iter 30 value 37.739604
iter 40 value 37.729436
final value 37.729401
converged
# weights: 43
initial value 224.645337
iter 10 value 63.651484
iter 20 value 38.949795
iter 30 value 37.030508
iter 40 value 36.839675
iter 50 value 36.796897
iter 60 value 36.758073
iter 70 value 36.753955
iter 80 value 36.749026
iter 90 value 36.748444
iter 100 value 36.747945
final value 36.747945
stopped after 100 iterations
# weights: 11
initial value 181.944466
iter 10 value 8.679326
iter 20 value 3.028492
iter 30 value 2.471002
iter 40 value 2.393426
iter 50 value 2.372735
iter 60 value 2.371084
iter 70 value 2.370221
iter 80 value 2.370101
final value 2.370092
converged
# weights: 27
initial value 175.204955
iter 10 value 17.416078
iter 20 value 2.857191
iter 30 value 1.385561
iter 40 value 1.073964
iter 50 value 0.918220
iter 60 value 0.831747
iter 70 value 0.724828
iter 80 value 0.648773
iter 90 value 0.579241
iter 100 value 0.501883
final value 0.501883
stopped after 100 iterations
# weights: 43
initial value 190.946196
iter 10 value 8.038533
iter 20 value 1.075753
iter 30 value 0.825522
iter 40 value 0.679626
iter 50 value 0.570463
iter 60 value 0.541850
iter 70 value 0.511036
iter 80 value 0.491186
iter 90 value 0.447030
iter 100 value 0.415090
final value 0.415090
stopped after 100 iterations
# weights: 11
initial value 166.270547
iter 10 value 20.252291
iter 20 value 9.675328
iter 30 value 4.712570
iter 40 value 1.970364
iter 50 value 0.671336
iter 60 value 0.318198
iter 70 value 0.204580
iter 80 value 0.200299
iter 90 value 0.145746
iter 100 value 0.138334
final value 0.138334
stopped after 100 iterations
# weights: 27
initial value 220.653817
iter 10 value 63.419484
iter 20 value 62.928044
iter 30 value 58.699064
iter 40 value 58.143406
iter 50 value 57.151931
iter 60 value 56.645239
iter 70 value 53.324590
iter 80 value 45.645160
iter 90 value 28.797203
iter 100 value 22.371829
final value 22.371829
stopped after 100 iterations
# weights: 43
initial value 188.692944
iter 10 value 9.361886
iter 20 value 0.125182
iter 30 value 0.000121
iter 30 value 0.000068
iter 30 value 0.000068
final value 0.000068
converged
# weights: 11
initial value 168.764152
iter 10 value 76.855536
iter 20 value 61.656899
iter 30 value 61.620495
final value 61.620210
converged
# weights: 27
initial value 178.988934
iter 10 value 72.131056
iter 20 value 46.785752
iter 30 value 43.444798
iter 40 value 43.090807
iter 50 value 42.616681
iter 60 value 42.220065
iter 70 value 42.127977
final value 42.127689
converged
# weights: 43
initial value 163.194707
iter 10 value 78.359872
iter 20 value 46.750385
iter 30 value 41.857491
iter 40 value 41.099458
iter 50 value 41.028198
iter 60 value 40.972800
iter 70 value 40.951569
iter 80 value 40.932268
iter 90 value 40.912569
iter 100 value 40.883167
final value 40.883167
stopped after 100 iterations
# weights: 11
initial value 171.025923
iter 10 value 67.122991
iter 20 value 63.801977
iter 30 value 60.923200
iter 40 value 55.209650
iter 50 value 46.427931
iter 60 value 16.446406
iter 70 value 8.571211
iter 80 value 5.342531
iter 90 value 3.239196
iter 100 value 2.900383
final value 2.900383
stopped after 100 iterations
# weights: 27
initial value 162.366437
iter 10 value 36.170681
iter 20 value 6.283532
iter 30 value 2.514804
iter 40 value 1.899997
iter 50 value 1.572657
iter 60 value 1.365955
iter 70 value 1.177416
iter 80 value 1.072929
iter 90 value 1.013303
iter 100 value 0.879446
final value 0.879446
stopped after 100 iterations
# weights: 43
initial value 190.142397
iter 10 value 53.794096
iter 20 value 8.766336
iter 30 value 0.982367
iter 40 value 0.811279
iter 50 value 0.796241
iter 60 value 0.769986
iter 70 value 0.687992
iter 80 value 0.583078
iter 90 value 0.509125
iter 100 value 0.491584
final value 0.491584
stopped after 100 iterations
# weights: 11
initial value 195.317046
iter 10 value 53.773317
iter 20 value 6.822051
iter 30 value 5.772871
iter 40 value 5.759305
iter 50 value 5.746403
iter 60 value 5.744072
iter 70 value 5.741620
iter 80 value 5.736304
iter 90 value 5.735273
iter 100 value 5.731117
final value 5.731117
stopped after 100 iterations
# weights: 27
initial value 192.126359
iter 10 value 29.943487
iter 20 value 5.834414
iter 30 value 5.718978
iter 40 value 5.656036
iter 50 value 5.653569
iter 60 value 5.629197
iter 70 value 5.619507
iter 80 value 5.614679
iter 90 value 5.601081
iter 100 value 5.589575
final value 5.589575
stopped after 100 iterations
# weights: 43
initial value 175.469281
iter 10 value 63.604256
iter 20 value 33.784745
iter 30 value 6.161992
iter 40 value 5.835765
iter 50 value 5.770864
iter 60 value 5.647044
iter 70 value 5.617532
iter 80 value 5.612907
iter 90 value 5.596104
iter 100 value 5.590594
final value 5.590594
stopped after 100 iterations
# weights: 11
initial value 171.382680
iter 10 value 85.298709
iter 20 value 57.257969
final value 57.198050
converged
# weights: 27
initial value 178.954409
iter 10 value 45.521262
iter 20 value 38.252463
iter 30 value 38.001132
iter 40 value 37.995146
iter 50 value 37.994392
iter 50 value 37.994392
iter 50 value 37.994392
final value 37.994392
converged
# weights: 43
initial value 189.865189
iter 10 value 52.279502
iter 20 value 38.935658
iter 30 value 37.826627
iter 40 value 37.654818
iter 50 value 37.570018
iter 60 value 37.551015
iter 70 value 37.521830
iter 80 value 37.515218
iter 90 value 37.514638
iter 100 value 37.514482
final value 37.514482
stopped after 100 iterations
# weights: 11
initial value 176.650527
iter 10 value 65.270151
iter 20 value 64.123556
iter 30 value 63.810913
iter 40 value 45.204633
iter 50 value 9.659664
iter 60 value 6.760634
iter 70 value 6.598407
iter 80 value 6.436733
final value 6.436717
converged
# weights: 27
initial value 166.739312
iter 10 value 64.050107
iter 20 value 63.973581
iter 30 value 55.676390
iter 40 value 6.295936
iter 50 value 6.027968
iter 60 value 5.983822
iter 70 value 5.908487
iter 80 value 5.820888
iter 90 value 5.587753
iter 100 value 5.521598
final value 5.521598
stopped after 100 iterations
# weights: 43
initial value 173.147900
iter 10 value 57.233151
iter 20 value 6.766954
iter 30 value 6.010155
iter 40 value 5.960556
iter 50 value 5.855322
iter 60 value 5.667800
iter 70 value 5.519038
iter 80 value 5.274638
iter 90 value 5.157235
iter 100 value 5.125856
final value 5.125856
stopped after 100 iterations
# weights: 11
initial value 192.853731
iter 10 value 142.817358
iter 20 value 36.302729
iter 30 value 4.392442
iter 40 value 1.884685
iter 50 value 1.109759
iter 60 value 0.939826
iter 70 value 0.898321
iter 80 value 0.808047
iter 90 value 0.758422
iter 100 value 0.750974
final value 0.750974
stopped after 100 iterations
# weights: 27
initial value 175.070488
iter 10 value 68.141160
iter 20 value 5.039100
iter 30 value 1.341965
iter 40 value 0.020432
iter 50 value 0.001205
iter 60 value 0.000129
final value 0.000096
converged
# weights: 43
initial value 194.914272
iter 10 value 71.971811
iter 20 value 6.195768
iter 30 value 2.223867
iter 40 value 1.011258
iter 50 value 0.079946
iter 60 value 0.008643
iter 70 value 0.001015
iter 80 value 0.000495
iter 90 value 0.000188
iter 100 value 0.000133
final value 0.000133
stopped after 100 iterations
# weights: 11
initial value 167.399674
iter 10 value 77.577071
iter 20 value 59.804456
iter 30 value 59.650586
final value 59.645571
converged
# weights: 27
initial value 189.870308
iter 10 value 69.928261
iter 20 value 53.083447
iter 30 value 40.277327
iter 40 value 39.869577
iter 50 value 39.198129
iter 60 value 38.999192
iter 70 value 38.896989
final value 38.896812
converged
# weights: 43
initial value 162.905005
iter 10 value 49.088914
iter 20 value 39.920246
iter 30 value 38.479111
iter 40 value 38.177815
iter 50 value 38.030810
iter 60 value 37.955505
iter 70 value 37.948507
iter 80 value 37.912251
iter 90 value 37.837751
iter 100 value 37.752585
final value 37.752585
stopped after 100 iterations
# weights: 11
initial value 164.239029
iter 10 value 42.567977
iter 20 value 6.131281
iter 30 value 4.040851
iter 40 value 3.961915
iter 50 value 3.751220
iter 60 value 3.739975
iter 70 value 3.723849
iter 80 value 3.723524
iter 90 value 3.723057
final value 3.721784
converged
# weights: 27
initial value 171.857716
iter 10 value 53.146863
iter 20 value 3.518821
iter 30 value 2.572434
iter 40 value 2.312187
iter 50 value 2.089023
iter 60 value 1.761738
iter 70 value 1.542569
iter 80 value 1.410804
iter 90 value 1.304810
iter 100 value 1.095844
final value 1.095844
stopped after 100 iterations
# weights: 43
initial value 175.912060
iter 10 value 12.947774
iter 20 value 2.377561
iter 30 value 1.723253
iter 40 value 1.181738
iter 50 value 1.043083
iter 60 value 0.986570
iter 70 value 0.925082
iter 80 value 0.840419
iter 90 value 0.830886
iter 100 value 0.778189
final value 0.778189
stopped after 100 iterations
# weights: 11
initial value 174.504931
iter 10 value 91.243159
iter 20 value 53.674254
iter 30 value 20.162760
iter 40 value 3.696230
iter 50 value 1.363517
iter 60 value 1.017518
iter 70 value 0.761193
iter 80 value 0.598217
iter 90 value 0.539665
iter 100 value 0.510372
final value 0.510372
stopped after 100 iterations
# weights: 27
initial value 180.618881
iter 10 value 36.790438
iter 20 value 2.032531
iter 30 value 0.003533
iter 40 value 0.001436
final value 0.000058
converged
# weights: 43
initial value 174.369793
iter 10 value 26.447092
iter 20 value 2.471119
iter 30 value 0.020131
iter 40 value 0.000499
final value 0.000099
converged
# weights: 11
initial value 165.547055
iter 10 value 100.459409
iter 20 value 61.297395
final value 59.016814
converged
# weights: 27
initial value 170.862426
iter 10 value 68.136432
iter 20 value 40.701331
iter 30 value 38.470729
iter 40 value 37.738474
iter 50 value 37.686462
iter 60 value 37.683437
final value 37.683400
converged
# weights: 43
initial value 195.958478
iter 10 value 48.592928
iter 20 value 38.700991
iter 30 value 37.495193
iter 40 value 37.129464
iter 50 value 36.949462
iter 60 value 36.522314
iter 70 value 36.472831
iter 80 value 36.449941
iter 90 value 36.442690
iter 100 value 36.423141
final value 36.423141
stopped after 100 iterations
# weights: 11
initial value 175.234687
iter 10 value 39.757051
iter 20 value 5.053711
iter 30 value 2.783162
iter 40 value 2.560949
iter 50 value 2.333904
iter 60 value 2.200487
iter 70 value 2.141153
iter 80 value 2.137553
iter 90 value 2.136895
iter 100 value 2.136453
final value 2.136453
stopped after 100 iterations
# weights: 27
initial value 193.467962
iter 10 value 72.754660
iter 20 value 72.620216
iter 30 value 72.349003
iter 40 value 69.579479
iter 50 value 22.680493
iter 60 value 2.477691
iter 70 value 0.799008
iter 80 value 0.748518
iter 90 value 0.706693
iter 100 value 0.598947
final value 0.598947
stopped after 100 iterations
# weights: 43
initial value 201.238664
iter 10 value 37.678169
iter 20 value 3.064171
iter 30 value 0.841715
iter 40 value 0.764319
iter 50 value 0.662441
iter 60 value 0.552824
iter 70 value 0.466760
iter 80 value 0.417946
iter 90 value 0.406327
iter 100 value 0.397087
final value 0.397087
stopped after 100 iterations
# weights: 11
initial value 174.141306
iter 10 value 70.686764
iter 20 value 70.681408
final value 70.681404
converged
# weights: 27
initial value 165.440866
iter 10 value 49.154301
iter 20 value 8.560461
iter 30 value 5.599737
iter 40 value 5.433210
iter 50 value 5.289806
iter 60 value 5.076022
iter 70 value 5.028989
iter 80 value 5.018203
iter 90 value 5.014931
iter 100 value 5.007179
final value 5.007179
stopped after 100 iterations
# weights: 43
initial value 200.249433
iter 10 value 71.253074
iter 20 value 9.027605
iter 30 value 5.728337
iter 40 value 5.505668
iter 50 value 5.265135
iter 60 value 4.516624
iter 70 value 3.962995
iter 80 value 3.327728
iter 90 value 2.718797
iter 100 value 1.896154
final value 1.896154
stopped after 100 iterations
# weights: 11
initial value 180.829241
iter 10 value 72.024093
iter 20 value 59.687028
iter 30 value 59.565321
final value 59.565302
converged
# weights: 27
initial value 182.335554
iter 10 value 56.149271
iter 20 value 44.596193
iter 30 value 41.210707
iter 40 value 39.972965
iter 50 value 39.956476
final value 39.955993
converged
# weights: 43
initial value 169.368563
iter 10 value 61.148663
iter 20 value 39.762560
iter 30 value 38.867079
iter 40 value 38.721534
iter 50 value 38.711196
iter 60 value 38.709444
iter 70 value 38.708509
iter 80 value 38.707109
iter 90 value 38.705213
iter 100 value 38.704372
final value 38.704372
stopped after 100 iterations
# weights: 11
initial value 190.421173
iter 10 value 64.403545
iter 20 value 7.484933
iter 30 value 6.836143
iter 40 value 6.612480
iter 50 value 6.561567
iter 60 value 6.512372
iter 70 value 6.451702
iter 80 value 6.375122
iter 90 value 6.315446
iter 100 value 6.309310
final value 6.309310
stopped after 100 iterations
# weights: 27
initial value 222.951984
iter 10 value 69.819444
iter 20 value 68.212749
iter 30 value 29.527054
iter 40 value 9.013044
iter 50 value 6.769354
iter 60 value 6.522278
iter 70 value 6.463655
iter 80 value 6.299246
iter 90 value 6.276132
iter 100 value 6.262735
final value 6.262735
stopped after 100 iterations
# weights: 43
initial value 192.897992
iter 10 value 22.622207
iter 20 value 6.626125
iter 30 value 6.070833
iter 40 value 5.882031
iter 50 value 5.768067
iter 60 value 5.694070
iter 70 value 4.944695
iter 80 value 4.710183
iter 90 value 4.365347
iter 100 value 3.690278
final value 3.690278
stopped after 100 iterations
# weights: 11
initial value 167.819530
iter 10 value 65.550265
iter 20 value 64.845840
final value 64.844678
converged
# weights: 27
initial value 168.118300
iter 10 value 26.601936
iter 20 value 0.691904
iter 30 value 0.020000
iter 40 value 0.001460
final value 0.000067
converged
# weights: 43
initial value 173.868286
iter 10 value 64.854078
iter 20 value 63.522899
iter 30 value 51.071983
iter 40 value 1.995622
iter 50 value 0.273691
iter 60 value 0.041328
iter 70 value 0.009634
iter 80 value 0.000674
final value 0.000057
converged
# weights: 11
initial value 163.200873
iter 10 value 113.064548
iter 20 value 65.875075
iter 30 value 55.277671
final value 55.241800
converged
# weights: 27
initial value 163.512914
iter 10 value 79.636839
iter 20 value 41.636287
iter 30 value 39.905434
iter 40 value 39.652871
iter 50 value 39.629154
iter 60 value 39.618890
iter 70 value 39.613289
final value 39.613232
converged
# weights: 43
initial value 172.127865
iter 10 value 57.735594
iter 20 value 36.102773
iter 30 value 35.741786
iter 40 value 35.638004
iter 50 value 35.620089
iter 60 value 35.610791
iter 70 value 35.602849
iter 80 value 35.601490
iter 90 value 35.601260
iter 100 value 35.601016
final value 35.601016
stopped after 100 iterations
# weights: 11
initial value 168.388445
iter 10 value 66.931878
iter 20 value 65.099004
iter 30 value 64.990024
iter 40 value 64.879306
iter 50 value 37.291344
iter 60 value 3.493260
iter 70 value 1.576949
iter 80 value 1.503197
iter 90 value 1.486591
iter 100 value 1.484085
final value 1.484085
stopped after 100 iterations
# weights: 27
initial value 204.378078
iter 10 value 7.189089
iter 20 value 0.514257
iter 30 value 0.482169
iter 40 value 0.443244
iter 50 value 0.366796
iter 60 value 0.354319
iter 70 value 0.333717
iter 80 value 0.331505
iter 90 value 0.324329
iter 100 value 0.320595
final value 0.320595
stopped after 100 iterations
# weights: 43
initial value 160.733807
iter 10 value 3.664735
iter 20 value 0.696090
iter 30 value 0.567618
iter 40 value 0.472690
iter 50 value 0.391234
iter 60 value 0.359588
iter 70 value 0.338154
iter 80 value 0.328178
iter 90 value 0.315528
iter 100 value 0.309488
final value 0.309488
stopped after 100 iterations
# weights: 11
initial value 206.082625
iter 10 value 68.422412
iter 20 value 66.363867
final value 66.361663
converged
# weights: 27
initial value 170.137487
iter 10 value 69.915006
iter 20 value 9.415975
iter 30 value 0.320744
iter 40 value 0.000149
iter 40 value 0.000076
iter 40 value 0.000075
final value 0.000075
converged
# weights: 43
initial value 173.986295
iter 10 value 27.872957
iter 20 value 2.098376
iter 30 value 0.001773
final value 0.000084
converged
# weights: 11
initial value 183.612667
iter 10 value 64.455220
iter 20 value 60.543245
iter 30 value 60.396749
final value 60.396743
converged
# weights: 27
initial value 169.003479
iter 10 value 44.403231
iter 20 value 39.260799
iter 30 value 38.738978
iter 40 value 38.714302
iter 50 value 38.713679
final value 38.713614
converged
# weights: 43
initial value 171.377308
iter 10 value 63.506974
iter 20 value 43.460300
iter 30 value 39.001117
iter 40 value 38.676880
iter 50 value 37.827701
iter 60 value 37.602470
iter 70 value 37.597330
iter 80 value 37.589794
iter 90 value 37.577878
iter 100 value 37.556499
final value 37.556499
stopped after 100 iterations
# weights: 11
initial value 166.018228
iter 10 value 59.647755
iter 20 value 6.091898
iter 30 value 4.300091
iter 40 value 3.981520
iter 50 value 3.786546
iter 60 value 3.784154
iter 70 value 3.764276
iter 80 value 3.752837
iter 90 value 3.752828
final value 3.752827
converged
# weights: 27
initial value 173.206947
iter 10 value 35.282611
iter 20 value 4.613732
iter 30 value 1.001040
iter 40 value 0.833499
iter 50 value 0.795956
iter 60 value 0.590181
iter 70 value 0.572924
iter 80 value 0.549570
iter 90 value 0.508188
iter 100 value 0.488732
final value 0.488732
stopped after 100 iterations
# weights: 43
initial value 186.626799
iter 10 value 27.632412
iter 20 value 1.269857
iter 30 value 1.119772
iter 40 value 1.060195
iter 50 value 0.846052
iter 60 value 0.721026
iter 70 value 0.686399
iter 80 value 0.662213
iter 90 value 0.627404
iter 100 value 0.595776
final value 0.595776
stopped after 100 iterations
# weights: 11
initial value 165.065586
iter 10 value 65.231985
iter 20 value 65.071113
final value 65.070704
converged
# weights: 27
initial value 194.374528
iter 10 value 33.490696
iter 20 value 3.796404
iter 30 value 2.414526
final value 0.000053
converged
# weights: 43
initial value 209.483212
iter 10 value 5.133727
iter 20 value 1.414433
iter 30 value 0.007660
iter 40 value 0.000259
iter 50 value 0.000174
final value 0.000096
converged
# weights: 11
initial value 173.145720
iter 10 value 83.108623
iter 20 value 64.411434
iter 30 value 58.979441
final value 58.978943
converged
# weights: 27
initial value 172.906133
iter 10 value 87.850763
iter 20 value 41.883071
iter 30 value 38.839672
iter 40 value 38.392960
iter 50 value 38.370081
iter 60 value 38.365347
iter 70 value 38.364190
final value 38.364174
converged
# weights: 43
initial value 172.310982
iter 10 value 61.677693
iter 20 value 39.576960
iter 30 value 37.645003
iter 40 value 37.556554
iter 50 value 37.494474
iter 60 value 37.460669
iter 70 value 37.431117
iter 80 value 37.414706
iter 90 value 37.366555
iter 100 value 37.275116
final value 37.275116
stopped after 100 iterations
# weights: 11
initial value 162.824435
iter 10 value 63.010606
iter 20 value 13.487117
iter 30 value 5.409361
iter 40 value 4.846656
iter 50 value 4.791409
iter 60 value 4.790373
iter 70 value 4.789850
iter 80 value 4.786814
iter 90 value 4.786524
iter 100 value 4.786503
final value 4.786503
stopped after 100 iterations
# weights: 27
initial value 175.824922
iter 10 value 51.560204
iter 20 value 5.066023
iter 30 value 4.036731
iter 40 value 3.353256
iter 50 value 2.998233
iter 60 value 2.795204
iter 70 value 2.340466
iter 80 value 2.137992
iter 90 value 2.063305
iter 100 value 1.575299
final value 1.575299
stopped after 100 iterations
# weights: 43
initial value 198.566465
iter 10 value 22.049181
iter 20 value 4.248972
iter 30 value 3.751081
iter 40 value 2.713745
iter 50 value 1.958381
iter 60 value 1.703388
iter 70 value 1.362457
iter 80 value 1.196585
iter 90 value 1.059168
iter 100 value 0.819210
final value 0.819210
stopped after 100 iterations
# weights: 11
initial value 182.428449
iter 10 value 69.176586
iter 20 value 68.375415
iter 30 value 68.373970
final value 68.373959
converged
# weights: 27
initial value 166.548586
iter 10 value 14.992851
iter 20 value 6.424096
iter 30 value 6.193573
iter 40 value 5.704554
iter 50 value 5.106534
iter 60 value 5.057925
iter 70 value 5.052324
iter 80 value 5.048490
iter 90 value 4.980661
final value 4.979667
converged
# weights: 43
initial value 177.023486
iter 10 value 18.725108
iter 20 value 6.306646
iter 30 value 5.508462
iter 40 value 5.039532
iter 50 value 4.579676
iter 60 value 4.338309
iter 70 value 3.992772
iter 80 value 3.657135
iter 90 value 1.621590
iter 100 value 0.614582
final value 0.614582
stopped after 100 iterations
# weights: 11
initial value 183.580514
iter 10 value 76.022642
iter 20 value 59.738849
final value 59.706532
converged
# weights: 27
initial value 169.715487
iter 10 value 61.947103
iter 20 value 42.222111
iter 30 value 40.643391
iter 40 value 40.536746
iter 50 value 40.522415
final value 40.522044
converged
# weights: 43
initial value 172.368429
iter 10 value 71.870936
iter 20 value 40.021009
iter 30 value 39.296943
iter 40 value 39.247952
iter 50 value 39.220144
iter 60 value 39.196730
iter 70 value 39.190915
final value 39.190717
converged
# weights: 11
initial value 166.827147
iter 10 value 60.470339
iter 20 value 11.607181
iter 30 value 8.239190
iter 40 value 7.865328
iter 50 value 7.741549
iter 60 value 7.667082
iter 70 value 7.317421
iter 80 value 7.204792
iter 90 value 7.104564
iter 100 value 7.070831
final value 7.070831
stopped after 100 iterations
# weights: 27
initial value 192.621707
iter 10 value 15.304395
iter 20 value 6.939648
iter 30 value 6.723241
iter 40 value 6.523097
iter 50 value 6.464876
iter 60 value 6.262675
iter 70 value 6.126901
iter 80 value 5.692850
iter 90 value 5.520617
iter 100 value 5.438142
final value 5.438142
stopped after 100 iterations
# weights: 43
initial value 193.447353
iter 10 value 10.671003
iter 20 value 6.885356
iter 30 value 6.396479
iter 40 value 5.668330
iter 50 value 5.157960
iter 60 value 4.952659
iter 70 value 4.795155
iter 80 value 4.527640
iter 90 value 4.304919
iter 100 value 4.148934
final value 4.148934
stopped after 100 iterations
# weights: 11
initial value 165.792978
iter 10 value 78.266219
iter 20 value 70.639080
iter 30 value 70.622654
final value 70.622615
converged
# weights: 27
initial value 174.416277
iter 10 value 57.070939
iter 20 value 1.343330
iter 30 value 0.000353
final value 0.000080
converged
# weights: 43
initial value 167.221064
iter 10 value 21.836595
iter 20 value 1.760821
iter 30 value 0.001780
final value 0.000087
converged
# weights: 11
initial value 170.658315
iter 10 value 91.214268
iter 20 value 62.985483
iter 30 value 60.967919
final value 60.967471
converged
# weights: 27
initial value 202.141379
iter 10 value 86.277313
iter 20 value 51.137790
iter 30 value 48.764773
iter 40 value 47.514083
iter 50 value 45.034515
iter 60 value 41.478132
iter 70 value 39.440745
iter 80 value 39.339944
final value 39.339527
converged
# weights: 43
initial value 184.588535
iter 10 value 53.014988
iter 20 value 40.136298
iter 30 value 38.879093
iter 40 value 38.487556
iter 50 value 38.319597
iter 60 value 38.207053
iter 70 value 38.140466
iter 80 value 38.127113
iter 90 value 38.124817
iter 100 value 38.103638
final value 38.103638
stopped after 100 iterations
# weights: 11
initial value 174.630607
iter 10 value 63.434834
iter 20 value 22.999855
iter 30 value 6.323775
iter 40 value 4.834430
iter 50 value 3.994449
iter 60 value 3.274580
iter 70 value 3.235841
iter 80 value 3.226869
iter 90 value 3.226033
iter 100 value 3.220755
final value 3.220755
stopped after 100 iterations
# weights: 27
initial value 184.418130
iter 10 value 25.639744
iter 20 value 2.712455
iter 30 value 1.604461
iter 40 value 0.885047
iter 50 value 0.795798
iter 60 value 0.781098
iter 70 value 0.738150
iter 80 value 0.664280
iter 90 value 0.621924
iter 100 value 0.573745
final value 0.573745
stopped after 100 iterations
# weights: 43
initial value 186.961194
iter 10 value 30.752684
iter 20 value 2.362365
iter 30 value 1.239148
iter 40 value 1.070241
iter 50 value 0.908674
iter 60 value 0.827295
iter 70 value 0.769181
iter 80 value 0.743117
iter 90 value 0.706507
iter 100 value 0.612901
final value 0.612901
stopped after 100 iterations
# weights: 11
initial value 176.973634
iter 10 value 22.802857
iter 20 value 4.161947
iter 30 value 1.022913
iter 40 value 0.714982
iter 50 value 0.553267
iter 60 value 0.540431
iter 70 value 0.436673
iter 80 value 0.419005
iter 90 value 0.278804
iter 100 value 0.272053
final value 0.272053
stopped after 100 iterations
# weights: 27
initial value 160.748357
iter 10 value 10.295536
iter 20 value 1.628458
iter 30 value 0.001534
final value 0.000054
converged
# weights: 43
initial value 195.135686
iter 10 value 70.725427
iter 20 value 8.846582
iter 30 value 0.439053
iter 40 value 0.000365
final value 0.000070
converged
# weights: 11
initial value 186.379395
iter 10 value 74.720847
iter 20 value 60.026821
final value 60.026680
converged
# weights: 27
initial value 169.241974
iter 10 value 101.971631
iter 20 value 46.971083
iter 30 value 41.939392
iter 40 value 40.876039
iter 50 value 40.153654
iter 60 value 40.130262
final value 40.129274
converged
# weights: 43
initial value 209.316498
iter 10 value 67.969345
iter 20 value 40.883738
iter 30 value 37.569924
iter 40 value 37.091872
iter 50 value 36.925049
iter 60 value 36.887863
iter 70 value 36.878962
iter 80 value 36.878008
iter 90 value 36.877425
iter 100 value 36.875522
final value 36.875522
stopped after 100 iterations
# weights: 11
initial value 174.100361
iter 10 value 76.300217
iter 20 value 70.639206
iter 30 value 65.146845
iter 40 value 29.047624
iter 50 value 7.611287
iter 60 value 4.706677
iter 70 value 4.376820
iter 80 value 4.101433
iter 90 value 3.906382
iter 100 value 3.407883
final value 3.407883
stopped after 100 iterations
# weights: 27
initial value 187.195859
iter 10 value 16.047030
iter 20 value 2.314213
iter 30 value 1.304357
iter 40 value 0.760683
iter 50 value 0.621720
iter 60 value 0.591070
iter 70 value 0.531817
iter 80 value 0.525300
iter 90 value 0.485120
iter 100 value 0.479637
final value 0.479637
stopped after 100 iterations
# weights: 43
initial value 170.401594
iter 10 value 23.526192
iter 20 value 1.776451
iter 30 value 1.152402
iter 40 value 1.080211
iter 50 value 0.884357
iter 60 value 0.838816
iter 70 value 0.802439
iter 80 value 0.680695
iter 90 value 0.664073
iter 100 value 0.640382
final value 0.640382
stopped after 100 iterations
# weights: 11
initial value 169.285683
iter 10 value 25.278899
iter 20 value 2.138719
iter 30 value 0.390733
iter 40 value 0.240215
iter 50 value 0.227391
iter 60 value 0.220270
iter 70 value 0.195918
iter 80 value 0.154569
iter 90 value 0.138901
iter 100 value 0.131354
final value 0.131354
stopped after 100 iterations
# weights: 27
initial value 198.407543
iter 10 value 6.448971
iter 20 value 0.286235
iter 30 value 0.003152
final value 0.000048
converged
# weights: 43
initial value 182.956258
iter 10 value 3.072236
iter 20 value 0.042731
iter 30 value 0.000638
iter 40 value 0.000231
final value 0.000082
converged
# weights: 11
initial value 200.698478
iter 10 value 62.225781
iter 20 value 57.294900
final value 57.293032
converged
# weights: 27
initial value 175.406746
iter 10 value 82.674107
iter 20 value 38.827635
iter 30 value 36.967837
iter 40 value 36.802567
iter 50 value 36.770403
iter 60 value 36.763542
final value 36.762528
converged
# weights: 43
initial value 164.845303
iter 10 value 66.989984
iter 20 value 37.444588
iter 30 value 36.552302
iter 40 value 36.115626
iter 50 value 35.954328
iter 60 value 35.881703
iter 70 value 35.841052
iter 80 value 35.833398
iter 90 value 35.827796
iter 100 value 35.825406
final value 35.825406
stopped after 100 iterations
# weights: 11
initial value 171.107522
iter 10 value 68.181796
iter 20 value 67.258621
iter 30 value 67.209614
iter 40 value 66.320568
iter 50 value 59.374483
iter 60 value 29.751975
iter 70 value 8.063515
iter 80 value 4.385184
iter 90 value 2.820359
iter 100 value 2.081692
final value 2.081692
stopped after 100 iterations
# weights: 27
initial value 191.209628
iter 10 value 60.516166
iter 20 value 0.897694
iter 30 value 0.438288
iter 40 value 0.403213
iter 50 value 0.374141
iter 60 value 0.324929
iter 70 value 0.313142
iter 80 value 0.305810
iter 90 value 0.302111
iter 100 value 0.290241
final value 0.290241
stopped after 100 iterations
# weights: 43
initial value 166.626110
iter 10 value 15.757228
iter 20 value 2.315590
iter 30 value 1.072655
iter 40 value 0.704019
iter 50 value 0.529721
iter 60 value 0.390805
iter 70 value 0.326058
iter 80 value 0.291407
iter 90 value 0.280255
iter 100 value 0.269289
final value 0.269289
stopped after 100 iterations
# weights: 11
initial value 165.678923
iter 10 value 43.919149
iter 20 value 8.670030
iter 30 value 3.163595
iter 40 value 2.380958
iter 50 value 1.433828
iter 60 value 0.844439
iter 70 value 0.713992
iter 80 value 0.619748
iter 90 value 0.515839
iter 100 value 0.451300
final value 0.451300
stopped after 100 iterations
# weights: 27
initial value 169.282663
iter 10 value 10.041167
iter 20 value 0.038470
final value 0.000095
converged
# weights: 43
initial value 169.960721
iter 10 value 10.738470
iter 20 value 0.155583
final value 0.000071
converged
# weights: 11
initial value 169.079611
iter 10 value 78.906197
iter 20 value 59.559884
final value 59.542980
converged
# weights: 27
initial value 176.817437
iter 10 value 80.195360
iter 20 value 46.455970
iter 30 value 44.009329
iter 40 value 43.433413
iter 50 value 42.799420
iter 60 value 41.149346
iter 70 value 40.126071
iter 80 value 40.120750
final value 40.120742
converged
# weights: 43
initial value 170.344344
iter 10 value 77.188279
iter 20 value 42.810006
iter 30 value 40.540018
iter 40 value 39.713612
iter 50 value 39.296146
iter 60 value 39.199124
iter 70 value 39.188554
iter 80 value 39.186690
iter 90 value 39.180760
iter 100 value 39.178656
final value 39.178656
stopped after 100 iterations
# weights: 11
initial value 181.561519
iter 10 value 75.882019
iter 20 value 68.856498
iter 30 value 63.137259
iter 40 value 55.855549
iter 50 value 13.762753
iter 60 value 10.208082
iter 70 value 4.005968
iter 80 value 3.376619
iter 90 value 3.205349
iter 100 value 2.966841
final value 2.966841
stopped after 100 iterations
# weights: 27
initial value 169.047854
iter 10 value 16.152099
iter 20 value 3.750554
iter 30 value 2.917605
iter 40 value 1.872668
iter 50 value 1.365796
iter 60 value 1.149277
iter 70 value 0.968613
iter 80 value 0.905285
iter 90 value 0.778781
iter 100 value 0.713334
final value 0.713334
stopped after 100 iterations
# weights: 43
initial value 184.690829
iter 10 value 10.823309
iter 20 value 1.084361
iter 30 value 0.767281
iter 40 value 0.613584
iter 50 value 0.549948
iter 60 value 0.533785
iter 70 value 0.518830
iter 80 value 0.511520
iter 90 value 0.505279
iter 100 value 0.498388
final value 0.498388
stopped after 100 iterations
# weights: 11
initial value 170.359936
iter 10 value 83.167893
iter 20 value 68.587927
final value 68.576856
converged
# weights: 27
initial value 175.304276
iter 10 value 68.966979
iter 20 value 68.576320
final value 68.575940
converged
# weights: 43
initial value 200.778327
iter 10 value 20.553599
iter 20 value 0.220545
iter 30 value 0.000165
iter 30 value 0.000080
iter 30 value 0.000078
final value 0.000078
converged
# weights: 11
initial value 168.340027
iter 10 value 101.351064
iter 20 value 75.610665
iter 30 value 56.687614
final value 56.687449
converged
# weights: 27
initial value 177.024558
iter 10 value 63.388229
iter 20 value 38.942232
iter 30 value 37.421385
iter 40 value 36.802766
iter 50 value 36.666385
iter 60 value 36.645156
iter 70 value 36.644870
iter 70 value 36.644869
iter 70 value 36.644869
final value 36.644869
converged
# weights: 43
initial value 170.581832
iter 10 value 73.843113
iter 20 value 39.650400
iter 30 value 37.028615
iter 40 value 35.791799
iter 50 value 35.660350
iter 60 value 35.587004
iter 70 value 35.568122
iter 80 value 35.538601
iter 90 value 35.521817
iter 100 value 35.438818
final value 35.438818
stopped after 100 iterations
# weights: 11
initial value 177.100234
iter 10 value 70.845897
iter 20 value 69.310015
iter 30 value 69.130941
iter 40 value 68.892129
iter 50 value 68.813662
iter 60 value 65.388202
iter 70 value 42.023917
iter 80 value 5.465522
iter 90 value 1.748448
iter 100 value 1.464248
final value 1.464248
stopped after 100 iterations
# weights: 27
initial value 203.649790
iter 10 value 3.669743
iter 20 value 0.440404
iter 30 value 0.418030
iter 40 value 0.399305
iter 50 value 0.366095
iter 60 value 0.348139
iter 70 value 0.334637
iter 80 value 0.323425
iter 90 value 0.295164
iter 100 value 0.280666
final value 0.280666
stopped after 100 iterations
# weights: 43
initial value 196.680370
iter 10 value 36.066844
iter 20 value 0.780245
iter 30 value 0.629246
iter 40 value 0.446568
iter 50 value 0.346803
iter 60 value 0.321057
iter 70 value 0.308757
iter 80 value 0.291269
iter 90 value 0.286183
iter 100 value 0.281051
final value 0.281051
stopped after 100 iterations
# weights: 11
initial value 171.238949
iter 10 value 48.958041
iter 20 value 6.025912
iter 30 value 4.438195
iter 40 value 4.402440
iter 50 value 4.361836
iter 60 value 4.356491
iter 70 value 4.352799
iter 80 value 4.351076
iter 90 value 4.350420
iter 100 value 4.346958
final value 4.346958
stopped after 100 iterations
# weights: 27
initial value 185.569550
iter 10 value 64.793990
iter 20 value 9.199304
iter 30 value 4.433940
iter 40 value 4.394111
iter 50 value 4.363987
iter 60 value 4.344266
iter 70 value 4.253893
iter 80 value 4.244402
iter 90 value 4.208295
iter 100 value 4.163642
final value 4.163642
stopped after 100 iterations
# weights: 43
initial value 164.578335
iter 10 value 32.216185
iter 20 value 4.248220
iter 30 value 3.297160
iter 40 value 0.722096
iter 50 value 0.003993
iter 60 value 0.000150
iter 60 value 0.000075
iter 60 value 0.000075
final value 0.000075
converged
# weights: 11
initial value 212.816822
iter 10 value 88.187418
iter 20 value 57.109230
iter 30 value 56.780724
final value 56.780673
converged
# weights: 27
initial value 183.762550
iter 10 value 73.587290
iter 20 value 40.342121
iter 30 value 38.515826
iter 40 value 38.046460
iter 50 value 37.341689
iter 60 value 37.121272
iter 70 value 36.996745
final value 36.996525
converged
# weights: 43
initial value 165.545597
iter 10 value 62.385991
iter 20 value 38.064752
iter 30 value 35.857005
iter 40 value 35.764972
iter 50 value 35.760438
iter 60 value 35.749692
iter 70 value 35.714877
iter 80 value 35.687937
iter 90 value 35.684298
iter 100 value 35.681758
final value 35.681758
stopped after 100 iterations
# weights: 11
initial value 162.892453
iter 10 value 65.969583
iter 20 value 65.910892
iter 30 value 65.755539
iter 40 value 11.237349
iter 50 value 5.215538
iter 60 value 4.894580
iter 70 value 4.882931
iter 80 value 4.882494
iter 90 value 4.881931
iter 100 value 4.881614
final value 4.881614
stopped after 100 iterations
# weights: 27
initial value 183.292382
iter 10 value 6.570077
iter 20 value 4.842338
iter 30 value 4.714597
iter 40 value 4.641891
iter 50 value 4.434140
iter 60 value 4.179607
iter 70 value 3.441915
iter 80 value 2.793897
iter 90 value 2.702800
iter 100 value 2.585340
final value 2.585340
stopped after 100 iterations
# weights: 43
initial value 197.563680
iter 10 value 6.843900
iter 20 value 5.352651
iter 30 value 4.898652
iter 40 value 4.616338
iter 50 value 4.532083
iter 60 value 4.483206
iter 70 value 4.413067
iter 80 value 3.979895
iter 90 value 1.912857
iter 100 value 1.578727
final value 1.578727
stopped after 100 iterations
# weights: 11
initial value 176.351408
iter 10 value 64.109215
iter 20 value 62.635598
final value 62.630976
converged
# weights: 27
initial value 164.006392
iter 10 value 10.441386
iter 20 value 2.760778
iter 30 value 0.017212
iter 40 value 0.000556
final value 0.000098
converged
# weights: 43
initial value 225.726405
iter 10 value 61.798415
iter 20 value 5.843083
iter 30 value 0.255804
iter 40 value 0.001572
iter 50 value 0.000502
final value 0.000065
converged
# weights: 11
initial value 176.288704
iter 10 value 73.210503
iter 20 value 58.488370
final value 58.484482
converged
# weights: 27
initial value 168.125094
iter 10 value 53.051337
iter 20 value 42.249968
iter 30 value 40.747241
iter 40 value 40.497389
iter 50 value 40.483518
final value 40.482390
converged
# weights: 43
initial value 163.382917
iter 10 value 64.674467
iter 20 value 41.221072
iter 30 value 39.591022
iter 40 value 39.408534
iter 50 value 39.296406
iter 60 value 39.247900
iter 70 value 39.237779
iter 80 value 39.206775
final value 39.206517
converged
# weights: 11
initial value 172.407140
iter 10 value 44.928171
iter 20 value 9.624809
iter 30 value 5.227868
iter 40 value 4.086658
iter 50 value 3.985038
iter 60 value 3.855890
iter 70 value 3.615477
iter 80 value 3.614781
iter 90 value 3.614645
final value 3.614569
converged
# weights: 27
initial value 172.636524
iter 10 value 37.579455
iter 20 value 5.795176
iter 30 value 1.458473
iter 40 value 1.264379
iter 50 value 1.144998
iter 60 value 1.034237
iter 70 value 1.008726
iter 80 value 0.948132
iter 90 value 0.868570
iter 100 value 0.840089
final value 0.840089
stopped after 100 iterations
# weights: 43
initial value 174.906561
iter 10 value 18.496982
iter 20 value 2.912349
iter 30 value 2.399873
iter 40 value 2.113852
iter 50 value 1.245238
iter 60 value 1.191951
iter 70 value 1.137935
iter 80 value 1.068043
iter 90 value 1.038341
iter 100 value 0.938001
final value 0.938001
stopped after 100 iterations
# weights: 11
initial value 175.028736
iter 10 value 145.735805
iter 20 value 72.248907
iter 30 value 71.938174
final value 71.938022
converged
# weights: 27
initial value 166.705829
iter 10 value 57.865819
iter 20 value 8.956618
iter 30 value 7.388688
iter 40 value 6.512660
iter 50 value 5.195948
iter 60 value 5.135845
final value 5.135393
converged
# weights: 43
initial value 160.881513
iter 10 value 17.910523
iter 20 value 8.211059
iter 30 value 6.813261
iter 40 value 1.866822
iter 50 value 0.019634
iter 60 value 0.000890
final value 0.000073
converged
# weights: 11
initial value 177.809736
iter 10 value 114.066368
iter 20 value 60.772738
final value 60.713186
converged
# weights: 27
initial value 168.364399
iter 10 value 88.149542
iter 20 value 45.698474
iter 30 value 42.389153
iter 40 value 42.228243
iter 50 value 42.024132
iter 60 value 41.882487
iter 70 value 41.775233
iter 80 value 41.762931
final value 41.762930
converged
# weights: 43
initial value 168.122853
iter 10 value 54.729324
iter 20 value 43.107770
iter 30 value 41.249997
iter 40 value 40.872957
iter 50 value 40.734793
iter 60 value 40.700147
iter 70 value 40.678781
iter 80 value 40.589513
iter 90 value 40.581945
iter 100 value 40.579730
final value 40.579730
stopped after 100 iterations
# weights: 11
initial value 176.701542
iter 10 value 68.841218
iter 20 value 17.708090
iter 30 value 9.605554
iter 40 value 8.728559
iter 50 value 8.621770
iter 60 value 8.567676
iter 70 value 8.545871
iter 80 value 8.539880
iter 90 value 8.529058
iter 100 value 8.502567
final value 8.502567
stopped after 100 iterations
# weights: 27
initial value 162.678765
iter 10 value 74.173532
iter 20 value 72.153809
iter 30 value 33.644742
iter 40 value 8.619323
iter 50 value 7.719513
iter 60 value 7.440609
iter 70 value 7.286101
iter 80 value 7.267487
iter 90 value 7.254024
iter 100 value 6.995841
final value 6.995841
stopped after 100 iterations
# weights: 43
initial value 189.282940
iter 10 value 11.554629
iter 20 value 7.933523
iter 30 value 7.626051
iter 40 value 7.453754
iter 50 value 7.426974
iter 60 value 7.285422
iter 70 value 6.587050
iter 80 value 5.671293
iter 90 value 2.833939
iter 100 value 2.205446
final value 2.205446
stopped after 100 iterations
# weights: 11
initial value 186.831150
iter 10 value 68.173997
iter 20 value 65.437209
iter 30 value 60.340571
iter 40 value 59.028772
iter 50 value 58.821364
iter 60 value 58.742395
iter 70 value 58.680194
iter 80 value 58.574456
iter 90 value 58.024557
iter 100 value 57.689737
final value 57.689737
stopped after 100 iterations
# weights: 27
initial value 182.876749
iter 10 value 17.914635
iter 20 value 8.813432
iter 30 value 8.490469
iter 40 value 8.422953
iter 50 value 8.294829
iter 60 value 8.248701
iter 70 value 8.222184
iter 80 value 8.196366
iter 90 value 8.170336
iter 100 value 8.125119
final value 8.125119
stopped after 100 iterations
# weights: 43
initial value 188.917343
iter 10 value 30.972917
iter 20 value 7.730938
iter 30 value 4.523188
iter 40 value 1.893992
iter 50 value 0.152091
iter 60 value 0.008392
iter 70 value 0.000970
iter 80 value 0.000322
iter 90 value 0.000269
iter 100 value 0.000215
final value 0.000215
stopped after 100 iterations
# weights: 11
initial value 187.148189
iter 10 value 99.207235
iter 20 value 70.242110
iter 30 value 62.328803
final value 62.328802
converged
# weights: 27
initial value 175.639958
iter 10 value 53.666722
iter 20 value 41.766969
iter 30 value 41.638205
iter 40 value 41.622519
iter 50 value 41.619230
final value 41.619222
converged
# weights: 43
initial value 168.767266
iter 10 value 59.664399
iter 20 value 42.725735
iter 30 value 40.606665
iter 40 value 40.425247
iter 50 value 40.360979
iter 60 value 40.355123
iter 70 value 40.353804
iter 80 value 40.353759
final value 40.353759
converged
# weights: 11
initial value 170.619321
iter 10 value 41.065961
iter 20 value 17.563340
iter 30 value 10.085804
iter 40 value 9.198218
iter 50 value 9.109074
iter 60 value 9.065903
iter 70 value 9.053565
iter 80 value 9.052311
iter 90 value 9.051370
iter 100 value 9.050311
final value 9.050311
stopped after 100 iterations
# weights: 27
initial value 167.565229
iter 10 value 14.318374
iter 20 value 8.952912
iter 30 value 8.681273
iter 40 value 8.410536
iter 50 value 7.915232
iter 60 value 7.408090
iter 70 value 7.294517
iter 80 value 7.175788
iter 90 value 7.118604
iter 100 value 6.831762
final value 6.831762
stopped after 100 iterations
# weights: 43
initial value 174.214439
iter 10 value 13.782995
iter 20 value 8.585081
iter 30 value 8.441590
iter 40 value 8.362712
iter 50 value 7.849653
iter 60 value 2.956353
iter 70 value 1.420920
iter 80 value 1.137229
iter 90 value 1.059826
iter 100 value 0.991756
final value 0.991756
stopped after 100 iterations
# weights: 11
initial value 178.191768
iter 10 value 14.482169
iter 20 value 8.241560
iter 30 value 6.899106
iter 40 value 6.880886
iter 50 value 6.854468
iter 60 value 6.847737
iter 70 value 6.843398
iter 80 value 6.832395
iter 90 value 6.831747
iter 100 value 6.825903
final value 6.825903
stopped after 100 iterations
# weights: 27
initial value 160.981986
iter 10 value 54.495161
iter 20 value 10.438162
iter 30 value 6.044509
iter 40 value 5.413232
iter 50 value 5.242178
iter 60 value 5.193019
iter 70 value 5.143953
iter 80 value 5.052327
iter 90 value 4.977011
iter 100 value 4.820785
final value 4.820785
stopped after 100 iterations
# weights: 43
initial value 194.771062
iter 10 value 69.269599
iter 20 value 65.309776
iter 30 value 11.832674
iter 40 value 6.820221
iter 50 value 6.429452
iter 60 value 5.222539
iter 70 value 3.567886
iter 80 value 2.735134
iter 90 value 2.712332
iter 100 value 2.704745
final value 2.704745
stopped after 100 iterations
# weights: 11
initial value 165.646111
iter 10 value 98.845366
iter 20 value 73.800748
iter 30 value 59.653735
final value 59.653609
converged
# weights: 27
initial value 166.714111
iter 10 value 88.455222
iter 20 value 44.934556
iter 30 value 41.667097
iter 40 value 40.542002
iter 50 value 40.510800
final value 40.510700
converged
# weights: 43
initial value 170.332833
iter 10 value 57.261539
iter 20 value 43.847426
iter 30 value 39.579186
iter 40 value 39.312670
iter 50 value 39.280800
iter 60 value 39.250909
iter 70 value 39.228924
iter 80 value 39.227605
final value 39.226800
converged
# weights: 11
initial value 164.048709
iter 10 value 65.888471
iter 20 value 65.797480
iter 30 value 64.757862
iter 40 value 41.354757
iter 50 value 11.668056
iter 60 value 7.767809
iter 70 value 7.618711
iter 80 value 7.610454
iter 90 value 7.604839
iter 100 value 7.601403
final value 7.601403
stopped after 100 iterations
# weights: 27
initial value 176.885363
iter 10 value 14.721048
iter 20 value 6.848876
iter 30 value 6.239993
iter 40 value 6.095829
iter 50 value 5.937578
iter 60 value 5.886797
iter 70 value 5.818432
iter 80 value 5.762195
iter 90 value 5.687615
iter 100 value 5.651402
final value 5.651402
stopped after 100 iterations
# weights: 43
initial value 163.627917
iter 10 value 10.160105
iter 20 value 7.163144
iter 30 value 6.572328
iter 40 value 5.978725
iter 50 value 5.792294
iter 60 value 5.659414
iter 70 value 5.651366
iter 80 value 5.623871
iter 90 value 5.615202
iter 100 value 5.606065
final value 5.606065
stopped after 100 iterations
# weights: 11
initial value 185.418791
iter 10 value 69.018678
iter 20 value 68.889719
final value 68.889690
converged
# weights: 27
initial value 166.158751
iter 10 value 31.571931
iter 20 value 7.685151
iter 30 value 6.314857
iter 40 value 6.295558
iter 50 value 6.164516
iter 60 value 6.085897
iter 70 value 6.069128
iter 80 value 6.001496
iter 90 value 5.912171
iter 100 value 5.880534
final value 5.880534
stopped after 100 iterations
# weights: 43
initial value 181.987652
iter 10 value 23.637849
iter 20 value 6.694407
iter 30 value 6.244866
iter 40 value 2.429426
iter 50 value 0.074303
iter 60 value 0.018836
iter 70 value 0.006916
iter 80 value 0.005120
iter 90 value 0.004600
iter 100 value 0.003412
final value 0.003412
stopped after 100 iterations
# weights: 11
initial value 164.527094
iter 10 value 88.179370
iter 20 value 62.879545
iter 30 value 61.779215
final value 61.770779
converged
# weights: 27
initial value 176.796112
iter 10 value 73.149128
iter 20 value 44.056376
iter 30 value 42.544346
iter 40 value 42.280020
iter 50 value 42.257463
iter 60 value 42.251209
iter 70 value 42.250608
final value 42.250602
converged
# weights: 43
initial value 237.376536
iter 10 value 69.333307
iter 20 value 46.169423
iter 30 value 42.968426
iter 40 value 41.318718
iter 50 value 41.270542
iter 60 value 41.247007
iter 70 value 41.245747
iter 80 value 41.243309
iter 90 value 41.242787
iter 100 value 41.238248
final value 41.238248
stopped after 100 iterations
# weights: 11
initial value 181.665504
iter 10 value 64.708356
iter 20 value 11.062983
iter 30 value 7.119025
iter 40 value 7.101856
iter 50 value 7.094687
iter 60 value 7.087560
iter 70 value 7.087457
iter 80 value 7.087411
iter 90 value 7.087397
iter 100 value 7.087389
final value 7.087389
stopped after 100 iterations
# weights: 27
initial value 175.287973
iter 10 value 11.399327
iter 20 value 6.630861
iter 30 value 6.309246
iter 40 value 6.057423
iter 50 value 5.708736
iter 60 value 5.248700
iter 70 value 5.135626
iter 80 value 4.589888
iter 90 value 4.485183
iter 100 value 4.369806
final value 4.369806
stopped after 100 iterations
# weights: 43
initial value 175.917908
iter 10 value 61.486509
iter 20 value 7.547977
iter 30 value 5.999960
iter 40 value 5.567732
iter 50 value 5.371045
iter 60 value 5.310816
iter 70 value 5.230758
iter 80 value 5.096834
iter 90 value 3.672891
iter 100 value 2.176256
final value 2.176256
stopped after 100 iterations
# weights: 11
initial value 176.046273
iter 10 value 36.195285
iter 20 value 5.962764
iter 30 value 5.108733
iter 40 value 5.099084
iter 50 value 5.092465
iter 60 value 5.090560
iter 70 value 5.083712
iter 80 value 5.083402
iter 90 value 5.082494
iter 100 value 5.082118
final value 5.082118
stopped after 100 iterations
# weights: 27
initial value 176.359952
iter 10 value 6.326105
iter 20 value 5.124926
iter 30 value 5.110065
iter 40 value 5.094123
iter 50 value 5.086489
iter 60 value 5.085453
iter 70 value 5.084403
iter 80 value 5.080143
iter 90 value 5.079563
iter 100 value 5.069224
final value 5.069224
stopped after 100 iterations
# weights: 43
initial value 179.485634
iter 10 value 53.240217
iter 20 value 6.071947
iter 30 value 5.180764
iter 40 value 5.147774
iter 50 value 5.128983
iter 60 value 5.103592
iter 70 value 5.091329
iter 80 value 5.084653
iter 90 value 5.082928
iter 100 value 5.080145
final value 5.080145
stopped after 100 iterations
# weights: 11
initial value 178.274533
iter 10 value 86.473950
iter 20 value 62.103634
iter 30 value 59.095280
final value 59.095123
converged
# weights: 27
initial value 165.768301
iter 10 value 82.794938
iter 20 value 43.340062
iter 30 value 40.307196
iter 40 value 40.257080
iter 50 value 40.252131
final value 40.251447
converged
# weights: 43
initial value 181.154463
iter 10 value 64.798087
iter 20 value 43.856223
iter 30 value 39.555725
iter 40 value 39.058099
iter 50 value 38.962076
iter 60 value 38.938826
iter 70 value 38.928394
iter 80 value 38.923271
final value 38.922782
converged
# weights: 11
initial value 170.478284
iter 10 value 142.450745
iter 20 value 32.980848
iter 30 value 10.274492
iter 40 value 6.798841
iter 50 value 6.571452
iter 60 value 6.479237
iter 70 value 5.953083
iter 80 value 5.854455
iter 90 value 5.808064
iter 100 value 5.770921
final value 5.770921
stopped after 100 iterations
# weights: 27
initial value 183.455956
iter 10 value 10.690734
iter 20 value 5.546570
iter 30 value 5.468739
iter 40 value 5.402773
iter 50 value 5.352664
iter 60 value 5.332872
iter 70 value 5.315782
iter 80 value 5.307614
iter 90 value 5.275118
iter 100 value 5.259987
final value 5.259987
stopped after 100 iterations
# weights: 43
initial value 168.192562
iter 10 value 35.403472
iter 20 value 5.563296
iter 30 value 5.315451
iter 40 value 5.294881
iter 50 value 5.239639
iter 60 value 5.177418
iter 70 value 5.104527
iter 80 value 5.036113
iter 90 value 4.964792
iter 100 value 4.894507
final value 4.894507
stopped after 100 iterations
# weights: 11
initial value 192.598009
iter 10 value 100.301409
iter 20 value 66.927496
iter 30 value 64.925849
iter 40 value 59.127637
iter 50 value 57.651787
iter 60 value 55.602508
iter 70 value 53.055416
iter 80 value 49.178609
iter 90 value 46.662385
iter 100 value 27.615861
final value 27.615861
stopped after 100 iterations
# weights: 27
initial value 167.130574
iter 10 value 13.649664
iter 20 value 2.793377
iter 30 value 0.049988
iter 40 value 0.006819
iter 50 value 0.000239
final value 0.000078
converged
# weights: 43
initial value 167.504639
iter 10 value 19.476815
iter 20 value 0.274836
iter 30 value 0.000184
iter 30 value 0.000099
iter 30 value 0.000098
final value 0.000098
converged
# weights: 11
initial value 170.665720
iter 10 value 81.703219
iter 20 value 60.962740
iter 30 value 60.554636
final value 60.553911
converged
# weights: 27
initial value 187.175070
iter 10 value 59.519689
iter 20 value 43.500393
iter 30 value 42.647255
iter 40 value 42.519696
iter 50 value 42.486636
final value 42.486623
converged
# weights: 43
initial value 178.980575
iter 10 value 84.181618
iter 20 value 44.731424
iter 30 value 41.377674
iter 40 value 41.176364
iter 50 value 41.144222
iter 60 value 41.140113
iter 70 value 41.125342
iter 80 value 41.122342
iter 90 value 41.119031
iter 100 value 41.114586
final value 41.114586
stopped after 100 iterations
# weights: 11
initial value 199.442104
iter 10 value 152.939875
iter 20 value 70.778814
iter 30 value 68.532830
iter 40 value 45.543828
iter 50 value 6.753728
iter 60 value 4.479182
iter 70 value 3.659202
iter 80 value 2.627170
iter 90 value 2.344493
iter 100 value 2.303479
final value 2.303479
stopped after 100 iterations
# weights: 27
initial value 170.013508
iter 10 value 73.091227
iter 20 value 67.561936
iter 30 value 30.874041
iter 40 value 3.642836
iter 50 value 0.701303
iter 60 value 0.601155
iter 70 value 0.577402
iter 80 value 0.476233
iter 90 value 0.449423
iter 100 value 0.439423
final value 0.439423
stopped after 100 iterations
# weights: 43
initial value 187.121051
iter 10 value 12.157143
iter 20 value 1.953916
iter 30 value 1.262100
iter 40 value 0.867485
iter 50 value 0.689304
iter 60 value 0.534506
iter 70 value 0.511400
iter 80 value 0.456705
iter 90 value 0.440453
iter 100 value 0.431856
final value 0.431856
stopped after 100 iterations
# weights: 11
initial value 204.544644
iter 10 value 67.498426
iter 20 value 17.925526
iter 30 value 6.901909
iter 40 value 6.786579
iter 50 value 6.735183
iter 60 value 6.716163
iter 70 value 6.710546
iter 80 value 6.703271
iter 90 value 6.702978
iter 100 value 6.700104
final value 6.700104
stopped after 100 iterations
# weights: 27
initial value 168.770054
iter 10 value 64.506906
iter 20 value 62.841805
iter 30 value 8.122040
iter 40 value 7.043329
iter 50 value 6.924795
iter 60 value 6.831483
iter 70 value 6.683591
iter 80 value 6.663813
iter 90 value 6.660322
iter 100 value 6.654861
final value 6.654861
stopped after 100 iterations
# weights: 43
initial value 168.816419
iter 10 value 38.662844
iter 20 value 7.020187
iter 30 value 6.751182
iter 40 value 6.283965
iter 50 value 4.099011
iter 60 value 0.054336
iter 70 value 0.001499
iter 80 value 0.000245
final value 0.000064
converged
# weights: 11
initial value 184.849392
iter 10 value 64.250699
iter 20 value 58.355044
final value 58.354689
converged
# weights: 27
initial value 165.977163
iter 10 value 46.232309
iter 20 value 41.430858
iter 30 value 40.431087
iter 40 value 40.331243
iter 50 value 40.325588
final value 40.324336
converged
# weights: 43
initial value 183.882616
iter 10 value 47.615452
iter 20 value 39.668837
iter 30 value 39.125059
iter 40 value 39.007968
iter 50 value 38.977867
iter 60 value 38.975613
iter 70 value 38.974991
iter 80 value 38.974906
final value 38.974904
converged
# weights: 11
initial value 181.368423
iter 10 value 49.064559
iter 20 value 9.659294
iter 30 value 8.773888
iter 40 value 8.201201
iter 50 value 8.118705
iter 60 value 7.879071
iter 70 value 7.456451
iter 80 value 7.410133
iter 90 value 7.330928
iter 100 value 7.328950
final value 7.328950
stopped after 100 iterations
# weights: 27
initial value 182.770397
iter 10 value 15.334650
iter 20 value 7.088182
iter 30 value 7.015296
iter 40 value 6.927341
iter 50 value 6.737397
iter 60 value 6.688910
iter 70 value 6.542064
iter 80 value 6.401060
iter 90 value 6.202008
iter 100 value 5.453838
final value 5.453838
stopped after 100 iterations
# weights: 43
initial value 191.696433
iter 10 value 39.881408
iter 20 value 7.066823
iter 30 value 6.864932
iter 40 value 4.860745
iter 50 value 2.569495
iter 60 value 2.248888
iter 70 value 1.886435
iter 80 value 1.766436
iter 90 value 1.517852
iter 100 value 1.294953
final value 1.294953
stopped after 100 iterations
# weights: 11
initial value 171.613157
iter 10 value 76.811454
iter 20 value 75.956272
final value 75.955102
converged
# weights: 27
initial value 166.761949
iter 10 value 6.273438
iter 20 value 0.049882
iter 30 value 0.000158
final value 0.000051
converged
# weights: 43
initial value 163.277546
iter 10 value 7.839254
iter 20 value 2.425798
iter 30 value 0.009738
final value 0.000053
converged
# weights: 11
initial value 169.730594
iter 10 value 75.824764
iter 20 value 58.179806
final value 58.176995
converged
# weights: 27
initial value 171.189280
iter 10 value 100.668188
iter 20 value 42.119470
iter 30 value 40.110562
iter 40 value 40.056424
iter 50 value 40.053340
iter 60 value 40.052638
iter 70 value 40.052228
iter 70 value 40.052228
iter 70 value 40.052228
final value 40.052228
converged
# weights: 43
initial value 224.707568
iter 10 value 72.029392
iter 20 value 39.797694
iter 30 value 37.039074
iter 40 value 36.916624
iter 50 value 36.890764
iter 60 value 36.890473
iter 70 value 36.890296
iter 80 value 36.890035
final value 36.889998
converged
# weights: 11
initial value 177.148358
iter 10 value 15.701898
iter 20 value 3.957874
iter 30 value 3.818993
iter 40 value 3.699588
iter 50 value 3.573779
iter 60 value 3.548920
iter 70 value 3.543582
iter 80 value 3.542091
iter 90 value 3.540235
iter 100 value 3.538783
final value 3.538783
stopped after 100 iterations
# weights: 27
initial value 165.956286
iter 10 value 34.267899
iter 20 value 2.499521
iter 30 value 1.310095
iter 40 value 1.231224
iter 50 value 1.065597
iter 60 value 0.977559
iter 70 value 0.876613
iter 80 value 0.854581
iter 90 value 0.776012
iter 100 value 0.697879
final value 0.697879
stopped after 100 iterations
# weights: 43
initial value 183.141024
iter 10 value 9.811762
iter 20 value 3.910172
iter 30 value 2.546484
iter 40 value 1.538537
iter 50 value 1.095837
iter 60 value 0.955874
iter 70 value 0.924778
iter 80 value 0.894321
iter 90 value 0.798745
iter 100 value 0.729287
final value 0.729287
stopped after 100 iterations
# weights: 11
initial value 188.478732
iter 10 value 53.719290
iter 20 value 6.044012
iter 30 value 4.656856
iter 40 value 4.481607
iter 50 value 4.286745
iter 60 value 4.153389
iter 70 value 3.979701
iter 80 value 3.670506
iter 90 value 3.469994
iter 100 value 3.376381
final value 3.376381
stopped after 100 iterations
# weights: 27
initial value 191.039429
iter 10 value 7.581314
iter 20 value 4.541870
iter 30 value 1.116723
iter 40 value 0.001314
final value 0.000067
converged
# weights: 43
initial value 210.300625
iter 10 value 18.842254
iter 20 value 5.034097
iter 30 value 1.728678
iter 40 value 0.008625
iter 50 value 0.001029
final value 0.000066
converged
# weights: 11
initial value 169.079497
iter 10 value 67.291210
iter 20 value 57.925987
final value 57.921818
converged
# weights: 27
initial value 176.503267
iter 10 value 54.551299
iter 20 value 41.505001
iter 30 value 39.455810
iter 40 value 39.072292
iter 50 value 38.929283
iter 60 value 38.922557
iter 70 value 38.921892
final value 38.921891
converged
# weights: 43
initial value 190.554614
iter 10 value 72.730031
iter 20 value 40.489748
iter 30 value 38.189856
iter 40 value 38.021220
iter 50 value 37.972300
iter 60 value 37.947198
iter 70 value 37.931346
iter 80 value 37.929041
iter 90 value 37.928830
iter 100 value 37.927304
final value 37.927304
stopped after 100 iterations
# weights: 11
initial value 165.776227
iter 10 value 18.899109
iter 20 value 6.775746
iter 30 value 5.639258
iter 40 value 5.390899
iter 50 value 5.378675
iter 60 value 5.369708
iter 70 value 5.331366
iter 80 value 5.326824
iter 90 value 5.323761
iter 100 value 5.321639
final value 5.321639
stopped after 100 iterations
# weights: 27
initial value 169.515701
iter 10 value 8.295009
iter 20 value 4.344139
iter 30 value 3.478780
iter 40 value 1.802967
iter 50 value 1.377386
iter 60 value 1.248108
iter 70 value 1.237275
iter 80 value 1.223766
iter 90 value 1.216397
iter 100 value 1.204072
final value 1.204072
stopped after 100 iterations
# weights: 43
initial value 181.737369
iter 10 value 6.534910
iter 20 value 4.433273
iter 30 value 3.573688
iter 40 value 2.733383
iter 50 value 1.895287
iter 60 value 1.748245
iter 70 value 1.584207
iter 80 value 1.470554
iter 90 value 1.042946
iter 100 value 0.950572
final value 0.950572
stopped after 100 iterations
# weights: 11
initial value 177.026039
iter 10 value 59.384175
iter 20 value 17.390710
iter 30 value 8.400733
iter 40 value 7.218480
iter 50 value 7.028136
iter 60 value 7.011763
iter 70 value 6.955395
iter 80 value 6.924804
iter 90 value 6.923625
iter 100 value 6.898761
final value 6.898761
stopped after 100 iterations
# weights: 27
initial value 166.283601
iter 10 value 18.680386
iter 20 value 7.588980
iter 30 value 7.397854
iter 40 value 7.030233
iter 50 value 6.938322
iter 60 value 6.920422
iter 70 value 6.910800
iter 80 value 6.899398
iter 90 value 6.892439
iter 100 value 6.886610
final value 6.886610
stopped after 100 iterations
# weights: 43
initial value 171.928591
iter 10 value 14.220090
iter 20 value 7.093292
iter 30 value 7.014255
iter 40 value 6.900879
iter 50 value 6.881884
iter 60 value 6.873303
iter 70 value 6.861172
iter 80 value 6.843333
iter 90 value 6.814773
iter 100 value 6.808020
final value 6.808020
stopped after 100 iterations
# weights: 11
initial value 166.874650
iter 10 value 68.519457
iter 20 value 59.360158
final value 59.356393
converged
# weights: 27
initial value 166.977480
iter 10 value 64.528672
iter 20 value 40.703199
iter 30 value 40.176568
iter 40 value 40.121468
iter 50 value 40.108757
iter 60 value 40.108007
iter 70 value 40.107861
final value 40.107859
converged
# weights: 43
initial value 199.427838
iter 10 value 62.574477
iter 20 value 44.886199
iter 30 value 39.996498
iter 40 value 39.005587
iter 50 value 38.869945
iter 60 value 38.823229
iter 70 value 38.806822
iter 80 value 38.800377
iter 90 value 38.799131
iter 100 value 38.797092
final value 38.797092
stopped after 100 iterations
# weights: 11
initial value 179.910434
iter 10 value 158.576743
iter 20 value 17.442025
iter 30 value 9.264443
iter 40 value 8.591529
iter 50 value 8.355349
iter 60 value 8.239881
iter 70 value 8.090090
iter 80 value 7.972213
iter 90 value 7.863134
iter 100 value 7.638686
final value 7.638686
stopped after 100 iterations
# weights: 27
initial value 188.214485
iter 10 value 9.313000
iter 20 value 7.646757
iter 30 value 7.317103
iter 40 value 7.114034
iter 50 value 7.065878
iter 60 value 7.058387
iter 70 value 7.049643
iter 80 value 7.042797
iter 90 value 7.036558
iter 100 value 7.033796
final value 7.033796
stopped after 100 iterations
# weights: 43
initial value 164.963429
iter 10 value 10.124712
iter 20 value 8.236677
iter 30 value 7.879818
iter 40 value 7.664540
iter 50 value 7.450280
iter 60 value 7.305803
iter 70 value 7.235568
iter 80 value 7.143208
iter 90 value 7.120743
iter 100 value 7.087933
final value 7.087933
stopped after 100 iterations
# weights: 11
initial value 200.749956
iter 10 value 146.867843
iter 20 value 70.511893
iter 30 value 70.354723
iter 40 value 70.135162
iter 50 value 58.071546
iter 60 value 40.528667
iter 70 value 17.045491
iter 80 value 9.617096
iter 90 value 4.635898
iter 100 value 4.018985
final value 4.018985
stopped after 100 iterations
# weights: 27
initial value 171.684160
iter 10 value 24.850956
iter 20 value 3.345227
iter 30 value 1.307044
iter 40 value 0.004465
final value 0.000060
converged
# weights: 43
initial value 172.714706
iter 10 value 45.866018
iter 20 value 3.334067
iter 30 value 1.622174
iter 40 value 0.643941
iter 50 value 0.000558
final value 0.000060
converged
# weights: 11
initial value 168.880945
iter 10 value 68.081912
iter 20 value 59.447006
final value 59.445532
converged
# weights: 27
initial value 176.113817
iter 10 value 52.030065
iter 20 value 40.166865
iter 30 value 38.778759
iter 40 value 38.613140
iter 50 value 38.609308
final value 38.609273
converged
# weights: 43
initial value 183.167594
iter 10 value 62.676774
iter 20 value 38.550064
iter 30 value 38.174339
iter 40 value 38.149448
iter 50 value 38.138589
iter 60 value 38.130279
iter 70 value 38.129764
iter 80 value 38.129654
final value 38.129639
converged
# weights: 11
initial value 165.824209
iter 10 value 125.533902
iter 20 value 67.185597
iter 30 value 64.463870
iter 40 value 63.749095
iter 50 value 62.154692
iter 60 value 52.047440
iter 70 value 41.896617
iter 80 value 14.179393
iter 90 value 6.111221
iter 100 value 5.119173
final value 5.119173
stopped after 100 iterations
# weights: 27
initial value 177.562365
iter 10 value 66.315612
iter 20 value 12.663864
iter 30 value 6.345471
iter 40 value 3.311526
iter 50 value 2.637737
iter 60 value 2.254363
iter 70 value 1.979408
iter 80 value 1.802740
iter 90 value 1.153514
iter 100 value 1.090803
final value 1.090803
stopped after 100 iterations
# weights: 43
initial value 201.629975
iter 10 value 9.193291
iter 20 value 2.880843
iter 30 value 2.527244
iter 40 value 2.399529
iter 50 value 2.231671
iter 60 value 2.068148
iter 70 value 1.915550
iter 80 value 1.791774
iter 90 value 1.588935
iter 100 value 1.330445
final value 1.330445
stopped after 100 iterations
# weights: 11
initial value 173.879109
iter 10 value 83.834950
iter 20 value 70.283641
iter 30 value 69.908663
iter 40 value 69.688807
iter 50 value 44.329342
iter 60 value 10.471192
iter 70 value 2.557812
iter 80 value 2.020925
iter 90 value 1.080933
iter 100 value 0.307830
final value 0.307830
stopped after 100 iterations
# weights: 27
initial value 205.001063
iter 10 value 14.963743
iter 20 value 2.178906
iter 30 value 0.754303
iter 40 value 0.057380
iter 50 value 0.006717
iter 60 value 0.001671
iter 70 value 0.001146
iter 80 value 0.000924
iter 90 value 0.000816
iter 100 value 0.000636
final value 0.000636
stopped after 100 iterations
# weights: 43
initial value 168.908153
iter 10 value 21.582631
iter 20 value 0.745090
iter 30 value 0.004579
final value 0.000073
converged
# weights: 11
initial value 174.775273
iter 10 value 72.795405
iter 20 value 58.661828
final value 58.661721
converged
# weights: 27
initial value 179.681650
iter 10 value 47.291573
iter 20 value 37.807143
iter 30 value 37.051216
iter 40 value 37.006923
final value 37.006745
converged
# weights: 43
initial value 182.624339
iter 10 value 44.570772
iter 20 value 36.272000
iter 30 value 35.878672
iter 40 value 35.802729
iter 50 value 35.797021
iter 60 value 35.795473
iter 70 value 35.795064
iter 80 value 35.795030
final value 35.795022
converged
# weights: 11
initial value 162.831930
iter 10 value 60.357878
iter 20 value 8.820603
iter 30 value 2.549664
iter 40 value 2.267723
iter 50 value 2.229744
iter 60 value 2.166620
iter 70 value 2.151802
iter 80 value 2.148516
iter 90 value 2.148413
iter 100 value 2.148373
final value 2.148373
stopped after 100 iterations
# weights: 27
initial value 172.164437
iter 10 value 7.141069
iter 20 value 1.801597
iter 30 value 1.416468
iter 40 value 0.857878
iter 50 value 0.799476
iter 60 value 0.758223
iter 70 value 0.666281
iter 80 value 0.647786
iter 90 value 0.515261
iter 100 value 0.464771
final value 0.464771
stopped after 100 iterations
# weights: 43
initial value 168.579180
iter 10 value 16.399028
iter 20 value 1.421502
iter 30 value 0.895237
iter 40 value 0.814527
iter 50 value 0.622491
iter 60 value 0.460138
iter 70 value 0.403947
iter 80 value 0.391115
iter 90 value 0.383242
iter 100 value 0.380325
final value 0.380325
stopped after 100 iterations
# weights: 11
initial value 165.015016
iter 10 value 54.157070
iter 20 value 23.813973
iter 30 value 0.705626
iter 40 value 0.433023
iter 50 value 0.367588
iter 60 value 0.341528
iter 70 value 0.276064
iter 80 value 0.260168
iter 90 value 0.225936
iter 100 value 0.200790
final value 0.200790
stopped after 100 iterations
# weights: 27
initial value 168.535800
iter 10 value 6.313467
iter 20 value 0.008647
final value 0.000080
converged
# weights: 43
initial value 177.640995
iter 10 value 27.647352
iter 20 value 0.819727
iter 30 value 0.000697
final value 0.000093
converged
# weights: 11
initial value 169.809266
iter 10 value 75.027006
iter 20 value 57.388066
iter 30 value 57.144962
final value 57.144650
converged
# weights: 27
initial value 168.628340
iter 10 value 51.500215
iter 20 value 39.799984
iter 30 value 36.407244
iter 40 value 36.253653
iter 50 value 36.215221
iter 60 value 36.214808
iter 70 value 36.214362
final value 36.214361
converged
# weights: 43
initial value 176.355242
iter 10 value 59.915681
iter 20 value 36.459651
iter 30 value 35.636980
iter 40 value 35.221279
iter 50 value 35.008683
iter 60 value 34.997840
iter 70 value 34.992615
iter 80 value 34.991615
final value 34.991586
converged
# weights: 11
initial value 166.178707
iter 10 value 48.619329
iter 20 value 3.711830
iter 30 value 2.030581
iter 40 value 1.780521
iter 50 value 1.672050
iter 60 value 1.626925
iter 70 value 1.614873
iter 80 value 1.610002
iter 90 value 1.606420
iter 100 value 1.605955
final value 1.605955
stopped after 100 iterations
# weights: 27
initial value 168.237176
iter 10 value 35.966710
iter 20 value 1.378798
iter 30 value 0.988431
iter 40 value 0.841175
iter 50 value 0.741039
iter 60 value 0.669362
iter 70 value 0.594929
iter 80 value 0.550380
iter 90 value 0.519138
iter 100 value 0.436390
final value 0.436390
stopped after 100 iterations
# weights: 43
initial value 167.362289
iter 10 value 8.138685
iter 20 value 0.849508
iter 30 value 0.650710
iter 40 value 0.526713
iter 50 value 0.425374
iter 60 value 0.382228
iter 70 value 0.355883
iter 80 value 0.323152
iter 90 value 0.316479
iter 100 value 0.309372
final value 0.309372
stopped after 100 iterations
# weights: 11
initial value 163.542414
iter 10 value 70.258356
iter 20 value 16.876471
iter 30 value 7.617956
iter 40 value 7.501763
iter 50 value 7.458407
iter 60 value 7.441072
iter 70 value 7.439729
iter 80 value 7.405618
iter 90 value 7.403425
iter 100 value 7.391388
final value 7.391388
stopped after 100 iterations
# weights: 27
initial value 177.164024
iter 10 value 33.036926
iter 20 value 7.609017
iter 30 value 7.481046
iter 40 value 7.400045
iter 50 value 7.383667
iter 60 value 7.352570
iter 70 value 7.339656
iter 80 value 7.336061
iter 90 value 7.335963
iter 100 value 7.334844
final value 7.334844
stopped after 100 iterations
# weights: 43
initial value 166.007117
iter 10 value 11.163494
iter 20 value 7.679381
iter 30 value 7.469613
iter 40 value 7.411304
iter 50 value 7.383595
iter 60 value 7.377095
iter 70 value 7.373313
iter 80 value 7.372410
iter 90 value 7.370452
iter 100 value 7.361766
final value 7.361766
stopped after 100 iterations
# weights: 11
initial value 171.852003
iter 10 value 113.354098
iter 20 value 61.226721
final value 61.224177
converged
# weights: 27
initial value 188.153229
iter 10 value 94.794530
iter 20 value 45.586630
iter 30 value 43.416951
iter 40 value 43.131925
iter 50 value 43.068224
iter 60 value 42.917272
iter 70 value 42.794227
iter 80 value 42.792171
final value 42.792119
converged
# weights: 43
initial value 170.822325
iter 10 value 67.525554
iter 20 value 40.579805
iter 30 value 38.981286
iter 40 value 38.940713
iter 50 value 38.923927
iter 60 value 38.922890
iter 70 value 38.922386
final value 38.922382
converged
# weights: 11
initial value 178.685469
iter 10 value 70.954335
iter 20 value 67.824592
iter 30 value 46.724795
iter 40 value 18.949091
iter 50 value 10.231689
iter 60 value 8.293915
iter 70 value 8.108216
iter 80 value 8.049361
iter 90 value 8.044865
iter 100 value 8.044179
final value 8.044179
stopped after 100 iterations
# weights: 27
initial value 169.822892
iter 10 value 19.140730
iter 20 value 7.660316
iter 30 value 7.574189
iter 40 value 7.540572
iter 50 value 7.532820
iter 60 value 7.526968
iter 70 value 7.522210
iter 80 value 7.511639
iter 90 value 7.495758
iter 100 value 7.404575
final value 7.404575
stopped after 100 iterations
# weights: 43
initial value 174.543999
iter 10 value 50.493821
iter 20 value 8.433076
iter 30 value 7.869540
iter 40 value 7.736878
iter 50 value 7.675064
iter 60 value 7.508486
iter 70 value 7.023257
iter 80 value 2.024580
iter 90 value 1.096356
iter 100 value 1.032619
final value 1.032619
stopped after 100 iterations
# weights: 11
initial value 166.360880
iter 10 value 71.625533
iter 20 value 71.390526
final value 71.389402
converged
# weights: 27
initial value 173.773663
iter 10 value 72.774222
iter 20 value 71.028134
iter 30 value 62.332973
iter 40 value 32.428053
iter 50 value 8.569786
iter 60 value 0.206323
iter 70 value 0.006097
iter 80 value 0.000284
iter 90 value 0.000161
final value 0.000090
converged
# weights: 43
initial value 165.364791
iter 10 value 37.218390
iter 20 value 0.232350
iter 30 value 0.004843
iter 40 value 0.000816
final value 0.000065
converged
# weights: 11
initial value 179.810915
iter 10 value 103.519931
iter 20 value 94.847106
iter 30 value 64.040663
iter 40 value 61.746885
iter 40 value 61.746884
iter 40 value 61.746884
final value 61.746884
converged
# weights: 27
initial value 187.960692
iter 10 value 96.425301
iter 20 value 56.099289
iter 30 value 43.751342
iter 40 value 42.904860
iter 50 value 42.430617
iter 60 value 42.090933
iter 70 value 41.406566
iter 80 value 41.203725
final value 41.198134
converged
# weights: 43
initial value 171.768179
iter 10 value 81.530929
iter 20 value 41.617827
iter 30 value 40.183570
iter 40 value 39.933189
iter 50 value 39.900795
iter 60 value 39.897787
iter 70 value 39.897546
iter 80 value 39.897411
iter 90 value 39.896684
iter 100 value 39.896468
final value 39.896468
stopped after 100 iterations
# weights: 11
initial value 171.120901
iter 10 value 50.027633
iter 20 value 4.499051
iter 30 value 3.119069
iter 40 value 2.357178
iter 50 value 2.266357
iter 60 value 2.152277
iter 70 value 1.901425
iter 80 value 1.750335
iter 90 value 1.696544
iter 100 value 1.577911
final value 1.577911
stopped after 100 iterations
# weights: 27
initial value 170.506475
iter 10 value 26.806383
iter 20 value 2.117853
iter 30 value 0.605745
iter 40 value 0.545393
iter 50 value 0.474536
iter 60 value 0.438453
iter 70 value 0.361499
iter 80 value 0.336088
iter 90 value 0.303321
iter 100 value 0.293876
final value 0.293876
stopped after 100 iterations
# weights: 43
initial value 180.106879
iter 10 value 71.634544
iter 20 value 13.055330
iter 30 value 1.217148
iter 40 value 1.027988
iter 50 value 0.905659
iter 60 value 0.688912
iter 70 value 0.539322
iter 80 value 0.465828
iter 90 value 0.392642
iter 100 value 0.354489
final value 0.354489
stopped after 100 iterations
# weights: 11
initial value 185.874622
iter 10 value 63.456885
iter 20 value 6.791832
iter 30 value 0.930323
iter 40 value 0.389793
iter 50 value 0.192977
iter 60 value 0.133522
iter 70 value 0.124373
iter 80 value 0.110387
iter 90 value 0.108382
iter 100 value 0.091956
final value 0.091956
stopped after 100 iterations
# weights: 27
initial value 171.256411
iter 10 value 29.843234
iter 20 value 2.741028
iter 30 value 0.008046
final value 0.000060
converged
# weights: 43
initial value 168.890024
iter 10 value 3.328909
iter 20 value 0.104710
final value 0.000048
converged
# weights: 11
initial value 193.325080
iter 10 value 78.027394
iter 20 value 59.102446
iter 30 value 59.042116
final value 59.042081
converged
# weights: 27
initial value 164.672603
iter 10 value 55.811662
iter 20 value 38.058430
iter 30 value 36.594312
iter 40 value 36.395367
iter 50 value 36.383421
iter 60 value 36.376979
iter 70 value 36.376478
final value 36.376473
converged
# weights: 43
initial value 180.480441
iter 10 value 53.002068
iter 20 value 37.558674
iter 30 value 35.992966
iter 40 value 35.544596
iter 50 value 35.380047
iter 60 value 35.301756
iter 70 value 35.291674
iter 80 value 35.290315
iter 90 value 35.289300
iter 100 value 35.288840
final value 35.288840
stopped after 100 iterations
# weights: 11
initial value 163.817820
iter 10 value 131.640417
iter 20 value 18.449116
iter 30 value 7.144038
iter 40 value 4.114053
iter 50 value 3.393512
iter 60 value 3.356008
iter 70 value 3.347422
iter 80 value 3.334796
iter 90 value 3.334384
iter 100 value 3.334186
final value 3.334186
stopped after 100 iterations
# weights: 27
initial value 187.667860
iter 10 value 15.109723
iter 20 value 1.117123
iter 30 value 0.770018
iter 40 value 0.733301
iter 50 value 0.651126
iter 60 value 0.545304
iter 70 value 0.516540
iter 80 value 0.505206
iter 90 value 0.430630
iter 100 value 0.408286
final value 0.408286
stopped after 100 iterations
# weights: 43
initial value 163.762874
iter 10 value 9.396552
iter 20 value 1.551394
iter 30 value 1.050001
iter 40 value 0.941364
iter 50 value 0.806071
iter 60 value 0.617077
iter 70 value 0.527321
iter 80 value 0.488796
iter 90 value 0.465623
iter 100 value 0.450359
final value 0.450359
stopped after 100 iterations
# weights: 11
initial value 174.086783
iter 10 value 60.992782
iter 20 value 3.715086
iter 30 value 0.232664
iter 40 value 0.065683
iter 50 value 0.022325
iter 60 value 0.014883
iter 70 value 0.014447
iter 80 value 0.013530
iter 90 value 0.013204
iter 100 value 0.012880
final value 0.012880
stopped after 100 iterations
# weights: 27
initial value 180.909483
iter 10 value 47.954461
iter 20 value 1.302278
iter 30 value 0.006152
final value 0.000055
converged
# weights: 43
initial value 172.567568
iter 10 value 71.314740
iter 20 value 13.362324
iter 30 value 1.572879
iter 40 value 0.013624
iter 50 value 0.000426
iter 60 value 0.000165
final value 0.000096
converged
# weights: 11
initial value 166.834617
iter 10 value 88.459413
iter 20 value 60.256422
iter 30 value 59.970370
final value 59.970349
converged
# weights: 27
initial value 174.430461
iter 10 value 77.026508
iter 20 value 42.741584
iter 30 value 39.347901
iter 40 value 38.815191
iter 50 value 38.689637
iter 60 value 38.688212
final value 38.687943
converged
# weights: 43
initial value 190.871670
iter 10 value 53.320538
iter 20 value 39.298240
iter 30 value 38.482778
iter 40 value 38.251924
iter 50 value 38.201939
iter 60 value 38.195636
iter 70 value 38.192958
iter 80 value 38.191816
final value 38.191539
converged
# weights: 11
initial value 190.535714
iter 10 value 26.143277
iter 20 value 9.310029
iter 30 value 4.047701
iter 40 value 3.004249
iter 50 value 2.442369
iter 60 value 2.220576
iter 70 value 2.218460
iter 80 value 2.217318
iter 90 value 2.213089
iter 100 value 2.211946
final value 2.211946
stopped after 100 iterations
# weights: 27
initial value 214.015566
iter 10 value 7.528828
iter 20 value 0.667810
iter 30 value 0.628720
iter 40 value 0.542506
iter 50 value 0.458601
iter 60 value 0.439304
iter 70 value 0.420603
iter 80 value 0.399546
iter 90 value 0.376375
iter 100 value 0.362219
final value 0.362219
stopped after 100 iterations
# weights: 43
initial value 164.836797
iter 10 value 43.277582
iter 20 value 1.166426
iter 30 value 0.780558
iter 40 value 0.605465
iter 50 value 0.540207
iter 60 value 0.452867
iter 70 value 0.428665
iter 80 value 0.403369
iter 90 value 0.393462
iter 100 value 0.379650
final value 0.379650
stopped after 100 iterations
# weights: 11
initial value 172.643783
iter 10 value 70.866642
iter 20 value 70.003768
final value 70.002983
converged
# weights: 27
initial value 181.296203
iter 10 value 71.248187
iter 20 value 69.160480
iter 30 value 2.135583
iter 40 value 0.012234
final value 0.000080
converged
# weights: 43
initial value 248.230754
iter 10 value 35.008318
iter 20 value 0.344499
iter 30 value 0.000750
final value 0.000095
converged
# weights: 11
initial value 183.182762
iter 10 value 154.168310
iter 20 value 77.511670
iter 30 value 60.575275
final value 60.499127
converged
# weights: 27
initial value 168.632433
iter 10 value 72.457808
iter 20 value 44.631591
iter 30 value 40.694375
iter 40 value 39.072525
iter 50 value 38.978910
iter 60 value 38.961798
iter 70 value 38.959830
final value 38.959829
converged
# weights: 43
initial value 168.976917
iter 10 value 65.338925
iter 20 value 42.208591
iter 30 value 38.307496
iter 40 value 37.954802
iter 50 value 37.820813
iter 60 value 37.797668
iter 70 value 37.790507
iter 80 value 37.789401
iter 90 value 37.789203
iter 100 value 37.789168
final value 37.789168
stopped after 100 iterations
# weights: 11
initial value 172.225659
iter 10 value 17.584713
iter 20 value 3.606230
iter 30 value 2.090690
iter 40 value 1.860024
iter 50 value 1.794641
iter 60 value 1.704527
iter 70 value 1.607449
iter 80 value 1.545076
iter 90 value 1.483508
iter 100 value 1.467809
final value 1.467809
stopped after 100 iterations
# weights: 27
initial value 174.770866
iter 10 value 22.834466
iter 20 value 1.404924
iter 30 value 0.613979
iter 40 value 0.439046
iter 50 value 0.401733
iter 60 value 0.301597
iter 70 value 0.274678
iter 80 value 0.241684
iter 90 value 0.234392
iter 100 value 0.225134
final value 0.225134
stopped after 100 iterations
# weights: 43
initial value 166.114110
iter 10 value 30.658099
iter 20 value 1.027621
iter 30 value 0.781549
iter 40 value 0.621390
iter 50 value 0.541294
iter 60 value 0.375770
iter 70 value 0.283389
iter 80 value 0.261877
iter 90 value 0.248037
iter 100 value 0.230816
final value 0.230816
stopped after 100 iterations
# weights: 11
initial value 172.074447
iter 10 value 44.238818
iter 20 value 9.927314
iter 30 value 6.433615
iter 40 value 5.575029
iter 50 value 5.433605
iter 60 value 5.415781
iter 70 value 5.372716
iter 80 value 5.369965
iter 90 value 5.352118
iter 100 value 5.314669
final value 5.314669
stopped after 100 iterations
# weights: 27
initial value 165.886372
iter 10 value 9.165875
iter 20 value 5.441883
iter 30 value 5.400485
iter 40 value 5.370794
iter 50 value 5.174398
iter 60 value 3.421776
iter 70 value 1.934439
iter 80 value 0.113742
iter 90 value 0.010836
iter 100 value 0.004693
final value 0.004693
stopped after 100 iterations
# weights: 43
initial value 172.057770
iter 10 value 14.658603
iter 20 value 5.392766
iter 30 value 3.777718
iter 40 value 0.444864
iter 50 value 0.004750
final value 0.000069
converged
# weights: 11
initial value 166.368538
iter 10 value 63.419927
iter 20 value 56.886821
final value 56.884627
converged
# weights: 27
initial value 203.139915
iter 10 value 60.192593
iter 20 value 39.070444
iter 30 value 37.666155
iter 40 value 37.419824
iter 50 value 37.391518
iter 60 value 37.391190
iter 70 value 37.390843
iter 70 value 37.390843
iter 70 value 37.390843
final value 37.390843
converged
# weights: 43
initial value 189.734338
iter 10 value 58.038290
iter 20 value 39.190294
iter 30 value 37.024315
iter 40 value 36.217856
iter 50 value 36.119220
iter 60 value 36.105839
iter 70 value 36.100366
iter 80 value 36.098656
iter 90 value 36.097242
iter 100 value 36.097152
final value 36.097152
stopped after 100 iterations
# weights: 11
initial value 192.312404
iter 10 value 63.786346
iter 20 value 46.776580
iter 30 value 8.541177
iter 40 value 6.101056
iter 50 value 6.075177
iter 60 value 6.048976
iter 70 value 6.039848
iter 80 value 6.038194
iter 90 value 6.036422
iter 100 value 6.036352
final value 6.036352
stopped after 100 iterations
# weights: 27
initial value 170.857828
iter 10 value 64.073761
iter 20 value 63.971250
iter 30 value 63.904041
iter 40 value 45.218141
iter 50 value 6.736333
iter 60 value 5.914070
iter 70 value 5.693733
iter 80 value 5.593299
iter 90 value 5.546964
iter 100 value 5.515511
final value 5.515511
stopped after 100 iterations
# weights: 43
initial value 196.853858
iter 10 value 17.931138
iter 20 value 7.774079
iter 30 value 6.242330
iter 40 value 5.784054
iter 50 value 5.616947
iter 60 value 5.549023
iter 70 value 5.469009
iter 80 value 4.647432
iter 90 value 2.885673
iter 100 value 1.172740
final value 1.172740
stopped after 100 iterations
# weights: 11
initial value 173.538385
iter 10 value 91.878493
iter 20 value 38.781323
iter 30 value 11.582968
iter 40 value 6.913956
iter 50 value 6.246290
iter 60 value 5.954786
iter 70 value 5.688940
iter 80 value 5.662269
iter 90 value 5.630135
iter 100 value 5.569957
final value 5.569957
stopped after 100 iterations
# weights: 27
initial value 177.628208
iter 10 value 57.369161
iter 20 value 21.813374
iter 30 value 5.513403
iter 40 value 5.325555
iter 50 value 5.182859
iter 60 value 5.105862
iter 70 value 4.977216
iter 80 value 4.972763
iter 90 value 4.965667
iter 100 value 4.965565
final value 4.965565
stopped after 100 iterations
# weights: 43
initial value 171.451833
iter 10 value 20.599092
iter 20 value 5.855415
iter 30 value 5.472905
iter 40 value 4.861049
iter 50 value 3.769986
iter 60 value 3.299820
iter 70 value 3.014211
final value 3.014161
converged
# weights: 11
initial value 173.331808
iter 10 value 101.170697
iter 20 value 59.704154
iter 30 value 58.723120
final value 58.723040
converged
# weights: 27
initial value 178.221151
iter 10 value 71.973305
iter 20 value 45.228851
iter 30 value 42.077405
iter 40 value 41.603863
iter 50 value 41.053057
iter 60 value 40.965369
iter 70 value 40.911526
final value 40.910877
converged
# weights: 43
initial value 171.002141
iter 10 value 66.344463
iter 20 value 46.336935
iter 30 value 40.085807
iter 40 value 39.822560
iter 50 value 39.747560
iter 60 value 39.705123
iter 70 value 39.689709
iter 80 value 39.681289
iter 90 value 39.673660
iter 100 value 39.666388
final value 39.666388
stopped after 100 iterations
# weights: 11
initial value 167.176213
iter 10 value 82.096524
iter 20 value 77.473147
iter 30 value 68.821526
iter 40 value 23.990285
iter 50 value 7.838195
iter 60 value 6.988328
iter 70 value 6.849765
iter 80 value 6.761537
iter 90 value 6.646830
iter 100 value 6.619475
final value 6.619475
stopped after 100 iterations
# weights: 27
initial value 171.279233
iter 10 value 43.831135
iter 20 value 5.874462
iter 30 value 5.653638
iter 40 value 5.551840
iter 50 value 5.524561
iter 60 value 5.486666
iter 70 value 5.482456
iter 80 value 5.480245
iter 90 value 5.470904
iter 100 value 5.470220
final value 5.470220
stopped after 100 iterations
# weights: 43
initial value 198.653755
iter 10 value 23.221850
iter 20 value 5.839356
iter 30 value 5.617553
iter 40 value 5.220536
iter 50 value 5.076815
iter 60 value 5.000105
iter 70 value 4.807875
iter 80 value 4.543777
iter 90 value 3.954916
iter 100 value 2.959055
final value 2.959055
stopped after 100 iterations
# weights: 11
initial value 198.233272
iter 10 value 156.361956
iter 20 value 74.795930
iter 30 value 73.800467
final value 73.789735
converged
# weights: 27
initial value 179.719187
iter 10 value 61.889250
iter 20 value 10.617098
iter 30 value 9.195312
iter 40 value 8.924057
iter 50 value 8.523844
iter 60 value 8.061210
iter 70 value 7.914491
iter 80 value 7.769389
iter 90 value 7.638792
iter 100 value 7.615194
final value 7.615194
stopped after 100 iterations
# weights: 43
initial value 166.624741
iter 10 value 45.783373
iter 20 value 8.080948
iter 30 value 7.012608
iter 40 value 5.306005
iter 50 value 4.715280
iter 60 value 4.499568
final value 4.498682
converged
# weights: 11
initial value 172.592998
iter 10 value 77.822345
iter 20 value 67.585539
iter 30 value 64.406770
final value 64.379102
converged
# weights: 27
initial value 213.254260
iter 10 value 52.303947
iter 20 value 45.767736
iter 30 value 43.882215
iter 40 value 43.232471
iter 50 value 43.094906
iter 60 value 43.025125
iter 70 value 43.021695
final value 43.021692
converged
# weights: 43
initial value 170.391492
iter 10 value 90.473178
iter 20 value 52.490951
iter 30 value 46.284185
iter 40 value 44.090978
iter 50 value 43.595331
iter 60 value 43.494172
iter 70 value 43.482864
iter 80 value 43.143001
iter 90 value 42.487622
iter 100 value 42.112765
final value 42.112765
stopped after 100 iterations
# weights: 11
initial value 180.460431
iter 10 value 47.570571
iter 20 value 10.458872
iter 30 value 9.005073
iter 40 value 8.908621
iter 50 value 8.882408
iter 60 value 8.850514
iter 70 value 8.846100
iter 80 value 8.821433
iter 90 value 8.820556
iter 100 value 8.819355
final value 8.819355
stopped after 100 iterations
# weights: 27
initial value 180.210449
iter 10 value 24.109736
iter 20 value 8.567158
iter 30 value 8.466211
iter 40 value 8.306772
iter 50 value 8.166767
iter 60 value 8.080995
iter 70 value 7.978567
iter 80 value 7.941382
iter 90 value 7.937756
iter 100 value 7.931541
final value 7.931541
stopped after 100 iterations
# weights: 43
initial value 180.324637
iter 10 value 20.317582
iter 20 value 8.636101
iter 30 value 8.320890
iter 40 value 7.840562
iter 50 value 6.626487
iter 60 value 3.481835
iter 70 value 2.987439
iter 80 value 2.743359
iter 90 value 2.318931
iter 100 value 1.987753
final value 1.987753
stopped after 100 iterations
# weights: 11
initial value 181.039557
iter 10 value 85.634242
iter 20 value 73.949688
final value 73.938416
converged
# weights: 27
initial value 168.671351
iter 10 value 5.553047
iter 20 value 2.443186
iter 30 value 0.246234
iter 40 value 0.004288
iter 50 value 0.000204
final value 0.000066
converged
# weights: 43
initial value 181.228342
iter 10 value 14.540603
iter 20 value 2.313917
iter 30 value 0.014515
final value 0.000080
converged
# weights: 11
initial value 179.602582
iter 10 value 80.163522
iter 20 value 60.060756
final value 60.058649
converged
# weights: 27
initial value 166.707217
iter 10 value 79.227534
iter 20 value 42.211970
iter 30 value 41.550247
iter 40 value 41.509343
iter 50 value 41.252025
iter 60 value 41.026940
iter 70 value 40.494965
iter 80 value 39.571988
iter 90 value 39.411344
iter 100 value 39.398075
final value 39.398075
stopped after 100 iterations
# weights: 43
initial value 197.084972
iter 10 value 79.238927
iter 20 value 42.901013
iter 30 value 38.526460
iter 40 value 38.306247
iter 50 value 38.228570
iter 60 value 38.173186
iter 70 value 38.165615
iter 80 value 38.161005
iter 90 value 38.158413
iter 100 value 38.155459
final value 38.155459
stopped after 100 iterations
# weights: 11
initial value 170.983378
iter 10 value 54.046494
iter 20 value 16.500391
iter 30 value 5.832436
iter 40 value 4.247710
iter 50 value 3.630343
iter 60 value 3.526643
iter 70 value 3.517338
iter 80 value 3.515778
iter 90 value 3.515631
iter 100 value 3.515618
final value 3.515618
stopped after 100 iterations
# weights: 27
initial value 181.391169
iter 10 value 43.579139
iter 20 value 2.695333
iter 30 value 1.594670
iter 40 value 1.515315
iter 50 value 1.492728
iter 60 value 1.425711
iter 70 value 1.325881
iter 80 value 1.310976
iter 90 value 1.216867
iter 100 value 1.186913
final value 1.186913
stopped after 100 iterations
# weights: 43
initial value 164.239640
iter 10 value 10.472339
iter 20 value 2.609893
iter 30 value 2.068414
iter 40 value 1.886469
iter 50 value 1.587102
iter 60 value 1.439998
iter 70 value 1.263637
iter 80 value 1.080260
iter 90 value 1.023393
iter 100 value 0.996321
final value 0.996321
stopped after 100 iterations
# weights: 11
initial value 179.951283
iter 10 value 123.515071
iter 20 value 64.561761
iter 30 value 62.226565
iter 40 value 62.166272
iter 50 value 62.141821
iter 60 value 61.977989
iter 70 value 61.947367
iter 80 value 61.414652
iter 90 value 61.414535
iter 90 value 61.414534
iter 90 value 61.414534
final value 61.414534
converged
# weights: 27
initial value 174.832727
iter 10 value 38.737252
iter 20 value 1.190508
iter 30 value 0.000463
final value 0.000052
converged
# weights: 43
initial value 174.372047
iter 10 value 14.380779
iter 20 value 0.008194
final value 0.000050
converged
# weights: 11
initial value 173.305406
iter 10 value 66.305266
iter 20 value 57.649247
final value 57.648740
converged
# weights: 27
initial value 187.000636
iter 10 value 70.048892
iter 20 value 45.093854
iter 30 value 38.608535
iter 40 value 37.301846
iter 50 value 36.786311
iter 60 value 36.729501
iter 70 value 36.648438
final value 36.648272
converged
# weights: 43
initial value 166.752621
iter 10 value 52.418765
iter 20 value 37.180443
iter 30 value 35.810041
iter 40 value 35.733939
iter 50 value 35.692811
iter 60 value 35.634777
iter 70 value 35.563328
iter 80 value 35.536483
iter 90 value 35.521012
iter 100 value 35.519444
final value 35.519444
stopped after 100 iterations
# weights: 11
initial value 173.196877
iter 10 value 47.672849
iter 20 value 4.748696
iter 30 value 3.064981
iter 40 value 2.573949
iter 50 value 2.444482
iter 60 value 2.375479
iter 70 value 2.316078
iter 80 value 2.283918
iter 90 value 2.282731
iter 100 value 2.281625
final value 2.281625
stopped after 100 iterations
# weights: 27
initial value 179.571929
iter 10 value 17.936408
iter 20 value 1.364424
iter 30 value 1.068391
iter 40 value 0.802426
iter 50 value 0.645729
iter 60 value 0.524864
iter 70 value 0.468021
iter 80 value 0.427188
iter 90 value 0.379336
iter 100 value 0.347823
final value 0.347823
stopped after 100 iterations
# weights: 43
initial value 175.385002
iter 10 value 24.334392
iter 20 value 1.512964
iter 30 value 0.686922
iter 40 value 0.586083
iter 50 value 0.487616
iter 60 value 0.449380
iter 70 value 0.384176
iter 80 value 0.357342
iter 90 value 0.345446
iter 100 value 0.318705
final value 0.318705
stopped after 100 iterations
# weights: 11
initial value 185.443597
iter 10 value 46.727596
iter 20 value 11.900954
iter 30 value 11.231914
iter 40 value 11.140233
iter 50 value 11.130816
iter 60 value 11.095249
iter 70 value 11.063219
iter 80 value 11.054601
iter 90 value 11.044029
iter 100 value 11.030604
final value 11.030604
stopped after 100 iterations
# weights: 27
initial value 176.300088
iter 10 value 19.327055
iter 20 value 11.697614
iter 30 value 11.141073
iter 40 value 10.993535
iter 50 value 10.799903
iter 60 value 10.521203
iter 70 value 10.415267
iter 80 value 8.112696
iter 90 value 4.834672
iter 100 value 4.817697
final value 4.817697
stopped after 100 iterations
# weights: 43
initial value 161.092966
iter 10 value 41.244504
iter 20 value 11.437818
iter 30 value 11.090240
iter 40 value 10.460899
iter 50 value 3.628835
iter 60 value 0.017687
final value 0.000085
converged
# weights: 11
initial value 165.112605
iter 10 value 106.175218
iter 20 value 61.395689
iter 30 value 61.335265
iter 30 value 61.335265
final value 61.335265
converged
# weights: 27
initial value 193.812042
iter 10 value 62.433241
iter 20 value 44.101699
iter 30 value 43.466361
iter 40 value 42.931161
iter 50 value 42.127210
iter 60 value 42.075643
iter 70 value 42.048049
final value 42.047728
converged
# weights: 43
initial value 171.213240
iter 10 value 52.805783
iter 20 value 41.762781
iter 30 value 41.254681
iter 40 value 40.927726
iter 50 value 40.915719
iter 60 value 40.909984
iter 70 value 40.908664
iter 80 value 40.907416
iter 90 value 40.907057
iter 100 value 40.906698
final value 40.906698
stopped after 100 iterations
# weights: 11
initial value 164.894231
iter 10 value 75.668486
iter 20 value 71.336877
iter 30 value 71.322926
iter 40 value 71.293861
iter 50 value 65.626375
iter 60 value 53.361219
iter 70 value 18.412973
iter 80 value 12.284411
iter 90 value 11.842273
iter 100 value 11.792594
final value 11.792594
stopped after 100 iterations
# weights: 27
initial value 173.725995
iter 10 value 72.189688
iter 20 value 25.388694
iter 30 value 12.309869
iter 40 value 11.424438
iter 50 value 10.559589
iter 60 value 10.084036
iter 70 value 9.421681
iter 80 value 9.330093
iter 90 value 9.290157
iter 100 value 8.866324
final value 8.866324
stopped after 100 iterations
# weights: 43
initial value 171.831579
iter 10 value 22.240017
iter 20 value 11.320603
iter 30 value 10.890500
iter 40 value 9.077209
iter 50 value 5.509680
iter 60 value 3.517659
iter 70 value 2.848979
iter 80 value 2.519181
iter 90 value 2.150868
iter 100 value 1.485297
final value 1.485297
stopped after 100 iterations
# weights: 11
initial value 166.463747
iter 10 value 45.529784
iter 20 value 9.908499
iter 30 value 7.174096
iter 40 value 6.778197
iter 50 value 6.747219
iter 60 value 6.746681
iter 70 value 6.746295
iter 80 value 6.746255
iter 90 value 6.746172
iter 100 value 6.746069
final value 6.746069
stopped after 100 iterations
# weights: 27
initial value 167.261811
iter 10 value 71.224810
iter 20 value 70.852845
final value 70.852778
converged
# weights: 43
initial value 170.180248
iter 10 value 51.783592
iter 20 value 7.219426
iter 30 value 6.778582
iter 40 value 6.309663
iter 50 value 5.815944
iter 60 value 5.031927
iter 70 value 4.614555
iter 80 value 3.738856
iter 90 value 2.779141
iter 100 value 2.248529
final value 2.248529
stopped after 100 iterations
# weights: 11
initial value 176.445305
iter 10 value 74.724749
iter 20 value 60.450401
iter 30 value 60.369834
final value 60.369813
converged
# weights: 27
initial value 165.518293
iter 10 value 53.989757
iter 20 value 43.592503
iter 30 value 41.565918
iter 40 value 41.533305
iter 50 value 41.533262
final value 41.533247
converged
# weights: 43
initial value 242.793116
iter 10 value 66.240558
iter 20 value 42.827993
iter 30 value 40.565176
iter 40 value 40.327251
iter 50 value 40.311012
iter 60 value 40.294628
iter 70 value 40.288654
iter 80 value 40.273633
iter 90 value 40.253650
iter 100 value 40.245072
final value 40.245072
stopped after 100 iterations
# weights: 11
initial value 173.279571
iter 10 value 71.222245
iter 20 value 71.063544
iter 30 value 69.514492
iter 40 value 35.541165
iter 50 value 10.138806
iter 60 value 7.524659
iter 70 value 7.408993
iter 80 value 7.386820
iter 90 value 7.375161
iter 100 value 7.374928
final value 7.374928
stopped after 100 iterations
# weights: 27
initial value 179.379985
iter 10 value 15.375358
iter 20 value 6.989486
iter 30 value 6.957393
iter 40 value 6.941337
iter 50 value 6.931266
iter 60 value 6.899402
iter 70 value 6.805270
iter 80 value 6.342244
iter 90 value 5.695767
iter 100 value 5.413337
final value 5.413337
stopped after 100 iterations
# weights: 43
initial value 170.305302
iter 10 value 29.288929
iter 20 value 7.128756
iter 30 value 6.662864
iter 40 value 6.483335
iter 50 value 6.323527
iter 60 value 5.878726
iter 70 value 5.799572
iter 80 value 5.737938
iter 90 value 5.691021
iter 100 value 5.680575
final value 5.680575
stopped after 100 iterations
# weights: 11
initial value 165.553768
iter 10 value 93.983496
iter 20 value 15.319147
iter 30 value 9.394698
iter 40 value 9.162694
iter 50 value 9.119300
iter 60 value 9.069285
iter 70 value 8.991523
iter 80 value 8.964346
iter 90 value 8.960760
iter 100 value 8.955130
final value 8.955130
stopped after 100 iterations
# weights: 27
initial value 179.762223
iter 10 value 59.081255
iter 20 value 10.105537
iter 30 value 9.253786
iter 40 value 8.864630
iter 50 value 8.684840
iter 60 value 8.306866
iter 70 value 8.063401
iter 80 value 7.390372
iter 90 value 6.683198
iter 100 value 6.227062
final value 6.227062
stopped after 100 iterations
# weights: 43
initial value 161.240264
iter 10 value 14.218603
iter 20 value 8.725202
iter 30 value 7.055947
iter 40 value 4.500992
iter 50 value 2.259880
iter 60 value 1.146051
iter 70 value 0.290211
iter 80 value 0.184948
iter 90 value 0.148600
iter 100 value 0.130759
final value 0.130759
stopped after 100 iterations
# weights: 11
initial value 200.835239
iter 10 value 82.895695
iter 20 value 62.831177
final value 62.789817
converged
# weights: 27
initial value 170.118362
iter 10 value 84.378094
iter 20 value 48.218656
iter 30 value 45.399439
iter 40 value 43.846678
iter 50 value 42.856501
iter 60 value 42.393730
iter 70 value 42.323653
final value 42.322366
converged
# weights: 43
initial value 206.650202
iter 10 value 67.979765
iter 20 value 44.186199
iter 30 value 41.797359
iter 40 value 41.335905
iter 50 value 41.215397
iter 60 value 41.150324
iter 70 value 41.121211
iter 80 value 41.091587
iter 90 value 41.073039
iter 100 value 41.067630
final value 41.067630
stopped after 100 iterations
# weights: 11
initial value 169.195518
iter 10 value 29.791932
iter 20 value 10.306938
iter 30 value 9.923119
iter 40 value 9.800053
iter 50 value 9.795579
iter 60 value 9.790736
iter 70 value 9.770081
iter 80 value 9.768517
iter 90 value 9.768492
final value 9.768439
converged
# weights: 27
initial value 168.192091
iter 10 value 12.198292
iter 20 value 9.413993
iter 30 value 9.286950
iter 40 value 9.203959
iter 50 value 9.106217
iter 60 value 8.999257
iter 70 value 8.894780
iter 80 value 8.693976
iter 90 value 8.591630
iter 100 value 8.294371
final value 8.294371
stopped after 100 iterations
# weights: 43
initial value 209.586540
iter 10 value 10.803118
iter 20 value 9.407206
iter 30 value 9.223856
iter 40 value 9.087348
iter 50 value 8.782876
iter 60 value 8.077385
iter 70 value 7.866690
iter 80 value 7.569966
iter 90 value 7.438627
iter 100 value 7.304856
final value 7.304856
stopped after 100 iterations
# weights: 11
initial value 165.603764
iter 10 value 69.029020
iter 20 value 64.848522
final value 64.844844
converged
# weights: 27
initial value 172.062752
iter 10 value 65.665525
iter 20 value 64.774720
iter 30 value 51.576110
iter 40 value 8.650347
iter 50 value 0.177812
iter 60 value 0.006963
iter 70 value 0.000245
final value 0.000067
converged
# weights: 43
initial value 180.515249
iter 10 value 44.244256
iter 20 value 0.196366
iter 30 value 0.001274
iter 40 value 0.000234
iter 50 value 0.000144
final value 0.000093
converged
# weights: 11
initial value 177.414794
iter 10 value 116.563173
iter 20 value 79.169358
iter 30 value 60.330459
final value 60.317891
converged
# weights: 27
initial value 163.287070
iter 10 value 65.248281
iter 20 value 43.416909
iter 30 value 42.830818
iter 40 value 42.532389
iter 50 value 42.273117
iter 60 value 41.471445
iter 70 value 41.274429
iter 80 value 41.263905
final value 41.263874
converged
# weights: 43
initial value 180.794316
iter 10 value 74.176121
iter 20 value 48.806191
iter 30 value 41.570718
iter 40 value 40.193158
iter 50 value 40.011817
iter 60 value 40.002438
iter 70 value 39.998992
iter 80 value 39.997827
iter 90 value 39.995708
iter 100 value 39.991932
final value 39.991932
stopped after 100 iterations
# weights: 11
initial value 163.364622
iter 10 value 67.404739
iter 20 value 65.203732
iter 30 value 65.052881
iter 40 value 64.905610
iter 50 value 58.728613
iter 60 value 18.813458
iter 70 value 5.698965
iter 80 value 4.602359
iter 90 value 4.274932
iter 100 value 4.200577
final value 4.200577
stopped after 100 iterations
# weights: 27
initial value 182.251152
iter 10 value 9.758617
iter 20 value 1.955886
iter 30 value 1.553646
iter 40 value 1.228715
iter 50 value 0.989020
iter 60 value 0.843307
iter 70 value 0.814677
iter 80 value 0.762336
iter 90 value 0.690829
iter 100 value 0.610398
final value 0.610398
stopped after 100 iterations
# weights: 43
initial value 164.734730
iter 10 value 34.888436
iter 20 value 3.096637
iter 30 value 2.446886
iter 40 value 1.300397
iter 50 value 0.954914
iter 60 value 0.811150
iter 70 value 0.730258
iter 80 value 0.678360
iter 90 value 0.661791
iter 100 value 0.634681
final value 0.634681
stopped after 100 iterations
# weights: 11
initial value 183.212376
iter 10 value 73.787906
iter 20 value 73.735067
iter 30 value 60.190379
iter 40 value 23.416659
iter 50 value 8.683597
iter 60 value 6.703438
iter 70 value 6.012165
iter 80 value 4.269105
iter 90 value 3.970905
iter 100 value 3.804221
final value 3.804221
stopped after 100 iterations
# weights: 27
initial value 199.642702
iter 10 value 36.215316
iter 20 value 3.530482
iter 30 value 0.001442
final value 0.000037
converged
# weights: 43
initial value 198.602901
iter 10 value 40.701683
iter 20 value 6.417096
iter 30 value 2.202528
iter 40 value 0.042802
iter 50 value 0.002405
iter 60 value 0.000307
final value 0.000070
converged
# weights: 11
initial value 168.698123
iter 10 value 64.223780
iter 20 value 62.001468
final value 62.001222
converged
# weights: 27
initial value 172.313102
iter 10 value 65.443334
iter 20 value 43.286606
iter 30 value 42.065242
iter 40 value 41.523913
iter 50 value 41.093385
iter 60 value 40.990254
iter 70 value 40.939643
final value 40.939218
converged
# weights: 43
initial value 180.788152
iter 10 value 45.892461
iter 20 value 40.737350
iter 30 value 39.920879
iter 40 value 39.778510
iter 50 value 39.732379
iter 60 value 39.718486
iter 70 value 39.710439
iter 80 value 39.709571
final value 39.708758
converged
# weights: 11
initial value 165.718695
iter 10 value 13.031755
iter 20 value 7.018178
iter 30 value 6.349861
iter 40 value 6.203854
iter 50 value 6.201731
iter 60 value 6.195422
iter 70 value 6.183820
iter 80 value 6.183129
iter 90 value 6.182153
iter 100 value 6.181420
final value 6.181420
stopped after 100 iterations
# weights: 27
initial value 164.569825
iter 10 value 36.784680
iter 20 value 10.395084
iter 30 value 4.490905
iter 40 value 3.715915
iter 50 value 1.841934
iter 60 value 1.550784
iter 70 value 1.299297
iter 80 value 1.269306
iter 90 value 1.098952
iter 100 value 1.085315
final value 1.085315
stopped after 100 iterations
# weights: 43
initial value 172.083759
iter 10 value 59.222419
iter 20 value 5.515673
iter 30 value 1.548483
iter 40 value 1.475351
iter 50 value 1.307288
iter 60 value 1.179530
iter 70 value 1.132742
iter 80 value 1.058978
iter 90 value 1.045695
iter 100 value 1.032021
final value 1.032021
stopped after 100 iterations
# weights: 11
initial value 172.252353
iter 10 value 72.598297
iter 20 value 72.394450
final value 72.394270
converged
# weights: 27
initial value 174.580598
iter 10 value 4.494626
iter 20 value 1.808069
iter 30 value 0.015449
final value 0.000081
converged
# weights: 43
initial value 219.640164
iter 10 value 71.453944
iter 20 value 4.889069
iter 30 value 2.453143
iter 40 value 1.614634
iter 50 value 0.262093
iter 60 value 0.030130
final value 0.000078
converged
# weights: 11
initial value 169.650730
iter 10 value 70.392112
iter 20 value 59.261630
final value 59.238365
converged
# weights: 27
initial value 171.669826
iter 10 value 57.008039
iter 20 value 39.626578
iter 30 value 38.799587
iter 40 value 38.297753
iter 50 value 38.189956
iter 60 value 38.182866
final value 38.182848
converged
# weights: 43
initial value 181.279416
iter 10 value 60.511801
iter 20 value 39.914965
iter 30 value 38.435744
iter 40 value 37.255771
iter 50 value 37.109001
iter 60 value 37.018995
iter 70 value 37.006644
iter 80 value 36.969343
iter 90 value 36.950968
iter 100 value 36.905978
final value 36.905978
stopped after 100 iterations
# weights: 11
initial value 167.267034
iter 10 value 74.901626
iter 20 value 73.062687
iter 30 value 72.557777
iter 40 value 72.475308
iter 50 value 71.408409
iter 60 value 31.602366
iter 70 value 6.699748
iter 80 value 4.217234
iter 90 value 4.087520
iter 100 value 3.969610
final value 3.969610
stopped after 100 iterations
# weights: 27
initial value 183.815092
iter 10 value 27.931595
iter 20 value 3.338935
iter 30 value 2.331347
iter 40 value 2.053340
iter 50 value 1.468708
iter 60 value 1.402514
iter 70 value 1.254646
iter 80 value 1.219511
iter 90 value 1.174906
iter 100 value 1.120605
final value 1.120605
stopped after 100 iterations
# weights: 43
initial value 171.853518
iter 10 value 4.261156
iter 20 value 2.705914
iter 30 value 2.068070
iter 40 value 1.729623
iter 50 value 1.611801
iter 60 value 1.538526
iter 70 value 1.468074
iter 80 value 1.335358
iter 90 value 1.212028
iter 100 value 1.043621
final value 1.043621
stopped after 100 iterations
# weights: 11
initial value 204.246881
iter 10 value 64.661499
iter 20 value 64.623269
final value 64.622942
converged
# weights: 27
initial value 169.997457
iter 10 value 7.986736
iter 20 value 0.149512
iter 30 value 0.000370
final value 0.000082
converged
# weights: 43
initial value 162.723006
iter 10 value 65.184229
iter 20 value 37.816803
iter 30 value 5.243332
iter 40 value 4.378197
iter 50 value 0.193425
iter 60 value 0.013661
iter 70 value 0.004141
iter 80 value 0.000489
final value 0.000099
converged
# weights: 11
initial value 172.848931
iter 10 value 62.808410
iter 20 value 58.201569
final value 58.201165
converged
# weights: 27
initial value 195.924618
iter 10 value 70.553221
iter 20 value 42.391178
iter 30 value 39.470145
iter 40 value 39.313226
iter 50 value 39.288421
iter 60 value 39.287807
iter 70 value 39.287453
final value 39.287451
converged
# weights: 43
initial value 218.186367
iter 10 value 57.514489
iter 20 value 41.462029
iter 30 value 39.809528
iter 40 value 38.844693
iter 50 value 38.583378
iter 60 value 38.184105
iter 70 value 38.081673
iter 80 value 38.048736
iter 90 value 38.046987
iter 100 value 38.045818
final value 38.045818
stopped after 100 iterations
# weights: 11
initial value 165.981213
iter 10 value 65.548468
iter 20 value 64.927372
iter 30 value 64.858872
iter 40 value 64.809971
iter 50 value 64.778873
iter 60 value 64.762642
iter 70 value 64.710307
iter 80 value 61.884248
iter 90 value 32.570175
iter 100 value 11.724858
final value 11.724858
stopped after 100 iterations
# weights: 27
initial value 195.184219
iter 10 value 60.526026
iter 20 value 24.248834
iter 30 value 8.147669
iter 40 value 3.719165
iter 50 value 3.292244
iter 60 value 3.022801
iter 70 value 2.708017
iter 80 value 2.427229
iter 90 value 1.536294
iter 100 value 1.403905
final value 1.403905
stopped after 100 iterations
# weights: 43
initial value 165.932373
iter 10 value 24.635212
iter 20 value 2.589589
iter 30 value 1.356352
iter 40 value 0.956065
iter 50 value 0.742706
iter 60 value 0.629637
iter 70 value 0.552241
iter 80 value 0.456283
iter 90 value 0.426257
iter 100 value 0.378716
final value 0.378716
stopped after 100 iterations
# weights: 11
initial value 207.687130
iter 10 value 111.820523
iter 20 value 10.794817
iter 30 value 2.952718
iter 40 value 1.222678
iter 50 value 1.004903
iter 60 value 0.927585
iter 70 value 0.842643
iter 80 value 0.746842
iter 90 value 0.622055
iter 100 value 0.592182
final value 0.592182
stopped after 100 iterations
# weights: 27
initial value 209.122034
iter 10 value 20.193670
iter 20 value 0.051229
final value 0.000057
converged
# weights: 43
initial value 179.113257
iter 10 value 22.766201
iter 20 value 0.133042
iter 30 value 0.000155
iter 30 value 0.000077
iter 30 value 0.000076
final value 0.000076
converged
# weights: 11
initial value 176.540803
iter 10 value 82.764940
iter 20 value 59.902072
iter 30 value 55.166830
final value 55.159360
converged
# weights: 27
initial value 166.597542
iter 10 value 63.020251
iter 20 value 38.485317
iter 30 value 37.635093
iter 40 value 37.564212
iter 50 value 37.483729
iter 60 value 37.455715
iter 70 value 37.453899
final value 37.453896
converged
# weights: 43
initial value 199.290464
iter 10 value 75.205791
iter 20 value 37.334056
iter 30 value 36.519774
iter 40 value 36.309289
iter 50 value 36.277587
iter 60 value 36.198442
iter 70 value 36.182708
iter 80 value 36.179821
iter 90 value 36.177023
final value 36.177018
converged
# weights: 11
initial value 178.003980
iter 10 value 61.753417
iter 20 value 59.510059
iter 30 value 59.408583
iter 40 value 59.391117
iter 50 value 59.363583
iter 60 value 59.335110
iter 70 value 55.780509
iter 80 value 15.630200
iter 90 value 3.626459
iter 100 value 1.984736
final value 1.984736
stopped after 100 iterations
# weights: 27
initial value 186.341264
iter 10 value 57.648033
iter 20 value 3.938416
iter 30 value 0.807146
iter 40 value 0.724962
iter 50 value 0.658157
iter 60 value 0.519173
iter 70 value 0.487387
iter 80 value 0.466991
iter 90 value 0.454656
iter 100 value 0.447597
final value 0.447597
stopped after 100 iterations
# weights: 43
initial value 215.218342
iter 10 value 20.983054
iter 20 value 6.535540
iter 30 value 3.850343
iter 40 value 3.563723
iter 50 value 1.954244
iter 60 value 1.679183
iter 70 value 1.163183
iter 80 value 1.087543
iter 90 value 1.016135
iter 100 value 0.923949
final value 0.923949
stopped after 100 iterations
# weights: 11
initial value 166.293278
iter 10 value 56.845114
iter 20 value 12.813419
iter 30 value 5.741552
iter 40 value 5.319925
iter 50 value 5.097398
iter 60 value 5.020915
iter 70 value 4.880931
iter 80 value 4.834561
iter 90 value 4.805441
iter 100 value 4.715216
final value 4.715216
stopped after 100 iterations
# weights: 27
initial value 171.146220
iter 10 value 68.749733
iter 20 value 8.498489
iter 30 value 4.013185
iter 40 value 0.523711
iter 50 value 0.007360
final value 0.000052
converged
# weights: 43
initial value 181.048440
iter 10 value 53.548116
iter 20 value 5.864251
iter 30 value 3.223990
iter 40 value 0.005231
iter 50 value 0.000897
final value 0.000074
converged
# weights: 11
initial value 167.159588
iter 10 value 82.075395
iter 20 value 65.678333
iter 30 value 65.356944
final value 65.356356
converged
# weights: 27
initial value 173.816553
iter 10 value 85.037004
iter 20 value 60.579118
iter 30 value 47.464873
iter 40 value 46.308222
iter 50 value 45.760151
iter 60 value 45.670552
iter 70 value 45.199995
iter 80 value 45.143770
final value 45.143755
converged
# weights: 43
initial value 195.573942
iter 10 value 67.580097
iter 20 value 48.855166
iter 30 value 45.482062
iter 40 value 44.356067
iter 50 value 44.223501
iter 60 value 44.165516
iter 70 value 44.145883
iter 80 value 44.131067
iter 90 value 44.122219
iter 100 value 44.121878
final value 44.121878
stopped after 100 iterations
# weights: 11
initial value 170.846959
iter 10 value 72.963023
iter 20 value 72.217437
iter 30 value 72.069790
iter 40 value 72.056489
iter 50 value 72.019687
iter 60 value 70.321961
iter 70 value 52.545513
iter 80 value 16.348129
iter 90 value 9.160536
iter 100 value 8.617841
final value 8.617841
stopped after 100 iterations
# weights: 27
initial value 193.798408
iter 10 value 57.939948
iter 20 value 11.454844
iter 30 value 7.096836
iter 40 value 6.213119
iter 50 value 5.589359
iter 60 value 5.227856
iter 70 value 4.569586
iter 80 value 3.801184
iter 90 value 3.490485
iter 100 value 3.425493
final value 3.425493
stopped after 100 iterations
# weights: 43
initial value 174.140012
iter 10 value 17.546750
iter 20 value 5.725908
iter 30 value 4.833812
iter 40 value 4.057016
iter 50 value 3.947992
iter 60 value 3.757963
iter 70 value 3.536830
iter 80 value 3.367662
iter 90 value 3.268793
iter 100 value 2.997887
final value 2.997887
stopped after 100 iterations
# weights: 11
initial value 206.558573
iter 10 value 17.897701
iter 20 value 4.989279
iter 30 value 4.902504
iter 40 value 4.889946
iter 50 value 4.874674
iter 60 value 4.870730
iter 70 value 4.869510
iter 80 value 4.868540
iter 90 value 4.866829
iter 100 value 4.864739
final value 4.864739
stopped after 100 iterations
# weights: 27
initial value 164.485329
iter 10 value 56.259599
iter 20 value 5.754268
iter 30 value 4.928599
iter 40 value 4.905199
iter 50 value 4.862916
iter 60 value 4.862340
iter 70 value 4.859608
iter 80 value 4.856036
iter 90 value 4.855830
iter 100 value 4.852158
final value 4.852158
stopped after 100 iterations
# weights: 43
initial value 190.242041
iter 10 value 10.595568
iter 20 value 4.864124
iter 30 value 4.685043
iter 40 value 3.321324
iter 50 value 2.549572
iter 60 value 2.502114
final value 2.502025
converged
# weights: 11
initial value 184.631428
iter 10 value 151.113077
iter 20 value 70.317957
iter 30 value 58.420849
final value 58.418250
converged
# weights: 27
initial value 200.737478
iter 10 value 84.251418
iter 20 value 43.442023
iter 30 value 41.836296
iter 40 value 41.818553
final value 41.818003
converged
# weights: 43
initial value 173.186998
iter 10 value 58.200207
iter 20 value 42.122465
iter 30 value 38.795302
iter 40 value 38.146749
iter 50 value 37.959751
iter 60 value 37.887913
iter 70 value 37.874760
iter 80 value 37.857834
iter 90 value 37.840478
iter 100 value 37.838900
final value 37.838900
stopped after 100 iterations
# weights: 11
initial value 189.307591
iter 10 value 80.859893
iter 20 value 66.527407
iter 30 value 39.390698
iter 40 value 9.300327
iter 50 value 5.944509
iter 60 value 5.598869
iter 70 value 5.533057
iter 80 value 5.517427
iter 90 value 5.511746
iter 100 value 5.507847
final value 5.507847
stopped after 100 iterations
# weights: 27
initial value 174.407651
iter 10 value 12.713157
iter 20 value 5.559429
iter 30 value 5.363192
iter 40 value 5.185313
iter 50 value 5.075805
iter 60 value 5.050044
iter 70 value 5.008667
iter 80 value 4.965551
iter 90 value 4.892175
iter 100 value 4.705657
final value 4.705657
stopped after 100 iterations
# weights: 43
initial value 196.691695
iter 10 value 8.574106
iter 20 value 5.098089
iter 30 value 5.064115
iter 40 value 5.031433
iter 50 value 4.378893
iter 60 value 2.414491
iter 70 value 2.020087
iter 80 value 1.453966
iter 90 value 1.271570
iter 100 value 1.116107
final value 1.116107
stopped after 100 iterations
# weights: 11
initial value 189.891602
iter 10 value 60.773344
iter 20 value 27.401877
iter 30 value 12.075023
iter 40 value 4.839524
iter 50 value 2.888954
iter 60 value 2.766652
iter 70 value 2.357007
iter 80 value 2.338867
iter 90 value 2.203917
iter 100 value 2.187810
final value 2.187810
stopped after 100 iterations
# weights: 27
initial value 236.523126
iter 10 value 21.167758
iter 20 value 4.047897
iter 30 value 0.863593
iter 40 value 0.051966
iter 50 value 0.000438
final value 0.000028
converged
# weights: 43
initial value 164.772210
iter 10 value 35.483202
iter 20 value 3.868813
iter 30 value 1.863732
iter 40 value 0.075958
final value 0.000064
converged
# weights: 11
initial value 166.605617
iter 10 value 110.304900
iter 20 value 60.744573
iter 30 value 59.123482
final value 59.122996
converged
# weights: 27
initial value 218.977549
iter 10 value 72.816759
iter 20 value 42.844416
iter 30 value 39.550595
iter 40 value 39.156327
iter 50 value 39.087683
iter 60 value 39.084252
final value 39.084090
converged
# weights: 43
initial value 186.593046
iter 10 value 52.318157
iter 20 value 38.953904
iter 30 value 38.002338
iter 40 value 37.910110
iter 50 value 37.879273
iter 60 value 37.874898
iter 70 value 37.874247
iter 80 value 37.873675
final value 37.873645
converged
# weights: 11
initial value 167.705846
iter 10 value 59.667562
iter 20 value 12.529339
iter 30 value 5.931133
iter 40 value 4.736098
iter 50 value 4.481039
iter 60 value 4.369070
iter 70 value 4.163654
iter 80 value 4.153669
iter 90 value 4.146622
iter 100 value 4.143921
final value 4.143921
stopped after 100 iterations
# weights: 27
initial value 163.750330
iter 10 value 16.295310
iter 20 value 2.970375
iter 30 value 2.813789
iter 40 value 2.285445
iter 50 value 2.161116
iter 60 value 2.000915
iter 70 value 1.903857
iter 80 value 1.743815
iter 90 value 1.268843
iter 100 value 1.112504
final value 1.112504
stopped after 100 iterations
# weights: 43
initial value 179.758590
iter 10 value 68.668128
iter 20 value 37.557565
iter 30 value 3.351162
iter 40 value 2.929145
iter 50 value 2.871141
iter 60 value 2.621554
iter 70 value 2.485606
iter 80 value 2.375971
iter 90 value 2.315204
iter 100 value 2.081125
final value 2.081125
stopped after 100 iterations
# weights: 11
initial value 165.392967
iter 10 value 66.711515
iter 20 value 66.458978
final value 66.458785
converged
# weights: 27
initial value 174.687751
iter 10 value 42.285775
iter 20 value 10.624141
iter 30 value 9.462157
iter 40 value 6.948067
iter 50 value 0.226109
iter 60 value 0.001907
iter 70 value 0.000731
iter 80 value 0.000353
iter 90 value 0.000295
iter 100 value 0.000178
final value 0.000178
stopped after 100 iterations
# weights: 43
initial value 180.073438
iter 10 value 30.146730
iter 20 value 9.941301
iter 30 value 9.801986
iter 40 value 9.784653
iter 50 value 9.755533
iter 60 value 9.732902
iter 70 value 9.720746
iter 80 value 9.714290
iter 90 value 9.710424
iter 100 value 9.710252
final value 9.710252
stopped after 100 iterations
# weights: 11
initial value 168.211719
iter 10 value 86.201903
iter 20 value 61.869489
iter 30 value 61.835798
final value 61.835798
converged
# weights: 27
initial value 187.070628
iter 10 value 70.722683
iter 20 value 45.734301
iter 30 value 44.591582
iter 40 value 43.885680
iter 50 value 43.376284
iter 60 value 43.130580
iter 70 value 43.021840
final value 43.021737
converged
# weights: 43
initial value 186.966696
iter 10 value 46.787826
iter 20 value 43.402517
iter 30 value 42.556811
iter 40 value 42.129118
iter 50 value 41.882178
iter 60 value 41.835927
iter 70 value 41.822863
iter 80 value 41.821070
iter 90 value 41.820690
iter 100 value 41.820620
final value 41.820620
stopped after 100 iterations
# weights: 11
initial value 168.467557
iter 10 value 69.537006
iter 20 value 66.684212
iter 30 value 66.638462
iter 40 value 66.493080
iter 50 value 28.314138
iter 60 value 12.565837
iter 70 value 10.307786
iter 80 value 10.303623
iter 90 value 10.303117
iter 100 value 10.303072
final value 10.303072
stopped after 100 iterations
# weights: 27
initial value 172.952862
iter 10 value 27.757845
iter 20 value 10.116125
iter 30 value 10.054924
iter 40 value 10.018924
iter 50 value 9.929559
iter 60 value 9.623219
iter 70 value 6.537781
iter 80 value 1.651556
iter 90 value 1.154491
iter 100 value 1.098729
final value 1.098729
stopped after 100 iterations
# weights: 43
initial value 170.717609
iter 10 value 28.842076
iter 20 value 10.104018
iter 30 value 9.862624
iter 40 value 7.597401
iter 50 value 6.004395
iter 60 value 5.394524
iter 70 value 5.195221
iter 80 value 4.505998
iter 90 value 3.327582
iter 100 value 2.377356
final value 2.377356
stopped after 100 iterations
# weights: 11
initial value 179.484816
iter 10 value 70.486177
iter 20 value 70.310703
final value 70.298929
converged
# weights: 27
initial value 192.607271
iter 10 value 15.964837
iter 20 value 10.173335
iter 30 value 9.869369
iter 40 value 9.793152
iter 50 value 9.772940
iter 60 value 9.758879
iter 70 value 9.749329
iter 80 value 9.736611
iter 90 value 9.728551
iter 100 value 9.726498
final value 9.726498
stopped after 100 iterations
# weights: 43
initial value 164.562296
iter 10 value 12.119129
iter 20 value 9.877471
iter 30 value 9.776516
iter 40 value 9.362215
iter 50 value 8.296388
iter 60 value 6.758080
iter 70 value 5.219176
iter 80 value 0.475279
iter 90 value 0.001289
iter 100 value 0.000228
final value 0.000228
stopped after 100 iterations
# weights: 11
initial value 166.184376
iter 10 value 75.094991
iter 20 value 64.008506
iter 30 value 63.788872
final value 63.788862
converged
# weights: 27
initial value 208.983358
iter 10 value 75.167981
iter 20 value 47.355817
iter 30 value 44.302856
iter 40 value 43.583795
iter 50 value 43.453412
iter 60 value 43.287303
iter 70 value 42.465721
iter 80 value 42.271805
iter 90 value 42.252652
final value 42.252642
converged
# weights: 43
initial value 184.754733
iter 10 value 64.311921
iter 20 value 43.565760
iter 30 value 41.407233
iter 40 value 41.231417
iter 50 value 41.187427
iter 60 value 41.173062
iter 70 value 41.112618
iter 80 value 41.091426
iter 90 value 41.085770
iter 100 value 41.085278
final value 41.085278
stopped after 100 iterations
# weights: 11
initial value 174.264560
iter 10 value 77.254289
iter 20 value 70.432624
iter 30 value 70.364152
iter 40 value 69.083485
iter 50 value 37.277820
iter 60 value 12.295077
iter 70 value 10.436163
iter 80 value 10.400451
iter 90 value 10.355511
iter 100 value 10.355274
final value 10.355274
stopped after 100 iterations
# weights: 27
initial value 181.533932
iter 10 value 30.883544
iter 20 value 10.206871
iter 30 value 10.026200
iter 40 value 9.668627
iter 50 value 9.121221
iter 60 value 8.945092
iter 70 value 8.826639
iter 80 value 8.784441
iter 90 value 8.756866
iter 100 value 8.695532
final value 8.695532
stopped after 100 iterations
# weights: 43
initial value 181.102477
iter 10 value 69.638088
iter 20 value 13.994457
iter 30 value 9.877440
iter 40 value 9.272387
iter 50 value 8.870680
iter 60 value 8.795049
iter 70 value 8.629640
iter 80 value 8.453581
iter 90 value 8.111790
iter 100 value 6.962538
final value 6.962538
stopped after 100 iterations
# weights: 11
initial value 178.509809
iter 10 value 24.526343
iter 20 value 2.116363
iter 30 value 0.313058
iter 40 value 0.175255
iter 50 value 0.124761
iter 60 value 0.122403
iter 70 value 0.084106
iter 80 value 0.075567
iter 90 value 0.074540
iter 100 value 0.069779
final value 0.069779
stopped after 100 iterations
# weights: 27
initial value 173.765497
iter 10 value 51.147782
iter 20 value 2.279049
iter 30 value 0.501161
iter 40 value 0.109672
final value 0.000078
converged
# weights: 43
initial value 177.896342
iter 10 value 9.133594
iter 20 value 0.097060
iter 30 value 0.000355
final value 0.000075
converged
# weights: 11
initial value 168.035447
iter 10 value 137.688552
iter 20 value 84.423720
iter 30 value 60.754107
final value 60.640870
converged
# weights: 27
initial value 204.350026
iter 10 value 66.021876
iter 20 value 41.491923
iter 30 value 40.309804
iter 40 value 40.278981
iter 50 value 40.278806
iter 60 value 40.278686
final value 40.278514
converged
# weights: 43
initial value 193.806500
iter 10 value 50.702754
iter 20 value 39.522432
iter 30 value 39.118047
iter 40 value 39.081015
iter 50 value 39.077729
iter 60 value 39.077269
iter 70 value 39.077171
final value 39.077168
converged
# weights: 11
initial value 160.956537
iter 10 value 32.704539
iter 20 value 8.000966
iter 30 value 5.101405
iter 40 value 4.104947
iter 50 value 3.389918
iter 60 value 3.118758
iter 70 value 2.877592
iter 80 value 2.695076
iter 90 value 2.316599
iter 100 value 2.142222
final value 2.142222
stopped after 100 iterations
# weights: 27
initial value 202.466378
iter 10 value 22.983552
iter 20 value 1.708487
iter 30 value 0.794413
iter 40 value 0.656954
iter 50 value 0.603446
iter 60 value 0.517851
iter 70 value 0.484275
iter 80 value 0.470426
iter 90 value 0.420994
iter 100 value 0.399988
final value 0.399988
stopped after 100 iterations
# weights: 43
initial value 175.095406
iter 10 value 20.478506
iter 20 value 1.083592
iter 30 value 0.980241
iter 40 value 0.735163
iter 50 value 0.645254
iter 60 value 0.533340
iter 70 value 0.499311
iter 80 value 0.455072
iter 90 value 0.443755
iter 100 value 0.419737
final value 0.419737
stopped after 100 iterations
# weights: 11
initial value 186.609975
iter 10 value 14.496240
iter 20 value 3.657720
iter 30 value 3.554909
iter 40 value 3.506480
iter 50 value 3.501786
iter 60 value 3.500335
iter 70 value 3.500187
iter 80 value 3.500104
iter 90 value 3.499830
iter 100 value 3.499747
final value 3.499747
stopped after 100 iterations
# weights: 27
initial value 164.584289
iter 10 value 32.920848
iter 20 value 3.772977
iter 30 value 3.673626
iter 40 value 3.574056
iter 50 value 3.533059
iter 60 value 3.528322
iter 70 value 3.523961
iter 80 value 3.510561
iter 90 value 3.510447
iter 100 value 3.504937
final value 3.504937
stopped after 100 iterations
# weights: 43
initial value 173.040107
iter 10 value 23.985683
iter 20 value 3.820236
iter 30 value 3.663160
iter 40 value 3.596524
iter 50 value 3.526290
iter 60 value 3.507398
iter 70 value 3.506631
iter 80 value 3.498204
iter 90 value 3.495967
iter 100 value 3.495001
final value 3.495001
stopped after 100 iterations
# weights: 11
initial value 163.618002
iter 10 value 59.470413
iter 20 value 54.975737
final value 54.975124
converged
# weights: 27
initial value 202.885419
iter 10 value 79.415147
iter 20 value 38.070589
iter 30 value 37.043691
iter 40 value 36.064446
iter 50 value 35.940645
iter 60 value 35.936129
final value 35.936124
converged
# weights: 43
initial value 200.758277
iter 10 value 53.473937
iter 20 value 36.656516
iter 30 value 35.566151
iter 40 value 35.055439
iter 50 value 34.783434
iter 60 value 34.712776
iter 70 value 34.702504
iter 80 value 34.700703
iter 90 value 34.698686
iter 100 value 34.698072
final value 34.698072
stopped after 100 iterations
# weights: 11
initial value 168.347296
iter 10 value 88.913830
iter 20 value 71.979519
iter 30 value 71.938601
iter 40 value 71.846409
iter 50 value 71.795813
iter 60 value 71.784115
iter 70 value 71.659440
iter 80 value 17.300399
iter 90 value 4.594845
iter 100 value 4.057084
final value 4.057084
stopped after 100 iterations
# weights: 27
initial value 166.832820
iter 10 value 45.740647
iter 20 value 3.790923
iter 30 value 3.711552
iter 40 value 3.492360
iter 50 value 2.263090
iter 60 value 1.218804
iter 70 value 1.019083
iter 80 value 0.916138
iter 90 value 0.832328
iter 100 value 0.740925
final value 0.740925
stopped after 100 iterations
# weights: 43
initial value 165.613108
iter 10 value 4.678884
iter 20 value 4.074356
iter 30 value 3.746140
iter 40 value 3.324630
iter 50 value 3.134705
iter 60 value 3.039298
iter 70 value 2.974962
iter 80 value 2.702372
iter 90 value 2.547315
iter 100 value 2.444241
final value 2.444241
stopped after 100 iterations
# weights: 11
initial value 170.975940
iter 10 value 77.156610
iter 20 value 69.745848
iter 30 value 69.737564
iter 40 value 69.737197
final value 69.737189
converged
# weights: 27
initial value 167.370095
iter 10 value 38.709036
iter 20 value 4.561795
iter 30 value 4.465183
iter 40 value 4.371563
iter 50 value 4.327638
iter 60 value 4.303563
iter 70 value 4.301304
iter 80 value 4.300838
iter 90 value 4.296080
iter 100 value 4.283973
final value 4.283973
stopped after 100 iterations
# weights: 43
initial value 182.033404
iter 10 value 50.742947
iter 20 value 4.490481
iter 30 value 4.337573
iter 40 value 4.109731
iter 50 value 3.540088
iter 60 value 3.066346
iter 70 value 2.843912
iter 80 value 2.567606
iter 90 value 2.417689
iter 100 value 2.400496
final value 2.400496
stopped after 100 iterations
# weights: 11
initial value 177.613081
iter 10 value 78.483863
iter 20 value 58.445685
final value 58.441233
converged
# weights: 27
initial value 169.878492
iter 10 value 44.871854
iter 20 value 38.786249
iter 30 value 38.603561
iter 40 value 38.550304
final value 38.549686
converged
# weights: 43
initial value 188.860999
iter 10 value 73.506646
iter 20 value 40.535894
iter 30 value 38.295770
iter 40 value 37.342952
iter 50 value 37.258212
iter 60 value 37.234399
iter 70 value 37.223999
iter 80 value 37.221844
iter 90 value 37.221568
iter 100 value 37.221296
final value 37.221296
stopped after 100 iterations
# weights: 11
initial value 164.619694
iter 10 value 9.218231
iter 20 value 5.689141
iter 30 value 5.248547
iter 40 value 4.996838
iter 50 value 4.983914
iter 60 value 4.978024
iter 70 value 4.968907
iter 80 value 4.968620
iter 90 value 4.968470
iter 100 value 4.968281
final value 4.968281
stopped after 100 iterations
# weights: 27
initial value 190.155035
iter 10 value 67.710547
iter 20 value 6.655524
iter 30 value 5.203221
iter 40 value 4.779586
iter 50 value 4.586939
iter 60 value 4.575232
iter 70 value 4.539473
iter 80 value 4.527938
iter 90 value 4.472079
iter 100 value 4.408635
final value 4.408635
stopped after 100 iterations
# weights: 43
initial value 168.023058
iter 10 value 10.165931
iter 20 value 4.981155
iter 30 value 4.878178
iter 40 value 4.698112
iter 50 value 4.575529
iter 60 value 4.541182
iter 70 value 4.514871
iter 80 value 3.997009
iter 90 value 3.694689
iter 100 value 3.397267
final value 3.397267
stopped after 100 iterations
# weights: 11
initial value 183.348102
iter 10 value 45.936796
iter 20 value 15.518296
iter 30 value 7.888467
iter 40 value 5.448681
iter 50 value 5.219588
iter 60 value 5.148910
iter 70 value 5.092515
iter 80 value 5.086033
iter 90 value 5.079975
iter 100 value 5.070835
final value 5.070835
stopped after 100 iterations
# weights: 27
initial value 181.889060
iter 10 value 14.762785
iter 20 value 5.015135
iter 30 value 4.999692
iter 40 value 4.958853
iter 50 value 4.957187
iter 60 value 4.949568
iter 70 value 4.949009
iter 80 value 4.947213
iter 90 value 4.941046
iter 100 value 4.937623
final value 4.937623
stopped after 100 iterations
# weights: 43
initial value 176.959282
iter 10 value 26.844779
iter 20 value 5.191024
iter 30 value 5.026609
iter 40 value 4.920759
iter 50 value 3.993021
iter 60 value 3.338554
iter 70 value 3.008686
iter 80 value 2.871658
final value 2.870815
converged
# weights: 11
initial value 186.729385
iter 10 value 75.026794
iter 20 value 60.120043
iter 30 value 59.045965
final value 59.045331
converged
# weights: 27
initial value 192.901701
iter 10 value 62.976600
iter 20 value 41.063485
iter 30 value 40.222655
iter 40 value 40.130641
iter 50 value 40.127713
final value 40.127712
converged
# weights: 43
initial value 210.247663
iter 10 value 83.533339
iter 20 value 43.339845
iter 30 value 39.267437
iter 40 value 38.927390
iter 50 value 38.893945
iter 60 value 38.876720
iter 70 value 38.864311
iter 80 value 38.861178
iter 90 value 38.857215
iter 100 value 38.855970
final value 38.855970
stopped after 100 iterations
# weights: 11
initial value 171.024584
iter 10 value 68.396755
iter 20 value 67.831714
iter 30 value 65.822353
iter 40 value 22.949748
iter 50 value 6.805923
iter 60 value 5.850604
iter 70 value 5.802163
iter 80 value 5.789952
iter 90 value 5.788738
iter 100 value 5.788044
final value 5.788044
stopped after 100 iterations
# weights: 27
initial value 192.751238
iter 10 value 49.540788
iter 20 value 5.826299
iter 30 value 5.455865
iter 40 value 5.284032
iter 50 value 5.122349
iter 60 value 5.038629
iter 70 value 4.941737
iter 80 value 4.856676
iter 90 value 4.745355
iter 100 value 4.657741
final value 4.657741
stopped after 100 iterations
# weights: 43
initial value 185.496422
iter 10 value 20.533299
iter 20 value 5.500647
iter 30 value 5.327479
iter 40 value 5.116200
iter 50 value 4.836837
iter 60 value 4.320205
iter 70 value 4.144063
iter 80 value 3.317740
iter 90 value 2.389430
iter 100 value 1.804962
final value 1.804962
stopped after 100 iterations
# weights: 11
initial value 170.670144
iter 10 value 67.318421
iter 20 value 67.189009
final value 67.188886
converged
# weights: 27
initial value 178.962953
iter 10 value 54.564545
iter 20 value 9.471478
iter 30 value 6.390928
iter 40 value 6.305261
iter 50 value 6.292471
iter 60 value 6.287072
iter 70 value 6.286473
iter 80 value 6.285467
iter 90 value 6.283872
iter 100 value 6.282506
final value 6.282506
stopped after 100 iterations
# weights: 43
initial value 203.907922
iter 10 value 40.533528
iter 20 value 7.898356
iter 30 value 6.588792
iter 40 value 6.491234
iter 50 value 6.370014
iter 60 value 6.334769
iter 70 value 6.323208
iter 80 value 6.280204
iter 90 value 6.078479
iter 100 value 5.637962
final value 5.637962
stopped after 100 iterations
# weights: 11
initial value 170.221187
iter 10 value 75.425288
iter 20 value 59.681378
iter 30 value 59.674147
final value 59.674144
converged
# weights: 27
initial value 166.820812
iter 10 value 56.242735
iter 20 value 42.703886
iter 30 value 41.691004
iter 40 value 41.680155
final value 41.679685
converged
# weights: 43
initial value 178.879416
iter 10 value 77.787492
iter 20 value 43.462720
iter 30 value 40.950399
iter 40 value 40.823087
iter 50 value 40.701300
iter 60 value 40.676417
iter 70 value 40.671315
iter 80 value 40.665750
final value 40.664739
converged
# weights: 11
initial value 174.791293
iter 10 value 65.429992
iter 20 value 16.599483
iter 30 value 8.795641
iter 40 value 7.544456
iter 50 value 7.469936
iter 60 value 7.401274
iter 70 value 7.340869
iter 80 value 7.339021
iter 90 value 7.338716
iter 100 value 7.338667
final value 7.338667
stopped after 100 iterations
# weights: 27
initial value 194.623252
iter 10 value 67.013721
iter 20 value 16.102321
iter 30 value 7.514307
iter 40 value 7.307910
iter 50 value 7.131761
iter 60 value 6.750762
iter 70 value 6.633238
iter 80 value 6.561602
iter 90 value 6.518172
iter 100 value 6.505878
final value 6.505878
stopped after 100 iterations
# weights: 43
initial value 165.949121
iter 10 value 15.207469
iter 20 value 6.845373
iter 30 value 6.580392
iter 40 value 6.255221
iter 50 value 4.417629
iter 60 value 1.844698
iter 70 value 0.931736
iter 80 value 0.802096
iter 90 value 0.778821
iter 100 value 0.754850
final value 0.754850
stopped after 100 iterations
# weights: 11
initial value 168.101285
iter 10 value 72.952980
iter 20 value 72.661647
final value 72.661379
converged
# weights: 27
initial value 179.838623
iter 10 value 30.702067
iter 20 value 8.656302
iter 30 value 8.310581
iter 40 value 8.093620
iter 50 value 8.049967
iter 60 value 8.002918
iter 70 value 7.922799
iter 80 value 7.784833
iter 90 value 7.608630
iter 100 value 7.196946
final value 7.196946
stopped after 100 iterations
# weights: 43
initial value 176.207657
iter 10 value 54.777463
iter 20 value 8.121757
iter 30 value 6.994225
iter 40 value 3.473515
iter 50 value 2.423709
iter 60 value 2.079897
iter 70 value 2.050803
iter 80 value 1.972026
iter 90 value 1.910291
iter 100 value 1.910187
final value 1.910187
stopped after 100 iterations
# weights: 11
initial value 180.909518
iter 10 value 68.426703
iter 20 value 62.386687
final value 62.345744
converged
# weights: 27
initial value 174.617120
iter 10 value 62.047547
iter 20 value 45.302848
iter 30 value 44.290510
iter 40 value 44.250657
final value 44.250010
converged
# weights: 43
initial value 166.360960
iter 10 value 62.792539
iter 20 value 42.237235
iter 30 value 41.255128
iter 40 value 41.105976
iter 50 value 41.070649
iter 60 value 41.068420
iter 70 value 41.067987
iter 80 value 41.067904
final value 41.067854
converged
# weights: 11
initial value 189.815592
iter 10 value 63.145859
iter 20 value 11.125034
iter 30 value 9.530846
iter 40 value 9.101405
iter 50 value 8.947918
iter 60 value 8.915726
iter 70 value 8.839806
iter 80 value 8.749264
iter 90 value 8.712581
iter 100 value 8.706429
final value 8.706429
stopped after 100 iterations
# weights: 27
initial value 186.585315
iter 10 value 73.158314
iter 20 value 12.048803
iter 30 value 8.173381
iter 40 value 6.645498
iter 50 value 5.945379
iter 60 value 5.399999
iter 70 value 5.217752
iter 80 value 5.088208
iter 90 value 4.756902
iter 100 value 4.231300
final value 4.231300
stopped after 100 iterations
# weights: 43
initial value 171.556900
iter 10 value 15.419404
iter 20 value 8.704478
iter 30 value 8.095121
iter 40 value 7.747441
iter 50 value 6.850550
iter 60 value 4.403721
iter 70 value 2.607910
iter 80 value 1.027110
iter 90 value 0.876826
iter 100 value 0.760029
final value 0.760029
stopped after 100 iterations
# weights: 11
initial value 178.104971
iter 10 value 75.159097
iter 20 value 75.079072
final value 75.078457
converged
# weights: 27
initial value 183.660190
iter 10 value 73.813102
iter 20 value 1.109517
iter 30 value 0.018115
iter 40 value 0.000219
final value 0.000065
converged
# weights: 43
initial value 168.088346
iter 10 value 24.358625
iter 20 value 0.115331
iter 30 value 0.000139
iter 30 value 0.000072
iter 30 value 0.000072
final value 0.000072
converged
# weights: 11
initial value 168.650549
iter 10 value 101.573963
iter 20 value 62.981853
iter 30 value 60.122014
final value 60.120587
converged
# weights: 27
initial value 164.958353
iter 10 value 72.670824
iter 20 value 40.518695
iter 30 value 39.161449
iter 40 value 39.041898
iter 50 value 39.034634
final value 39.034528
converged
# weights: 43
initial value 163.287983
iter 10 value 71.313177
iter 20 value 42.479270
iter 30 value 38.727447
iter 40 value 38.301087
iter 50 value 37.944910
iter 60 value 37.743627
iter 70 value 37.697753
iter 80 value 37.687107
iter 90 value 37.686541
iter 100 value 37.685846
final value 37.685846
stopped after 100 iterations
# weights: 11
initial value 191.331886
iter 10 value 75.218101
iter 20 value 73.085777
iter 30 value 18.809507
iter 40 value 3.129909
iter 50 value 2.197510
iter 60 value 2.080796
iter 70 value 2.070467
iter 80 value 2.054148
iter 90 value 2.017112
iter 100 value 1.999778
final value 1.999778
stopped after 100 iterations
# weights: 27
initial value 173.055962
iter 10 value 71.134065
iter 20 value 4.204444
iter 30 value 0.621620
iter 40 value 0.590434
iter 50 value 0.540555
iter 60 value 0.443866
iter 70 value 0.394158
iter 80 value 0.386460
iter 90 value 0.371157
iter 100 value 0.360048
final value 0.360048
stopped after 100 iterations
# weights: 43
initial value 168.711413
iter 10 value 22.551536
iter 20 value 1.050767
iter 30 value 0.954648
iter 40 value 0.721455
iter 50 value 0.673537
iter 60 value 0.477712
iter 70 value 0.415559
iter 80 value 0.371454
iter 90 value 0.362484
iter 100 value 0.357378
final value 0.357378
stopped after 100 iterations
# weights: 11
initial value 201.937735
iter 10 value 129.169792
iter 20 value 8.801365
iter 30 value 1.331137
iter 40 value 0.384881
iter 50 value 0.300415
iter 60 value 0.296551
iter 70 value 0.271423
iter 80 value 0.172614
iter 90 value 0.161603
iter 100 value 0.099500
final value 0.099500
stopped after 100 iterations
# weights: 27
initial value 187.228100
iter 10 value 48.080044
iter 20 value 5.766884
iter 30 value 0.269484
iter 40 value 0.026965
iter 50 value 0.011041
iter 60 value 0.000127
iter 60 value 0.000088
iter 60 value 0.000088
final value 0.000088
converged
# weights: 43
initial value 161.552161
iter 10 value 20.527654
iter 20 value 0.059112
iter 30 value 0.000316
final value 0.000086
converged
# weights: 11
initial value 177.128495
iter 10 value 140.595487
iter 20 value 93.846616
iter 30 value 84.424321
iter 40 value 59.337865
final value 59.335872
converged
# weights: 27
initial value 175.882874
iter 10 value 69.305408
iter 20 value 41.496906
iter 30 value 39.999087
iter 40 value 39.345283
iter 50 value 38.532779
iter 60 value 38.412667
iter 70 value 38.408036
final value 38.407485
converged
# weights: 43
initial value 204.174065
iter 10 value 70.402156
iter 20 value 41.830239
iter 30 value 38.694428
iter 40 value 37.860315
iter 50 value 37.530724
iter 60 value 37.486529
iter 70 value 37.468760
iter 80 value 37.442422
iter 90 value 37.406163
iter 100 value 37.312016
final value 37.312016
stopped after 100 iterations
# weights: 11
initial value 164.715522
iter 10 value 70.112407
iter 20 value 69.447883
iter 30 value 69.361627
iter 40 value 69.265138
iter 50 value 69.224553
iter 60 value 69.215303
iter 70 value 68.387032
iter 80 value 35.458813
iter 90 value 8.095456
iter 100 value 2.795232
final value 2.795232
stopped after 100 iterations
# weights: 27
initial value 203.820794
iter 10 value 65.131219
iter 20 value 3.533955
iter 30 value 0.554524
iter 40 value 0.520284
iter 50 value 0.445583
iter 60 value 0.426949
iter 70 value 0.389403
iter 80 value 0.380444
iter 90 value 0.378667
iter 100 value 0.374078
final value 0.374078
stopped after 100 iterations
# weights: 43
initial value 187.310725
iter 10 value 34.787134
iter 20 value 0.909068
iter 30 value 0.599994
iter 40 value 0.579436
iter 50 value 0.532553
iter 60 value 0.501208
iter 70 value 0.453322
iter 80 value 0.436191
iter 90 value 0.419565
iter 100 value 0.382067
final value 0.382067
stopped after 100 iterations
# weights: 11
initial value 165.546949
iter 10 value 43.231719
iter 20 value 11.264785
iter 30 value 3.779765
iter 40 value 1.908400
iter 50 value 1.687490
iter 60 value 0.587037
iter 70 value 0.062358
iter 80 value 0.050606
iter 90 value 0.046066
iter 100 value 0.045531
final value 0.045531
stopped after 100 iterations
# weights: 27
initial value 164.276682
iter 10 value 48.789407
iter 20 value 3.476725
iter 30 value 0.743492
iter 40 value 0.007620
iter 50 value 0.000677
iter 60 value 0.000242
iter 70 value 0.000216
iter 80 value 0.000190
final value 0.000062
converged
# weights: 43
initial value 175.064048
iter 10 value 15.471348
iter 20 value 0.038519
iter 30 value 0.000101
iter 30 value 0.000063
iter 30 value 0.000059
final value 0.000059
converged
# weights: 11
initial value 165.309140
iter 10 value 74.405163
iter 20 value 60.474293
iter 30 value 56.431929
final value 56.424738
converged
# weights: 27
initial value 166.105457
iter 10 value 68.959034
iter 20 value 41.763668
iter 30 value 40.750333
iter 40 value 40.573833
iter 50 value 40.564648
iter 60 value 40.562827
iter 70 value 40.520324
final value 40.518596
converged
# weights: 43
initial value 178.806412
iter 10 value 64.164270
iter 20 value 41.918427
iter 30 value 36.924335
iter 40 value 36.700024
iter 50 value 36.536966
iter 60 value 36.522740
iter 70 value 36.514211
iter 80 value 36.513197
iter 90 value 36.512698
iter 100 value 36.512490
final value 36.512490
stopped after 100 iterations
# weights: 11
initial value 163.397020
iter 10 value 69.667616
iter 20 value 66.073345
iter 30 value 63.016292
iter 40 value 62.278925
iter 50 value 59.647387
iter 60 value 44.601014
iter 70 value 23.565309
iter 80 value 5.710728
iter 90 value 3.205808
iter 100 value 2.865701
final value 2.865701
stopped after 100 iterations
# weights: 27
initial value 192.196279
iter 10 value 53.818957
iter 20 value 15.251051
iter 30 value 5.071540
iter 40 value 3.386373
iter 50 value 3.302608
iter 60 value 3.014210
iter 70 value 2.940501
iter 80 value 2.834135
iter 90 value 2.544637
iter 100 value 2.144029
final value 2.144029
stopped after 100 iterations
# weights: 43
initial value 171.691493
iter 10 value 12.800926
iter 20 value 2.389032
iter 30 value 1.148307
iter 40 value 1.009960
iter 50 value 0.847539
iter 60 value 0.596766
iter 70 value 0.518933
iter 80 value 0.465792
iter 90 value 0.438931
iter 100 value 0.400401
final value 0.400401
stopped after 100 iterations
# weights: 11
initial value 167.361447
iter 10 value 31.945719
iter 20 value 7.246337
iter 30 value 5.603222
iter 40 value 5.598901
iter 50 value 5.584021
iter 60 value 5.575689
iter 70 value 5.571889
iter 80 value 5.562814
iter 90 value 5.553756
iter 100 value 5.551958
final value 5.551958
stopped after 100 iterations
# weights: 27
initial value 166.946386
iter 10 value 72.357356
iter 20 value 54.423993
iter 30 value 21.191431
iter 40 value 20.661238
iter 50 value 18.966761
iter 60 value 16.725634
iter 70 value 16.596318
iter 80 value 14.203094
iter 90 value 6.612478
iter 100 value 4.995584
final value 4.995584
stopped after 100 iterations
# weights: 43
initial value 167.955373
iter 10 value 20.432485
iter 20 value 5.516581
iter 30 value 5.431395
iter 40 value 5.221703
iter 50 value 5.114463
iter 60 value 4.940507
iter 70 value 4.882786
iter 80 value 4.881556
final value 4.881549
converged
# weights: 11
initial value 174.584373
iter 10 value 83.789026
iter 20 value 63.162575
final value 63.132983
converged
# weights: 27
initial value 212.480454
iter 10 value 78.064809
iter 20 value 53.303421
iter 30 value 44.946675
iter 40 value 44.790248
iter 50 value 44.786739
iter 60 value 44.786603
final value 44.786547
converged
# weights: 43
initial value 167.119257
iter 10 value 83.629354
iter 20 value 46.029243
iter 30 value 41.282863
iter 40 value 41.044017
iter 50 value 40.982754
iter 60 value 40.975812
iter 70 value 40.974375
iter 80 value 40.973146
iter 90 value 40.966789
iter 100 value 40.963120
final value 40.963120
stopped after 100 iterations
# weights: 11
initial value 165.069672
iter 10 value 74.171788
iter 20 value 73.750538
iter 30 value 73.729647
iter 40 value 65.398201
iter 50 value 20.809649
iter 60 value 8.143976
iter 70 value 6.894894
iter 80 value 6.806168
iter 90 value 6.740231
iter 100 value 6.728536
final value 6.728536
stopped after 100 iterations
# weights: 27
initial value 212.664699
iter 10 value 13.752452
iter 20 value 6.442802
iter 30 value 5.393226
iter 40 value 4.632560
iter 50 value 3.122098
iter 60 value 2.242944
iter 70 value 1.976354
iter 80 value 1.660920
iter 90 value 1.614673
iter 100 value 1.520208
final value 1.520208
stopped after 100 iterations
# weights: 43
initial value 180.665620
iter 10 value 61.817732
iter 20 value 9.591464
iter 30 value 5.697440
iter 40 value 5.589085
iter 50 value 5.472446
iter 60 value 4.980100
iter 70 value 4.297606
iter 80 value 3.321289
iter 90 value 1.305468
iter 100 value 1.154899
final value 1.154899
stopped after 100 iterations
# weights: 11
initial value 164.988536
iter 10 value 83.527206
iter 20 value 76.114441
final value 76.082543
converged
# weights: 27
initial value 185.799827
iter 10 value 25.216069
iter 20 value 6.321619
iter 30 value 5.981786
iter 40 value 5.693524
iter 50 value 5.222399
iter 60 value 5.119329
iter 70 value 5.091019
iter 80 value 5.090468
iter 90 value 5.077806
iter 100 value 5.027228
final value 5.027228
stopped after 100 iterations
# weights: 43
initial value 175.406655
iter 10 value 15.573164
iter 20 value 6.297766
iter 30 value 4.340140
iter 40 value 3.195066
iter 50 value 2.933542
iter 60 value 2.914714
iter 70 value 2.896802
iter 80 value 2.808046
iter 90 value 2.793882
iter 100 value 2.783239
final value 2.783239
stopped after 100 iterations
# weights: 11
initial value 191.046538
iter 10 value 67.823536
iter 20 value 62.357886
final value 62.338002
converged
# weights: 27
initial value 175.715654
iter 10 value 82.458378
iter 20 value 44.958538
iter 30 value 42.174266
iter 40 value 42.026056
iter 50 value 42.021771
iter 60 value 42.019249
iter 70 value 42.019004
final value 42.019003
converged
# weights: 43
initial value 176.999722
iter 10 value 54.364747
iter 20 value 41.684342
iter 30 value 41.119394
iter 40 value 41.032721
iter 50 value 41.000655
iter 60 value 40.906237
iter 70 value 40.865240
iter 80 value 40.863429
final value 40.863380
converged
# weights: 11
initial value 182.299451
iter 10 value 76.189173
iter 20 value 43.334609
iter 30 value 11.358721
iter 40 value 7.234727
iter 50 value 7.216933
iter 60 value 7.215038
iter 70 value 7.211880
iter 80 value 7.211786
iter 90 value 7.211702
final value 7.211700
converged
# weights: 27
initial value 159.575011
iter 10 value 63.035690
iter 20 value 7.762638
iter 30 value 6.714733
iter 40 value 6.573563
iter 50 value 6.555367
iter 60 value 6.503977
iter 70 value 6.096432
iter 80 value 5.885823
iter 90 value 5.702642
iter 100 value 4.901119
final value 4.901119
stopped after 100 iterations
# weights: 43
initial value 166.909857
iter 10 value 29.603927
iter 20 value 7.501975
iter 30 value 6.054628
iter 40 value 5.964779
iter 50 value 5.844612
iter 60 value 5.773653
iter 70 value 5.737211
iter 80 value 5.498930
iter 90 value 5.005068
iter 100 value 4.672941
final value 4.672941
stopped after 100 iterations
# weights: 11
initial value 165.285031
iter 10 value 38.766485
iter 20 value 7.626103
iter 30 value 7.417996
iter 40 value 7.406672
iter 50 value 7.405453
iter 60 value 7.404332
iter 70 value 7.402576
iter 80 value 7.398696
iter 90 value 7.397224
iter 100 value 7.394178
final value 7.394178
stopped after 100 iterations
# weights: 27
initial value 177.659064
iter 10 value 47.038687
iter 20 value 30.381472
iter 30 value 10.476535
iter 40 value 7.446180
iter 50 value 7.426739
iter 60 value 7.393633
iter 70 value 7.393116
iter 80 value 7.389185
iter 90 value 7.388486
iter 100 value 7.387016
final value 7.387016
stopped after 100 iterations
# weights: 43
initial value 176.933863
iter 10 value 20.906751
iter 20 value 7.484468
iter 30 value 7.326368
iter 40 value 7.088771
iter 50 value 6.723048
iter 60 value 5.938291
iter 70 value 2.335775
iter 80 value 0.129329
iter 90 value 0.013964
iter 100 value 0.002044
final value 0.002044
stopped after 100 iterations
# weights: 11
initial value 170.933901
iter 10 value 81.416226
iter 20 value 58.998941
iter 30 value 58.830538
final value 58.830517
converged
# weights: 27
initial value 204.574786
iter 10 value 86.028589
iter 20 value 45.308432
iter 30 value 42.622949
iter 40 value 40.243809
iter 50 value 39.694882
iter 60 value 39.668086
iter 70 value 39.646767
final value 39.646763
converged
# weights: 43
initial value 172.435798
iter 10 value 48.448984
iter 20 value 39.366219
iter 30 value 38.447856
iter 40 value 38.379890
iter 50 value 38.353125
iter 60 value 38.326937
iter 70 value 38.324011
iter 80 value 38.323392
final value 38.323314
converged
# weights: 11
initial value 179.516250
iter 10 value 67.877968
iter 20 value 67.323823
iter 30 value 67.277091
iter 40 value 67.204650
iter 50 value 67.150643
iter 60 value 65.749074
iter 70 value 17.605097
iter 80 value 7.996532
iter 90 value 7.896790
iter 100 value 7.893934
final value 7.893934
stopped after 100 iterations
# weights: 27
initial value 162.898019
iter 10 value 10.999813
iter 20 value 7.721134
iter 30 value 7.606331
iter 40 value 7.548899
iter 50 value 6.175718
iter 60 value 3.815205
iter 70 value 2.552796
iter 80 value 1.669459
iter 90 value 1.233393
iter 100 value 0.948195
final value 0.948195
stopped after 100 iterations
# weights: 43
initial value 206.922344
iter 10 value 66.608688
iter 20 value 20.109824
iter 30 value 8.210256
iter 40 value 7.952120
iter 50 value 7.319220
iter 60 value 6.605911
iter 70 value 5.290145
iter 80 value 3.588394
iter 90 value 2.086147
iter 100 value 1.420526
final value 1.420526
stopped after 100 iterations
# weights: 11
initial value 182.136548
iter 10 value 45.106367
iter 20 value 4.382365
iter 30 value 3.809064
iter 40 value 3.802302
iter 50 value 3.787686
iter 60 value 3.782337
iter 70 value 3.778957
iter 80 value 3.778788
iter 90 value 3.778602
iter 100 value 3.778347
final value 3.778347
stopped after 100 iterations
# weights: 27
initial value 183.471194
iter 10 value 6.215696
iter 20 value 4.161767
iter 30 value 4.013408
iter 40 value 3.877145
iter 50 value 3.777887
iter 60 value 3.714637
iter 70 value 3.685883
iter 80 value 3.618125
iter 90 value 3.553447
iter 100 value 3.347158
final value 3.347158
stopped after 100 iterations
# weights: 43
initial value 175.767518
iter 10 value 15.573543
iter 20 value 3.971949
iter 30 value 3.926480
iter 40 value 3.829391
iter 50 value 3.769793
iter 60 value 3.715270
iter 70 value 3.563557
iter 80 value 2.523280
iter 90 value 1.708173
iter 100 value 1.150336
final value 1.150336
stopped after 100 iterations
# weights: 11
initial value 199.733757
iter 10 value 64.277785
iter 20 value 53.634235
final value 53.634198
converged
# weights: 27
initial value 167.023991
iter 10 value 80.220802
iter 20 value 38.753690
iter 30 value 36.536106
iter 40 value 36.099976
iter 50 value 35.242781
iter 60 value 35.133866
iter 70 value 35.130725
final value 35.130721
converged
# weights: 43
initial value 176.773510
iter 10 value 62.204998
iter 20 value 36.761950
iter 30 value 34.095729
iter 40 value 33.959959
iter 50 value 33.904220
iter 60 value 33.884199
iter 70 value 33.867613
iter 80 value 33.866230
iter 90 value 33.865787
iter 100 value 33.864749
final value 33.864749
stopped after 100 iterations
# weights: 11
initial value 177.875237
iter 10 value 65.506761
iter 20 value 65.358355
iter 30 value 65.340601
iter 40 value 65.325507
iter 50 value 65.301794
iter 60 value 65.291175
iter 70 value 65.261549
iter 80 value 49.459360
iter 90 value 16.112343
iter 100 value 5.089566
final value 5.089566
stopped after 100 iterations
# weights: 27
initial value 172.842469
iter 10 value 7.516689
iter 20 value 4.356778
iter 30 value 4.271968
iter 40 value 4.072175
iter 50 value 4.031203
iter 60 value 4.008890
iter 70 value 3.995461
iter 80 value 3.957980
iter 90 value 3.833711
iter 100 value 3.579525
final value 3.579525
stopped after 100 iterations
# weights: 43
initial value 205.286966
iter 10 value 22.812517
iter 20 value 4.097975
iter 30 value 4.030361
iter 40 value 3.978647
iter 50 value 3.969286
iter 60 value 3.956124
iter 70 value 3.936962
iter 80 value 3.910811
iter 90 value 3.862537
iter 100 value 3.396850
final value 3.396850
stopped after 100 iterations
# weights: 11
initial value 185.084078
iter 10 value 64.525493
iter 20 value 6.932555
iter 30 value 3.089493
iter 40 value 2.730678
iter 50 value 2.603268
iter 60 value 2.571026
iter 70 value 2.552745
iter 80 value 2.384530
iter 90 value 2.375501
iter 100 value 2.331733
final value 2.331733
stopped after 100 iterations
# weights: 27
initial value 173.659725
iter 10 value 68.899648
iter 20 value 36.612525
iter 30 value 3.243389
iter 40 value 1.850270
iter 50 value 0.062889
iter 60 value 0.000453
final value 0.000030
converged
# weights: 43
initial value 172.218429
iter 10 value 18.059318
iter 20 value 3.122708
iter 30 value 2.152946
iter 40 value 0.004478
final value 0.000037
converged
# weights: 11
initial value 196.540302
iter 10 value 73.525963
iter 20 value 59.502908
iter 30 value 59.381538
final value 59.381525
converged
# weights: 27
initial value 173.060613
iter 10 value 59.717177
iter 20 value 44.448371
iter 30 value 40.577475
iter 40 value 39.251377
iter 50 value 39.211316
iter 60 value 39.195557
iter 70 value 39.184682
final value 39.184589
converged
# weights: 43
initial value 186.204773
iter 10 value 73.461102
iter 20 value 40.088885
iter 30 value 38.496166
iter 40 value 38.236152
iter 50 value 38.128622
iter 60 value 38.059297
iter 70 value 38.040029
iter 80 value 38.034239
iter 90 value 38.022730
iter 100 value 38.014068
final value 38.014068
stopped after 100 iterations
# weights: 11
initial value 186.865895
iter 10 value 78.851083
iter 20 value 62.288967
iter 30 value 24.939492
iter 40 value 6.205487
iter 50 value 4.554425
iter 60 value 4.326477
iter 70 value 4.263460
iter 80 value 4.205842
iter 90 value 4.071510
iter 100 value 4.068653
final value 4.068653
stopped after 100 iterations
# weights: 27
initial value 179.344128
iter 10 value 75.926855
iter 20 value 39.963325
iter 30 value 3.645165
iter 40 value 3.250703
iter 50 value 2.955031
iter 60 value 2.910650
iter 70 value 2.639549
iter 80 value 2.499763
iter 90 value 2.423285
iter 100 value 2.257756
final value 2.257756
stopped after 100 iterations
# weights: 43
initial value 168.918802
iter 10 value 7.413584
iter 20 value 2.789534
iter 30 value 2.540776
iter 40 value 2.354382
iter 50 value 2.198482
iter 60 value 1.976082
iter 70 value 1.169702
iter 80 value 1.067527
iter 90 value 0.993760
iter 100 value 0.789849
final value 0.789849
stopped after 100 iterations
# weights: 11
initial value 166.983625
iter 10 value 23.076450
iter 20 value 2.389431
iter 30 value 0.283906
iter 40 value 0.165529
iter 50 value 0.081338
iter 60 value 0.062704
iter 70 value 0.057750
iter 80 value 0.055119
iter 90 value 0.052094
iter 100 value 0.042921
final value 0.042921
stopped after 100 iterations
# weights: 27
initial value 185.461871
iter 10 value 51.098245
iter 20 value 6.436633
iter 30 value 0.303234
iter 40 value 0.003671
final value 0.000083
converged
# weights: 43
initial value 173.991488
iter 10 value 14.718595
iter 20 value 1.446318
iter 30 value 0.130952
iter 40 value 0.013724
iter 50 value 0.000351
final value 0.000087
converged
# weights: 11
initial value 177.189468
iter 10 value 70.306863
iter 20 value 60.062829
final value 59.913067
converged
# weights: 27
initial value 179.888845
iter 10 value 75.570698
iter 20 value 39.337945
iter 30 value 38.283722
iter 40 value 38.232361
iter 50 value 38.214715
iter 60 value 38.213633
final value 38.213621
converged
# weights: 43
initial value 177.433235
iter 10 value 70.728586
iter 20 value 40.738300
iter 30 value 38.462808
iter 40 value 37.352172
iter 50 value 37.282531
iter 60 value 37.242008
iter 70 value 37.212150
iter 80 value 37.183125
iter 90 value 37.147866
iter 100 value 37.075942
final value 37.075942
stopped after 100 iterations
# weights: 11
initial value 167.156808
iter 10 value 68.290297
iter 20 value 67.625327
iter 30 value 67.540913
iter 40 value 67.519425
iter 50 value 67.064160
iter 60 value 46.341957
iter 70 value 16.353276
iter 80 value 5.411592
iter 90 value 4.310318
iter 100 value 3.192850
final value 3.192850
stopped after 100 iterations
# weights: 27
initial value 171.971180
iter 10 value 55.179111
iter 20 value 2.727283
iter 30 value 0.556076
iter 40 value 0.534615
iter 50 value 0.521433
iter 60 value 0.475467
iter 70 value 0.460075
iter 80 value 0.446324
iter 90 value 0.425465
iter 100 value 0.407449
final value 0.407449
stopped after 100 iterations
# weights: 43
initial value 192.380658
iter 10 value 24.814080
iter 20 value 1.570076
iter 30 value 0.843212
iter 40 value 0.761641
iter 50 value 0.571656
iter 60 value 0.528918
iter 70 value 0.487009
iter 80 value 0.453650
iter 90 value 0.421495
iter 100 value 0.408956
final value 0.408956
stopped after 100 iterations
# weights: 11
initial value 170.097586
iter 10 value 72.406751
iter 20 value 69.887195
final value 69.884256
converged
# weights: 27
initial value 175.883428
iter 10 value 30.816136
iter 20 value 0.116328
final value 0.000055
converged
# weights: 43
initial value 169.623110
iter 10 value 7.867247
iter 20 value 0.018011
final value 0.000080
converged
# weights: 11
initial value 170.719969
iter 10 value 96.673080
iter 20 value 71.838094
iter 30 value 59.981932
final value 59.981856
converged
# weights: 27
initial value 174.700025
iter 10 value 50.345608
iter 20 value 40.385809
iter 30 value 39.432616
iter 40 value 39.293184
iter 50 value 39.290364
iter 60 value 39.290093
final value 39.289982
converged
# weights: 43
initial value 173.232747
iter 10 value 82.997644
iter 20 value 43.733302
iter 30 value 39.359452
iter 40 value 39.133681
iter 50 value 38.898069
iter 60 value 38.815089
iter 70 value 38.789442
iter 80 value 38.779145
iter 90 value 38.777849
iter 100 value 38.775542
final value 38.775542
stopped after 100 iterations
# weights: 11
initial value 173.401364
iter 10 value 71.130351
iter 20 value 66.575209
iter 30 value 47.519391
iter 40 value 17.521547
iter 50 value 8.505499
iter 60 value 5.132855
iter 70 value 4.591902
iter 80 value 3.380239
iter 90 value 3.296636
iter 100 value 3.258350
final value 3.258350
stopped after 100 iterations
# weights: 27
initial value 171.157453
iter 10 value 35.190288
iter 20 value 2.636708
iter 30 value 0.665310
iter 40 value 0.642251
iter 50 value 0.542354
iter 60 value 0.524028
iter 70 value 0.508389
iter 80 value 0.485174
iter 90 value 0.472590
iter 100 value 0.457520
final value 0.457520
stopped after 100 iterations
# weights: 43
initial value 174.931697
iter 10 value 76.193935
iter 20 value 70.246766
iter 30 value 55.150269
iter 40 value 3.003782
iter 50 value 0.850167
iter 60 value 0.791091
iter 70 value 0.769192
iter 80 value 0.656157
iter 90 value 0.580952
iter 100 value 0.539984
final value 0.539984
stopped after 100 iterations
# weights: 11
initial value 173.625602
iter 10 value 74.511179
iter 20 value 71.787377
final value 71.780374
converged
# weights: 27
initial value 167.589346
iter 10 value 9.519684
iter 20 value 0.267171
iter 30 value 0.000247
final value 0.000067
converged
# weights: 43
initial value 208.986349
iter 10 value 69.732526
iter 20 value 32.567646
iter 30 value 2.520729
iter 40 value 0.674843
iter 50 value 0.000711
final value 0.000077
converged
# weights: 11
initial value 194.308564
iter 10 value 65.075826
iter 20 value 59.948295
final value 59.947988
converged
# weights: 27
initial value 168.124496
iter 10 value 75.566262
iter 20 value 44.134613
iter 30 value 41.227715
iter 40 value 39.750565
iter 50 value 38.827048
iter 60 value 38.643427
iter 70 value 38.618791
final value 38.618748
converged
# weights: 43
initial value 189.734565
iter 10 value 70.237444
iter 20 value 40.959961
iter 30 value 38.346051
iter 40 value 37.790467
iter 50 value 37.688065
iter 60 value 37.655119
iter 70 value 37.640041
iter 80 value 37.587168
iter 90 value 37.581695
iter 100 value 37.573444
final value 37.573444
stopped after 100 iterations
# weights: 11
initial value 168.763981
iter 10 value 72.908101
iter 20 value 72.021014
iter 30 value 71.978966
iter 40 value 71.942526
iter 50 value 71.901557
iter 60 value 71.887228
iter 70 value 71.871615
iter 80 value 71.866853
iter 90 value 71.847897
iter 100 value 68.624548
final value 68.624548
stopped after 100 iterations
# weights: 27
initial value 165.367517
iter 10 value 72.325018
iter 20 value 35.173313
iter 30 value 1.245065
iter 40 value 0.882364
iter 50 value 0.706724
iter 60 value 0.646052
iter 70 value 0.614508
iter 80 value 0.551237
iter 90 value 0.517043
iter 100 value 0.489566
final value 0.489566
stopped after 100 iterations
# weights: 43
initial value 176.879732
iter 10 value 40.500052
iter 20 value 2.620001
iter 30 value 0.458522
iter 40 value 0.446798
iter 50 value 0.437931
iter 60 value 0.422744
iter 70 value 0.414257
iter 80 value 0.409908
iter 90 value 0.402358
iter 100 value 0.392540
final value 0.392540
stopped after 100 iterations
# weights: 11
initial value 166.291051
iter 10 value 79.884724
iter 20 value 56.479455
iter 30 value 11.023744
iter 40 value 6.136743
iter 50 value 6.092137
iter 60 value 6.072938
iter 70 value 6.069832
iter 80 value 6.065211
iter 90 value 6.059494
iter 100 value 6.054816
final value 6.054816
stopped after 100 iterations
# weights: 27
initial value 174.597557
iter 10 value 68.302294
iter 20 value 21.161443
iter 30 value 9.155654
iter 40 value 6.820195
iter 50 value 6.403758
iter 60 value 6.283862
iter 70 value 6.234628
iter 80 value 6.034944
iter 90 value 5.540274
iter 100 value 5.449274
final value 5.449274
stopped after 100 iterations
# weights: 43
initial value 171.720329
iter 10 value 38.368002
iter 20 value 5.055193
iter 30 value 4.144208
iter 40 value 3.841346
iter 50 value 3.597520
iter 60 value 3.523803
iter 70 value 3.471986
iter 80 value 3.407246
iter 90 value 3.364947
iter 100 value 3.153656
final value 3.153656
stopped after 100 iterations
# weights: 11
initial value 197.816365
iter 10 value 61.984801
iter 20 value 60.846363
final value 60.845246
converged
# weights: 27
initial value 166.990856
iter 10 value 61.729051
iter 20 value 43.323922
iter 30 value 40.942911
iter 40 value 40.526285
iter 50 value 40.457620
iter 60 value 40.455355
final value 40.455066
converged
# weights: 43
initial value 185.864549
iter 10 value 47.099168
iter 20 value 39.849649
iter 30 value 39.463231
iter 40 value 39.272601
iter 50 value 39.202578
iter 60 value 39.198519
iter 70 value 39.195861
iter 80 value 39.183596
iter 90 value 39.178269
iter 100 value 39.177781
final value 39.177781
stopped after 100 iterations
# weights: 11
initial value 183.231859
iter 10 value 54.349653
iter 20 value 9.813336
iter 30 value 6.825057
iter 40 value 6.772879
iter 50 value 6.766660
iter 60 value 6.764229
iter 70 value 6.753355
iter 80 value 6.753132
iter 90 value 6.753000
iter 100 value 6.752792
final value 6.752792
stopped after 100 iterations
# weights: 27
initial value 171.237433
iter 10 value 69.984852
iter 20 value 7.751578
iter 30 value 6.301339
iter 40 value 6.264297
iter 50 value 6.253310
iter 60 value 6.227814
iter 70 value 6.219183
iter 80 value 6.211775
iter 90 value 6.184681
iter 100 value 5.852267
final value 5.852267
stopped after 100 iterations
# weights: 43
initial value 190.592346
iter 10 value 8.275913
iter 20 value 6.339952
iter 30 value 6.294645
iter 40 value 5.866853
iter 50 value 4.239541
iter 60 value 4.084596
iter 70 value 3.921808
iter 80 value 3.892992
iter 90 value 3.848172
iter 100 value 3.827641
final value 3.827641
stopped after 100 iterations
# weights: 11
initial value 165.768320
iter 10 value 81.206622
iter 20 value 60.195788
iter 30 value 58.471516
iter 40 value 57.323050
iter 50 value 57.270222
iter 60 value 57.211751
iter 70 value 57.087780
iter 80 value 57.025111
iter 90 value 57.008415
iter 100 value 56.977220
final value 56.977220
stopped after 100 iterations
# weights: 27
initial value 160.988761
iter 10 value 61.528931
iter 20 value 3.805168
iter 30 value 0.006599
final value 0.000077
converged
# weights: 43
initial value 190.703821
iter 10 value 4.341818
iter 20 value 0.004852
final value 0.000051
converged
# weights: 11
initial value 165.096896
iter 10 value 89.055401
iter 20 value 65.668706
iter 30 value 59.982260
final value 59.980806
converged
# weights: 27
initial value 168.210853
iter 10 value 87.979298
iter 20 value 49.642452
iter 30 value 42.841697
iter 40 value 41.888431
iter 50 value 41.471057
iter 60 value 40.694615
iter 70 value 40.430878
final value 40.430251
converged
# weights: 43
initial value 186.939089
iter 10 value 72.516218
iter 20 value 39.896323
iter 30 value 39.200895
iter 40 value 39.092943
iter 50 value 39.058762
iter 60 value 39.021543
iter 70 value 38.967767
iter 80 value 38.906927
iter 90 value 38.829760
iter 100 value 38.673656
final value 38.673656
stopped after 100 iterations
# weights: 11
initial value 165.744847
iter 10 value 67.835524
iter 20 value 67.125786
iter 30 value 67.078176
iter 40 value 67.053548
iter 50 value 67.009042
iter 60 value 66.992651
iter 70 value 66.951795
iter 80 value 64.358989
iter 90 value 25.205509
iter 100 value 4.460487
final value 4.460487
stopped after 100 iterations
# weights: 27
initial value 169.863821
iter 10 value 67.179818
iter 20 value 67.036247
iter 30 value 64.944020
iter 40 value 5.121745
iter 50 value 0.882775
iter 60 value 0.795554
iter 70 value 0.725367
iter 80 value 0.626910
iter 90 value 0.561321
iter 100 value 0.534955
final value 0.534955
stopped after 100 iterations
# weights: 43
initial value 178.045966
iter 10 value 56.167562
iter 20 value 3.285049
iter 30 value 1.555337
iter 40 value 1.439104
iter 50 value 1.348632
iter 60 value 1.144585
iter 70 value 1.020843
iter 80 value 0.817995
iter 90 value 0.715396
iter 100 value 0.657949
final value 0.657949
stopped after 100 iterations
# weights: 11
initial value 174.076948
iter 10 value 68.853613
iter 20 value 66.002009
iter 30 value 65.527221
iter 40 value 51.554331
iter 50 value 12.465314
iter 60 value 0.926566
iter 70 value 0.453822
iter 80 value 0.317351
iter 90 value 0.226343
iter 100 value 0.133786
final value 0.133786
stopped after 100 iterations
# weights: 27
initial value 182.657949
iter 10 value 37.235096
iter 20 value 0.060877
final value 0.000051
converged
# weights: 43
initial value 170.791435
iter 10 value 29.291037
iter 20 value 0.039799
final value 0.000069
converged
# weights: 11
initial value 174.231382
iter 10 value 89.674141
iter 20 value 57.107390
final value 57.095684
converged
# weights: 27
initial value 167.012109
iter 10 value 75.633361
iter 20 value 39.509767
iter 30 value 36.726133
iter 40 value 36.577641
iter 50 value 36.518715
iter 60 value 36.483217
iter 70 value 36.455178
final value 36.455153
converged
# weights: 43
initial value 165.126378
iter 10 value 67.950323
iter 20 value 36.236019
iter 30 value 35.814997
iter 40 value 35.674009
iter 50 value 35.564056
iter 60 value 35.540245
iter 70 value 35.532274
iter 80 value 35.522691
iter 90 value 35.513897
iter 100 value 35.495970
final value 35.495970
stopped after 100 iterations
# weights: 11
initial value 169.940879
iter 10 value 150.210009
iter 20 value 7.624577
iter 30 value 1.624259
iter 40 value 1.014430
iter 50 value 0.934101
iter 60 value 0.911227
iter 70 value 0.909365
iter 80 value 0.907901
iter 90 value 0.902754
iter 100 value 0.901574
final value 0.901574
stopped after 100 iterations
# weights: 27
initial value 202.322839
iter 10 value 1.795874
iter 20 value 0.381029
iter 30 value 0.289554
iter 40 value 0.220401
iter 50 value 0.211501
iter 60 value 0.200354
iter 70 value 0.196064
iter 80 value 0.188231
iter 90 value 0.180409
iter 100 value 0.175353
final value 0.175353
stopped after 100 iterations
# weights: 43
initial value 175.248796
iter 10 value 17.880192
iter 20 value 0.471280
iter 30 value 0.413025
iter 40 value 0.366038
iter 50 value 0.305097
iter 60 value 0.245254
iter 70 value 0.222163
iter 80 value 0.197693
iter 90 value 0.183706
iter 100 value 0.176973
final value 0.176973
stopped after 100 iterations
# weights: 11
initial value 171.361614
final value 71.973584
converged
# weights: 27
initial value 165.916136
iter 10 value 7.955328
iter 20 value 5.364552
iter 30 value 5.264546
iter 40 value 5.093683
iter 50 value 4.859098
iter 60 value 4.840235
final value 4.840230
converged
# weights: 43
initial value 210.043102
iter 10 value 35.627722
iter 20 value 5.908952
iter 30 value 5.206259
iter 40 value 4.953980
iter 50 value 4.454787
iter 60 value 2.683127
iter 70 value 0.305081
iter 80 value 0.003695
final value 0.000071
converged
# weights: 11
initial value 178.502294
iter 10 value 88.002878
iter 20 value 68.798158
iter 30 value 62.345748
final value 62.247714
converged
# weights: 27
initial value 184.278718
iter 10 value 73.517734
iter 20 value 43.866012
iter 30 value 41.161477
iter 40 value 40.929886
iter 50 value 40.876323
iter 60 value 40.874844
iter 70 value 40.873503
final value 40.873501
converged
# weights: 43
initial value 169.866071
iter 10 value 76.611947
iter 20 value 41.831757
iter 30 value 39.928131
iter 40 value 39.648475
iter 50 value 39.629340
iter 60 value 39.629142
iter 70 value 39.624519
iter 80 value 39.622339
iter 90 value 39.596216
iter 100 value 39.589073
final value 39.589073
stopped after 100 iterations
# weights: 11
initial value 164.454630
iter 10 value 73.941255
iter 20 value 72.949889
iter 30 value 72.709852
iter 40 value 72.547377
iter 50 value 72.330666
iter 60 value 72.210773
iter 70 value 71.652707
iter 80 value 38.555581
iter 90 value 10.154738
iter 100 value 6.011106
final value 6.011106
stopped after 100 iterations
# weights: 27
initial value 176.695593
iter 10 value 50.111855
iter 20 value 6.171104
iter 30 value 5.520997
iter 40 value 5.436494
iter 50 value 5.406260
iter 60 value 5.392574
iter 70 value 5.381763
iter 80 value 5.379287
iter 90 value 5.378035
iter 100 value 5.355446
final value 5.355446
stopped after 100 iterations
# weights: 43
initial value 183.772546
iter 10 value 47.169297
iter 20 value 6.055019
iter 30 value 5.824613
iter 40 value 5.552197
iter 50 value 5.509530
iter 60 value 5.438306
iter 70 value 5.272804
iter 80 value 4.625151
iter 90 value 4.410255
iter 100 value 4.207735
final value 4.207735
stopped after 100 iterations
# weights: 11
initial value 173.244082
iter 10 value 41.243235
iter 20 value 11.071585
iter 30 value 2.528776
iter 40 value 1.275146
iter 50 value 0.549604
iter 60 value 0.453815
iter 70 value 0.394799
iter 80 value 0.372872
iter 90 value 0.304738
iter 100 value 0.267081
final value 0.267081
stopped after 100 iterations
# weights: 27
initial value 170.372757
iter 10 value 77.045491
iter 20 value 77.042029
final value 77.042003
converged
# weights: 43
initial value 197.973124
iter 10 value 51.038359
iter 20 value 0.231172
iter 30 value 0.000202
final value 0.000050
converged
# weights: 11
initial value 186.362907
iter 10 value 80.102692
iter 20 value 61.244590
iter 30 value 61.180194
final value 61.180184
converged
# weights: 27
initial value 211.124629
iter 10 value 59.614851
iter 20 value 42.057547
iter 30 value 40.413714
iter 40 value 39.976071
iter 50 value 39.957683
iter 60 value 39.954124
final value 39.954117
converged
# weights: 43
initial value 169.544075
iter 10 value 58.640567
iter 20 value 40.766531
iter 30 value 39.492886
iter 40 value 38.703102
iter 50 value 38.670221
iter 60 value 38.662330
iter 70 value 38.652194
iter 80 value 38.647559
iter 90 value 38.644511
iter 100 value 38.644395
final value 38.644395
stopped after 100 iterations
# weights: 11
initial value 169.903072
iter 10 value 77.021644
iter 20 value 37.166893
iter 30 value 10.514932
iter 40 value 5.049487
iter 50 value 2.674997
iter 60 value 2.187717
iter 70 value 2.170346
iter 80 value 2.158933
iter 90 value 2.156660
iter 100 value 2.156130
final value 2.156130
stopped after 100 iterations
# weights: 27
initial value 164.231561
iter 10 value 10.985995
iter 20 value 2.449285
iter 30 value 1.982186
iter 40 value 1.359056
iter 50 value 0.886253
iter 60 value 0.698563
iter 70 value 0.621813
iter 80 value 0.569093
iter 90 value 0.535047
iter 100 value 0.417507
final value 0.417507
stopped after 100 iterations
# weights: 43
initial value 189.189206
iter 10 value 11.887454
iter 20 value 2.199000
iter 30 value 1.354256
iter 40 value 0.774565
iter 50 value 0.577303
iter 60 value 0.478796
iter 70 value 0.406400
iter 80 value 0.393455
iter 90 value 0.380710
iter 100 value 0.364800
final value 0.364800
stopped after 100 iterations
# weights: 11
initial value 171.939635
iter 10 value 64.033807
iter 20 value 64.026556
final value 64.026524
converged
# weights: 27
initial value 168.551095
iter 10 value 7.067353
iter 20 value 0.002906
final value 0.000087
converged
# weights: 43
initial value 174.274467
iter 10 value 35.786975
iter 20 value 0.148669
final value 0.000075
converged
# weights: 11
initial value 166.897896
iter 10 value 72.591022
iter 20 value 58.111929
iter 30 value 57.831856
final value 57.831488
converged
# weights: 27
initial value 183.602281
iter 10 value 76.527131
iter 20 value 40.637118
iter 30 value 38.531443
iter 40 value 38.317160
iter 50 value 38.088849
iter 60 value 37.595479
iter 70 value 36.958265
iter 80 value 36.883341
final value 36.882964
converged
# weights: 43
initial value 195.781635
iter 10 value 56.646654
iter 20 value 39.343266
iter 30 value 36.563910
iter 40 value 36.179195
iter 50 value 35.990789
iter 60 value 35.967070
iter 70 value 35.965803
iter 80 value 35.964852
iter 90 value 35.945715
iter 100 value 35.906592
final value 35.906592
stopped after 100 iterations
# weights: 11
initial value 192.988554
iter 10 value 103.893436
iter 20 value 40.681098
iter 30 value 21.473825
iter 40 value 4.990901
iter 50 value 3.381939
iter 60 value 2.902576
iter 70 value 2.600142
iter 80 value 2.593503
iter 90 value 2.588252
iter 100 value 2.581677
final value 2.581677
stopped after 100 iterations
# weights: 27
initial value 181.701165
iter 10 value 64.512816
iter 20 value 9.305925
iter 30 value 0.794620
iter 40 value 0.756175
iter 50 value 0.696057
iter 60 value 0.635156
iter 70 value 0.557379
iter 80 value 0.503860
iter 90 value 0.494815
iter 100 value 0.473831
final value 0.473831
stopped after 100 iterations
# weights: 43
initial value 197.844623
iter 10 value 7.475031
iter 20 value 1.749449
iter 30 value 1.142402
iter 40 value 0.934911
iter 50 value 0.784813
iter 60 value 0.603482
iter 70 value 0.544838
iter 80 value 0.522865
iter 90 value 0.513272
iter 100 value 0.507482
final value 0.507482
stopped after 100 iterations
# weights: 11
initial value 175.139020
iter 10 value 70.908958
iter 20 value 68.498142
final value 68.495455
converged
# weights: 27
initial value 170.457444
iter 10 value 17.452213
iter 20 value 2.698857
iter 30 value 1.012789
iter 40 value 0.000203
final value 0.000037
converged
# weights: 43
initial value 193.459472
iter 10 value 20.741386
iter 20 value 2.874386
iter 30 value 2.052325
iter 40 value 0.411000
iter 50 value 0.002331
iter 60 value 0.000166
final value 0.000059
converged
# weights: 11
initial value 176.334863
iter 10 value 66.327045
iter 20 value 59.389163
iter 30 value 59.351952
iter 30 value 59.351952
iter 30 value 59.351952
final value 59.351952
converged
# weights: 27
initial value 172.468071
iter 10 value 73.718859
iter 20 value 41.782319
iter 30 value 40.269116
iter 40 value 39.552530
iter 50 value 39.117864
iter 60 value 39.056332
iter 70 value 39.021883
final value 39.020963
converged
# weights: 43
initial value 180.442249
iter 10 value 84.003108
iter 20 value 40.045065
iter 30 value 39.155207
iter 40 value 38.745145
iter 50 value 38.651092
iter 60 value 38.580000
iter 70 value 38.547455
iter 80 value 38.539190
iter 90 value 38.537532
iter 100 value 38.537301
final value 38.537301
stopped after 100 iterations
# weights: 11
initial value 167.110055
iter 10 value 69.558322
iter 20 value 68.078756
iter 30 value 50.871854
iter 40 value 12.053052
iter 50 value 5.028045
iter 60 value 4.032584
iter 70 value 3.977629
iter 80 value 3.903137
iter 90 value 3.902540
iter 100 value 3.902083
final value 3.902083
stopped after 100 iterations
# weights: 27
initial value 181.584961
iter 10 value 34.407993
iter 20 value 7.555885
iter 30 value 3.770788
iter 40 value 3.632466
iter 50 value 3.113554
iter 60 value 2.802425
iter 70 value 2.734069
iter 80 value 2.557674
iter 90 value 2.115484
iter 100 value 1.361314
final value 1.361314
stopped after 100 iterations
# weights: 43
initial value 192.265096
iter 10 value 19.873957
iter 20 value 3.060012
iter 30 value 2.924103
iter 40 value 2.695724
iter 50 value 2.629382
iter 60 value 2.502192
iter 70 value 1.853723
iter 80 value 1.398480
iter 90 value 1.094445
iter 100 value 0.990022
final value 0.990022
stopped after 100 iterations
# weights: 11
initial value 170.492462
iter 10 value 47.698901
iter 20 value 10.671493
iter 30 value 1.583981
iter 40 value 1.198272
iter 50 value 0.590161
iter 60 value 0.077957
iter 70 value 0.063107
iter 80 value 0.061224
iter 90 value 0.055304
iter 100 value 0.049282
final value 0.049282
stopped after 100 iterations
# weights: 27
initial value 169.975746
iter 10 value 63.802254
iter 20 value 0.257590
iter 30 value 0.012467
iter 40 value 0.002374
iter 50 value 0.000183
final value 0.000098
converged
# weights: 43
initial value 178.064157
iter 10 value 51.118601
iter 20 value 0.343924
iter 30 value 0.001352
iter 40 value 0.000668
final value 0.000071
converged
# weights: 11
initial value 165.181835
iter 10 value 83.546784
iter 20 value 62.318124
final value 61.933704
converged
# weights: 27
initial value 185.241064
iter 10 value 79.055617
iter 20 value 40.616247
iter 30 value 38.834923
iter 40 value 38.100921
iter 50 value 38.070293
iter 60 value 38.069391
final value 38.069327
converged
# weights: 43
initial value 191.301693
iter 10 value 80.388951
iter 20 value 40.371991
iter 30 value 37.518412
iter 40 value 36.997522
iter 50 value 36.887528
iter 60 value 36.843381
iter 70 value 36.832767
iter 80 value 36.826257
iter 90 value 36.823796
iter 100 value 36.816050
final value 36.816050
stopped after 100 iterations
# weights: 11
initial value 171.574849
iter 10 value 75.830826
iter 20 value 16.816123
iter 30 value 2.844520
iter 40 value 2.062761
iter 50 value 1.887931
iter 60 value 1.763178
iter 70 value 1.741347
iter 80 value 1.739616
iter 90 value 1.736790
iter 100 value 1.735923
final value 1.735923
stopped after 100 iterations
# weights: 27
initial value 205.448871
iter 10 value 7.498592
iter 20 value 0.740099
iter 30 value 0.640844
iter 40 value 0.537336
iter 50 value 0.381215
iter 60 value 0.350149
iter 70 value 0.317063
iter 80 value 0.290941
iter 90 value 0.277338
iter 100 value 0.265300
final value 0.265300
stopped after 100 iterations
# weights: 43
initial value 239.928889
iter 10 value 12.064579
iter 20 value 0.763141
iter 30 value 0.627436
iter 40 value 0.532134
iter 50 value 0.461522
iter 60 value 0.428300
iter 70 value 0.402519
iter 80 value 0.393240
iter 90 value 0.376250
iter 100 value 0.343946
final value 0.343946
stopped after 100 iterations
# weights: 11
initial value 181.111283
iter 10 value 71.003460
iter 20 value 71.000498
final value 71.000456
converged
# weights: 27
initial value 164.608896
iter 10 value 1.343674
iter 20 value 0.001603
final value 0.000090
converged
# weights: 43
initial value 175.105472
iter 10 value 6.426363
iter 20 value 0.015700
final value 0.000078
converged
# weights: 11
initial value 168.895246
iter 10 value 103.051905
iter 20 value 60.266175
iter 30 value 60.231149
final value 60.231142
converged
# weights: 27
initial value 176.607162
iter 10 value 56.392710
iter 20 value 40.733578
iter 30 value 37.942559
iter 40 value 37.363192
iter 50 value 37.317600
iter 60 value 37.314399
final value 37.314239
converged
# weights: 43
initial value 190.736107
iter 10 value 59.084762
iter 20 value 37.009826
iter 30 value 36.294803
iter 40 value 36.060665
iter 50 value 36.027912
iter 60 value 36.025778
iter 70 value 36.025253
final value 36.025248
converged
# weights: 11
initial value 166.751739
iter 10 value 27.394049
iter 20 value 1.885323
iter 30 value 1.510059
iter 40 value 1.448114
iter 50 value 1.443329
iter 60 value 1.440085
iter 70 value 1.436971
iter 80 value 1.435171
iter 90 value 1.433189
iter 100 value 1.430025
final value 1.430025
stopped after 100 iterations
# weights: 27
initial value 167.413167
iter 10 value 47.662885
iter 20 value 1.115660
iter 30 value 0.512811
iter 40 value 0.463922
iter 50 value 0.413448
iter 60 value 0.373676
iter 70 value 0.280664
iter 80 value 0.268776
iter 90 value 0.249750
iter 100 value 0.236682
final value 0.236682
stopped after 100 iterations
# weights: 43
initial value 185.011521
iter 10 value 13.325329
iter 20 value 0.854734
iter 30 value 0.735150
iter 40 value 0.514278
iter 50 value 0.421973
iter 60 value 0.362888
iter 70 value 0.346282
iter 80 value 0.321711
iter 90 value 0.310171
iter 100 value 0.271592
final value 0.271592
stopped after 100 iterations
# weights: 11
initial value 170.444586
iter 10 value 78.646759
iter 20 value 18.256676
iter 30 value 8.937375
iter 40 value 5.982810
iter 50 value 5.813387
iter 60 value 5.799665
iter 70 value 5.787374
iter 80 value 5.787142
iter 90 value 5.785377
iter 100 value 5.782687
final value 5.782687
stopped after 100 iterations
# weights: 27
initial value 169.009943
final value 68.994376
converged
# weights: 43
initial value 185.264095
iter 10 value 69.003436
iter 20 value 68.994399
final value 68.994376
converged
# weights: 11
initial value 169.622922
iter 10 value 87.811784
iter 20 value 61.311728
final value 61.167562
converged
# weights: 27
initial value 188.768740
iter 10 value 65.135901
iter 20 value 47.566573
iter 30 value 43.454522
iter 40 value 43.265963
iter 50 value 43.254850
final value 43.253335
converged
# weights: 43
initial value 185.821678
iter 10 value 57.174329
iter 20 value 42.397197
iter 30 value 41.189945
iter 40 value 40.651516
iter 50 value 40.511525
iter 60 value 40.489110
iter 70 value 40.468414
iter 80 value 40.445698
iter 90 value 40.430379
iter 100 value 40.427798
final value 40.427798
stopped after 100 iterations
# weights: 11
initial value 163.659258
iter 10 value 28.125801
iter 20 value 8.560400
iter 30 value 7.352628
iter 40 value 6.998580
iter 50 value 6.906058
iter 60 value 6.864827
iter 70 value 6.537142
iter 80 value 6.498755
iter 90 value 6.488013
iter 100 value 6.455925
final value 6.455925
stopped after 100 iterations
# weights: 27
initial value 166.803052
iter 10 value 68.971685
iter 20 value 50.376483
iter 30 value 32.031535
iter 40 value 9.953787
iter 50 value 7.216537
iter 60 value 6.594806
iter 70 value 6.516125
iter 80 value 6.450657
iter 90 value 6.323151
iter 100 value 6.276629
final value 6.276629
stopped after 100 iterations
# weights: 43
initial value 165.248132
iter 10 value 7.935835
iter 20 value 6.016876
iter 30 value 5.420152
iter 40 value 5.086721
iter 50 value 4.971184
iter 60 value 4.575485
iter 70 value 4.330266
iter 80 value 4.259385
iter 90 value 4.247508
iter 100 value 4.236220
final value 4.236220
stopped after 100 iterations
# weights: 11
initial value 164.508653
iter 10 value 5.493419
iter 20 value 2.813902
iter 30 value 1.199070
iter 40 value 0.107759
iter 50 value 0.005643
iter 60 value 0.003567
iter 70 value 0.001408
iter 80 value 0.000460
iter 90 value 0.000311
iter 100 value 0.000279
final value 0.000279
stopped after 100 iterations
# weights: 27
initial value 175.256799
iter 10 value 5.484280
iter 20 value 0.004490
final value 0.000050
converged
# weights: 43
initial value 204.961222
iter 10 value 13.604382
iter 20 value 0.010695
final value 0.000089
converged
# weights: 11
initial value 164.823099
iter 10 value 132.207666
iter 20 value 55.857968
iter 30 value 53.956886
final value 53.956597
converged
# weights: 27
initial value 167.820284
iter 10 value 70.971154
iter 20 value 38.928080
iter 30 value 36.929125
iter 40 value 36.566589
iter 50 value 36.474037
iter 60 value 36.446825
iter 70 value 36.446485
final value 36.446485
converged
# weights: 43
initial value 186.699994
iter 10 value 61.473938
iter 20 value 38.265931
iter 30 value 35.824828
iter 40 value 35.514253
iter 50 value 35.290057
iter 60 value 35.200237
iter 70 value 35.187998
iter 80 value 35.179255
iter 90 value 35.165837
iter 100 value 35.163328
final value 35.163328
stopped after 100 iterations
# weights: 11
initial value 190.514899
iter 10 value 68.661563
iter 20 value 58.096669
iter 30 value 57.985258
iter 40 value 55.861659
iter 50 value 44.276523
iter 60 value 10.667621
iter 70 value 2.919432
iter 80 value 1.840846
iter 90 value 1.426495
iter 100 value 1.286332
final value 1.286332
stopped after 100 iterations
# weights: 27
initial value 164.838012
iter 10 value 57.781089
iter 20 value 23.297154
iter 30 value 2.498352
iter 40 value 0.777818
iter 50 value 0.665800
iter 60 value 0.596242
iter 70 value 0.565593
iter 80 value 0.494941
iter 90 value 0.463455
iter 100 value 0.379198
final value 0.379198
stopped after 100 iterations
# weights: 43
initial value 160.039616
iter 10 value 8.656327
iter 20 value 0.613509
iter 30 value 0.483023
iter 40 value 0.444566
iter 50 value 0.415152
iter 60 value 0.382034
iter 70 value 0.372145
iter 80 value 0.358320
iter 90 value 0.335602
iter 100 value 0.323190
final value 0.323190
stopped after 100 iterations
# weights: 11
initial value 180.848366
iter 10 value 49.766994
iter 20 value 3.208600
iter 30 value 0.853928
iter 40 value 0.782021
iter 50 value 0.546259
iter 60 value 0.483994
iter 70 value 0.395885
iter 80 value 0.342069
iter 90 value 0.299181
iter 100 value 0.280459
final value 0.280459
stopped after 100 iterations
# weights: 27
initial value 175.124991
iter 10 value 23.004382
iter 20 value 0.644383
iter 30 value 0.000298
final value 0.000068
converged
# weights: 43
initial value 187.111261
iter 10 value 66.279357
iter 20 value 50.975203
iter 30 value 0.137635
iter 40 value 0.004695
final value 0.000055
converged
# weights: 11
initial value 165.324077
iter 10 value 57.789698
iter 20 value 56.149584
final value 56.149505
converged
# weights: 27
initial value 209.199347
iter 10 value 60.131207
iter 20 value 38.950909
iter 30 value 37.514048
iter 40 value 37.272659
iter 50 value 37.218437
iter 60 value 37.187650
iter 70 value 37.187482
final value 37.187480
converged
# weights: 43
initial value 179.642513
iter 10 value 48.662668
iter 20 value 38.145288
iter 30 value 37.605288
iter 40 value 37.466929
iter 50 value 37.413233
iter 60 value 37.326994
iter 70 value 36.549638
iter 80 value 36.273045
iter 90 value 36.255377
iter 100 value 36.222491
final value 36.222491
stopped after 100 iterations
# weights: 11
initial value 175.279171
iter 10 value 37.026943
iter 20 value 6.999012
iter 30 value 3.358891
iter 40 value 2.955573
iter 50 value 2.650246
iter 60 value 2.369074
iter 70 value 2.232323
iter 80 value 2.206828
iter 90 value 2.206181
iter 100 value 2.206011
final value 2.206011
stopped after 100 iterations
# weights: 27
initial value 197.152407
iter 10 value 10.941388
iter 20 value 1.606287
iter 30 value 1.231759
iter 40 value 1.011085
iter 50 value 0.581598
iter 60 value 0.454959
iter 70 value 0.432602
iter 80 value 0.424812
iter 90 value 0.390446
iter 100 value 0.383676
final value 0.383676
stopped after 100 iterations
# weights: 43
initial value 195.008623
iter 10 value 19.752262
iter 20 value 1.320433
iter 30 value 0.947202
iter 40 value 0.679218
iter 50 value 0.474296
iter 60 value 0.450598
iter 70 value 0.415993
iter 80 value 0.389770
iter 90 value 0.380171
iter 100 value 0.368840
final value 0.368840
stopped after 100 iterations
# weights: 11
initial value 167.981817
iter 10 value 67.330445
iter 20 value 67.107181
final value 67.106408
converged
# weights: 27
initial value 168.671595
iter 10 value 50.389783
iter 20 value 7.240186
iter 30 value 6.756798
iter 40 value 6.680275
iter 50 value 6.635504
iter 60 value 6.475237
iter 70 value 5.976190
iter 80 value 5.039347
iter 90 value 4.283031
iter 100 value 3.056124
final value 3.056124
stopped after 100 iterations
# weights: 43
initial value 177.369458
iter 10 value 7.277751
iter 20 value 6.756501
iter 30 value 6.634640
iter 40 value 6.619458
iter 50 value 6.618878
iter 60 value 6.616225
iter 70 value 6.603960
iter 80 value 6.602699
iter 90 value 6.599945
iter 100 value 6.599342
final value 6.599342
stopped after 100 iterations
# weights: 11
initial value 173.171642
iter 10 value 96.834645
iter 20 value 66.683934
iter 30 value 57.005535
final value 57.005367
converged
# weights: 27
initial value 195.816922
iter 10 value 73.370985
iter 20 value 43.086124
iter 30 value 40.154997
iter 40 value 40.016999
iter 50 value 40.015956
iter 50 value 40.015955
iter 50 value 40.015955
final value 40.015955
converged
# weights: 43
initial value 180.071652
iter 10 value 60.760018
iter 20 value 38.355430
iter 30 value 37.040430
iter 40 value 36.598228
iter 50 value 36.474839
iter 60 value 36.465440
iter 70 value 36.455215
iter 80 value 36.454242
final value 36.454055
converged
# weights: 11
initial value 166.089223
iter 10 value 67.792257
iter 20 value 67.439220
iter 30 value 67.346921
iter 40 value 67.284105
iter 50 value 67.245035
iter 60 value 67.232283
iter 70 value 67.214886
iter 80 value 67.179258
iter 90 value 22.073579
iter 100 value 7.787017
final value 7.787017
stopped after 100 iterations
# weights: 27
initial value 205.061921
iter 10 value 62.409847
iter 20 value 13.140341
iter 30 value 7.886156
iter 40 value 7.432587
iter 50 value 7.359865
iter 60 value 7.320262
iter 70 value 7.260805
iter 80 value 7.221623
iter 90 value 7.196347
iter 100 value 7.127086
final value 7.127086
stopped after 100 iterations
# weights: 43
initial value 171.805306
iter 10 value 9.719468
iter 20 value 6.952851
iter 30 value 6.897013
iter 40 value 6.863377
iter 50 value 6.833892
iter 60 value 6.807726
iter 70 value 6.783359
iter 80 value 6.734494
iter 90 value 6.332904
iter 100 value 5.031215
final value 5.031215
stopped after 100 iterations
# weights: 11
initial value 181.725782
iter 10 value 42.641340
iter 20 value 9.967223
iter 30 value 5.861208
iter 40 value 5.300348
iter 50 value 5.270097
iter 60 value 5.264723
iter 70 value 5.255362
iter 80 value 5.253691
iter 90 value 5.252357
iter 100 value 5.250836
final value 5.250836
stopped after 100 iterations
# weights: 27
initial value 171.185692
iter 10 value 11.162747
iter 20 value 5.422723
iter 30 value 5.359219
iter 40 value 5.231998
iter 50 value 5.180927
iter 60 value 5.163805
iter 70 value 5.159145
iter 80 value 5.156043
iter 90 value 5.147455
iter 100 value 5.143767
final value 5.143767
stopped after 100 iterations
# weights: 43
initial value 194.271980
iter 10 value 19.173356
iter 20 value 5.110940
iter 30 value 4.750677
iter 40 value 4.567169
iter 50 value 4.385305
iter 60 value 2.958696
iter 70 value 0.086156
final value 0.000057
converged
# weights: 11
initial value 177.333464
iter 10 value 93.476996
iter 20 value 70.668103
iter 30 value 57.818337
final value 57.815244
converged
# weights: 27
initial value 186.304253
iter 10 value 56.728605
iter 20 value 42.166913
iter 30 value 38.525598
iter 40 value 37.570115
iter 50 value 37.447031
iter 60 value 37.400689
iter 70 value 37.349862
final value 37.349823
converged
# weights: 43
initial value 189.195065
iter 10 value 58.434483
iter 20 value 38.479652
iter 30 value 36.649058
iter 40 value 36.369680
iter 50 value 36.353543
iter 60 value 36.323526
iter 70 value 36.300369
iter 80 value 36.267258
iter 90 value 36.225680
iter 100 value 36.158104
final value 36.158104
stopped after 100 iterations
# weights: 11
initial value 196.887932
iter 10 value 67.614426
iter 20 value 10.277160
iter 30 value 6.229312
iter 40 value 6.069620
iter 50 value 6.029508
iter 60 value 6.003536
iter 70 value 5.992582
iter 80 value 5.982360
iter 90 value 5.971710
iter 100 value 5.965606
final value 5.965606
stopped after 100 iterations
# weights: 27
initial value 209.537659
iter 10 value 7.400053
iter 20 value 5.469508
iter 30 value 5.388823
iter 40 value 5.064304
iter 50 value 4.666634
iter 60 value 4.477808
iter 70 value 4.244401
iter 80 value 3.470226
iter 90 value 3.188187
iter 100 value 3.158646
final value 3.158646
stopped after 100 iterations
# weights: 43
initial value 160.785911
iter 10 value 7.776025
iter 20 value 5.442852
iter 30 value 5.394284
iter 40 value 5.380267
iter 50 value 5.227279
iter 60 value 4.334158
iter 70 value 2.130263
iter 80 value 1.659139
iter 90 value 1.196435
iter 100 value 0.955460
final value 0.955460
stopped after 100 iterations
# weights: 11
initial value 168.489682
iter 10 value 63.041653
iter 20 value 13.177810
iter 30 value 5.456489
iter 40 value 5.170640
iter 50 value 5.148724
iter 60 value 5.147118
iter 70 value 5.142293
iter 80 value 5.137494
iter 90 value 5.136910
iter 100 value 5.135859
final value 5.135859
stopped after 100 iterations
# weights: 27
initial value 230.266758
iter 10 value 39.919655
iter 20 value 5.637444
iter 30 value 5.440266
iter 40 value 5.332471
iter 50 value 5.194164
iter 60 value 5.159485
iter 70 value 5.148130
iter 80 value 5.143660
iter 90 value 5.142696
iter 100 value 5.142347
final value 5.142347
stopped after 100 iterations
# weights: 43
initial value 172.723664
iter 10 value 10.175838
iter 20 value 5.098023
iter 30 value 4.951465
iter 40 value 4.651282
iter 50 value 4.548305
iter 60 value 4.396338
iter 70 value 3.020907
iter 80 value 2.448006
iter 90 value 2.317813
iter 100 value 2.133749
final value 2.133749
stopped after 100 iterations
# weights: 11
initial value 171.370146
iter 10 value 84.523749
iter 20 value 58.813805
final value 58.617611
converged
# weights: 27
initial value 199.412417
iter 10 value 65.650179
iter 20 value 41.644740
iter 30 value 39.707971
iter 40 value 38.946384
iter 50 value 38.594256
iter 60 value 38.544939
final value 38.544907
converged
# weights: 43
initial value 232.569542
iter 10 value 62.098917
iter 20 value 41.716396
iter 30 value 38.074749
iter 40 value 37.718959
iter 50 value 37.479991
iter 60 value 37.399648
iter 70 value 37.371860
iter 80 value 37.370788
iter 90 value 37.369557
iter 100 value 37.365777
final value 37.365777
stopped after 100 iterations
# weights: 11
initial value 169.147094
iter 10 value 68.327243
iter 20 value 68.116113
iter 30 value 68.062833
iter 40 value 68.036255
iter 50 value 68.022412
iter 60 value 68.013706
iter 70 value 67.987731
iter 80 value 67.868205
iter 90 value 56.407295
iter 100 value 19.756931
final value 19.756931
stopped after 100 iterations
# weights: 27
initial value 170.633551
iter 10 value 58.747877
iter 20 value 6.585735
iter 30 value 5.630618
iter 40 value 5.468494
iter 50 value 5.414508
iter 60 value 5.395706
iter 70 value 5.353766
iter 80 value 5.317640
iter 90 value 5.304922
iter 100 value 5.297534
final value 5.297534
stopped after 100 iterations
# weights: 43
initial value 171.769483
iter 10 value 13.398241
iter 20 value 5.612902
iter 30 value 5.339258
iter 40 value 5.230443
iter 50 value 4.487298
iter 60 value 3.631243
iter 70 value 3.569015
iter 80 value 3.491589
iter 90 value 3.311644
iter 100 value 3.168471
final value 3.168471
stopped after 100 iterations
# weights: 11
initial value 171.654944
iter 10 value 21.253917
iter 20 value 8.426286
iter 30 value 7.461373
iter 40 value 7.423876
iter 50 value 7.404276
iter 60 value 7.394560
iter 70 value 7.390672
iter 80 value 7.386226
iter 90 value 7.381138
iter 100 value 7.373954
final value 7.373954
stopped after 100 iterations
# weights: 27
initial value 215.942353
iter 10 value 9.619867
iter 20 value 7.408756
iter 30 value 7.293418
iter 40 value 6.890053
iter 50 value 6.166998
iter 60 value 4.993237
iter 70 value 4.966157
iter 80 value 4.939151
iter 90 value 4.922168
iter 100 value 4.920548
final value 4.920548
stopped after 100 iterations
# weights: 43
initial value 210.368024
iter 10 value 30.579748
iter 20 value 7.343000
iter 30 value 6.694794
iter 40 value 5.879391
iter 50 value 4.562372
iter 60 value 2.199091
iter 70 value 0.036406
iter 80 value 0.008777
iter 90 value 0.001631
iter 100 value 0.000991
final value 0.000991
stopped after 100 iterations
# weights: 11
initial value 178.475119
iter 10 value 86.128999
iter 20 value 60.714255
iter 30 value 60.505651
final value 60.505221
converged
# weights: 27
initial value 197.098622
iter 10 value 71.073547
iter 20 value 43.674672
iter 30 value 42.788984
iter 40 value 42.498111
iter 50 value 41.774280
iter 60 value 41.705943
iter 70 value 41.704189
final value 41.703972
converged
# weights: 43
initial value 171.768683
iter 10 value 70.271807
iter 20 value 43.972974
iter 30 value 42.499358
iter 40 value 41.497267
iter 50 value 40.787231
iter 60 value 40.451786
iter 70 value 40.418148
iter 80 value 40.385578
iter 90 value 40.374169
iter 100 value 40.371858
final value 40.371858
stopped after 100 iterations
# weights: 11
initial value 175.125971
iter 10 value 68.605652
iter 20 value 68.171083
iter 30 value 68.044245
iter 40 value 67.913470
iter 50 value 60.358716
iter 60 value 42.409371
iter 70 value 18.181371
iter 80 value 10.159157
iter 90 value 8.474275
iter 100 value 8.370861
final value 8.370861
stopped after 100 iterations
# weights: 27
initial value 171.869964
iter 10 value 15.997583
iter 20 value 7.064454
iter 30 value 6.720074
iter 40 value 6.522691
iter 50 value 6.333330
iter 60 value 6.046432
iter 70 value 5.929773
iter 80 value 5.733375
iter 90 value 5.477717
iter 100 value 5.356723
final value 5.356723
stopped after 100 iterations
# weights: 43
initial value 181.209120
iter 10 value 51.007217
iter 20 value 8.970028
iter 30 value 7.548150
iter 40 value 7.113514
iter 50 value 5.654456
iter 60 value 5.400596
iter 70 value 5.287223
iter 80 value 5.165668
iter 90 value 3.836655
iter 100 value 2.304973
final value 2.304973
stopped after 100 iterations
# weights: 11
initial value 173.837200
iter 10 value 66.916183
iter 20 value 66.208929
final value 66.208417
converged
# weights: 27
initial value 164.703020
iter 10 value 66.227945
final value 66.205183
converged
# weights: 43
initial value 197.655339
iter 10 value 19.165599
iter 20 value 2.560989
iter 30 value 1.622318
iter 40 value 0.984744
iter 50 value 0.412140
iter 60 value 0.255682
iter 70 value 0.033432
iter 80 value 0.009523
iter 90 value 0.002181
iter 100 value 0.001790
final value 0.001790
stopped after 100 iterations
# weights: 11
initial value 177.610899
iter 10 value 88.902055
iter 20 value 59.034393
final value 59.033028
converged
# weights: 27
initial value 186.876255
iter 10 value 65.778160
iter 20 value 40.693729
iter 30 value 39.712355
iter 40 value 39.372676
iter 50 value 38.300075
iter 60 value 38.126666
iter 70 value 38.078835
final value 38.076538
converged
# weights: 43
initial value 163.101345
iter 10 value 62.156747
iter 20 value 37.875957
iter 30 value 37.525408
iter 40 value 37.512570
iter 50 value 37.511989
final value 37.511985
converged
# weights: 11
initial value 168.514604
iter 10 value 66.885396
iter 20 value 66.384320
iter 30 value 66.324777
iter 40 value 66.310651
iter 50 value 66.253485
iter 60 value 29.047273
iter 70 value 6.308573
iter 80 value 4.161529
iter 90 value 3.984831
iter 100 value 3.968587
final value 3.968587
stopped after 100 iterations
# weights: 27
initial value 181.668781
iter 10 value 16.684714
iter 20 value 3.492948
iter 30 value 2.881495
iter 40 value 2.487971
iter 50 value 2.139314
iter 60 value 1.982138
iter 70 value 1.840277
iter 80 value 1.625896
iter 90 value 1.471584
iter 100 value 1.423976
final value 1.423976
stopped after 100 iterations
# weights: 43
initial value 173.721540
iter 10 value 15.705731
iter 20 value 2.755218
iter 30 value 1.962509
iter 40 value 1.524795
iter 50 value 1.165116
iter 60 value 0.883017
iter 70 value 0.757379
iter 80 value 0.689231
iter 90 value 0.645936
iter 100 value 0.619097
final value 0.619097
stopped after 100 iterations
# weights: 11
initial value 170.448628
iter 10 value 52.923429
iter 20 value 12.967858
iter 30 value 1.696491
iter 40 value 1.493995
iter 50 value 1.243280
iter 60 value 1.146490
iter 70 value 0.930636
iter 80 value 0.777676
iter 90 value 0.726077
iter 100 value 0.587739
final value 0.587739
stopped after 100 iterations
# weights: 27
initial value 167.161029
iter 10 value 19.589592
iter 20 value 0.310993
iter 30 value 0.000606
final value 0.000057
converged
# weights: 43
initial value 187.193967
iter 10 value 22.906109
iter 20 value 0.084787
iter 30 value 0.003135
final value 0.000075
converged
# weights: 11
initial value 177.197692
iter 10 value 98.610788
iter 20 value 81.683854
iter 30 value 60.808585
final value 60.808044
converged
# weights: 27
initial value 175.381675
iter 10 value 61.426853
iter 20 value 39.604711
iter 30 value 39.008038
iter 40 value 38.910621
iter 50 value 38.853317
iter 60 value 38.830439
iter 70 value 38.828239
final value 38.828228
converged
# weights: 43
initial value 163.059960
iter 10 value 50.920766
iter 20 value 39.999205
iter 30 value 38.826145
iter 40 value 38.472319
iter 50 value 38.436155
iter 60 value 38.423747
iter 70 value 38.420206
iter 80 value 38.419847
final value 38.419751
converged
# weights: 11
initial value 216.956066
iter 10 value 91.553855
iter 20 value 74.919456
iter 30 value 18.609525
iter 40 value 4.700616
iter 50 value 3.126611
iter 60 value 2.976070
iter 70 value 2.664671
iter 80 value 2.582262
iter 90 value 2.572367
iter 100 value 2.564499
final value 2.564499
stopped after 100 iterations
# weights: 27
initial value 168.277589
iter 10 value 21.014906
iter 20 value 2.655116
iter 30 value 1.550346
iter 40 value 1.065492
iter 50 value 0.844923
iter 60 value 0.702243
iter 70 value 0.666775
iter 80 value 0.591918
iter 90 value 0.484687
iter 100 value 0.443284
final value 0.443284
stopped after 100 iterations
# weights: 43
initial value 201.600052
iter 10 value 7.501062
iter 20 value 0.782376
iter 30 value 0.704963
iter 40 value 0.551108
iter 50 value 0.504513
iter 60 value 0.466981
iter 70 value 0.459266
iter 80 value 0.430154
iter 90 value 0.421442
iter 100 value 0.402204
final value 0.402204
stopped after 100 iterations
# weights: 11
initial value 166.315339
iter 10 value 76.105021
iter 20 value 76.087225
iter 30 value 76.083013
final value 76.082513
converged
# weights: 27
initial value 193.483279
iter 10 value 73.584738
iter 20 value 6.057824
iter 30 value 0.523200
iter 40 value 0.006618
final value 0.000084
converged
# weights: 43
initial value 177.875373
iter 10 value 13.553441
iter 20 value 1.828981
iter 30 value 0.003365
final value 0.000084
converged
# weights: 11
initial value 175.695865
iter 10 value 125.293954
iter 20 value 67.616111
iter 30 value 61.911849
final value 61.903424
converged
# weights: 27
initial value 179.831890
iter 10 value 72.395645
iter 20 value 42.043341
iter 30 value 41.284215
iter 40 value 41.034671
iter 50 value 41.013784
final value 41.013674
converged
# weights: 43
initial value 198.730354
iter 10 value 80.936093
iter 20 value 42.644499
iter 30 value 41.424172
iter 40 value 39.976886
iter 50 value 39.808141
iter 60 value 39.777482
iter 70 value 39.774457
final value 39.774392
converged
# weights: 11
initial value 168.303317
iter 10 value 17.409939
iter 20 value 5.397688
iter 30 value 4.456000
iter 40 value 4.270541
iter 50 value 3.915306
iter 60 value 3.831491
iter 70 value 3.812003
iter 80 value 3.802846
iter 90 value 3.789629
iter 100 value 3.770053
final value 3.770053
stopped after 100 iterations
# weights: 27
initial value 176.166990
iter 10 value 7.309531
iter 20 value 2.893867
iter 30 value 2.436484
iter 40 value 1.603857
iter 50 value 1.305856
iter 60 value 1.275516
iter 70 value 1.218694
iter 80 value 1.033967
iter 90 value 0.971526
iter 100 value 0.911067
final value 0.911067
stopped after 100 iterations
# weights: 43
initial value 173.010977
iter 10 value 10.941732
iter 20 value 2.833188
iter 30 value 2.107099
iter 40 value 1.482628
iter 50 value 1.057401
iter 60 value 0.836062
iter 70 value 0.720275
iter 80 value 0.662405
iter 90 value 0.616010
iter 100 value 0.570110
final value 0.570110
stopped after 100 iterations
# weights: 11
initial value 172.792599
final value 75.955024
converged
# weights: 27
initial value 221.119370
iter 10 value 22.327011
iter 20 value 0.973462
iter 30 value 0.029211
final value 0.000068
converged
# weights: 43
initial value 168.711960
iter 10 value 75.240203
iter 20 value 11.445469
iter 30 value 0.215329
iter 40 value 0.011987
iter 50 value 0.000107
iter 50 value 0.000061
iter 50 value 0.000055
final value 0.000055
converged
# weights: 11
initial value 195.160798
iter 10 value 84.142249
iter 20 value 61.547814
iter 30 value 60.508064
final value 60.508041
converged
# weights: 27
initial value 177.300160
iter 10 value 81.745700
iter 20 value 42.752386
iter 30 value 41.368168
iter 40 value 41.180927
iter 50 value 40.866289
iter 60 value 40.856168
iter 70 value 40.854023
final value 40.853986
converged
# weights: 43
initial value 167.256597
iter 10 value 84.435906
iter 20 value 46.843707
iter 30 value 42.799810
iter 40 value 41.560888
iter 50 value 40.837197
iter 60 value 40.435958
iter 70 value 40.083446
iter 80 value 39.986731
iter 90 value 39.937194
iter 100 value 39.891518
final value 39.891518
stopped after 100 iterations
# weights: 11
initial value 166.291972
iter 10 value 15.295598
iter 20 value 4.619799
iter 30 value 2.592698
iter 40 value 2.389146
iter 50 value 2.345293
iter 60 value 2.335205
iter 70 value 2.314039
iter 80 value 2.311335
iter 90 value 2.310877
iter 100 value 2.310824
final value 2.310824
stopped after 100 iterations
# weights: 27
initial value 162.729404
iter 10 value 40.158178
iter 20 value 14.707006
iter 30 value 3.874270
iter 40 value 2.085079
iter 50 value 1.938114
iter 60 value 1.850602
iter 70 value 1.558115
iter 80 value 1.514174
iter 90 value 1.446505
iter 100 value 1.415718
final value 1.415718
stopped after 100 iterations
# weights: 43
initial value 165.167741
iter 10 value 30.218658
iter 20 value 4.923434
iter 30 value 0.790911
iter 40 value 0.744859
iter 50 value 0.608769
iter 60 value 0.534083
iter 70 value 0.477643
iter 80 value 0.447172
iter 90 value 0.441762
iter 100 value 0.429443
final value 0.429443
stopped after 100 iterations
# weights: 11
initial value 168.901515
iter 10 value 59.932146
iter 20 value 11.028689
iter 30 value 9.037783
iter 40 value 7.866463
iter 50 value 6.946319
iter 60 value 6.556116
iter 70 value 6.424621
iter 80 value 6.356465
iter 90 value 4.887816
iter 100 value 3.859424
final value 3.859424
stopped after 100 iterations
# weights: 27
initial value 171.682933
iter 10 value 68.002569
iter 20 value 67.916163
iter 30 value 67.905774
iter 40 value 67.892643
iter 50 value 55.735882
iter 60 value 15.640195
iter 70 value 5.980748
iter 80 value 5.248633
iter 90 value 2.599567
iter 100 value 0.019456
final value 0.019456
stopped after 100 iterations
# weights: 43
initial value 179.258648
iter 10 value 51.429676
iter 20 value 5.981741
iter 30 value 1.799687
iter 40 value 0.001636
final value 0.000035
converged
# weights: 11
initial value 167.836324
iter 10 value 85.163704
iter 20 value 60.983274
final value 60.451992
converged
# weights: 27
initial value 199.457471
iter 10 value 67.345459
iter 20 value 48.009873
iter 30 value 45.351410
iter 40 value 41.377192
iter 50 value 41.017606
iter 60 value 40.927640
iter 70 value 40.920006
final value 40.919975
converged
# weights: 43
initial value 169.875681
iter 10 value 69.870186
iter 20 value 42.786198
iter 30 value 40.444898
iter 40 value 40.209370
iter 50 value 40.041715
iter 60 value 39.986930
iter 70 value 39.963701
iter 80 value 39.953873
iter 90 value 39.943936
iter 100 value 39.909073
final value 39.909073
stopped after 100 iterations
# weights: 11
initial value 174.406851
iter 10 value 68.045944
iter 20 value 53.683517
iter 30 value 13.831817
iter 40 value 8.157343
iter 50 value 7.644167
iter 60 value 7.587676
iter 70 value 7.551377
iter 80 value 7.498989
iter 90 value 7.474006
iter 100 value 7.467194
final value 7.467194
stopped after 100 iterations
# weights: 27
initial value 204.779477
iter 10 value 68.362330
iter 20 value 68.156554
iter 30 value 64.224545
iter 40 value 14.204486
iter 50 value 6.069220
iter 60 value 3.822375
iter 70 value 3.712057
iter 80 value 3.573373
iter 90 value 3.453914
iter 100 value 2.944553
final value 2.944553
stopped after 100 iterations
# weights: 43
initial value 178.022976
iter 10 value 26.287696
iter 20 value 5.721077
iter 30 value 5.377307
iter 40 value 3.706378
iter 50 value 2.900370
iter 60 value 2.331692
iter 70 value 2.119911
iter 80 value 1.835743
iter 90 value 1.338837
iter 100 value 1.068767
final value 1.068767
stopped after 100 iterations
# weights: 11
initial value 168.177944
iter 10 value 68.416879
iter 20 value 68.361256
iter 30 value 68.353987
iter 40 value 68.339588
iter 50 value 68.238484
iter 60 value 66.358504
iter 70 value 58.472577
iter 80 value 35.169066
iter 90 value 20.141236
iter 100 value 10.498616
final value 10.498616
stopped after 100 iterations
# weights: 27
initial value 179.053533
iter 10 value 15.411378
iter 20 value 0.048447
iter 30 value 0.000909
iter 40 value 0.000571
final value 0.000070
converged
# weights: 43
initial value 192.104882
iter 10 value 31.467180
iter 20 value 2.769385
iter 30 value 0.122334
iter 40 value 0.002264
iter 50 value 0.000232
final value 0.000043
converged
# weights: 11
initial value 166.119226
iter 10 value 87.205087
iter 20 value 62.131982
final value 60.120884
converged
# weights: 27
initial value 181.111001
iter 10 value 83.384701
iter 20 value 45.149888
iter 30 value 43.549360
iter 40 value 43.523606
final value 43.523583
converged
# weights: 43
initial value 182.932842
iter 10 value 74.436877
iter 20 value 47.020383
iter 30 value 41.712074
iter 40 value 40.979636
iter 50 value 40.565560
iter 60 value 40.442009
iter 70 value 40.425616
iter 80 value 40.420469
iter 90 value 40.419899
iter 100 value 40.419374
final value 40.419374
stopped after 100 iterations
# weights: 11
initial value 164.663487
iter 10 value 23.511915
iter 20 value 8.601434
iter 30 value 5.766003
iter 40 value 5.340411
iter 50 value 5.163548
iter 60 value 4.968170
iter 70 value 4.887203
iter 80 value 4.525757
iter 90 value 4.476473
iter 100 value 4.461071
final value 4.461071
stopped after 100 iterations
# weights: 27
initial value 166.135981
iter 10 value 67.798854
iter 20 value 9.127166
iter 30 value 3.706546
iter 40 value 1.251436
iter 50 value 1.193861
iter 60 value 1.127822
iter 70 value 0.993301
iter 80 value 0.922132
iter 90 value 0.901483
iter 100 value 0.851553
final value 0.851553
stopped after 100 iterations
# weights: 43
initial value 212.050018
iter 10 value 32.637240
iter 20 value 4.608836
iter 30 value 1.032599
iter 40 value 0.941385
iter 50 value 0.781312
iter 60 value 0.621326
iter 70 value 0.484368
iter 80 value 0.457119
iter 90 value 0.438523
iter 100 value 0.429053
final value 0.429053
stopped after 100 iterations
# weights: 11
initial value 167.280607
iter 10 value 73.669428
iter 20 value 71.158382
final value 71.156253
converged
# weights: 27
initial value 164.303846
iter 10 value 12.644371
iter 20 value 6.731937
iter 30 value 6.015100
iter 40 value 5.038228
iter 50 value 5.017264
iter 60 value 5.016580
final value 5.016445
converged
# weights: 43
initial value 177.977255
iter 10 value 14.380172
iter 20 value 7.212323
iter 30 value 6.478935
iter 40 value 5.529827
iter 50 value 4.436687
iter 60 value 4.117284
iter 70 value 3.463497
iter 80 value 3.213498
iter 90 value 0.625274
iter 100 value 0.010598
final value 0.010598
stopped after 100 iterations
# weights: 11
initial value 176.338602
iter 10 value 82.956381
iter 20 value 61.319659
final value 61.317597
converged
# weights: 27
initial value 185.476435
iter 10 value 95.278401
iter 20 value 68.708988
iter 30 value 46.706129
iter 40 value 45.756770
iter 50 value 44.758284
iter 60 value 44.421814
iter 70 value 44.420872
final value 44.420860
converged
# weights: 43
initial value 174.500305
iter 10 value 69.772119
iter 20 value 43.722736
iter 30 value 41.215220
iter 40 value 40.929438
iter 50 value 40.825403
iter 60 value 40.815606
iter 70 value 40.812949
iter 80 value 40.812666
iter 90 value 40.812424
iter 100 value 40.812263
final value 40.812263
stopped after 100 iterations
# weights: 11
initial value 171.435392
iter 10 value 72.199699
iter 20 value 71.515687
iter 30 value 71.351348
iter 40 value 71.294997
iter 50 value 71.278293
iter 60 value 58.375629
iter 70 value 13.344411
iter 80 value 8.163198
iter 90 value 8.083496
iter 100 value 7.998686
final value 7.998686
stopped after 100 iterations
# weights: 27
initial value 181.869402
iter 10 value 47.745018
iter 20 value 8.296971
iter 30 value 7.842267
iter 40 value 7.410510
iter 50 value 7.099299
iter 60 value 6.991895
iter 70 value 6.785282
iter 80 value 6.721264
iter 90 value 6.414513
iter 100 value 6.343886
final value 6.343886
stopped after 100 iterations
# weights: 43
initial value 208.351506
iter 10 value 15.607437
iter 20 value 8.310003
iter 30 value 7.117829
iter 40 value 6.572213
iter 50 value 6.321178
iter 60 value 6.276210
iter 70 value 6.189401
iter 80 value 5.743143
iter 90 value 5.573903
iter 100 value 5.340441
final value 5.340441
stopped after 100 iterations
# weights: 11
initial value 165.997140
iter 10 value 63.812073
iter 20 value 57.270495
iter 30 value 47.558196
iter 40 value 14.568716
iter 50 value 7.708576
iter 60 value 6.532115
iter 70 value 1.004453
iter 80 value 0.550751
iter 90 value 0.406867
iter 100 value 0.388272
final value 0.388272
stopped after 100 iterations
# weights: 27
initial value 188.107992
iter 10 value 69.535121
iter 20 value 69.167617
iter 30 value 12.192930
iter 40 value 1.820127
iter 50 value 0.183442
iter 60 value 0.000818
final value 0.000064
converged
# weights: 43
initial value 194.483794
iter 10 value 8.765666
iter 20 value 0.030995
final value 0.000074
converged
# weights: 11
initial value 166.720039
iter 10 value 102.794491
iter 20 value 69.188719
iter 30 value 60.548532
final value 60.541113
converged
# weights: 27
initial value 177.318747
iter 10 value 60.549821
iter 20 value 41.929504
iter 30 value 41.596284
iter 40 value 40.733913
iter 50 value 40.391082
iter 60 value 40.314243
iter 70 value 40.302871
final value 40.302827
converged
# weights: 43
initial value 198.810736
iter 10 value 57.748157
iter 20 value 40.845852
iter 30 value 39.357200
iter 40 value 39.152940
iter 50 value 39.131879
iter 60 value 39.129747
iter 70 value 39.129554
final value 39.129523
converged
# weights: 11
initial value 189.707780
iter 10 value 65.236049
iter 20 value 19.996561
iter 30 value 7.219236
iter 40 value 5.718548
iter 50 value 4.960590
iter 60 value 3.880479
iter 70 value 3.737250
iter 80 value 3.730502
iter 90 value 3.727834
iter 100 value 3.717133
final value 3.717133
stopped after 100 iterations
# weights: 27
initial value 181.212336
iter 10 value 18.647901
iter 20 value 2.513572
iter 30 value 0.840505
iter 40 value 0.802496
iter 50 value 0.747893
iter 60 value 0.732667
iter 70 value 0.662174
iter 80 value 0.630186
iter 90 value 0.603588
iter 100 value 0.557752
final value 0.557752
stopped after 100 iterations
# weights: 43
initial value 179.104881
iter 10 value 5.987019
iter 20 value 0.726508
iter 30 value 0.666513
iter 40 value 0.655549
iter 50 value 0.619504
iter 60 value 0.570075
iter 70 value 0.559121
iter 80 value 0.551608
iter 90 value 0.548785
iter 100 value 0.545444
final value 0.545444
stopped after 100 iterations
# weights: 11
initial value 171.947657
iter 10 value 133.828078
iter 20 value 73.812647
iter 30 value 65.372238
iter 40 value 30.757055
iter 50 value 8.923381
iter 60 value 3.280334
iter 70 value 2.475473
iter 80 value 0.758355
iter 90 value 0.487185
iter 100 value 0.425701
final value 0.425701
stopped after 100 iterations
# weights: 27
initial value 170.664460
iter 10 value 67.239151
iter 20 value 6.961283
iter 30 value 0.217365
iter 40 value 0.003938
iter 50 value 0.000797
iter 60 value 0.000114
iter 60 value 0.000060
iter 60 value 0.000056
final value 0.000056
converged
# weights: 43
initial value 188.001736
iter 10 value 61.025779
iter 20 value 1.139541
iter 30 value 0.004100
final value 0.000075
converged
# weights: 11
initial value 174.044109
iter 10 value 83.271088
iter 20 value 63.066072
iter 30 value 63.030385
final value 63.030363
converged
# weights: 27
initial value 227.508023
iter 10 value 84.708646
iter 20 value 48.274369
iter 30 value 43.270597
iter 40 value 43.057895
iter 50 value 42.920425
iter 60 value 42.893707
iter 70 value 42.876563
final value 42.876506
converged
# weights: 43
initial value 190.263029
iter 10 value 67.884147
iter 20 value 45.339901
iter 30 value 42.107565
iter 40 value 41.988679
iter 50 value 41.877164
iter 60 value 41.813824
iter 70 value 41.678104
iter 80 value 41.626789
iter 90 value 41.623161
iter 100 value 41.618495
final value 41.618495
stopped after 100 iterations
# weights: 11
initial value 166.895825
iter 10 value 19.447318
iter 20 value 4.405930
iter 30 value 3.223885
iter 40 value 2.924493
iter 50 value 2.866049
iter 60 value 2.711659
iter 70 value 2.527517
iter 80 value 2.510327
iter 90 value 2.497711
iter 100 value 2.491482
final value 2.491482
stopped after 100 iterations
# weights: 27
initial value 163.398265
iter 10 value 27.277860
iter 20 value 2.836046
iter 30 value 1.277129
iter 40 value 1.225290
iter 50 value 1.029892
iter 60 value 0.775370
iter 70 value 0.699320
iter 80 value 0.644526
iter 90 value 0.599343
iter 100 value 0.567166
final value 0.567166
stopped after 100 iterations
# weights: 43
initial value 167.465908
iter 10 value 12.360384
iter 20 value 1.646885
iter 30 value 1.297633
iter 40 value 0.685699
iter 50 value 0.606368
iter 60 value 0.534765
iter 70 value 0.509529
iter 80 value 0.497213
iter 90 value 0.480292
iter 100 value 0.467346
final value 0.467346
stopped after 100 iterations
# weights: 11
initial value 177.653083
iter 10 value 68.554148
iter 20 value 66.122962
iter 30 value 63.672028
iter 40 value 63.570322
iter 50 value 63.536137
iter 60 value 63.380588
iter 70 value 62.426657
iter 80 value 62.010704
iter 90 value 61.477142
iter 100 value 61.037328
final value 61.037328
stopped after 100 iterations
# weights: 27
initial value 184.254775
iter 10 value 11.595763
iter 20 value 3.032861
iter 30 value 0.014317
final value 0.000043
converged
# weights: 43
initial value 165.826429
iter 10 value 22.206749
iter 20 value 3.707825
iter 30 value 1.333605
iter 40 value 0.002487
final value 0.000052
converged
# weights: 11
initial value 165.689683
iter 10 value 89.976618
iter 20 value 61.630414
iter 30 value 60.502425
final value 60.501156
converged
# weights: 27
initial value 173.708037
iter 10 value 74.519951
iter 20 value 41.947719
iter 30 value 41.672227
final value 41.672193
converged
# weights: 43
initial value 165.402116
iter 10 value 47.982403
iter 20 value 39.499160
iter 30 value 38.658820
iter 40 value 38.352412
iter 50 value 38.347541
iter 60 value 38.345189
iter 70 value 38.344923
iter 80 value 38.344829
iter 90 value 38.344366
iter 100 value 38.344124
final value 38.344124
stopped after 100 iterations
# weights: 11
initial value 196.440665
iter 10 value 68.171808
iter 20 value 63.009654
iter 30 value 12.562513
iter 40 value 6.098740
iter 50 value 5.695254
iter 60 value 5.458650
iter 70 value 5.369740
iter 80 value 5.232009
iter 90 value 5.229669
iter 100 value 5.223329
final value 5.223329
stopped after 100 iterations
# weights: 27
initial value 176.376893
iter 10 value 59.644433
iter 20 value 5.172942
iter 30 value 4.298401
iter 40 value 4.098713
iter 50 value 4.005121
iter 60 value 3.648911
iter 70 value 3.541035
iter 80 value 3.356152
iter 90 value 2.968930
iter 100 value 2.832162
final value 2.832162
stopped after 100 iterations
# weights: 43
initial value 181.378623
iter 10 value 12.583340
iter 20 value 4.544887
iter 30 value 3.990768
iter 40 value 3.549716
iter 50 value 3.368746
iter 60 value 3.220709
iter 70 value 1.787322
iter 80 value 1.001672
iter 90 value 0.942032
iter 100 value 0.887849
final value 0.887849
stopped after 100 iterations
# weights: 11
initial value 185.308769
iter 10 value 66.710536
iter 20 value 13.829139
iter 30 value 2.347099
iter 40 value 1.198363
iter 50 value 0.737452
iter 60 value 0.648851
iter 70 value 0.468745
iter 80 value 0.438097
iter 90 value 0.343506
iter 100 value 0.332503
final value 0.332503
stopped after 100 iterations
# weights: 27
initial value 176.906035
iter 10 value 66.594711
iter 20 value 23.351400
iter 30 value 0.672068
iter 40 value 0.033119
final value 0.000055
converged
# weights: 43
initial value 214.466056
iter 10 value 26.407421
iter 20 value 0.118267
final value 0.000076
converged
# weights: 11
initial value 169.972140
iter 10 value 91.806201
iter 20 value 61.892097
iter 30 value 60.871958
final value 60.871815
converged
# weights: 27
initial value 168.235085
iter 10 value 66.244104
iter 20 value 42.904496
iter 30 value 40.536344
iter 40 value 40.074601
iter 50 value 40.070516
final value 40.070393
converged
# weights: 43
initial value 220.708379
iter 10 value 47.571123
iter 20 value 40.554125
iter 30 value 39.170879
iter 40 value 38.826376
iter 50 value 38.778538
iter 60 value 38.774457
iter 70 value 38.771679
final value 38.771101
converged
# weights: 11
initial value 175.314040
iter 10 value 136.758074
iter 20 value 78.369897
iter 30 value 78.039712
iter 40 value 77.887659
iter 50 value 76.268681
iter 60 value 75.902165
iter 70 value 75.059832
iter 80 value 73.454590
iter 90 value 68.763303
iter 100 value 67.931551
final value 67.931551
stopped after 100 iterations
# weights: 27
initial value 188.686324
iter 10 value 9.143357
iter 20 value 0.741460
iter 30 value 0.576374
iter 40 value 0.490357
iter 50 value 0.431401
iter 60 value 0.404068
iter 70 value 0.394392
iter 80 value 0.369172
iter 90 value 0.357836
iter 100 value 0.335030
final value 0.335030
stopped after 100 iterations
# weights: 43
initial value 160.578531
iter 10 value 17.687956
iter 20 value 0.990423
iter 30 value 0.587267
iter 40 value 0.483004
iter 50 value 0.468552
iter 60 value 0.384122
iter 70 value 0.359031
iter 80 value 0.346651
iter 90 value 0.340457
iter 100 value 0.335902
final value 0.335902
stopped after 100 iterations
# weights: 11
initial value 176.924521
iter 10 value 65.162976
iter 20 value 11.452750
iter 30 value 5.444470
iter 40 value 4.716113
iter 50 value 4.368071
iter 60 value 4.127448
iter 70 value 2.235575
iter 80 value 1.916072
iter 90 value 1.007479
iter 100 value 0.579071
final value 0.579071
stopped after 100 iterations
# weights: 27
initial value 171.296103
iter 10 value 58.559425
iter 20 value 4.058733
iter 30 value 0.004662
final value 0.000056
converged
# weights: 43
initial value 176.460019
iter 10 value 7.113209
iter 20 value 1.587139
iter 30 value 0.001380
final value 0.000066
converged
# weights: 11
initial value 163.903578
iter 10 value 94.678459
iter 20 value 67.393162
iter 30 value 55.789446
final value 55.787688
converged
# weights: 27
initial value 169.187859
iter 10 value 91.918538
iter 20 value 55.173055
iter 30 value 38.235404
iter 40 value 36.568939
iter 50 value 36.430700
iter 60 value 36.406303
iter 70 value 36.402840
final value 36.402837
converged
# weights: 43
initial value 160.497498
iter 10 value 63.223778
iter 20 value 37.391375
iter 30 value 35.611827
iter 40 value 35.360105
iter 50 value 35.345807
iter 60 value 35.334651
iter 70 value 35.322705
iter 80 value 35.294334
iter 90 value 35.204364
iter 100 value 35.190619
final value 35.190619
stopped after 100 iterations
# weights: 11
initial value 171.635136
iter 10 value 13.757383
iter 20 value 5.342700
iter 30 value 4.679920
iter 40 value 4.505055
iter 50 value 4.346162
iter 60 value 4.143089
iter 70 value 4.137516
iter 80 value 4.134379
iter 90 value 4.129884
iter 100 value 4.127706
final value 4.127706
stopped after 100 iterations
# weights: 27
initial value 187.212096
iter 10 value 62.590651
iter 20 value 14.308563
iter 30 value 4.949611
iter 40 value 2.128029
iter 50 value 1.257196
iter 60 value 1.154990
iter 70 value 0.940562
iter 80 value 0.858353
iter 90 value 0.770693
iter 100 value 0.651273
final value 0.651273
stopped after 100 iterations
# weights: 43
initial value 168.592009
iter 10 value 10.598811
iter 20 value 1.693081
iter 30 value 1.111638
iter 40 value 1.042208
iter 50 value 0.782863
iter 60 value 0.725434
iter 70 value 0.678590
iter 80 value 0.667223
iter 90 value 0.645554
iter 100 value 0.623134
final value 0.623134
stopped after 100 iterations
# weights: 11
initial value 163.557768
iter 10 value 65.650474
iter 20 value 18.246131
iter 30 value 6.371594
iter 40 value 0.751876
iter 50 value 0.589841
iter 60 value 0.371206
iter 70 value 0.249149
iter 80 value 0.232559
iter 90 value 0.184788
iter 100 value 0.183783
final value 0.183783
stopped after 100 iterations
# weights: 27
initial value 190.471856
iter 10 value 73.399933
iter 20 value 67.121378
iter 30 value 40.347181
iter 40 value 13.680425
iter 50 value 6.455787
iter 60 value 3.551187
iter 70 value 0.458810
iter 80 value 0.005071
iter 90 value 0.001578
iter 100 value 0.001492
final value 0.001492
stopped after 100 iterations
# weights: 43
initial value 176.140813
iter 10 value 12.205701
iter 20 value 0.187286
iter 30 value 0.000127
iter 30 value 0.000063
iter 30 value 0.000059
final value 0.000059
converged
# weights: 11
initial value 182.361637
iter 10 value 98.357617
iter 20 value 75.533782
iter 30 value 63.529102
final value 63.471164
converged
# weights: 27
initial value 215.629934
iter 10 value 88.391075
iter 20 value 45.156135
iter 30 value 44.389390
iter 40 value 44.330628
final value 44.330559
converged
# weights: 43
initial value 261.319564
iter 10 value 61.574682
iter 20 value 44.432420
iter 30 value 42.135148
iter 40 value 41.398504
iter 50 value 41.233268
iter 60 value 41.183628
iter 70 value 41.158891
iter 80 value 41.155236
iter 90 value 41.152421
iter 100 value 41.150921
final value 41.150921
stopped after 100 iterations
# weights: 11
initial value 167.218672
iter 10 value 92.399150
iter 20 value 24.067817
iter 30 value 6.568290
iter 40 value 5.463883
iter 50 value 5.020128
iter 60 value 4.992348
iter 70 value 4.962541
iter 80 value 4.909326
iter 90 value 4.903843
iter 100 value 4.901909
final value 4.901909
stopped after 100 iterations
# weights: 27
initial value 164.371613
iter 10 value 73.488738
iter 20 value 69.620387
iter 30 value 19.976265
iter 40 value 4.655134
iter 50 value 1.168715
iter 60 value 0.952791
iter 70 value 0.924320
iter 80 value 0.810496
iter 90 value 0.751128
iter 100 value 0.740152
final value 0.740152
stopped after 100 iterations
# weights: 43
initial value 166.094356
iter 10 value 18.031844
iter 20 value 2.084517
iter 30 value 1.401586
iter 40 value 1.048632
iter 50 value 0.808432
iter 60 value 0.732693
iter 70 value 0.646719
iter 80 value 0.586794
iter 90 value 0.546119
iter 100 value 0.530778
final value 0.530778
stopped after 100 iterations
# weights: 11
initial value 171.066734
iter 10 value 130.404797
iter 20 value 28.255029
iter 30 value 4.727748
iter 40 value 3.576958
iter 50 value 3.567401
iter 60 value 3.563591
iter 70 value 3.562081
iter 80 value 3.559335
iter 90 value 3.556034
iter 100 value 3.552285
final value 3.552285
stopped after 100 iterations
# weights: 27
initial value 180.838704
iter 10 value 6.449112
iter 20 value 3.463022
iter 30 value 2.751524
iter 40 value 1.493896
iter 50 value 0.094600
iter 60 value 0.035176
iter 70 value 0.025690
iter 80 value 0.014379
iter 90 value 0.000382
iter 100 value 0.000126
final value 0.000126
stopped after 100 iterations
# weights: 43
initial value 171.792053
iter 10 value 60.921281
iter 20 value 3.858862
iter 30 value 3.619905
iter 40 value 2.983123
iter 50 value 2.503257
iter 60 value 1.910436
iter 70 value 0.012802
iter 80 value 0.000163
final value 0.000094
converged
# weights: 11
initial value 179.073652
iter 10 value 78.474811
iter 20 value 56.257139
final value 56.251085
converged
# weights: 27
initial value 171.843592
iter 10 value 61.673722
iter 20 value 37.929265
iter 30 value 37.293174
iter 40 value 37.270756
iter 50 value 36.920650
iter 60 value 36.196844
iter 70 value 35.898351
iter 80 value 35.883489
final value 35.883476
converged
# weights: 43
initial value 199.102318
iter 10 value 69.162302
iter 20 value 36.051737
iter 30 value 34.925703
iter 40 value 34.793099
iter 50 value 34.690281
iter 60 value 34.655036
iter 70 value 34.631351
iter 80 value 34.615415
iter 90 value 34.608635
iter 100 value 34.582437
final value 34.582437
stopped after 100 iterations
# weights: 11
initial value 174.391716
iter 10 value 49.638042
iter 20 value 4.492333
iter 30 value 4.112279
iter 40 value 4.080384
iter 50 value 4.077271
iter 60 value 4.075404
iter 70 value 4.069006
final value 4.068948
converged
# weights: 27
initial value 181.817449
iter 10 value 10.330572
iter 20 value 5.533818
iter 30 value 4.754506
iter 40 value 4.092831
iter 50 value 3.865181
iter 60 value 3.800097
iter 70 value 3.789635
iter 80 value 3.771909
iter 90 value 3.761186
iter 100 value 3.752406
final value 3.752406
stopped after 100 iterations
# weights: 43
initial value 236.874249
iter 10 value 11.347925
iter 20 value 4.449200
iter 30 value 4.068172
iter 40 value 3.831984
iter 50 value 3.779194
iter 60 value 3.731199
iter 70 value 3.541411
iter 80 value 3.453948
iter 90 value 3.185507
iter 100 value 2.898045
final value 2.898045
stopped after 100 iterations
# weights: 11
initial value 177.644174
iter 10 value 36.154217
iter 20 value 8.677419
iter 30 value 7.151838
iter 40 value 7.088095
iter 50 value 7.069914
iter 60 value 7.051162
iter 70 value 7.038523
iter 80 value 7.025424
iter 90 value 7.023748
iter 100 value 7.016097
final value 7.016097
stopped after 100 iterations
# weights: 27
initial value 181.038706
iter 10 value 16.455378
iter 20 value 7.270909
iter 30 value 7.086404
iter 40 value 7.038065
iter 50 value 6.934670
iter 60 value 6.858559
iter 70 value 6.683939
iter 80 value 6.557327
iter 90 value 6.377608
iter 100 value 6.268961
final value 6.268961
stopped after 100 iterations
# weights: 43
initial value 192.162185
iter 10 value 44.093619
iter 20 value 7.370832
iter 30 value 7.276063
iter 40 value 7.074666
iter 50 value 7.064652
iter 60 value 7.014837
iter 70 value 6.998328
iter 80 value 6.988481
iter 90 value 6.983388
iter 100 value 6.982236
final value 6.982236
stopped after 100 iterations
# weights: 11
initial value 176.800165
iter 10 value 79.758148
iter 20 value 60.124972
iter 30 value 59.810039
final value 59.809852
converged
# weights: 27
initial value 172.888086
iter 10 value 80.584434
iter 20 value 47.024381
iter 30 value 44.508088
iter 40 value 43.644310
iter 50 value 43.385646
iter 60 value 43.029271
iter 70 value 42.857548
final value 42.857327
converged
# weights: 43
initial value 169.283366
iter 10 value 68.240194
iter 20 value 41.087671
iter 30 value 39.547663
iter 40 value 39.459216
iter 50 value 39.430687
iter 60 value 39.419629
iter 70 value 39.418779
iter 80 value 39.418498
final value 39.418453
converged
# weights: 11
initial value 174.327047
iter 10 value 58.251310
iter 20 value 10.044388
iter 30 value 8.077252
iter 40 value 7.880811
iter 50 value 7.858862
iter 60 value 7.848761
iter 70 value 7.836479
iter 80 value 7.827369
iter 90 value 7.826363
iter 100 value 7.824834
final value 7.824834
stopped after 100 iterations
# weights: 27
initial value 176.853029
iter 10 value 24.793142
iter 20 value 7.942580
iter 30 value 7.564744
iter 40 value 7.416184
iter 50 value 7.070530
iter 60 value 6.951260
iter 70 value 6.333037
iter 80 value 6.300950
iter 90 value 6.077409
iter 100 value 6.004799
final value 6.004799
stopped after 100 iterations
# weights: 43
initial value 184.212696
iter 10 value 31.930613
iter 20 value 7.615017
iter 30 value 6.906932
iter 40 value 6.676319
iter 50 value 5.298802
iter 60 value 4.145472
iter 70 value 3.202428
iter 80 value 2.858433
iter 90 value 2.344169
iter 100 value 1.764721
final value 1.764721
stopped after 100 iterations
# weights: 11
initial value 187.588762
iter 10 value 74.431536
iter 20 value 73.456554
final value 73.454846
converged
# weights: 27
initial value 181.660520
iter 10 value 7.574772
iter 20 value 5.197683
iter 30 value 5.127590
iter 40 value 5.051004
iter 50 value 5.015280
iter 60 value 4.947819
iter 70 value 4.944193
iter 80 value 4.929081
iter 90 value 4.927985
iter 100 value 4.917796
final value 4.917796
stopped after 100 iterations
# weights: 43
initial value 210.951687
iter 10 value 6.952509
iter 20 value 5.265412
iter 30 value 5.115217
iter 40 value 2.012249
iter 50 value 1.468336
iter 60 value 1.404055
iter 70 value 1.386361
iter 80 value 1.386294
final value 1.386294
converged
# weights: 11
initial value 167.764206
iter 10 value 65.533148
iter 20 value 61.042810
final value 61.041065
converged
# weights: 27
initial value 171.954435
iter 10 value 74.218557
iter 20 value 41.827002
iter 30 value 40.103887
iter 40 value 39.999321
iter 50 value 39.993795
iter 60 value 39.993217
final value 39.993204
converged
# weights: 43
initial value 169.925008
iter 10 value 55.406249
iter 20 value 40.652579
iter 30 value 39.645427
iter 40 value 39.580602
iter 50 value 39.546716
iter 60 value 39.519030
iter 70 value 39.514387
iter 80 value 39.511625
iter 90 value 39.511490
final value 39.511465
converged
# weights: 11
initial value 171.240904
iter 10 value 48.374057
iter 20 value 10.591034
iter 30 value 6.379284
iter 40 value 6.309811
iter 50 value 6.300168
iter 60 value 6.297695
iter 70 value 6.296922
iter 80 value 6.296135
iter 90 value 6.296026
iter 100 value 6.295926
final value 6.295926
stopped after 100 iterations
# weights: 27
initial value 171.811368
iter 10 value 15.385973
iter 20 value 5.837770
iter 30 value 5.771473
iter 40 value 5.619303
iter 50 value 5.502852
iter 60 value 4.575165
iter 70 value 3.038827
iter 80 value 2.436803
iter 90 value 1.950943
iter 100 value 1.879363
final value 1.879363
stopped after 100 iterations
# weights: 43
initial value 175.650280
iter 10 value 9.710813
iter 20 value 5.372179
iter 30 value 4.641267
iter 40 value 2.253716
iter 50 value 1.404122
iter 60 value 1.208551
iter 70 value 1.074202
iter 80 value 0.954589
iter 90 value 0.906946
iter 100 value 0.880658
final value 0.880658
stopped after 100 iterations
# weights: 11
initial value 163.490323
iter 10 value 71.542864
iter 20 value 71.000959
final value 71.000487
converged
# weights: 27
initial value 166.427161
iter 10 value 16.701917
iter 20 value 6.014038
iter 30 value 5.890260
iter 40 value 5.606261
iter 50 value 5.262230
iter 60 value 3.322559
iter 70 value 2.924098
iter 80 value 2.344153
iter 90 value 1.871875
iter 100 value 1.583063
final value 1.583063
stopped after 100 iterations
# weights: 43
initial value 182.940639
iter 10 value 60.375313
iter 20 value 8.298255
iter 30 value 6.071482
iter 40 value 5.708198
iter 50 value 5.369794
iter 60 value 4.079117
iter 70 value 2.520663
iter 80 value 2.185121
iter 90 value 2.019865
iter 100 value 1.976689
final value 1.976689
stopped after 100 iterations
# weights: 11
initial value 168.350807
iter 10 value 91.388623
iter 20 value 77.009009
iter 30 value 60.102215
final value 60.052000
converged
# weights: 27
initial value 165.263115
iter 10 value 54.838728
iter 20 value 41.906158
iter 30 value 41.109730
iter 40 value 40.843099
iter 50 value 40.673848
iter 60 value 39.665207
iter 70 value 39.524221
final value 39.521784
converged
# weights: 43
initial value 174.641242
iter 10 value 62.887859
iter 20 value 41.068604
iter 30 value 39.016399
iter 40 value 38.820759
iter 50 value 38.606940
iter 60 value 38.572823
iter 70 value 38.563263
iter 80 value 38.557681
iter 90 value 38.554766
iter 100 value 38.554414
final value 38.554414
stopped after 100 iterations
# weights: 11
initial value 185.735419
iter 10 value 84.784287
iter 20 value 26.904738
iter 30 value 6.736141
iter 40 value 6.667808
iter 50 value 6.631947
iter 60 value 6.619383
iter 70 value 6.612508
iter 80 value 6.607900
iter 90 value 6.604787
iter 100 value 6.603076
final value 6.603076
stopped after 100 iterations
# weights: 27
initial value 185.252555
iter 10 value 66.511933
iter 20 value 10.399603
iter 30 value 6.034406
iter 40 value 5.944861
iter 50 value 5.729505
iter 60 value 5.690247
iter 70 value 5.682773
iter 80 value 5.649823
iter 90 value 5.613970
iter 100 value 5.592428
final value 5.592428
stopped after 100 iterations
# weights: 43
initial value 200.561741
iter 10 value 9.686361
iter 20 value 6.493236
iter 30 value 6.041823
iter 40 value 5.451700
iter 50 value 5.102259
iter 60 value 4.632681
iter 70 value 4.063725
iter 80 value 2.743706
iter 90 value 2.133506
iter 100 value 1.831007
final value 1.831007
stopped after 100 iterations
# weights: 11
initial value 205.886703
iter 10 value 80.898672
iter 20 value 7.098291
iter 30 value 0.587995
iter 40 value 0.282488
iter 50 value 0.130516
iter 60 value 0.106433
iter 70 value 0.101126
iter 80 value 0.093766
iter 90 value 0.082453
iter 100 value 0.078032
final value 0.078032
stopped after 100 iterations
# weights: 27
initial value 169.528062
iter 10 value 35.429482
iter 20 value 2.617338
iter 30 value 0.009894
final value 0.000042
converged
# weights: 43
initial value 232.727900
iter 10 value 8.048913
iter 20 value 0.997912
iter 30 value 0.000367
final value 0.000075
converged
# weights: 11
initial value 162.997509
iter 10 value 74.998899
iter 20 value 62.537263
final value 62.537013
converged
# weights: 27
initial value 169.158982
iter 10 value 96.857218
iter 20 value 42.470109
iter 30 value 40.978521
iter 40 value 40.853154
iter 50 value 40.847005
final value 40.846742
converged
# weights: 43
initial value 168.573148
iter 10 value 47.081497
iter 20 value 40.730562
iter 30 value 39.997264
iter 40 value 39.743046
iter 50 value 39.633493
iter 60 value 39.590477
iter 70 value 39.587521
iter 80 value 39.587434
final value 39.587418
converged
# weights: 11
initial value 164.128294
iter 10 value 61.711714
iter 20 value 7.883533
iter 30 value 4.251271
iter 40 value 4.140012
iter 50 value 4.049636
iter 60 value 4.046766
iter 70 value 4.031397
iter 80 value 4.014069
iter 90 value 4.013149
iter 100 value 4.011644
final value 4.011644
stopped after 100 iterations
# weights: 27
initial value 160.349612
iter 10 value 35.164603
iter 20 value 1.416097
iter 30 value 0.983446
iter 40 value 0.655289
iter 50 value 0.570647
iter 60 value 0.481167
iter 70 value 0.454957
iter 80 value 0.425577
iter 90 value 0.405668
iter 100 value 0.390273
final value 0.390273
stopped after 100 iterations
# weights: 43
initial value 243.069931
iter 10 value 12.231156
iter 20 value 0.975683
iter 30 value 0.849292
iter 40 value 0.662981
iter 50 value 0.549310
iter 60 value 0.510059
iter 70 value 0.493779
iter 80 value 0.473843
iter 90 value 0.455885
iter 100 value 0.443457
final value 0.443457
stopped after 100 iterations
# weights: 11
initial value 181.976722
iter 10 value 65.699246
iter 20 value 26.614916
iter 30 value 1.697247
iter 40 value 0.051673
iter 50 value 0.038628
iter 60 value 0.018259
iter 70 value 0.017328
iter 80 value 0.016620
iter 90 value 0.015607
iter 100 value 0.014989
final value 0.014989
stopped after 100 iterations
# weights: 27
initial value 211.353416
iter 10 value 4.170128
iter 20 value 0.009210
final value 0.000080
converged
# weights: 43
initial value 186.695990
iter 10 value 20.954782
iter 20 value 0.415298
iter 30 value 0.001374
final value 0.000099
converged
# weights: 11
initial value 168.855498
iter 10 value 78.525112
iter 20 value 57.699991
iter 30 value 57.487893
final value 57.487696
converged
# weights: 27
initial value 167.217304
iter 10 value 81.281801
iter 20 value 51.786572
iter 30 value 43.122862
iter 40 value 37.672667
iter 50 value 37.265104
iter 60 value 37.230446
iter 70 value 37.215650
final value 37.215631
converged
# weights: 43
initial value 177.283513
iter 10 value 67.016993
iter 20 value 37.221023
iter 30 value 36.541432
iter 40 value 36.308066
iter 50 value 36.245375
iter 60 value 36.238229
iter 70 value 36.220154
iter 80 value 36.182632
iter 90 value 36.120270
iter 100 value 36.051744
final value 36.051744
stopped after 100 iterations
# weights: 11
initial value 174.836033
iter 10 value 41.768628
iter 20 value 5.265057
iter 30 value 1.808971
iter 40 value 1.646659
iter 50 value 1.510408
iter 60 value 1.397419
iter 70 value 1.395729
iter 80 value 1.394048
iter 90 value 1.393362
iter 100 value 1.393183
final value 1.393183
stopped after 100 iterations
# weights: 27
initial value 159.172245
iter 10 value 5.372340
iter 20 value 0.435349
iter 30 value 0.402722
iter 40 value 0.377258
iter 50 value 0.319347
iter 60 value 0.286685
iter 70 value 0.274206
iter 80 value 0.269806
iter 90 value 0.262701
iter 100 value 0.260242
final value 0.260242
stopped after 100 iterations
# weights: 43
initial value 164.205616
iter 10 value 13.890110
iter 20 value 0.795604
iter 30 value 0.648117
iter 40 value 0.532700
iter 50 value 0.440095
iter 60 value 0.356689
iter 70 value 0.336863
iter 80 value 0.327028
iter 90 value 0.301073
iter 100 value 0.286415
final value 0.286415
stopped after 100 iterations
# weights: 11
initial value 173.157990
final value 67.744663
converged
# weights: 27
initial value 173.457692
iter 10 value 3.998120
iter 20 value 0.005737
final value 0.000094
converged
# weights: 43
initial value 172.821122
iter 10 value 5.161692
iter 20 value 0.006862
final value 0.000097
converged
# weights: 11
initial value 166.140720
iter 10 value 61.571873
iter 20 value 57.986930
final value 57.986927
converged
# weights: 27
initial value 189.717484
iter 10 value 49.738668
iter 20 value 36.398077
iter 30 value 34.967816
iter 40 value 34.957840
iter 50 value 34.956442
final value 34.956441
converged
# weights: 43
initial value 167.280022
iter 10 value 57.270526
iter 20 value 34.465162
iter 30 value 34.150989
iter 40 value 34.050284
iter 50 value 33.958493
iter 60 value 33.910813
iter 70 value 33.877202
iter 80 value 33.858396
iter 90 value 33.853192
iter 100 value 33.848022
final value 33.848022
stopped after 100 iterations
# weights: 11
initial value 197.608155
iter 10 value 68.580177
iter 20 value 67.896586
final value 67.884650
converged
# weights: 27
initial value 167.985940
iter 10 value 0.998972
iter 20 value 0.383877
iter 30 value 0.253506
iter 40 value 0.214309
iter 50 value 0.188190
iter 60 value 0.180424
iter 70 value 0.174723
iter 80 value 0.169489
iter 90 value 0.157843
iter 100 value 0.150202
final value 0.150202
stopped after 100 iterations
# weights: 43
initial value 170.224504
iter 10 value 2.717640
iter 20 value 0.507972
iter 30 value 0.343002
iter 40 value 0.307645
iter 50 value 0.249879
iter 60 value 0.227024
iter 70 value 0.211188
iter 80 value 0.202335
iter 90 value 0.196538
iter 100 value 0.187902
final value 0.187902
stopped after 100 iterations
# weights: 11
initial value 172.121477
iter 10 value 20.426517
iter 20 value 0.112880
iter 30 value 0.063394
iter 40 value 0.041352
iter 50 value 0.035505
iter 60 value 0.032613
iter 70 value 0.020713
iter 80 value 0.018078
iter 90 value 0.016756
iter 100 value 0.016135
final value 0.016135
stopped after 100 iterations
# weights: 27
initial value 163.953202
iter 10 value 1.613266
iter 20 value 0.003263
iter 30 value 0.000176
final value 0.000074
converged
# weights: 43
initial value 191.323976
iter 10 value 54.438045
iter 20 value 0.068911
iter 30 value 0.001073
final value 0.000079
converged
# weights: 11
initial value 179.263820
iter 10 value 62.827588
iter 20 value 56.984261
iter 30 value 56.935959
final value 56.935942
converged
# weights: 27
initial value 168.756719
iter 10 value 77.159112
iter 20 value 39.761771
iter 30 value 38.075696
iter 40 value 37.732310
iter 50 value 37.724941
final value 37.724940
converged
# weights: 43
initial value 163.803270
iter 10 value 52.587955
iter 20 value 39.030149
iter 30 value 37.424869
iter 40 value 36.696196
iter 50 value 36.490529
iter 60 value 36.428276
iter 70 value 36.412072
iter 80 value 36.400263
iter 90 value 36.399511
iter 100 value 36.397878
final value 36.397878
stopped after 100 iterations
# weights: 11
initial value 177.361697
iter 10 value 18.421557
iter 20 value 1.812992
iter 30 value 0.817145
iter 40 value 0.772125
iter 50 value 0.767033
iter 60 value 0.766241
iter 70 value 0.765213
iter 80 value 0.764657
iter 90 value 0.764421
iter 100 value 0.764352
final value 0.764352
stopped after 100 iterations
# weights: 27
initial value 181.412828
iter 10 value 66.897755
iter 20 value 1.573817
iter 30 value 0.852224
iter 40 value 0.593303
iter 50 value 0.456751
iter 60 value 0.366585
iter 70 value 0.293792
iter 80 value 0.245607
iter 90 value 0.223776
iter 100 value 0.191721
final value 0.191721
stopped after 100 iterations
# weights: 43
initial value 167.003561
iter 10 value 2.266655
iter 20 value 0.634301
iter 30 value 0.434681
iter 40 value 0.254812
iter 50 value 0.225263
iter 60 value 0.205920
iter 70 value 0.191128
iter 80 value 0.179342
iter 90 value 0.176455
iter 100 value 0.171117
final value 0.171117
stopped after 100 iterations
# weights: 11
initial value 173.583310
iter 10 value 53.508266
iter 20 value 9.591012
iter 30 value 3.140541
iter 40 value 0.284642
iter 50 value 0.223959
iter 60 value 0.107614
iter 70 value 0.072515
iter 80 value 0.061717
iter 90 value 0.058604
iter 100 value 0.057040
final value 0.057040
stopped after 100 iterations
# weights: 27
initial value 206.263391
iter 10 value 9.100938
iter 20 value 0.055750
final value 0.000052
converged
# weights: 43
initial value 276.894624
iter 10 value 36.392613
iter 20 value 5.477233
iter 30 value 0.022806
final value 0.000063
converged
# weights: 11
initial value 189.200996
iter 10 value 85.408619
iter 20 value 61.250036
iter 30 value 59.011484
final value 59.007274
converged
# weights: 27
initial value 176.934058
iter 10 value 70.606119
iter 20 value 45.316135
iter 30 value 42.297055
iter 40 value 42.007166
iter 50 value 41.958274
iter 60 value 41.309154
iter 70 value 40.117852
iter 80 value 40.060430
final value 40.060421
converged
# weights: 43
initial value 185.318334
iter 10 value 61.898836
iter 20 value 42.327201
iter 30 value 39.363955
iter 40 value 38.939419
iter 50 value 38.894129
iter 60 value 38.872931
iter 70 value 38.870364
iter 80 value 38.868771
iter 90 value 38.866287
iter 100 value 38.863930
final value 38.863930
stopped after 100 iterations
# weights: 11
initial value 168.418431
iter 10 value 105.878002
iter 20 value 63.218415
iter 30 value 63.196508
iter 40 value 63.153332
iter 50 value 15.648350
iter 60 value 5.138242
iter 70 value 4.412293
iter 80 value 4.167077
iter 90 value 4.117204
iter 100 value 4.106830
final value 4.106830
stopped after 100 iterations
# weights: 27
initial value 174.269182
iter 10 value 16.074588
iter 20 value 4.513217
iter 30 value 2.553212
iter 40 value 2.076447
iter 50 value 1.607343
iter 60 value 1.219877
iter 70 value 1.064673
iter 80 value 1.023050
iter 90 value 0.938778
iter 100 value 0.907801
final value 0.907801
stopped after 100 iterations
# weights: 43
initial value 157.452374
iter 10 value 9.166656
iter 20 value 0.908594
iter 30 value 0.689031
iter 40 value 0.571443
iter 50 value 0.539283
iter 60 value 0.496631
iter 70 value 0.474625
iter 80 value 0.430951
iter 90 value 0.419097
iter 100 value 0.412201
final value 0.412201
stopped after 100 iterations
# weights: 11
initial value 193.176424
iter 10 value 163.681962
iter 20 value 163.658788
final value 163.658782
converged
# weights: 27
initial value 212.457975
iter 10 value 28.892650
iter 20 value 0.098460
iter 30 value 0.000124
iter 30 value 0.000094
iter 30 value 0.000094
final value 0.000094
converged
# weights: 43
initial value 174.641384
iter 10 value 6.927522
iter 20 value 0.019922
final value 0.000072
converged
# weights: 11
initial value 204.061735
iter 10 value 79.376925
iter 20 value 60.166655
final value 60.143422
converged
# weights: 27
initial value 165.375514
iter 10 value 97.998960
iter 20 value 43.164468
iter 30 value 42.407029
iter 40 value 42.067774
iter 50 value 42.046302
iter 60 value 42.044287
final value 42.044234
converged
# weights: 43
initial value 162.410188
iter 10 value 58.094524
iter 20 value 42.751525
iter 30 value 39.688864
iter 40 value 39.293128
iter 50 value 39.119358
iter 60 value 38.989031
iter 70 value 38.947365
iter 80 value 38.937613
iter 90 value 38.934378
iter 100 value 38.933904
final value 38.933904
stopped after 100 iterations
# weights: 11
initial value 180.237509
iter 10 value 16.200966
iter 20 value 3.961539
iter 30 value 3.334105
iter 40 value 2.997093
iter 50 value 2.792611
iter 60 value 2.522248
iter 70 value 2.494466
iter 80 value 2.487792
iter 90 value 2.487392
iter 100 value 2.487124
final value 2.487124
stopped after 100 iterations
# weights: 27
initial value 168.459280
iter 10 value 8.176169
iter 20 value 0.621206
iter 30 value 0.564784
iter 40 value 0.547185
iter 50 value 0.493502
iter 60 value 0.465519
iter 70 value 0.450300
iter 80 value 0.441991
iter 90 value 0.418077
iter 100 value 0.411859
final value 0.411859
stopped after 100 iterations
# weights: 43
initial value 185.720130
iter 10 value 27.037242
iter 20 value 1.339908
iter 30 value 0.916416
iter 40 value 0.855263
iter 50 value 0.759870
iter 60 value 0.582328
iter 70 value 0.561739
iter 80 value 0.540295
iter 90 value 0.521558
iter 100 value 0.495082
final value 0.495082
stopped after 100 iterations
# weights: 11
initial value 185.646301
iter 10 value 99.417093
iter 20 value 12.929366
iter 30 value 1.466340
iter 40 value 0.320684
iter 50 value 0.181252
iter 60 value 0.155397
iter 70 value 0.128781
iter 80 value 0.075780
iter 90 value 0.057442
iter 100 value 0.054785
final value 0.054785
stopped after 100 iterations
# weights: 27
initial value 186.819508
iter 10 value 64.988250
iter 20 value 32.181657
iter 30 value 2.414952
iter 40 value 0.033661
iter 50 value 0.006192
final value 0.000060
converged
# weights: 43
initial value 172.905495
iter 10 value 65.981536
iter 20 value 19.407856
iter 30 value 0.454170
iter 40 value 0.008106
iter 50 value 0.000996
final value 0.000048
converged
# weights: 11
initial value 207.281895
iter 10 value 75.686988
iter 20 value 58.393798
iter 30 value 58.295929
final value 58.295571
converged
# weights: 27
initial value 164.060527
iter 10 value 53.693492
iter 20 value 40.108534
iter 30 value 39.728573
iter 40 value 39.378537
iter 50 value 39.181175
iter 60 value 39.172379
final value 39.172284
converged
# weights: 43
initial value 165.473508
iter 10 value 61.776036
iter 20 value 39.953732
iter 30 value 38.709787
iter 40 value 38.330650
iter 50 value 38.033739
iter 60 value 37.976148
iter 70 value 37.960823
iter 80 value 37.949208
iter 90 value 37.940064
iter 100 value 37.936621
final value 37.936621
stopped after 100 iterations
# weights: 11
initial value 189.613239
iter 10 value 87.308326
iter 20 value 6.916689
iter 30 value 1.686451
iter 40 value 1.312962
iter 50 value 1.229536
iter 60 value 1.211549
iter 70 value 1.181611
iter 80 value 1.158037
iter 90 value 1.153994
iter 100 value 1.152245
final value 1.152245
stopped after 100 iterations
# weights: 27
initial value 165.301631
iter 10 value 9.022855
iter 20 value 0.388083
iter 30 value 0.346579
iter 40 value 0.316380
iter 50 value 0.304374
iter 60 value 0.290570
iter 70 value 0.273316
iter 80 value 0.262937
iter 90 value 0.250712
iter 100 value 0.233679
final value 0.233679
stopped after 100 iterations
# weights: 43
initial value 182.770031
iter 10 value 13.189580
iter 20 value 1.028203
iter 30 value 0.620441
iter 40 value 0.506174
iter 50 value 0.462208
iter 60 value 0.401309
iter 70 value 0.357802
iter 80 value 0.316292
iter 90 value 0.301876
iter 100 value 0.271610
final value 0.271610
stopped after 100 iterations
# weights: 11
initial value 187.919061
iter 10 value 139.265769
iter 20 value 25.240520
iter 30 value 11.667268
iter 40 value 6.689702
iter 50 value 5.177524
iter 60 value 5.134150
iter 70 value 5.115808
iter 80 value 5.110660
iter 90 value 5.106876
iter 100 value 5.105491
final value 5.105491
stopped after 100 iterations
# weights: 27
initial value 276.989312
iter 10 value 21.085722
iter 20 value 5.280394
iter 30 value 5.232800
iter 40 value 5.168426
iter 50 value 5.113683
iter 60 value 5.096109
iter 70 value 5.095476
iter 80 value 5.095244
iter 90 value 5.094768
iter 100 value 5.093907
final value 5.093907
stopped after 100 iterations
# weights: 43
initial value 172.027149
iter 10 value 36.048147
iter 20 value 5.480715
iter 30 value 5.394079
iter 40 value 5.258388
iter 50 value 5.139553
iter 60 value 5.112940
iter 70 value 5.111084
iter 80 value 5.109245
iter 90 value 5.107412
iter 100 value 5.099991
final value 5.099991
stopped after 100 iterations
# weights: 11
initial value 189.769836
iter 10 value 64.615147
iter 20 value 56.474599
final value 56.473583
converged
# weights: 27
initial value 189.758615
iter 10 value 60.399690
iter 20 value 40.531747
iter 30 value 39.099637
iter 40 value 38.484916
iter 50 value 38.199927
iter 60 value 38.134561
iter 70 value 38.130743
final value 38.130733
converged
# weights: 43
initial value 173.866849
iter 10 value 64.709249
iter 20 value 41.739076
iter 30 value 38.893078
iter 40 value 37.826109
iter 50 value 37.570398
iter 60 value 37.172568
iter 70 value 37.047866
iter 80 value 36.991422
iter 90 value 36.955830
iter 100 value 36.932491
final value 36.932491
stopped after 100 iterations
# weights: 11
initial value 175.402727
iter 10 value 33.321712
iter 20 value 7.540653
iter 30 value 6.621636
iter 40 value 6.480588
iter 50 value 6.439243
iter 60 value 6.138857
iter 70 value 5.822542
iter 80 value 5.762669
iter 90 value 5.747076
iter 100 value 5.742361
final value 5.742361
stopped after 100 iterations
# weights: 27
initial value 165.165191
iter 10 value 48.510358
iter 20 value 5.605955
iter 30 value 5.538199
iter 40 value 5.460886
iter 50 value 5.352343
iter 60 value 5.303445
iter 70 value 4.774447
iter 80 value 3.728740
iter 90 value 2.597209
iter 100 value 2.256235
final value 2.256235
stopped after 100 iterations
# weights: 43
initial value 159.014239
iter 10 value 8.115170
iter 20 value 5.320400
iter 30 value 5.163789
iter 40 value 3.874522
iter 50 value 2.716345
iter 60 value 1.825909
iter 70 value 1.361809
iter 80 value 1.131920
iter 90 value 0.950484
iter 100 value 0.888921
final value 0.888921
stopped after 100 iterations
# weights: 11
initial value 163.637033
iter 10 value 9.369854
iter 20 value 2.571645
iter 30 value 0.861378
iter 40 value 0.730184
iter 50 value 0.575136
iter 60 value 0.429757
iter 70 value 0.406034
iter 80 value 0.394145
iter 90 value 0.265101
iter 100 value 0.217319
final value 0.217319
stopped after 100 iterations
# weights: 27
initial value 181.471305
iter 10 value 53.033238
iter 20 value 2.492919
iter 30 value 0.076138
iter 40 value 0.000363
final value 0.000083
converged
# weights: 43
initial value 176.185364
iter 10 value 35.966758
iter 20 value 1.605774
iter 30 value 0.001030
final value 0.000051
converged
# weights: 11
initial value 178.964568
iter 10 value 145.054407
iter 20 value 66.804450
iter 30 value 57.609325
final value 57.599282
converged
# weights: 27
initial value 172.767076
iter 10 value 67.608291
iter 20 value 40.220489
iter 30 value 38.660508
iter 40 value 38.204866
iter 50 value 37.482714
iter 60 value 37.333599
iter 70 value 37.165453
final value 37.163836
converged
# weights: 43
initial value 207.032813
iter 10 value 56.034269
iter 20 value 38.456990
iter 30 value 36.966347
iter 40 value 36.179937
iter 50 value 36.029164
iter 60 value 35.959066
iter 70 value 35.947401
iter 80 value 35.926630
iter 90 value 35.921494
iter 100 value 35.913513
final value 35.913513
stopped after 100 iterations
# weights: 11
initial value 158.186299
iter 10 value 63.651376
iter 20 value 62.571795
iter 30 value 62.519537
iter 40 value 62.475374
iter 50 value 59.044947
iter 60 value 18.240202
iter 70 value 3.122021
iter 80 value 2.610916
iter 90 value 2.494920
iter 100 value 2.313270
final value 2.313270
stopped after 100 iterations
# weights: 27
initial value 179.606072
iter 10 value 11.238343
iter 20 value 1.060532
iter 30 value 0.883361
iter 40 value 0.784865
iter 50 value 0.546556
iter 60 value 0.499972
iter 70 value 0.482550
iter 80 value 0.468854
iter 90 value 0.439614
iter 100 value 0.411771
final value 0.411771
stopped after 100 iterations
# weights: 43
initial value 190.235154
iter 10 value 43.635971
iter 20 value 1.124810
iter 30 value 0.756108
iter 40 value 0.689685
iter 50 value 0.502453
iter 60 value 0.455797
iter 70 value 0.440561
iter 80 value 0.430982
iter 90 value 0.418610
iter 100 value 0.398488
final value 0.398488
stopped after 100 iterations
# weights: 11
initial value 188.357825
iter 10 value 68.687045
iter 20 value 67.847713
final value 67.846827
converged
# weights: 27
initial value 171.327015
iter 10 value 19.468357
iter 20 value 0.794544
iter 30 value 0.000513
final value 0.000052
converged
# weights: 43
initial value 185.354465
iter 10 value 4.079220
iter 20 value 0.007597
final value 0.000080
converged
# weights: 11
initial value 170.170892
iter 10 value 98.227595
iter 20 value 62.119977
iter 30 value 58.208221
final value 58.208211
converged
# weights: 27
initial value 179.425053
iter 10 value 66.322258
iter 20 value 39.821901
iter 30 value 37.762587
iter 40 value 37.593787
iter 50 value 37.564188
iter 60 value 37.563307
iter 70 value 37.563225
final value 37.563224
converged
# weights: 43
initial value 186.680090
iter 10 value 55.826842
iter 20 value 39.192842
iter 30 value 37.125348
iter 40 value 36.736286
iter 50 value 36.671562
iter 60 value 36.631286
iter 70 value 36.629850
iter 80 value 36.628661
iter 90 value 36.628341
iter 100 value 36.628330
final value 36.628330
stopped after 100 iterations
# weights: 11
initial value 181.923838
iter 10 value 110.869574
iter 20 value 62.861009
iter 30 value 12.301280
iter 40 value 4.557035
iter 50 value 3.643245
iter 60 value 3.359448
iter 70 value 2.959186
iter 80 value 2.820194
iter 90 value 2.775094
iter 100 value 2.728567
final value 2.728567
stopped after 100 iterations
# weights: 27
initial value 175.467957
iter 10 value 67.599517
iter 20 value 56.962392
iter 30 value 3.658129
iter 40 value 1.004036
iter 50 value 0.880178
iter 60 value 0.809762
iter 70 value 0.776871
iter 80 value 0.648409
iter 90 value 0.616080
iter 100 value 0.561228
final value 0.561228
stopped after 100 iterations
# weights: 43
initial value 178.311439
iter 10 value 13.754225
iter 20 value 1.158578
iter 30 value 0.987010
iter 40 value 0.871367
iter 50 value 0.821192
iter 60 value 0.774354
iter 70 value 0.750528
iter 80 value 0.721307
iter 90 value 0.671759
iter 100 value 0.598091
final value 0.598091
stopped after 100 iterations
# weights: 11
initial value 166.464201
iter 10 value 28.281700
iter 20 value 7.166299
iter 30 value 3.738536
iter 40 value 3.270196
iter 50 value 2.835651
iter 60 value 2.452208
iter 70 value 0.842054
iter 80 value 0.618594
iter 90 value 0.566032
iter 100 value 0.497361
final value 0.497361
stopped after 100 iterations
# weights: 27
initial value 166.642419
iter 10 value 22.921734
iter 20 value 2.389156
iter 30 value 0.023434
final value 0.000073
converged
# weights: 43
initial value 170.818341
iter 10 value 4.030002
iter 20 value 0.066990
final value 0.000058
converged
# weights: 11
initial value 169.189782
iter 10 value 69.770209
iter 20 value 60.548095
final value 60.547039
converged
# weights: 27
initial value 179.386821
iter 10 value 73.545566
iter 20 value 43.224211
iter 30 value 41.021142
iter 40 value 40.090471
iter 50 value 39.989740
iter 60 value 39.860648
iter 70 value 39.433357
iter 80 value 39.350470
final value 39.350336
converged
# weights: 43
initial value 171.259556
iter 10 value 64.246958
iter 20 value 41.480324
iter 30 value 39.297814
iter 40 value 38.686450
iter 50 value 38.450517
iter 60 value 38.357953
iter 70 value 38.351406
iter 80 value 38.345825
iter 90 value 38.307543
iter 100 value 38.290508
final value 38.290508
stopped after 100 iterations
# weights: 11
initial value 174.535154
iter 10 value 73.080205
iter 20 value 71.785199
iter 30 value 69.189374
iter 40 value 53.050479
iter 50 value 21.456066
iter 60 value 7.240656
iter 70 value 4.856958
iter 80 value 3.947584
iter 90 value 3.548544
iter 100 value 3.430489
final value 3.430489
stopped after 100 iterations
# weights: 27
initial value 181.273220
iter 10 value 5.094235
iter 20 value 1.676934
iter 30 value 1.255009
iter 40 value 1.000492
iter 50 value 0.860402
iter 60 value 0.797046
iter 70 value 0.760521
iter 80 value 0.702890
iter 90 value 0.648962
iter 100 value 0.623878
final value 0.623878
stopped after 100 iterations
# weights: 43
initial value 173.295781
iter 10 value 17.437501
iter 20 value 2.256033
iter 30 value 1.183085
iter 40 value 1.074127
iter 50 value 0.820469
iter 60 value 0.690103
iter 70 value 0.627367
iter 80 value 0.588986
iter 90 value 0.567093
iter 100 value 0.554364
final value 0.554364
stopped after 100 iterations
# weights: 11
initial value 175.891358
iter 10 value 120.234384
iter 20 value 8.917253
iter 30 value 0.223987
iter 40 value 0.083931
iter 50 value 0.030534
iter 60 value 0.021022
iter 70 value 0.020140
iter 80 value 0.019197
iter 90 value 0.018881
iter 100 value 0.017434
final value 0.017434
stopped after 100 iterations
# weights: 27
initial value 192.414704
iter 10 value 17.931514
iter 20 value 0.060685
final value 0.000070
converged
# weights: 43
initial value 172.507267
iter 10 value 26.607355
iter 20 value 0.214828
iter 30 value 0.011209
iter 40 value 0.000648
iter 50 value 0.000184
final value 0.000056
converged
# weights: 11
initial value 173.499105
iter 10 value 61.670898
iter 20 value 61.467560
final value 61.467557
converged
# weights: 27
initial value 172.239940
iter 10 value 72.081481
iter 20 value 43.863472
iter 30 value 41.538387
iter 40 value 40.838045
iter 50 value 40.424348
iter 60 value 40.364782
iter 70 value 40.340798
final value 40.340267
converged
# weights: 43
initial value 181.509124
iter 10 value 86.843365
iter 20 value 48.583561
iter 30 value 41.730044
iter 40 value 41.019945
iter 50 value 40.731066
iter 60 value 40.600461
iter 70 value 40.254227
iter 80 value 40.043276
iter 90 value 39.973267
iter 100 value 39.943002
final value 39.943002
stopped after 100 iterations
# weights: 11
initial value 182.357750
iter 10 value 66.960719
iter 20 value 40.983347
iter 30 value 12.315154
iter 40 value 4.344081
iter 50 value 2.688334
iter 60 value 1.963458
iter 70 value 1.862441
iter 80 value 1.776532
iter 90 value 1.773168
iter 100 value 1.772654
final value 1.772654
stopped after 100 iterations
# weights: 27
initial value 164.611799
iter 10 value 70.328262
iter 20 value 1.584336
iter 30 value 0.470933
iter 40 value 0.454969
iter 50 value 0.401915
iter 60 value 0.361699
iter 70 value 0.321615
iter 80 value 0.303481
iter 90 value 0.299401
iter 100 value 0.292964
final value 0.292964
stopped after 100 iterations
# weights: 43
initial value 192.858350
iter 10 value 14.363899
iter 20 value 2.323407
iter 30 value 1.276393
iter 40 value 0.982332
iter 50 value 0.525325
iter 60 value 0.448312
iter 70 value 0.354503
iter 80 value 0.331817
iter 90 value 0.318949
iter 100 value 0.314350
final value 0.314350
stopped after 100 iterations
# weights: 11
initial value 180.553481
iter 10 value 72.209250
iter 20 value 5.382574
iter 30 value 0.272021
iter 40 value 0.172011
iter 50 value 0.133235
iter 60 value 0.123256
iter 70 value 0.033145
iter 80 value 0.019865
iter 90 value 0.014528
iter 100 value 0.008308
final value 0.008308
stopped after 100 iterations
# weights: 27
initial value 190.279041
iter 10 value 20.288080
iter 20 value 0.025443
final value 0.000063
converged
# weights: 43
initial value 211.489220
iter 10 value 60.030589
iter 20 value 10.164756
iter 30 value 0.697086
iter 40 value 0.091672
final value 0.000078
converged
# weights: 11
initial value 186.957596
iter 10 value 81.970584
iter 20 value 60.858095
iter 30 value 59.906396
final value 59.905147
converged
# weights: 27
initial value 201.636838
iter 10 value 72.354188
iter 20 value 43.070136
iter 30 value 39.825018
iter 40 value 39.622079
iter 50 value 39.576422
iter 60 value 39.571506
final value 39.571505
converged
# weights: 43
initial value 180.572603
iter 10 value 75.971650
iter 20 value 48.059342
iter 30 value 42.158019
iter 40 value 41.651801
iter 50 value 40.421520
iter 60 value 39.716963
iter 70 value 39.060675
iter 80 value 38.740753
iter 90 value 38.657209
iter 100 value 38.645656
final value 38.645656
stopped after 100 iterations
# weights: 11
initial value 173.392313
iter 10 value 71.498734
iter 20 value 71.401730
iter 30 value 71.342303
iter 40 value 71.332129
iter 50 value 71.269261
iter 60 value 71.258483
iter 70 value 58.155802
iter 80 value 13.811692
iter 90 value 3.404203
iter 100 value 2.659428
final value 2.659428
stopped after 100 iterations
# weights: 27
initial value 186.235189
iter 10 value 68.257664
iter 20 value 15.860892
iter 30 value 3.464013
iter 40 value 0.852408
iter 50 value 0.661931
iter 60 value 0.591283
iter 70 value 0.564263
iter 80 value 0.512460
iter 90 value 0.484571
iter 100 value 0.446132
final value 0.446132
stopped after 100 iterations
# weights: 43
initial value 173.409892
iter 10 value 7.867489
iter 20 value 0.468661
iter 30 value 0.435486
iter 40 value 0.415348
iter 50 value 0.370713
iter 60 value 0.352171
iter 70 value 0.329967
iter 80 value 0.324103
iter 90 value 0.315904
iter 100 value 0.305607
final value 0.305607
stopped after 100 iterations
# weights: 11
initial value 166.403220
iter 10 value 69.898984
iter 20 value 69.884191
final value 69.884173
converged
# weights: 27
initial value 190.321861
iter 10 value 54.295225
iter 20 value 9.886413
iter 30 value 7.550926
iter 40 value 7.485359
iter 50 value 7.431671
iter 60 value 7.407280
iter 70 value 7.398440
iter 80 value 7.384799
iter 90 value 7.375527
iter 100 value 7.373231
final value 7.373231
stopped after 100 iterations
# weights: 43
initial value 170.233987
iter 10 value 19.997185
iter 20 value 7.496763
iter 30 value 7.192663
iter 40 value 0.804577
iter 50 value 0.008019
iter 60 value 0.000177
final value 0.000060
converged
# weights: 11
initial value 171.573225
iter 10 value 65.302991
iter 20 value 59.732158
final value 59.728020
converged
# weights: 27
initial value 175.837930
iter 10 value 53.274476
iter 20 value 40.653752
iter 30 value 39.507428
iter 40 value 39.384971
iter 50 value 39.359168
iter 60 value 39.359053
final value 39.359033
converged
# weights: 43
initial value 178.519788
iter 10 value 83.137994
iter 20 value 43.035139
iter 30 value 39.463063
iter 40 value 38.842339
iter 50 value 38.355018
iter 60 value 38.128294
iter 70 value 38.109344
iter 80 value 38.101415
iter 90 value 38.093921
iter 100 value 38.093436
final value 38.093436
stopped after 100 iterations
# weights: 11
initial value 165.809100
iter 10 value 155.694517
iter 20 value 125.646008
iter 30 value 27.650765
iter 40 value 9.045698
iter 50 value 8.402604
iter 60 value 8.331156
iter 70 value 8.290832
iter 80 value 8.255908
iter 90 value 8.221879
iter 100 value 8.181193
final value 8.181193
stopped after 100 iterations
# weights: 27
initial value 172.212120
iter 10 value 31.605683
iter 20 value 8.317692
iter 30 value 8.034916
iter 40 value 7.908203
iter 50 value 7.640914
iter 60 value 7.545344
iter 70 value 7.201064
iter 80 value 3.733850
iter 90 value 2.144885
iter 100 value 1.932209
final value 1.932209
stopped after 100 iterations
# weights: 43
initial value 156.815789
iter 10 value 13.448965
iter 20 value 7.667062
iter 30 value 7.488613
iter 40 value 6.544670
iter 50 value 3.816081
iter 60 value 2.050987
iter 70 value 1.469399
iter 80 value 1.226167
iter 90 value 1.058321
iter 100 value 0.928947
final value 0.928947
stopped after 100 iterations
# weights: 11
initial value 166.263340
iter 10 value 74.994622
iter 20 value 8.715654
iter 30 value 5.234127
iter 40 value 4.528256
iter 50 value 4.127057
iter 60 value 3.824393
iter 70 value 3.610300
iter 80 value 3.436994
iter 90 value 3.165309
iter 100 value 3.063576
final value 3.063576
stopped after 100 iterations
# weights: 27
initial value 180.768394
iter 10 value 71.566391
iter 20 value 7.711215
iter 30 value 0.139555
iter 40 value 0.000194
final value 0.000057
converged
# weights: 43
initial value 169.723055
iter 10 value 20.264728
iter 20 value 4.168695
iter 30 value 0.002479
final value 0.000057
converged
# weights: 11
initial value 182.277943
iter 10 value 71.487513
iter 20 value 59.806370
iter 30 value 59.556502
final value 59.556420
converged
# weights: 27
initial value 169.871956
iter 10 value 61.091799
iter 20 value 44.982885
iter 30 value 41.820007
iter 40 value 41.508103
iter 50 value 41.257694
iter 60 value 40.539833
iter 70 value 39.911659
iter 80 value 39.791707
final value 39.791671
converged
# weights: 43
initial value 178.284278
iter 10 value 65.665169
iter 20 value 42.425940
iter 30 value 39.432069
iter 40 value 38.991091
iter 50 value 38.892176
iter 60 value 38.885451
iter 70 value 38.884653
iter 80 value 38.884183
iter 90 value 38.883840
iter 100 value 38.883628
final value 38.883628
stopped after 100 iterations
# weights: 11
initial value 171.302068
iter 10 value 76.256334
iter 20 value 67.894871
iter 30 value 66.492339
iter 40 value 63.796897
iter 50 value 48.619617
iter 60 value 12.718878
iter 70 value 6.783509
iter 80 value 5.840668
iter 90 value 5.278950
iter 100 value 5.007419
final value 5.007419
stopped after 100 iterations
# weights: 27
initial value 199.924175
iter 10 value 7.391432
iter 20 value 2.979555
iter 30 value 0.816630
iter 40 value 0.731294
iter 50 value 0.642933
iter 60 value 0.572190
iter 70 value 0.529462
iter 80 value 0.503213
iter 90 value 0.487993
iter 100 value 0.464119
final value 0.464119
stopped after 100 iterations
# weights: 43
initial value 171.269736
iter 10 value 37.390715
iter 20 value 3.437361
iter 30 value 1.266238
iter 40 value 1.032290
iter 50 value 0.872726
iter 60 value 0.766126
iter 70 value 0.702686
iter 80 value 0.678661
iter 90 value 0.634174
iter 100 value 0.610522
final value 0.610522
stopped after 100 iterations
# weights: 11
initial value 166.704479
iter 10 value 74.847131
iter 20 value 74.757247
iter 30 value 71.051130
iter 40 value 15.268853
iter 50 value 3.877558
iter 60 value 2.150314
iter 70 value 1.317011
iter 80 value 0.098682
iter 90 value 0.091787
iter 100 value 0.070285
final value 0.070285
stopped after 100 iterations
# weights: 27
initial value 209.819384
iter 10 value 3.212519
iter 20 value 0.009439
final value 0.000052
converged
# weights: 43
initial value 164.367074
iter 10 value 70.451623
iter 20 value 1.620292
iter 30 value 0.035873
iter 40 value 0.000419
iter 50 value 0.000346
final value 0.000097
converged
# weights: 11
initial value 180.292764
iter 10 value 79.120510
iter 20 value 59.150265
iter 30 value 59.114945
iter 30 value 59.114945
iter 30 value 59.114945
final value 59.114945
converged
# weights: 27
initial value 180.659599
iter 10 value 75.332646
iter 20 value 41.126415
iter 30 value 40.187396
iter 40 value 39.941335
iter 50 value 39.924325
iter 60 value 39.923274
final value 39.923077
converged
# weights: 43
initial value 185.516268
iter 10 value 60.683864
iter 20 value 41.267711
iter 30 value 37.625211
iter 40 value 37.069759
iter 50 value 36.762416
iter 60 value 36.734359
iter 70 value 36.725903
iter 80 value 36.723450
final value 36.722993
converged
# weights: 11
initial value 200.096942
iter 10 value 70.595573
iter 20 value 13.535882
iter 30 value 3.832242
iter 40 value 2.502634
iter 50 value 1.841291
iter 60 value 1.816626
iter 70 value 1.803127
iter 80 value 1.788763
iter 90 value 1.787964
iter 100 value 1.787803
final value 1.787803
stopped after 100 iterations
# weights: 27
initial value 166.435545
iter 10 value 7.048429
iter 20 value 1.014705
iter 30 value 0.867839
iter 40 value 0.604597
iter 50 value 0.524795
iter 60 value 0.486587
iter 70 value 0.443232
iter 80 value 0.411709
iter 90 value 0.358378
iter 100 value 0.339724
final value 0.339724
stopped after 100 iterations
# weights: 43
initial value 222.406801
iter 10 value 3.403941
iter 20 value 0.844082
iter 30 value 0.649143
iter 40 value 0.588986
iter 50 value 0.480492
iter 60 value 0.413917
iter 70 value 0.406254
iter 80 value 0.398337
iter 90 value 0.363513
iter 100 value 0.347279
final value 0.347279
stopped after 100 iterations
# weights: 11
initial value 183.408145
iter 10 value 83.156766
iter 20 value 65.816691
final value 65.790218
converged
# weights: 27
initial value 194.796455
iter 10 value 65.029232
iter 20 value 6.323988
iter 30 value 4.675484
iter 40 value 4.633486
iter 50 value 4.608446
iter 60 value 4.581431
iter 70 value 4.542817
iter 80 value 4.513230
iter 90 value 4.491405
iter 100 value 4.489212
final value 4.489212
stopped after 100 iterations
# weights: 43
initial value 176.243573
iter 10 value 27.289009
iter 20 value 5.182931
iter 30 value 4.680175
iter 40 value 4.613422
iter 50 value 4.517389
iter 60 value 4.501933
iter 70 value 4.494184
iter 80 value 4.244597
iter 90 value 4.169937
iter 100 value 4.146658
final value 4.146658
stopped after 100 iterations
# weights: 11
initial value 199.500679
iter 10 value 135.564539
iter 20 value 61.177711
iter 30 value 60.586843
iter 30 value 60.586843
final value 60.586843
converged
# weights: 27
initial value 180.741138
iter 10 value 67.110441
iter 20 value 44.532415
iter 30 value 43.255581
iter 40 value 43.022573
iter 50 value 42.947571
final value 42.946608
converged
# weights: 43
initial value 184.599824
iter 10 value 64.263452
iter 20 value 41.732600
iter 30 value 40.439971
iter 40 value 40.196558
iter 50 value 39.874234
iter 60 value 39.846873
iter 70 value 39.824111
iter 80 value 39.806401
iter 90 value 39.791479
iter 100 value 39.785178
final value 39.785178
stopped after 100 iterations
# weights: 11
initial value 166.519669
iter 10 value 69.054326
iter 20 value 66.617435
iter 30 value 66.272636
iter 40 value 66.159439
iter 50 value 66.017857
iter 60 value 65.968970
iter 70 value 65.939424
iter 80 value 65.920034
iter 90 value 65.889393
iter 100 value 56.896325
final value 56.896325
stopped after 100 iterations
# weights: 27
initial value 171.312776
iter 10 value 41.126589
iter 20 value 9.789641
iter 30 value 5.509898
iter 40 value 4.916157
iter 50 value 4.721868
iter 60 value 4.505795
iter 70 value 4.400374
iter 80 value 4.374542
iter 90 value 4.311737
iter 100 value 4.254845
final value 4.254845
stopped after 100 iterations
# weights: 43
initial value 173.076529
iter 10 value 21.026130
iter 20 value 5.866391
iter 30 value 5.292248
iter 40 value 5.010103
iter 50 value 4.964462
iter 60 value 4.804554
iter 70 value 4.017772
iter 80 value 3.179304
iter 90 value 2.421845
iter 100 value 1.768627
final value 1.768627
stopped after 100 iterations
# weights: 11
initial value 191.838182
iter 10 value 32.542104
iter 20 value 9.411392
iter 30 value 4.824976
iter 40 value 2.051737
iter 50 value 0.827113
iter 60 value 0.538274
iter 70 value 0.413857
iter 80 value 0.379114
iter 90 value 0.294043
iter 100 value 0.281765
final value 0.281765
stopped after 100 iterations
# weights: 27
initial value 168.363059
iter 10 value 47.183522
iter 20 value 3.652616
iter 30 value 0.141519
iter 40 value 0.002812
iter 50 value 0.000366
final value 0.000080
converged
# weights: 43
initial value 175.679509
iter 10 value 36.888712
iter 20 value 1.047205
iter 30 value 0.008248
iter 40 value 0.000602
final value 0.000090
converged
# weights: 11
initial value 169.426301
iter 10 value 73.321137
iter 20 value 58.028834
iter 30 value 57.762915
final value 57.762548
converged
# weights: 27
initial value 172.384982
iter 10 value 65.855049
iter 20 value 43.933171
iter 30 value 38.460202
iter 40 value 37.478594
iter 50 value 37.341917
iter 60 value 37.333697
iter 70 value 37.333515
iter 70 value 37.333515
iter 70 value 37.333515
final value 37.333515
converged
# weights: 43
initial value 173.012419
iter 10 value 72.560410
iter 20 value 46.306749
iter 30 value 39.350705
iter 40 value 36.428269
iter 50 value 36.205423
iter 60 value 36.126920
iter 70 value 36.089110
iter 80 value 36.081572
iter 90 value 36.080428
iter 100 value 36.079812
final value 36.079812
stopped after 100 iterations
# weights: 11
initial value 176.401093
iter 10 value 30.950977
iter 20 value 2.432678
iter 30 value 1.888082
iter 40 value 1.666400
iter 50 value 1.645580
iter 60 value 1.635138
iter 70 value 1.625186
iter 80 value 1.616897
iter 90 value 1.612303
iter 100 value 1.611345
final value 1.611345
stopped after 100 iterations
# weights: 27
initial value 161.105809
iter 10 value 10.700768
iter 20 value 0.618852
iter 30 value 0.503912
iter 40 value 0.484213
iter 50 value 0.422269
iter 60 value 0.367545
iter 70 value 0.354033
iter 80 value 0.343099
iter 90 value 0.315957
iter 100 value 0.300989
final value 0.300989
stopped after 100 iterations
# weights: 43
initial value 184.619776
iter 10 value 27.227881
iter 20 value 1.977969
iter 30 value 0.419920
iter 40 value 0.377013
iter 50 value 0.356371
iter 60 value 0.344600
iter 70 value 0.336157
iter 80 value 0.305309
iter 90 value 0.293520
iter 100 value 0.287178
final value 0.287178
stopped after 100 iterations
# weights: 11
initial value 189.474972
iter 10 value 75.440941
iter 20 value 75.354098
final value 75.352943
converged
# weights: 27
initial value 172.242522
iter 10 value 22.942584
iter 20 value 3.132067
iter 30 value 0.001022
final value 0.000052
converged
# weights: 43
initial value 195.757000
iter 10 value 70.015027
iter 20 value 3.036932
iter 30 value 0.003552
final value 0.000092
converged
# weights: 11
initial value 177.049698
iter 10 value 66.423801
iter 20 value 61.133005
iter 30 value 61.039760
final value 61.039724
converged
# weights: 27
initial value 178.748298
iter 10 value 61.407531
iter 20 value 40.350273
iter 30 value 39.906827
iter 40 value 39.820678
iter 50 value 39.796777
final value 39.796032
converged
# weights: 43
initial value 164.546386
iter 10 value 70.443699
iter 20 value 47.702004
iter 30 value 40.771752
iter 40 value 39.406097
iter 50 value 38.900838
iter 60 value 38.836565
iter 70 value 38.790792
iter 80 value 38.739802
iter 90 value 38.648715
iter 100 value 38.622851
final value 38.622851
stopped after 100 iterations
# weights: 11
initial value 179.559589
iter 10 value 43.555356
iter 20 value 10.198628
iter 30 value 5.096590
iter 40 value 4.530835
iter 50 value 4.205162
iter 60 value 3.926950
iter 70 value 3.830503
iter 80 value 3.775705
iter 90 value 3.728359
iter 100 value 3.677388
final value 3.677388
stopped after 100 iterations
# weights: 27
initial value 168.165713
iter 10 value 43.773980
iter 20 value 2.875542
iter 30 value 1.339753
iter 40 value 1.223804
iter 50 value 1.059329
iter 60 value 0.971331
iter 70 value 0.904071
iter 80 value 0.831713
iter 90 value 0.758027
iter 100 value 0.734461
final value 0.734461
stopped after 100 iterations
# weights: 43
initial value 181.243078
iter 10 value 13.628924
iter 20 value 1.383987
iter 30 value 0.867929
iter 40 value 0.723725
iter 50 value 0.643195
iter 60 value 0.551922
iter 70 value 0.498708
iter 80 value 0.461966
iter 90 value 0.453440
iter 100 value 0.422619
final value 0.422619
stopped after 100 iterations
# weights: 11
initial value 171.850868
iter 10 value 70.412675
iter 20 value 69.317522
final value 69.316771
converged
# weights: 27
initial value 233.221065
iter 10 value 6.211864
iter 20 value 0.339728
iter 30 value 0.000158
iter 30 value 0.000080
iter 30 value 0.000080
final value 0.000080
converged
# weights: 43
initial value 173.602784
iter 10 value 48.146384
iter 20 value 1.806684
iter 30 value 0.028978
iter 40 value 0.002728
iter 50 value 0.000262
final value 0.000086
converged
# weights: 11
initial value 168.886325
iter 10 value 73.050741
iter 20 value 60.577495
iter 30 value 59.740426
final value 59.740394
converged
# weights: 27
initial value 174.992456
iter 10 value 70.400753
iter 20 value 40.615182
iter 30 value 38.624378
iter 40 value 38.610036
iter 50 value 38.609388
final value 38.609381
converged
# weights: 43
initial value 170.568424
iter 10 value 49.605187
iter 20 value 38.605697
iter 30 value 37.857984
iter 40 value 37.526926
iter 50 value 37.442101
iter 60 value 37.422883
iter 70 value 37.391859
iter 80 value 37.384375
iter 90 value 37.383458
iter 100 value 37.383419
final value 37.383419
stopped after 100 iterations
# weights: 11
initial value 164.908782
iter 10 value 65.678722
iter 20 value 47.693763
iter 30 value 27.018659
iter 40 value 15.277056
iter 50 value 4.513425
iter 60 value 3.639081
iter 70 value 3.258481
iter 80 value 2.902024
iter 90 value 2.777502
iter 100 value 2.742075
final value 2.742075
stopped after 100 iterations
# weights: 27
initial value 173.077214
iter 10 value 24.551814
iter 20 value 3.152330
iter 30 value 1.889752
iter 40 value 1.284127
iter 50 value 1.028496
iter 60 value 0.934250
iter 70 value 0.821156
iter 80 value 0.757682
iter 90 value 0.706330
iter 100 value 0.639523
final value 0.639523
stopped after 100 iterations
# weights: 43
initial value 188.267980
iter 10 value 44.858808
iter 20 value 1.248208
iter 30 value 0.733592
iter 40 value 0.655071
iter 50 value 0.612817
iter 60 value 0.576696
iter 70 value 0.522397
iter 80 value 0.485784
iter 90 value 0.470404
iter 100 value 0.447169
final value 0.447169
stopped after 100 iterations
# weights: 11
initial value 176.920838
iter 10 value 75.195882
iter 20 value 52.314564
iter 30 value 14.546444
iter 40 value 7.342798
iter 50 value 5.861830
iter 60 value 4.759211
iter 70 value 4.206856
iter 80 value 3.883090
iter 90 value 3.704730
iter 100 value 3.497736
final value 3.497736
stopped after 100 iterations
# weights: 27
initial value 173.573491
iter 10 value 10.781483
iter 20 value 3.570708
iter 30 value 0.014510
iter 40 value 0.001215
iter 50 value 0.000408
final value 0.000094
converged
# weights: 43
initial value 184.882027
iter 10 value 13.796418
iter 20 value 0.839763
iter 30 value 0.003497
final value 0.000080
converged
# weights: 11
initial value 200.121062
iter 10 value 74.856435
iter 20 value 60.949202
iter 30 value 60.944250
final value 60.944247
converged
# weights: 27
initial value 192.359313
iter 10 value 79.417446
iter 20 value 47.775824
iter 30 value 42.569967
iter 40 value 41.542935
iter 50 value 41.512891
iter 60 value 41.500947
iter 70 value 41.500423
final value 41.500423
converged
# weights: 43
initial value 183.709682
iter 10 value 74.991958
iter 20 value 42.660817
iter 30 value 40.385654
iter 40 value 40.247942
iter 50 value 40.200152
iter 60 value 40.190489
iter 70 value 40.188559
iter 80 value 40.187779
iter 90 value 40.187334
final value 40.187330
converged
# weights: 11
initial value 174.783244
iter 10 value 16.579441
iter 20 value 6.080287
iter 30 value 5.531907
iter 40 value 5.285148
iter 50 value 5.217383
iter 60 value 5.057576
iter 70 value 4.897005
iter 80 value 4.890876
iter 90 value 4.886156
iter 100 value 4.880740
final value 4.880740
stopped after 100 iterations
# weights: 27
initial value 162.785503
iter 10 value 60.502971
iter 20 value 8.567408
iter 30 value 2.074142
iter 40 value 1.499995
iter 50 value 1.363809
iter 60 value 1.186786
iter 70 value 1.032636
iter 80 value 1.011270
iter 90 value 0.960586
iter 100 value 0.933511
final value 0.933511
stopped after 100 iterations
# weights: 43
initial value 225.308521
iter 10 value 16.816921
iter 20 value 2.591210
iter 30 value 1.504714
iter 40 value 1.383210
iter 50 value 1.223067
iter 60 value 1.135707
iter 70 value 1.052729
iter 80 value 1.000143
iter 90 value 0.965273
iter 100 value 0.894213
final value 0.894213
stopped after 100 iterations
# weights: 11
initial value 172.650959
iter 10 value 64.836974
iter 20 value 5.740206
iter 30 value 0.815779
iter 40 value 0.383872
iter 50 value 0.273703
iter 60 value 0.263497
iter 70 value 0.152443
iter 80 value 0.015897
iter 90 value 0.015259
iter 100 value 0.015138
final value 0.015138
stopped after 100 iterations
# weights: 27
initial value 177.345686
iter 10 value 47.196778
iter 20 value 4.148323
iter 30 value 0.048923
iter 40 value 0.001227
final value 0.000057
converged
# weights: 43
initial value 215.209255
iter 10 value 5.209640
iter 20 value 0.007425
iter 30 value 0.001704
final value 0.000065
converged
# weights: 11
initial value 183.951567
iter 10 value 66.778273
iter 20 value 59.153877
iter 30 value 59.110811
final value 59.110804
converged
# weights: 27
initial value 178.953747
iter 10 value 86.228680
iter 20 value 47.431632
iter 30 value 43.163810
iter 40 value 40.516813
iter 50 value 40.255908
iter 60 value 39.809942
iter 70 value 39.176064
iter 80 value 38.985017
final value 38.984341
converged
# weights: 43
initial value 175.361497
iter 10 value 67.824828
iter 20 value 41.432421
iter 30 value 38.021115
iter 40 value 37.771414
iter 50 value 37.725291
iter 60 value 37.689093
iter 70 value 37.678807
iter 80 value 37.677747
final value 37.677638
converged
# weights: 11
initial value 190.222746
iter 10 value 44.423184
iter 20 value 5.234856
iter 30 value 1.784411
iter 40 value 1.691146
iter 50 value 1.659522
iter 60 value 1.654205
iter 70 value 1.651982
iter 80 value 1.651677
iter 90 value 1.651627
iter 100 value 1.651609
final value 1.651609
stopped after 100 iterations
# weights: 27
initial value 189.900113
iter 10 value 67.601204
iter 20 value 31.265492
iter 30 value 5.436221
iter 40 value 2.095888
iter 50 value 1.648253
iter 60 value 1.641992
iter 70 value 1.483606
iter 80 value 1.067280
iter 90 value 0.996033
iter 100 value 0.653110
final value 0.653110
stopped after 100 iterations
# weights: 43
initial value 168.440649
iter 10 value 14.784382
iter 20 value 2.047834
iter 30 value 0.637441
iter 40 value 0.561559
iter 50 value 0.527717
iter 60 value 0.460088
iter 70 value 0.415676
iter 80 value 0.394437
iter 90 value 0.385474
iter 100 value 0.373931
final value 0.373931
stopped after 100 iterations
# weights: 11
initial value 171.952974
iter 10 value 110.562122
iter 20 value 24.856700
iter 30 value 5.849766
iter 40 value 3.998530
iter 50 value 3.404496
iter 60 value 3.293808
iter 70 value 3.035631
iter 80 value 2.880184
iter 90 value 2.828725
iter 100 value 2.743203
final value 2.743203
stopped after 100 iterations
# weights: 27
initial value 177.007818
iter 10 value 18.753288
iter 20 value 2.970376
iter 30 value 0.273429
iter 40 value 0.000321
final value 0.000092
converged
# weights: 43
initial value 175.122389
iter 10 value 34.946203
iter 20 value 4.431474
iter 30 value 2.344293
iter 40 value 0.084625
iter 50 value 0.001918
final value 0.000081
converged
# weights: 11
initial value 166.428901
iter 10 value 77.220131
iter 20 value 62.420438
iter 30 value 62.338063
final value 62.337726
converged
# weights: 27
initial value 170.847760
iter 10 value 63.899901
iter 20 value 45.585947
iter 30 value 43.136938
iter 40 value 41.896140
iter 50 value 41.831113
iter 60 value 41.756937
iter 70 value 41.695375
final value 41.694339
converged
# weights: 43
initial value 206.948858
iter 10 value 85.562276
iter 20 value 46.678814
iter 30 value 43.011467
iter 40 value 41.675438
iter 50 value 40.877675
iter 60 value 40.768032
iter 70 value 40.703343
iter 80 value 40.532974
iter 90 value 40.403348
iter 100 value 40.322072
final value 40.322072
stopped after 100 iterations
# weights: 11
initial value 163.914306
iter 10 value 46.073476
iter 20 value 9.205204
iter 30 value 5.523777
iter 40 value 5.165274
iter 50 value 5.149848
iter 60 value 5.148120
iter 70 value 5.136002
iter 80 value 5.134514
iter 90 value 5.134396
final value 5.134322
converged
# weights: 27
initial value 168.304610
iter 10 value 39.684415
iter 20 value 4.795407
iter 30 value 3.710290
iter 40 value 3.434166
iter 50 value 3.349698
iter 60 value 2.940137
iter 70 value 2.718789
iter 80 value 2.537677
iter 90 value 2.282464
iter 100 value 2.180462
final value 2.180462
stopped after 100 iterations
# weights: 43
initial value 171.672577
iter 10 value 14.638414
iter 20 value 3.464248
iter 30 value 3.108615
iter 40 value 2.983872
iter 50 value 2.918107
iter 60 value 2.435433
iter 70 value 2.016812
iter 80 value 1.840829
iter 90 value 1.734606
iter 100 value 1.634387
final value 1.634387
stopped after 100 iterations
# weights: 11
initial value 174.738096
iter 10 value 55.518858
iter 20 value 4.049089
iter 30 value 0.167999
iter 40 value 0.065844
iter 50 value 0.019058
iter 60 value 0.016356
iter 70 value 0.015303
iter 80 value 0.015184
iter 90 value 0.014127
iter 100 value 0.010256
final value 0.010256
stopped after 100 iterations
# weights: 27
initial value 185.371269
iter 10 value 8.666783
iter 20 value 0.456087
iter 30 value 0.001031
final value 0.000066
converged
# weights: 43
initial value 215.746729
iter 10 value 15.877769
iter 20 value 1.210131
iter 30 value 0.005135
iter 40 value 0.000160
final value 0.000079
converged
# weights: 11
initial value 193.904310
iter 10 value 82.788452
iter 20 value 59.426105
final value 59.349050
converged
# weights: 27
initial value 176.176373
iter 10 value 91.457987
iter 20 value 41.222983
iter 30 value 40.600904
iter 40 value 39.851290
iter 50 value 39.684700
iter 60 value 39.633604
final value 39.633404
converged
# weights: 43
initial value 167.384291
iter 10 value 71.202321
iter 20 value 40.805906
iter 30 value 38.715474
iter 40 value 38.524810
iter 50 value 38.494395
iter 60 value 38.488519
iter 70 value 38.487203
iter 80 value 38.486898
iter 90 value 38.486379
iter 100 value 38.485675
final value 38.485675
stopped after 100 iterations
# weights: 11
initial value 163.523681
iter 10 value 71.933795
iter 20 value 20.537980
iter 30 value 5.513970
iter 40 value 2.378923
iter 50 value 2.050917
iter 60 value 1.856402
iter 70 value 1.647979
iter 80 value 1.643012
iter 90 value 1.639431
iter 100 value 1.637486
final value 1.637486
stopped after 100 iterations
# weights: 27
initial value 213.561832
iter 10 value 28.901006
iter 20 value 0.536590
iter 30 value 0.474404
iter 40 value 0.442322
iter 50 value 0.406446
iter 60 value 0.381739
iter 70 value 0.369083
iter 80 value 0.338595
iter 90 value 0.305701
iter 100 value 0.291406
final value 0.291406
stopped after 100 iterations
# weights: 43
initial value 177.038750
iter 10 value 37.257720
iter 20 value 4.046814
iter 30 value 1.216600
iter 40 value 1.098941
iter 50 value 1.054925
iter 60 value 0.712541
iter 70 value 0.464661
iter 80 value 0.327137
iter 90 value 0.305727
iter 100 value 0.291433
final value 0.291433
stopped after 100 iterations
# weights: 11
initial value 187.000873
iter 10 value 109.496966
iter 20 value 20.887431
iter 30 value 10.359249
iter 40 value 6.455791
iter 50 value 6.191253
iter 60 value 6.147698
iter 70 value 5.978981
iter 80 value 5.843094
iter 90 value 5.767303
iter 100 value 5.721268
final value 5.721268
stopped after 100 iterations
# weights: 27
initial value 164.054138
iter 10 value 68.065332
iter 20 value 66.706080
iter 30 value 42.073423
iter 40 value 16.283145
iter 50 value 16.043835
iter 60 value 13.732986
iter 70 value 8.038003
iter 80 value 6.298010
iter 90 value 6.164639
iter 100 value 6.050953
final value 6.050953
stopped after 100 iterations
# weights: 43
initial value 174.775304
iter 10 value 8.748270
iter 20 value 5.777098
iter 30 value 5.662444
iter 40 value 5.416069
iter 50 value 3.379542
iter 60 value 1.114629
iter 70 value 0.030505
iter 80 value 0.014272
iter 90 value 0.001542
iter 100 value 0.001035
final value 0.001035
stopped after 100 iterations
# weights: 11
initial value 183.392301
iter 10 value 94.594745
iter 20 value 62.262388
iter 30 value 60.316109
final value 60.313707
converged
# weights: 27
initial value 171.159516
iter 10 value 82.625739
iter 20 value 43.131614
iter 30 value 40.687562
iter 40 value 40.254572
iter 50 value 40.237638
iter 60 value 40.201746
iter 70 value 40.189816
final value 40.189732
converged
# weights: 43
initial value 283.606131
iter 10 value 65.737073
iter 20 value 43.558483
iter 30 value 40.174432
iter 40 value 39.729877
iter 50 value 39.446104
iter 60 value 39.217885
iter 70 value 39.195310
iter 80 value 39.168524
iter 90 value 39.094005
iter 100 value 39.038889
final value 39.038889
stopped after 100 iterations
# weights: 11
initial value 195.282418
iter 10 value 62.160806
iter 20 value 15.477063
iter 30 value 7.162642
iter 40 value 6.959327
iter 50 value 6.936735
iter 60 value 6.897416
iter 70 value 6.892590
iter 80 value 6.885134
iter 90 value 6.885085
final value 6.885085
converged
# weights: 27
initial value 178.256116
iter 10 value 52.182655
iter 20 value 7.117007
iter 30 value 5.972797
iter 40 value 5.926196
iter 50 value 5.208879
iter 60 value 2.934453
iter 70 value 1.584663
iter 80 value 1.334181
iter 90 value 1.189245
iter 100 value 1.044295
final value 1.044295
stopped after 100 iterations
# weights: 43
initial value 166.282466
iter 10 value 49.195090
iter 20 value 9.880616
iter 30 value 7.214894
iter 40 value 6.901039
iter 50 value 6.425954
iter 60 value 6.344690
iter 70 value 6.074226
iter 80 value 5.542094
iter 90 value 3.301352
iter 100 value 2.050200
final value 2.050200
stopped after 100 iterations
# weights: 11
initial value 187.633988
iter 10 value 56.137464
iter 20 value 8.117251
iter 30 value 2.772238
iter 40 value 2.337288
iter 50 value 2.116965
iter 60 value 2.114147
iter 70 value 2.080163
iter 80 value 2.013975
iter 90 value 2.009523
iter 100 value 1.966054
final value 1.966054
stopped after 100 iterations
# weights: 27
initial value 167.702427
iter 10 value 61.362572
iter 20 value 3.376652
iter 30 value 2.161376
iter 40 value 0.418620
iter 50 value 0.078730
final value 0.000072
converged
# weights: 43
initial value 185.472854
iter 10 value 20.760624
iter 20 value 2.654711
iter 30 value 1.940606
iter 40 value 0.251837
iter 50 value 0.000460
final value 0.000048
converged
# weights: 11
initial value 184.744713
iter 10 value 84.939317
iter 20 value 57.594090
iter 30 value 56.940298
final value 56.940286
converged
# weights: 27
initial value 180.250215
iter 10 value 71.401041
iter 20 value 39.119481
iter 30 value 37.731505
iter 40 value 37.381288
iter 50 value 37.305284
iter 60 value 37.288488
final value 37.288471
converged
# weights: 43
initial value 176.349432
iter 10 value 59.208972
iter 20 value 38.850081
iter 30 value 37.045770
iter 40 value 36.957417
iter 50 value 36.836217
iter 60 value 36.804204
iter 70 value 36.791146
iter 80 value 36.759986
iter 90 value 36.754867
iter 100 value 36.753943
final value 36.753943
stopped after 100 iterations
# weights: 11
initial value 176.454903
iter 10 value 68.222914
iter 20 value 67.640393
iter 30 value 67.487166
iter 40 value 67.277387
iter 50 value 47.243826
iter 60 value 22.448754
iter 70 value 5.469649
iter 80 value 3.682576
iter 90 value 3.450642
iter 100 value 3.437931
final value 3.437931
stopped after 100 iterations
# weights: 27
initial value 175.796014
iter 10 value 13.167094
iter 20 value 2.755829
iter 30 value 2.435884
iter 40 value 2.413062
iter 50 value 2.263911
iter 60 value 1.662813
iter 70 value 1.361107
iter 80 value 1.231348
iter 90 value 1.111952
iter 100 value 1.012259
final value 1.012259
stopped after 100 iterations
# weights: 43
initial value 186.396085
iter 10 value 18.354300
iter 20 value 3.106045
iter 30 value 2.727603
iter 40 value 2.582974
iter 50 value 1.506669
iter 60 value 0.786118
iter 70 value 0.694102
iter 80 value 0.647122
iter 90 value 0.559110
iter 100 value 0.481473
final value 0.481473
stopped after 100 iterations
# weights: 11
initial value 170.578644
iter 10 value 68.773337
iter 20 value 68.576313
final value 68.576122
converged
# weights: 27
initial value 200.333238
iter 10 value 64.957477
iter 20 value 10.604701
iter 30 value 9.739264
iter 40 value 9.312749
iter 50 value 9.179360
iter 60 value 9.137931
iter 70 value 9.129576
iter 80 value 9.047391
iter 90 value 8.891914
iter 100 value 8.727352
final value 8.727352
stopped after 100 iterations
# weights: 43
initial value 214.914859
iter 10 value 24.288253
iter 20 value 9.166731
iter 30 value 8.359934
iter 40 value 6.539296
iter 50 value 3.602458
iter 60 value 2.801349
iter 70 value 2.772609
iter 80 value 2.772589
final value 2.772589
converged
# weights: 11
initial value 167.465440
iter 10 value 64.993427
iter 20 value 61.111391
final value 61.111219
converged
# weights: 27
initial value 193.008293
iter 10 value 90.485319
iter 20 value 51.571249
iter 30 value 47.595611
iter 40 value 44.123281
iter 50 value 43.740586
iter 60 value 43.078966
iter 70 value 42.327622
iter 80 value 42.160891
iter 90 value 42.153227
iter 90 value 42.153227
iter 90 value 42.153227
final value 42.153227
converged
# weights: 43
initial value 248.083517
iter 10 value 56.679579
iter 20 value 42.697055
iter 30 value 41.722904
iter 40 value 41.649885
iter 50 value 41.621000
iter 60 value 41.618935
iter 70 value 41.618802
final value 41.618781
converged
# weights: 11
initial value 185.139837
iter 10 value 143.045624
iter 20 value 45.138156
iter 30 value 11.050209
iter 40 value 10.056459
iter 50 value 9.957485
iter 60 value 9.934559
iter 70 value 9.933750
iter 80 value 9.932843
iter 90 value 9.930910
iter 100 value 9.930878
final value 9.930878
stopped after 100 iterations
# weights: 27
initial value 165.257089
iter 10 value 50.558139
iter 20 value 9.832721
iter 30 value 8.966466
iter 40 value 7.622830
iter 50 value 7.064153
iter 60 value 6.588894
iter 70 value 5.845688
iter 80 value 5.546609
iter 90 value 4.913720
iter 100 value 4.756488
final value 4.756488
stopped after 100 iterations
# weights: 43
initial value 164.793850
iter 10 value 14.383140
iter 20 value 9.646071
iter 30 value 9.397011
iter 40 value 9.296531
iter 50 value 9.231856
iter 60 value 9.139842
iter 70 value 8.200569
iter 80 value 7.327397
iter 90 value 6.723522
iter 100 value 6.666244
final value 6.666244
stopped after 100 iterations
# weights: 11
initial value 175.954541
iter 10 value 68.318536
iter 20 value 66.984872
final value 66.982655
converged
# weights: 27
initial value 166.229571
iter 10 value 7.926727
iter 20 value 0.079492
iter 30 value 0.000358
final value 0.000089
converged
# weights: 43
initial value 203.424188
iter 10 value 11.413171
iter 20 value 0.464907
iter 30 value 0.002387
final value 0.000059
converged
# weights: 11
initial value 167.963174
iter 10 value 78.642894
iter 20 value 56.351996
final value 56.340754
converged
# weights: 27
initial value 174.708998
iter 10 value 71.773522
iter 20 value 42.342811
iter 30 value 36.945764
iter 40 value 36.893674
final value 36.893608
converged
# weights: 43
initial value 174.811097
iter 10 value 73.585903
iter 20 value 39.422977
iter 30 value 37.195179
iter 40 value 36.147733
iter 50 value 35.771128
iter 60 value 35.654403
iter 70 value 35.637644
iter 80 value 35.636664
iter 90 value 35.634531
iter 100 value 35.619502
final value 35.619502
stopped after 100 iterations
# weights: 11
initial value 169.848839
iter 10 value 68.639855
iter 20 value 67.388448
iter 30 value 67.251224
iter 40 value 67.157625
iter 50 value 67.132095
iter 60 value 67.118695
iter 70 value 67.094742
iter 80 value 67.085641
iter 90 value 67.074787
iter 100 value 65.792935
final value 65.792935
stopped after 100 iterations
# weights: 27
initial value 169.288083
iter 10 value 20.302809
iter 20 value 1.046092
iter 30 value 0.824406
iter 40 value 0.779784
iter 50 value 0.659295
iter 60 value 0.610529
iter 70 value 0.560794
iter 80 value 0.517176
iter 90 value 0.413463
iter 100 value 0.374165
final value 0.374165
stopped after 100 iterations
# weights: 43
initial value 164.907180
iter 10 value 56.200995
iter 20 value 3.520417
iter 30 value 1.092597
iter 40 value 0.810030
iter 50 value 0.680919
iter 60 value 0.592391
iter 70 value 0.521362
iter 80 value 0.504318
iter 90 value 0.467095
iter 100 value 0.436465
final value 0.436465
stopped after 100 iterations
# weights: 11
initial value 180.638403
iter 10 value 65.112117
iter 20 value 20.548050
iter 30 value 6.102791
iter 40 value 4.342122
iter 50 value 3.982922
iter 60 value 2.490726
iter 70 value 2.399741
iter 80 value 2.185374
iter 90 value 2.168133
iter 100 value 2.062622
final value 2.062622
stopped after 100 iterations
# weights: 27
initial value 170.617623
iter 10 value 29.449159
iter 20 value 4.527126
iter 30 value 0.127029
iter 40 value 0.000302
final value 0.000026
converged
# weights: 43
initial value 185.069589
iter 10 value 8.787869
iter 20 value 2.788467
iter 30 value 0.016482
final value 0.000100
converged
# weights: 11
initial value 167.652077
iter 10 value 75.146082
iter 20 value 59.133144
iter 30 value 59.074660
iter 30 value 59.074660
iter 30 value 59.074660
final value 59.074660
converged
# weights: 27
initial value 168.916521
iter 10 value 43.510502
iter 20 value 39.617743
iter 30 value 39.026194
iter 40 value 38.996401
iter 50 value 38.984519
final value 38.984518
converged
# weights: 43
initial value 185.372731
iter 10 value 71.034788
iter 20 value 41.020557
iter 30 value 38.513291
iter 40 value 37.918392
iter 50 value 37.783106
iter 60 value 37.733337
iter 70 value 37.727562
iter 80 value 37.725482
iter 90 value 37.722179
iter 100 value 37.721266
final value 37.721266
stopped after 100 iterations
# weights: 11
initial value 172.031748
iter 10 value 68.616146
iter 20 value 68.041885
iter 30 value 67.848851
iter 40 value 67.459574
iter 50 value 11.441754
iter 60 value 5.747056
iter 70 value 4.691722
iter 80 value 4.521975
iter 90 value 4.195708
iter 100 value 4.094617
final value 4.094617
stopped after 100 iterations
# weights: 27
initial value 169.039657
iter 10 value 9.478580
iter 20 value 2.744743
iter 30 value 1.527979
iter 40 value 1.398482
iter 50 value 1.304894
iter 60 value 1.098677
iter 70 value 1.079527
iter 80 value 1.050293
iter 90 value 0.985674
iter 100 value 0.976686
final value 0.976686
stopped after 100 iterations
# weights: 43
initial value 192.506268
iter 10 value 19.937178
iter 20 value 4.046035
iter 30 value 2.410185
iter 40 value 1.794747
iter 50 value 1.387211
iter 60 value 1.238027
iter 70 value 1.187083
iter 80 value 1.171302
iter 90 value 1.127789
iter 100 value 1.088074
final value 1.088074
stopped after 100 iterations
# weights: 11
initial value 176.782380
iter 10 value 69.559528
iter 20 value 68.890525
final value 68.889905
converged
# weights: 27
initial value 170.645154
iter 10 value 79.921882
iter 20 value 19.987449
iter 30 value 11.409450
iter 40 value 11.205421
iter 50 value 10.271663
iter 60 value 8.223366
iter 70 value 8.183138
iter 80 value 8.182698
iter 90 value 8.182100
final value 8.182085
converged
# weights: 43
initial value 167.840215
iter 10 value 14.244435
iter 20 value 10.813699
iter 30 value 8.506511
iter 40 value 7.108348
iter 50 value 6.455049
iter 60 value 6.443415
iter 70 value 6.430142
iter 80 value 6.396716
iter 90 value 6.119613
iter 100 value 6.113951
final value 6.113951
stopped after 100 iterations
# weights: 11
initial value 167.937036
iter 10 value 81.637985
iter 20 value 63.360633
iter 30 value 62.363736
final value 62.362299
converged
# weights: 27
initial value 176.380339
iter 10 value 84.578461
iter 20 value 47.424003
iter 30 value 43.824831
iter 40 value 43.382454
iter 50 value 43.376484
iter 60 value 43.376263
final value 43.376256
converged
# weights: 43
initial value 194.530255
iter 10 value 46.818003
iter 20 value 43.018524
iter 30 value 42.857021
iter 40 value 42.823995
iter 50 value 42.809009
iter 60 value 42.807590
final value 42.807568
converged
# weights: 11
initial value 184.542463
iter 10 value 62.554891
iter 20 value 20.163027
iter 30 value 12.420073
iter 40 value 11.982797
iter 50 value 11.892646
iter 60 value 11.863201
iter 70 value 11.832247
iter 80 value 11.830168
iter 90 value 11.828688
iter 100 value 11.827314
final value 11.827314
stopped after 100 iterations
# weights: 27
initial value 173.228826
iter 10 value 31.104255
iter 20 value 10.461376
iter 30 value 9.626043
iter 40 value 9.222216
iter 50 value 9.180454
iter 60 value 9.092937
iter 70 value 8.709345
iter 80 value 7.890152
iter 90 value 7.041405
iter 100 value 6.329242
final value 6.329242
stopped after 100 iterations
# weights: 43
initial value 172.135972
iter 10 value 35.092191
iter 20 value 11.547172
iter 30 value 11.273601
iter 40 value 10.443269
iter 50 value 8.592184
iter 60 value 7.432654
iter 70 value 3.500690
iter 80 value 2.189862
iter 90 value 1.664941
iter 100 value 1.467287
final value 1.467287
stopped after 100 iterations
# weights: 11
initial value 168.827971
iter 10 value 70.954767
iter 20 value 70.681673
final value 70.681421
converged
# weights: 27
initial value 192.671404
iter 10 value 5.607465
iter 20 value 0.771833
iter 30 value 0.002876
final value 0.000070
converged
# weights: 43
initial value 165.228500
iter 10 value 8.314334
iter 20 value 0.758374
iter 30 value 0.005148
final value 0.000088
converged
# weights: 11
initial value 173.794667
iter 10 value 158.398013
iter 20 value 64.236055
iter 30 value 58.074315
final value 58.073062
converged
# weights: 27
initial value 193.443670
iter 10 value 77.334489
iter 20 value 40.928843
iter 30 value 37.705107
iter 40 value 37.492731
iter 50 value 37.466546
iter 60 value 37.461708
iter 70 value 37.450734
final value 37.450730
converged
# weights: 43
initial value 169.292160
iter 10 value 70.848806
iter 20 value 38.005752
iter 30 value 36.711517
iter 40 value 36.137623
iter 50 value 36.133635
iter 60 value 36.131015
iter 70 value 36.128402
iter 80 value 36.126316
final value 36.126316
converged
# weights: 11
initial value 167.334840
iter 10 value 75.200537
iter 20 value 71.379341
iter 30 value 70.802757
iter 40 value 70.725339
iter 50 value 54.498584
iter 60 value 6.782989
iter 70 value 3.531480
iter 80 value 3.248944
iter 90 value 3.234053
iter 100 value 3.220330
final value 3.220330
stopped after 100 iterations
# weights: 27
initial value 192.736041
iter 10 value 25.383628
iter 20 value 3.576504
iter 30 value 1.399136
iter 40 value 1.293776
iter 50 value 1.118973
iter 60 value 0.967816
iter 70 value 0.903659
iter 80 value 0.808002
iter 90 value 0.761023
iter 100 value 0.680204
final value 0.680204
stopped after 100 iterations
# weights: 43
initial value 174.021148
iter 10 value 12.696949
iter 20 value 1.290802
iter 30 value 1.039935
iter 40 value 0.811398
iter 50 value 0.670013
iter 60 value 0.618804
iter 70 value 0.559859
iter 80 value 0.551871
iter 90 value 0.533543
iter 100 value 0.511481
final value 0.511481
stopped after 100 iterations
# weights: 11
initial value 189.732625
iter 10 value 69.649631
iter 20 value 69.135170
final value 69.134646
converged
# weights: 27
initial value 204.685008
iter 10 value 58.134706
iter 20 value 4.841092
iter 30 value 1.718588
iter 40 value 0.000764
final value 0.000078
converged
# weights: 43
initial value 170.877204
iter 10 value 18.192058
iter 20 value 3.137073
iter 30 value 0.005181
final value 0.000062
converged
# weights: 11
initial value 165.611242
iter 10 value 84.636046
iter 20 value 62.522640
iter 30 value 60.068488
final value 60.067714
converged
# weights: 27
initial value 170.747439
iter 10 value 68.404018
iter 20 value 42.633518
iter 30 value 41.532561
iter 40 value 41.436440
iter 50 value 41.412080
iter 60 value 41.411493
final value 41.411492
converged
# weights: 43
initial value 169.537371
iter 10 value 53.496119
iter 20 value 41.087963
iter 30 value 40.301808
iter 40 value 40.148627
iter 50 value 40.135715
iter 60 value 40.133536
iter 70 value 40.131951
final value 40.131942
converged
# weights: 11
initial value 173.950703
iter 10 value 75.812892
iter 20 value 69.763153
iter 30 value 69.652769
iter 40 value 69.614377
iter 50 value 69.608806
iter 60 value 69.602912
iter 70 value 69.592526
iter 80 value 69.576198
iter 90 value 69.514556
iter 100 value 68.580260
final value 68.580260
stopped after 100 iterations
# weights: 27
initial value 186.452705
iter 10 value 33.475246
iter 20 value 5.504917
iter 30 value 4.060655
iter 40 value 2.832503
iter 50 value 2.044517
iter 60 value 1.946659
iter 70 value 1.787368
iter 80 value 1.734796
iter 90 value 1.574781
iter 100 value 1.521592
final value 1.521592
stopped after 100 iterations
# weights: 43
initial value 170.379986
iter 10 value 54.773971
iter 20 value 6.991605
iter 30 value 3.865693
iter 40 value 1.786999
iter 50 value 1.656694
iter 60 value 1.577179
iter 70 value 1.533032
iter 80 value 1.493412
iter 90 value 1.429351
iter 100 value 1.391664
final value 1.391664
stopped after 100 iterations
# weights: 11
initial value 182.801896
iter 10 value 96.093615
iter 20 value 17.530183
iter 30 value 11.078319
iter 40 value 10.590334
iter 50 value 10.457701
iter 60 value 10.436000
iter 70 value 10.414166
iter 80 value 10.409432
iter 90 value 10.407642
iter 100 value 10.386599
final value 10.386599
stopped after 100 iterations
# weights: 27
initial value 169.123488
iter 10 value 53.417854
iter 20 value 10.977572
iter 30 value 10.316493
iter 40 value 9.260301
iter 50 value 8.498034
iter 60 value 8.399678
iter 70 value 8.186277
iter 80 value 6.999153
iter 90 value 5.939561
iter 100 value 4.339426
final value 4.339426
stopped after 100 iterations
# weights: 43
initial value 171.828707
iter 10 value 11.464566
iter 20 value 10.551705
iter 30 value 10.034987
iter 40 value 9.624352
iter 50 value 9.419006
iter 60 value 9.095965
iter 70 value 6.879028
iter 80 value 5.295217
iter 90 value 5.292752
iter 100 value 5.292506
final value 5.292506
stopped after 100 iterations
# weights: 11
initial value 198.242898
iter 10 value 81.245127
iter 20 value 61.500167
final value 61.498538
converged
# weights: 27
initial value 192.531701
iter 10 value 87.258179
iter 20 value 56.362825
iter 30 value 46.431961
iter 40 value 45.000256
iter 50 value 43.576441
iter 60 value 43.179066
iter 70 value 42.448362
iter 80 value 42.272519
final value 42.271084
converged
# weights: 43
initial value 177.687550
iter 10 value 66.043824
iter 20 value 44.785125
iter 30 value 42.343361
iter 40 value 42.083807
iter 50 value 41.902809
iter 60 value 41.857282
iter 70 value 41.806594
iter 80 value 41.796316
iter 90 value 41.794512
iter 100 value 41.794249
final value 41.794249
stopped after 100 iterations
# weights: 11
initial value 171.550122
iter 10 value 105.828164
iter 20 value 71.526406
iter 30 value 71.277670
iter 40 value 67.780244
iter 50 value 55.576004
iter 60 value 16.796979
iter 70 value 11.454352
iter 80 value 11.049300
iter 90 value 10.972780
iter 100 value 10.958213
final value 10.958213
stopped after 100 iterations
# weights: 27
initial value 162.513435
iter 10 value 44.991696
iter 20 value 11.089738
iter 30 value 10.770940
iter 40 value 10.576260
iter 50 value 10.402095
iter 60 value 10.007991
iter 70 value 9.895007
iter 80 value 9.736359
iter 90 value 9.668312
iter 100 value 9.625958
final value 9.625958
stopped after 100 iterations
# weights: 43
initial value 173.267174
iter 10 value 11.977729
iter 20 value 10.119329
iter 30 value 9.245366
iter 40 value 8.086607
iter 50 value 6.577365
iter 60 value 4.112456
iter 70 value 2.132036
iter 80 value 1.420675
iter 90 value 1.274489
iter 100 value 1.073553
final value 1.073553
stopped after 100 iterations
# weights: 11
initial value 187.810311
iter 10 value 41.255606
iter 20 value 10.484747
iter 30 value 2.374923
iter 40 value 1.718392
iter 50 value 1.453900
iter 60 value 1.187213
iter 70 value 0.993269
iter 80 value 0.790165
iter 90 value 0.676681
iter 100 value 0.581422
final value 0.581422
stopped after 100 iterations
# weights: 27
initial value 166.454337
iter 10 value 20.557692
iter 20 value 0.137868
final value 0.000094
converged
# weights: 43
initial value 165.707508
iter 10 value 11.108346
iter 20 value 0.039634
final value 0.000074
converged
# weights: 11
initial value 190.543546
iter 10 value 83.705917
iter 20 value 59.357765
iter 30 value 58.555172
final value 58.554304
converged
# weights: 27
initial value 180.690163
iter 10 value 55.691086
iter 20 value 39.271551
iter 30 value 38.167015
iter 40 value 37.789098
iter 50 value 37.709340
iter 60 value 37.684393
iter 70 value 37.683682
final value 37.683677
converged
# weights: 43
initial value 174.545252
iter 10 value 69.784126
iter 20 value 41.346853
iter 30 value 37.333374
iter 40 value 36.580768
iter 50 value 36.514045
iter 60 value 36.512228
iter 70 value 36.511732
iter 80 value 36.506789
iter 90 value 36.506054
iter 100 value 36.505581
final value 36.505581
stopped after 100 iterations
# weights: 11
initial value 173.626208
iter 10 value 67.704269
iter 20 value 67.367355
iter 30 value 67.351120
iter 40 value 67.333753
iter 50 value 67.324001
iter 60 value 67.160685
iter 70 value 61.729029
iter 80 value 16.253876
iter 90 value 6.220596
iter 100 value 2.845718
final value 2.845718
stopped after 100 iterations
# weights: 27
initial value 172.598994
iter 10 value 23.406265
iter 20 value 0.818562
iter 30 value 0.737769
iter 40 value 0.557780
iter 50 value 0.498170
iter 60 value 0.472319
iter 70 value 0.439630
iter 80 value 0.425741
iter 90 value 0.387149
iter 100 value 0.360733
final value 0.360733
stopped after 100 iterations
# weights: 43
initial value 176.894656
iter 10 value 67.332303
iter 20 value 4.360167
iter 30 value 0.872622
iter 40 value 0.822405
iter 50 value 0.731977
iter 60 value 0.532923
iter 70 value 0.405591
iter 80 value 0.374683
iter 90 value 0.339716
iter 100 value 0.332950
final value 0.332950
stopped after 100 iterations
# weights: 11
initial value 177.742789
iter 10 value 78.388056
iter 20 value 71.785904
final value 71.779730
converged
# weights: 27
initial value 179.895409
iter 10 value 72.232526
iter 20 value 65.062302
iter 30 value 10.592968
iter 40 value 6.103493
iter 50 value 5.513561
iter 60 value 5.491343
iter 70 value 5.482281
iter 80 value 5.478887
iter 90 value 5.478112
iter 100 value 5.477996
final value 5.477996
stopped after 100 iterations
# weights: 43
initial value 192.878613
iter 10 value 24.778464
iter 20 value 5.695902
iter 30 value 5.098581
iter 40 value 4.555112
iter 50 value 3.270440
iter 60 value 1.776540
iter 70 value 1.409527
iter 80 value 1.388465
iter 90 value 1.387066
iter 100 value 1.386736
final value 1.386736
stopped after 100 iterations
# weights: 11
initial value 187.633962
iter 10 value 78.115530
iter 20 value 58.568617
final value 58.490086
converged
# weights: 27
initial value 193.380532
iter 10 value 74.769207
iter 20 value 42.762800
iter 30 value 41.063804
iter 40 value 38.831998
iter 50 value 38.656038
iter 60 value 38.652769
iter 70 value 38.650694
final value 38.650513
converged
# weights: 43
initial value 187.136199
iter 10 value 76.264263
iter 20 value 47.201667
iter 30 value 39.130332
iter 40 value 38.090303
iter 50 value 37.670006
iter 60 value 37.601811
iter 70 value 37.568067
iter 80 value 37.519248
iter 90 value 37.500671
iter 100 value 37.463699
final value 37.463699
stopped after 100 iterations
# weights: 11
initial value 178.590499
iter 10 value 120.624027
iter 20 value 74.267371
iter 30 value 73.527671
iter 40 value 73.409855
iter 50 value 71.956849
iter 60 value 71.934255
iter 70 value 66.866729
iter 80 value 37.262758
iter 90 value 7.854981
iter 100 value 6.217600
final value 6.217600
stopped after 100 iterations
# weights: 27
initial value 174.131276
iter 10 value 40.963741
iter 20 value 6.003346
iter 30 value 5.617147
iter 40 value 5.527135
iter 50 value 5.298478
iter 60 value 5.203094
iter 70 value 5.192177
iter 80 value 5.156646
iter 90 value 5.141959
iter 100 value 5.128624
final value 5.128624
stopped after 100 iterations
# weights: 43
initial value 169.094951
iter 10 value 45.443418
iter 20 value 5.772809
iter 30 value 5.738090
iter 40 value 5.695644
iter 50 value 5.642098
iter 60 value 5.483333
iter 70 value 5.281614
iter 80 value 5.235915
iter 90 value 5.213426
iter 100 value 5.196257
final value 5.196257
stopped after 100 iterations
# weights: 11
initial value 164.431218
iter 10 value 69.797593
iter 20 value 11.383731
iter 30 value 1.840955
iter 40 value 0.189002
iter 50 value 0.123522
iter 60 value 0.084641
iter 70 value 0.074482
iter 80 value 0.071991
iter 90 value 0.068726
iter 100 value 0.059579
final value 0.059579
stopped after 100 iterations
# weights: 27
initial value 170.014276
iter 10 value 65.133868
iter 20 value 5.225400
iter 30 value 0.030547
iter 40 value 0.000901
iter 50 value 0.000223
final value 0.000067
converged
# weights: 43
initial value 185.501702
iter 10 value 9.041150
iter 20 value 0.049111
final value 0.000070
converged
# weights: 11
initial value 190.929133
iter 10 value 117.220851
iter 20 value 60.097864
final value 60.056351
converged
# weights: 27
initial value 172.157429
iter 10 value 91.623547
iter 20 value 53.765416
iter 30 value 42.613825
iter 40 value 38.633516
iter 50 value 38.082231
iter 60 value 38.038709
iter 70 value 37.886198
iter 80 value 37.880125
iter 80 value 37.880125
iter 80 value 37.880125
final value 37.880125
converged
# weights: 43
initial value 174.042161
iter 10 value 43.066453
iter 20 value 38.756523
iter 30 value 36.874788
iter 40 value 36.652354
iter 50 value 36.564119
iter 60 value 36.540442
iter 70 value 36.528108
iter 80 value 36.524913
iter 90 value 36.524812
final value 36.524808
converged
# weights: 11
initial value 166.940890
iter 10 value 72.551614
iter 20 value 70.474720
iter 30 value 68.119956
iter 40 value 23.592761
iter 50 value 6.301177
iter 60 value 3.162664
iter 70 value 1.775573
iter 80 value 1.645474
iter 90 value 1.569317
iter 100 value 1.531628
final value 1.531628
stopped after 100 iterations
# weights: 27
initial value 165.704290
iter 10 value 16.884183
iter 20 value 0.411051
iter 30 value 0.338835
iter 40 value 0.291363
iter 50 value 0.277306
iter 60 value 0.252989
iter 70 value 0.249330
iter 80 value 0.242904
iter 90 value 0.241653
iter 100 value 0.239014
final value 0.239014
stopped after 100 iterations
# weights: 43
initial value 180.630210
iter 10 value 62.924035
iter 20 value 1.162104
iter 30 value 0.870547
iter 40 value 0.540560
iter 50 value 0.456317
iter 60 value 0.414792
iter 70 value 0.360523
iter 80 value 0.306252
iter 90 value 0.285802
iter 100 value 0.273394
final value 0.273394
stopped after 100 iterations
# weights: 11
initial value 163.959818
iter 10 value 69.165568
iter 20 value 68.814225
final value 68.813903
converged
# weights: 27
initial value 171.974104
iter 10 value 57.107582
iter 20 value 8.860830
iter 30 value 8.584588
iter 40 value 8.359033
iter 50 value 8.205829
iter 60 value 8.190178
iter 70 value 8.177856
iter 80 value 8.171861
iter 90 value 8.065544
iter 100 value 8.063110
final value 8.063110
stopped after 100 iterations
# weights: 43
initial value 201.704202
iter 10 value 24.762281
iter 20 value 8.843730
iter 30 value 8.715830
iter 40 value 8.448025
iter 50 value 8.384793
iter 60 value 8.350250
iter 70 value 8.332718
iter 80 value 8.326841
iter 90 value 8.317716
iter 100 value 8.314917
final value 8.314917
stopped after 100 iterations
# weights: 11
initial value 168.083046
iter 10 value 91.726902
iter 20 value 72.792534
iter 30 value 59.093136
final value 59.039618
converged
# weights: 27
initial value 163.605324
iter 10 value 73.240525
iter 20 value 46.295932
iter 30 value 42.544342
iter 40 value 42.304973
iter 50 value 42.260231
iter 60 value 42.258919
iter 70 value 42.258781
iter 70 value 42.258781
iter 70 value 42.258781
final value 42.258781
converged
# weights: 43
initial value 195.206583
iter 10 value 57.599708
iter 20 value 39.435107
iter 30 value 39.199147
iter 40 value 39.155892
iter 50 value 39.144405
iter 60 value 39.140146
iter 70 value 39.137421
iter 80 value 39.136332
final value 39.136277
converged
# weights: 11
initial value 179.909079
iter 10 value 71.069282
iter 20 value 69.046732
iter 30 value 69.018146
iter 40 value 68.945543
iter 50 value 35.610007
iter 60 value 9.971292
iter 70 value 9.011598
iter 80 value 9.002786
iter 90 value 9.001525
iter 100 value 9.001445
final value 9.001445
stopped after 100 iterations
# weights: 27
initial value 174.778792
iter 10 value 9.658749
iter 20 value 8.737702
iter 30 value 8.675234
iter 40 value 8.614195
iter 50 value 8.584371
iter 60 value 8.526394
iter 70 value 8.439963
iter 80 value 8.236953
iter 90 value 8.029002
iter 100 value 7.454812
final value 7.454812
stopped after 100 iterations
# weights: 43
initial value 165.502424
iter 10 value 23.805478
iter 20 value 8.622883
iter 30 value 8.587358
iter 40 value 8.499884
iter 50 value 7.170310
iter 60 value 4.360927
iter 70 value 3.325071
iter 80 value 2.656127
iter 90 value 2.352792
iter 100 value 2.184461
final value 2.184461
stopped after 100 iterations
# weights: 11
initial value 177.702119
iter 10 value 63.004062
iter 20 value 31.274681
iter 30 value 10.429782
iter 40 value 8.403038
iter 50 value 8.181240
iter 60 value 8.040129
iter 70 value 7.993316
iter 80 value 7.967575
iter 90 value 7.964410
iter 100 value 7.950546
final value 7.950546
stopped after 100 iterations
# weights: 27
initial value 169.924298
iter 10 value 12.846547
iter 20 value 8.015463
iter 30 value 6.786345
iter 40 value 5.220258
iter 50 value 3.181546
iter 60 value 2.652310
iter 70 value 2.416364
iter 80 value 2.343221
iter 90 value 2.325923
iter 100 value 2.321521
final value 2.321521
stopped after 100 iterations
# weights: 43
initial value 178.776323
iter 10 value 56.352526
iter 20 value 9.036881
iter 30 value 8.354806
iter 40 value 7.886686
iter 50 value 7.774180
iter 60 value 7.571318
iter 70 value 7.169889
iter 80 value 6.505839
iter 90 value 2.605016
iter 100 value 0.378080
final value 0.378080
stopped after 100 iterations
# weights: 11
initial value 185.285319
iter 10 value 79.549265
iter 20 value 62.130551
iter 30 value 58.273763
final value 58.273637
converged
# weights: 27
initial value 193.027587
iter 10 value 74.084299
iter 20 value 44.112567
iter 30 value 43.131940
iter 40 value 43.000536
iter 50 value 42.993633
final value 42.991939
converged
# weights: 43
initial value 173.433679
iter 10 value 61.110722
iter 20 value 41.824369
iter 30 value 39.991739
iter 40 value 39.556503
iter 50 value 39.516945
iter 60 value 39.513044
iter 70 value 39.512184
iter 80 value 39.511936
final value 39.511923
converged
# weights: 11
initial value 180.339278
iter 10 value 59.946196
iter 20 value 13.541579
iter 30 value 8.925722
iter 40 value 8.736058
iter 50 value 8.690487
iter 60 value 8.624377
iter 70 value 8.603327
iter 80 value 8.594094
iter 90 value 8.584478
iter 100 value 8.578837
final value 8.578837
stopped after 100 iterations
# weights: 27
initial value 162.719359
iter 10 value 37.420251
iter 20 value 8.314354
iter 30 value 7.681064
iter 40 value 7.180865
iter 50 value 6.958000
iter 60 value 6.608455
iter 70 value 6.536850
iter 80 value 6.415671
iter 90 value 6.168382
iter 100 value 6.005188
final value 6.005188
stopped after 100 iterations
# weights: 43
initial value 161.170337
iter 10 value 39.535647
iter 20 value 8.551081
iter 30 value 8.048139
iter 40 value 7.134894
iter 50 value 6.482919
iter 60 value 6.081850
iter 70 value 5.443130
iter 80 value 4.690984
iter 90 value 2.641344
iter 100 value 1.893671
final value 1.893671
stopped after 100 iterations
# weights: 11
initial value 168.675724
iter 10 value 72.152181
iter 20 value 67.854015
final value 67.847438
converged
# weights: 27
initial value 175.183921
iter 10 value 32.214704
iter 20 value 0.049493
iter 30 value 0.000422
final value 0.000069
converged
# weights: 43
initial value 193.224471
iter 10 value 60.511556
iter 20 value 0.750413
iter 30 value 0.003046
iter 40 value 0.000584
final value 0.000088
converged
# weights: 11
initial value 178.811266
iter 10 value 57.541294
iter 20 value 57.454633
final value 57.454613
converged
# weights: 27
initial value 194.870867
iter 10 value 51.953353
iter 20 value 39.015393
iter 30 value 38.644482
iter 40 value 38.302506
iter 50 value 37.397628
iter 60 value 37.204365
iter 70 value 37.132544
final value 37.130844
converged
# weights: 43
initial value 188.933516
iter 10 value 55.676334
iter 20 value 39.461697
iter 30 value 36.893589
iter 40 value 36.105380
iter 50 value 35.876955
iter 60 value 35.842293
iter 70 value 35.828541
iter 80 value 35.819140
iter 90 value 35.812872
iter 100 value 35.809629
final value 35.809629
stopped after 100 iterations
# weights: 11
initial value 179.935530
iter 10 value 57.730626
iter 20 value 5.519734
iter 30 value 2.273758
iter 40 value 1.751185
iter 50 value 1.648228
iter 60 value 1.558591
iter 70 value 1.428606
iter 80 value 1.390628
iter 90 value 1.323724
iter 100 value 1.276475
final value 1.276475
stopped after 100 iterations
# weights: 27
initial value 195.935717
iter 10 value 31.786171
iter 20 value 0.326983
iter 30 value 0.297647
iter 40 value 0.271051
iter 50 value 0.257280
iter 60 value 0.248161
iter 70 value 0.242154
iter 80 value 0.235857
iter 90 value 0.233606
iter 100 value 0.227586
final value 0.227586
stopped after 100 iterations
# weights: 43
initial value 222.210510
iter 10 value 10.627110
iter 20 value 0.344262
iter 30 value 0.315244
iter 40 value 0.273673
iter 50 value 0.251894
iter 60 value 0.237712
iter 70 value 0.226958
iter 80 value 0.224112
iter 90 value 0.216764
iter 100 value 0.213884
final value 0.213884
stopped after 100 iterations
# weights: 11
initial value 164.904506
iter 10 value 19.343767
iter 20 value 5.249946
iter 30 value 5.059078
iter 40 value 5.026516
iter 50 value 5.016444
iter 60 value 5.008553
iter 70 value 5.002329
iter 80 value 4.994514
iter 90 value 4.982335
final value 4.979713
converged
# weights: 27
initial value 196.565906
iter 10 value 22.224938
iter 20 value 7.304169
iter 30 value 6.102230
iter 40 value 5.286129
iter 50 value 5.039603
iter 60 value 4.966626
iter 70 value 4.935246
iter 80 value 4.910657
iter 90 value 4.889281
iter 100 value 4.858415
final value 4.858415
stopped after 100 iterations
# weights: 43
initial value 177.341427
iter 10 value 6.823515
iter 20 value 5.245624
iter 30 value 4.965939
iter 40 value 4.375816
iter 50 value 3.989677
iter 60 value 3.781680
iter 70 value 3.220188
iter 80 value 2.764793
iter 90 value 2.632715
iter 100 value 2.539283
final value 2.539283
stopped after 100 iterations
# weights: 11
initial value 172.096320
iter 10 value 64.784445
iter 20 value 59.875155
iter 30 value 59.821894
final value 59.821889
converged
# weights: 27
initial value 170.928418
iter 10 value 67.248925
iter 20 value 46.805695
iter 30 value 41.276784
iter 40 value 41.218863
iter 50 value 41.213897
iter 60 value 41.213451
final value 41.213161
converged
# weights: 43
initial value 164.442265
iter 10 value 58.609952
iter 20 value 39.614461
iter 30 value 37.948087
iter 40 value 37.800384
iter 50 value 37.509784
iter 60 value 37.411362
iter 70 value 37.395277
iter 80 value 37.389168
iter 90 value 37.388062
iter 100 value 37.387530
final value 37.387530
stopped after 100 iterations
# weights: 11
initial value 183.617953
iter 10 value 90.434904
iter 20 value 7.911750
iter 30 value 5.838512
iter 40 value 5.785747
iter 50 value 5.730841
iter 60 value 5.711127
iter 70 value 5.690100
iter 80 value 5.668128
iter 90 value 5.665650
iter 100 value 5.663144
final value 5.663144
stopped after 100 iterations
# weights: 27
initial value 195.605769
iter 10 value 70.770297
iter 20 value 6.032755
iter 30 value 5.689592
iter 40 value 5.444360
iter 50 value 5.411754
iter 60 value 5.328092
iter 70 value 5.227527
iter 80 value 5.025444
iter 90 value 4.619876
iter 100 value 4.126211
final value 4.126211
stopped after 100 iterations
# weights: 43
initial value 168.673787
iter 10 value 34.935766
iter 20 value 5.338708
iter 30 value 4.984358
iter 40 value 4.556865
iter 50 value 4.397971
iter 60 value 4.271693
iter 70 value 4.084513
iter 80 value 3.589893
iter 90 value 2.198595
iter 100 value 1.191319
final value 1.191319
stopped after 100 iterations
# weights: 11
initial value 169.590965
iter 10 value 149.296905
iter 20 value 77.949663
iter 30 value 74.406348
iter 40 value 74.396628
final value 74.396625
converged
# weights: 27
initial value 174.208820
iter 10 value 48.477528
iter 20 value 3.952398
iter 30 value 2.369161
iter 40 value 1.790514
iter 50 value 1.700600
iter 60 value 0.797861
iter 70 value 0.228162
iter 80 value 0.000675
final value 0.000086
converged
# weights: 43
initial value 166.063139
iter 10 value 65.944744
iter 20 value 3.605845
iter 30 value 2.106382
iter 40 value 0.001656
final value 0.000074
converged
# weights: 11
initial value 172.961972
iter 10 value 76.825478
iter 20 value 63.687562
iter 30 value 63.636030
final value 63.636006
converged
# weights: 27
initial value 167.308338
iter 10 value 73.735877
iter 20 value 46.117703
iter 30 value 43.564693
iter 40 value 43.460844
iter 50 value 43.438615
final value 43.436948
converged
# weights: 43
initial value 161.981517
iter 10 value 67.934934
iter 20 value 47.825691
iter 30 value 43.698562
iter 40 value 43.030823
iter 50 value 42.945775
iter 60 value 42.675126
iter 70 value 42.439680
iter 80 value 42.426455
iter 90 value 42.418854
iter 100 value 42.416678
final value 42.416678
stopped after 100 iterations
# weights: 11
initial value 164.387783
iter 10 value 42.507573
iter 20 value 18.258526
iter 30 value 8.535521
iter 40 value 5.051425
iter 50 value 4.851569
iter 60 value 4.771828
iter 70 value 4.768979
iter 80 value 4.768594
iter 90 value 4.768561
iter 100 value 4.768553
final value 4.768553
stopped after 100 iterations
# weights: 27
initial value 189.450342
iter 10 value 14.231731
iter 20 value 3.207455
iter 30 value 2.892495
iter 40 value 2.780954
iter 50 value 2.561800
iter 60 value 2.543336
iter 70 value 2.522267
iter 80 value 2.492983
iter 90 value 2.468248
iter 100 value 2.426507
final value 2.426507
stopped after 100 iterations
# weights: 43
initial value 172.017954
iter 10 value 17.211784
iter 20 value 3.984738
iter 30 value 3.306716
iter 40 value 3.197002
iter 50 value 3.104512
iter 60 value 2.968738
iter 70 value 1.747675
iter 80 value 1.217215
iter 90 value 1.151272
iter 100 value 1.101548
final value 1.101548
stopped after 100 iterations
# weights: 11
initial value 167.653102
iter 10 value 29.638414
iter 20 value 7.163668
iter 30 value 4.908319
iter 40 value 4.851536
iter 50 value 4.840476
iter 60 value 4.823675
iter 70 value 4.803336
iter 80 value 4.796838
iter 90 value 4.778916
iter 100 value 4.776032
final value 4.776032
stopped after 100 iterations
# weights: 27
initial value 199.818404
iter 10 value 36.867282
iter 20 value 16.416801
iter 30 value 5.058709
iter 40 value 4.642460
iter 50 value 2.643563
iter 60 value 0.593787
iter 70 value 0.123907
iter 80 value 0.072105
iter 90 value 0.051029
iter 100 value 0.049451
final value 0.049451
stopped after 100 iterations
# weights: 43
initial value 190.830289
iter 10 value 18.950744
iter 20 value 3.482657
iter 30 value 0.291638
iter 40 value 0.020721
iter 50 value 0.001579
iter 60 value 0.000693
iter 70 value 0.000269
iter 80 value 0.000164
final value 0.000090
converged
# weights: 11
initial value 177.395403
iter 10 value 71.272710
iter 20 value 59.218179
iter 30 value 59.107569
final value 59.107297
converged
# weights: 27
initial value 179.375303
iter 10 value 79.736495
iter 20 value 40.150116
iter 30 value 38.561459
iter 40 value 38.029128
iter 50 value 37.876599
iter 60 value 37.845160
iter 70 value 37.755480
final value 37.753230
converged
# weights: 43
initial value 170.099290
iter 10 value 48.025682
iter 20 value 37.564795
iter 30 value 36.593717
iter 40 value 36.538789
iter 50 value 36.531406
iter 60 value 36.530648
iter 70 value 36.528681
iter 80 value 36.520235
iter 90 value 36.499797
iter 100 value 36.491895
final value 36.491895
stopped after 100 iterations
# weights: 11
initial value 174.020812
iter 10 value 67.952643
iter 20 value 67.913957
iter 30 value 67.901587
iter 40 value 67.868954
iter 50 value 67.308772
iter 60 value 30.192883
iter 70 value 9.673616
iter 80 value 6.236037
iter 90 value 6.094111
iter 100 value 5.917303
final value 5.917303
stopped after 100 iterations
# weights: 27
initial value 170.271902
iter 10 value 69.027146
iter 20 value 15.046791
iter 30 value 5.247697
iter 40 value 5.044048
iter 50 value 4.993408
iter 60 value 4.976438
iter 70 value 4.961109
iter 80 value 4.938321
iter 90 value 4.866736
iter 100 value 4.852047
final value 4.852047
stopped after 100 iterations
# weights: 43
initial value 170.948062
iter 10 value 28.092418
iter 20 value 6.177601
iter 30 value 5.657612
iter 40 value 5.540918
iter 50 value 4.939880
iter 60 value 1.870301
iter 70 value 1.196901
iter 80 value 1.002137
iter 90 value 0.889767
iter 100 value 0.763741
final value 0.763741
stopped after 100 iterations
# weights: 11
initial value 168.825852
iter 10 value 69.214154
iter 20 value 68.495999
final value 68.495301
converged
# weights: 27
initial value 178.191435
iter 10 value 19.606041
iter 20 value 4.046339
iter 30 value 1.925478
iter 40 value 0.968225
iter 50 value 0.001123
final value 0.000065
converged
# weights: 43
initial value 163.569130
iter 10 value 18.054384
iter 20 value 3.312508
iter 30 value 2.242030
iter 40 value 0.015828
final value 0.000075
converged
# weights: 11
initial value 193.117711
iter 10 value 68.609751
iter 20 value 60.396679
final value 60.392951
converged
# weights: 27
initial value 165.895588
iter 10 value 88.844622
iter 20 value 42.378169
iter 30 value 41.404002
iter 40 value 41.182588
iter 50 value 41.156799
iter 60 value 41.154845
final value 41.154802
converged
# weights: 43
initial value 167.475566
iter 10 value 64.966504
iter 20 value 43.730279
iter 30 value 39.675789
iter 40 value 38.598430
iter 50 value 38.453123
iter 60 value 38.432307
iter 70 value 38.416921
iter 80 value 38.359257
iter 90 value 38.350255
iter 100 value 38.338735
final value 38.338735
stopped after 100 iterations
# weights: 11
initial value 175.807363
iter 10 value 56.605836
iter 20 value 12.511436
iter 30 value 8.093169
iter 40 value 6.472352
iter 50 value 5.449732
iter 60 value 5.173898
iter 70 value 4.594820
iter 80 value 4.550453
final value 4.546460
converged
# weights: 27
initial value 166.615230
iter 10 value 54.921763
iter 20 value 9.930021
iter 30 value 4.133547
iter 40 value 3.763557
iter 50 value 3.481120
iter 60 value 3.164073
iter 70 value 2.797805
iter 80 value 2.567471
iter 90 value 2.472472
iter 100 value 2.372614
final value 2.372614
stopped after 100 iterations
# weights: 43
initial value 184.525374
iter 10 value 47.795697
iter 20 value 3.934188
iter 30 value 2.788746
iter 40 value 2.660228
iter 50 value 1.542256
iter 60 value 0.917986
iter 70 value 0.674101
iter 80 value 0.598197
iter 90 value 0.561956
iter 100 value 0.537239
final value 0.537239
stopped after 100 iterations
# weights: 11
initial value 175.696348
iter 10 value 33.000526
iter 20 value 1.995142
iter 30 value 0.508735
iter 40 value 0.367597
iter 50 value 0.282922
iter 60 value 0.272523
iter 70 value 0.112958
iter 80 value 0.022729
iter 90 value 0.018818
iter 100 value 0.012373
final value 0.012373
stopped after 100 iterations
# weights: 27
initial value 185.366302
iter 10 value 46.107905
iter 20 value 0.055156
final value 0.000066
converged
# weights: 43
initial value 230.006548
iter 10 value 8.540431
iter 20 value 0.020978
final value 0.000063
converged
# weights: 11
initial value 204.751159
iter 10 value 72.269813
iter 20 value 58.193790
final value 58.193527
converged
# weights: 27
initial value 171.964274
iter 10 value 65.786847
iter 20 value 41.907369
iter 30 value 40.446007
iter 40 value 39.545641
iter 50 value 38.597074
iter 60 value 38.539923
iter 70 value 38.518848
final value 38.518816
converged
# weights: 43
initial value 200.312112
iter 10 value 63.899731
iter 20 value 42.457293
iter 30 value 38.773839
iter 40 value 38.119005
iter 50 value 37.932622
iter 60 value 37.777387
iter 70 value 37.569726
iter 80 value 37.537971
iter 90 value 37.517439
iter 100 value 37.481798
final value 37.481798
stopped after 100 iterations
# weights: 11
initial value 191.787408
iter 10 value 68.629112
iter 20 value 62.833075
iter 30 value 13.917096
iter 40 value 3.604994
iter 50 value 1.829736
iter 60 value 1.776480
iter 70 value 1.769768
iter 80 value 1.766269
iter 90 value 1.764707
iter 100 value 1.763135
final value 1.763135
stopped after 100 iterations
# weights: 27
initial value 201.043118
iter 10 value 63.948822
iter 20 value 1.334062
iter 30 value 0.806561
iter 40 value 0.574840
iter 50 value 0.506471
iter 60 value 0.451714
iter 70 value 0.425970
iter 80 value 0.402301
iter 90 value 0.367119
iter 100 value 0.308905
final value 0.308905
stopped after 100 iterations
# weights: 43
initial value 172.256998
iter 10 value 6.061919
iter 20 value 1.666613
iter 30 value 0.608148
iter 40 value 0.392957
iter 50 value 0.357567
iter 60 value 0.318813
iter 70 value 0.303185
iter 80 value 0.297640
iter 90 value 0.292235
iter 100 value 0.285988
final value 0.285988
stopped after 100 iterations
# weights: 11
initial value 169.304220
iter 10 value 71.062928
iter 20 value 70.300450
final value 70.298214
converged
# weights: 27
initial value 196.223737
iter 10 value 41.426776
iter 20 value 9.312652
iter 30 value 8.025981
iter 40 value 6.394246
iter 50 value 5.812757
iter 60 value 5.729644
iter 70 value 5.729622
iter 80 value 5.702042
iter 90 value 5.588102
iter 100 value 4.513335
final value 4.513335
stopped after 100 iterations
# weights: 43
initial value 169.132911
iter 10 value 11.961260
iter 20 value 9.688682
iter 30 value 8.559970
iter 40 value 7.758942
iter 50 value 3.237751
iter 60 value 0.314500
iter 70 value 0.023964
iter 80 value 0.011793
iter 90 value 0.004008
iter 100 value 0.002599
final value 0.002599
stopped after 100 iterations
# weights: 11
initial value 175.453249
iter 10 value 79.932551
iter 20 value 61.124397
iter 30 value 60.095605
final value 60.094548
converged
# weights: 27
initial value 181.762964
iter 10 value 68.080807
iter 20 value 44.622798
iter 30 value 41.995797
iter 40 value 41.480931
iter 50 value 41.436286
final value 41.436233
converged
# weights: 43
initial value 210.584856
iter 10 value 62.757782
iter 20 value 43.081669
iter 30 value 41.951898
iter 40 value 41.739161
iter 50 value 41.612270
iter 60 value 41.192893
iter 70 value 40.588246
iter 80 value 40.488958
iter 90 value 40.484150
iter 100 value 40.473616
final value 40.473616
stopped after 100 iterations
# weights: 11
initial value 163.630573
iter 10 value 70.728631
iter 20 value 70.601580
iter 30 value 70.408460
iter 40 value 61.962458
iter 50 value 19.901212
iter 60 value 10.704253
iter 70 value 10.129488
iter 80 value 10.113991
iter 90 value 10.107872
iter 100 value 10.105636
final value 10.105636
stopped after 100 iterations
# weights: 27
initial value 196.537853
iter 10 value 20.965572
iter 20 value 10.620496
iter 30 value 10.101229
iter 40 value 9.834698
iter 50 value 9.771779
iter 60 value 9.751790
iter 70 value 9.740033
iter 80 value 9.732465
iter 90 value 9.717095
iter 100 value 9.705930
final value 9.705930
stopped after 100 iterations
# weights: 43
initial value 168.089082
iter 10 value 53.649008
iter 20 value 10.795382
iter 30 value 10.085979
iter 40 value 9.800344
iter 50 value 9.719756
iter 60 value 8.930739
iter 70 value 8.767753
iter 80 value 8.608102
iter 90 value 8.559856
iter 100 value 8.518918
final value 8.518918
stopped after 100 iterations
# weights: 11
initial value 170.020461
iter 10 value 16.513223
iter 20 value 9.339848
iter 30 value 6.922327
iter 40 value 6.685553
iter 50 value 6.607522
iter 60 value 6.577572
iter 70 value 6.531735
iter 80 value 6.524847
iter 90 value 6.507203
iter 100 value 6.503279
final value 6.503279
stopped after 100 iterations
# weights: 27
initial value 190.641331
iter 10 value 21.752057
iter 20 value 6.232007
iter 30 value 5.413822
iter 40 value 4.773606
iter 50 value 4.605664
iter 60 value 4.580463
iter 70 value 4.543409
iter 80 value 4.389615
iter 90 value 4.179422
iter 100 value 3.908407
final value 3.908407
stopped after 100 iterations
# weights: 43
initial value 162.284296
iter 10 value 10.310570
iter 20 value 6.671958
iter 30 value 6.604923
iter 40 value 6.566631
iter 50 value 6.445167
iter 60 value 6.383288
iter 70 value 6.047827
iter 80 value 5.866244
iter 90 value 5.809763
iter 100 value 5.802075
final value 5.802075
stopped after 100 iterations
# weights: 11
initial value 184.863233
iter 10 value 86.047984
iter 20 value 63.741258
iter 30 value 62.899843
final value 62.897336
converged
# weights: 27
initial value 176.425980
iter 10 value 50.919223
iter 20 value 44.295751
iter 30 value 43.869000
iter 40 value 43.763186
iter 50 value 43.750359
final value 43.750261
converged
# weights: 43
initial value 174.251108
iter 10 value 56.524607
iter 20 value 41.973935
iter 30 value 40.933564
iter 40 value 40.572863
iter 50 value 40.535973
iter 60 value 40.529735
iter 70 value 40.527628
iter 80 value 40.526133
iter 90 value 40.525426
iter 100 value 40.525198
final value 40.525198
stopped after 100 iterations
# weights: 11
initial value 177.275089
iter 10 value 32.447453
iter 20 value 10.719439
iter 30 value 7.635008
iter 40 value 7.495597
iter 50 value 7.431594
iter 60 value 7.391300
iter 70 value 7.383081
iter 80 value 7.381972
iter 90 value 7.381583
iter 100 value 7.381371
final value 7.381371
stopped after 100 iterations
# weights: 27
initial value 169.954426
iter 10 value 63.934609
iter 20 value 8.628545
iter 30 value 7.431352
iter 40 value 7.185641
iter 50 value 6.911134
iter 60 value 6.890548
iter 70 value 6.869721
iter 80 value 6.813380
iter 90 value 6.723302
iter 100 value 6.707353
final value 6.707353
stopped after 100 iterations
# weights: 43
initial value 193.797345
iter 10 value 17.886826
iter 20 value 6.418134
iter 30 value 5.854805
iter 40 value 4.808611
iter 50 value 3.176632
iter 60 value 1.935421
iter 70 value 1.453598
iter 80 value 1.295085
iter 90 value 1.163076
iter 100 value 1.046833
final value 1.046833
stopped after 100 iterations
# weights: 11
initial value 166.520548
iter 10 value 70.580336
iter 20 value 10.466085
iter 30 value 4.824191
iter 40 value 3.856355
iter 50 value 1.500667
iter 60 value 0.753151
iter 70 value 0.665907
iter 80 value 0.645324
iter 90 value 0.636613
iter 100 value 0.578638
final value 0.578638
stopped after 100 iterations
# weights: 27
initial value 206.509262
iter 10 value 40.067401
iter 20 value 6.945164
iter 30 value 2.088028
iter 40 value 0.141252
iter 50 value 0.008303
iter 60 value 0.001901
iter 70 value 0.001327
iter 80 value 0.001260
iter 90 value 0.000987
iter 100 value 0.000838
final value 0.000838
stopped after 100 iterations
# weights: 43
initial value 188.219515
iter 10 value 22.827802
iter 20 value 7.377273
iter 30 value 1.240399
iter 40 value 0.738547
iter 50 value 0.031582
final value 0.000050
converged
# weights: 11
initial value 165.878451
iter 10 value 81.256793
iter 20 value 60.544651
iter 30 value 60.518455
final value 60.518411
converged
# weights: 27
initial value 188.942948
iter 10 value 68.217580
iter 20 value 41.621872
iter 30 value 40.992508
iter 40 value 40.577119
iter 50 value 40.437719
iter 60 value 40.396674
iter 70 value 40.390027
final value 40.390004
converged
# weights: 43
initial value 175.899378
iter 10 value 70.379873
iter 20 value 45.324420
iter 30 value 41.439350
iter 40 value 40.557664
iter 50 value 40.161122
iter 60 value 39.962911
iter 70 value 39.936021
iter 80 value 39.927120
iter 90 value 39.925603
iter 100 value 39.925030
final value 39.925030
stopped after 100 iterations
# weights: 11
initial value 169.612057
iter 10 value 67.966964
iter 20 value 19.214184
iter 30 value 6.026677
iter 40 value 4.204860
iter 50 value 3.813593
iter 60 value 3.792592
iter 70 value 3.774513
iter 80 value 3.770456
iter 90 value 3.770171
iter 100 value 3.770124
final value 3.770124
stopped after 100 iterations
# weights: 27
initial value 172.009503
iter 10 value 24.206166
iter 20 value 2.254066
iter 30 value 1.771999
iter 40 value 1.294957
iter 50 value 1.218568
iter 60 value 1.143308
iter 70 value 1.130863
iter 80 value 1.127160
iter 90 value 1.122657
iter 100 value 1.118730
final value 1.118730
stopped after 100 iterations
# weights: 43
initial value 216.536065
iter 10 value 71.706243
iter 20 value 5.863490
iter 30 value 1.621489
iter 40 value 1.244130
iter 50 value 1.184934
iter 60 value 1.125246
iter 70 value 1.115701
iter 80 value 1.074702
iter 90 value 1.060494
iter 100 value 1.038683
final value 1.038683
stopped after 100 iterations
# weights: 11
initial value 176.288863
iter 10 value 71.912029
iter 20 value 71.395045
final value 71.393560
converged
# weights: 27
initial value 169.201698
iter 10 value 24.160573
iter 20 value 2.360563
iter 30 value 0.028312
final value 0.000068
converged
# weights: 43
initial value 165.277037
iter 10 value 12.026719
iter 20 value 1.777991
iter 30 value 0.008085
iter 40 value 0.002238
final value 0.000073
converged
# weights: 11
initial value 168.479969
iter 10 value 89.819601
iter 20 value 67.921065
iter 30 value 61.936588
final value 61.936570
converged
# weights: 27
initial value 192.832360
iter 10 value 89.432002
iter 20 value 45.281833
iter 30 value 42.428089
iter 40 value 42.082013
iter 50 value 42.016668
iter 60 value 42.016445
final value 42.016392
converged
# weights: 43
initial value 233.068927
iter 10 value 61.307156
iter 20 value 42.176120
iter 30 value 41.064281
iter 40 value 40.852774
iter 50 value 40.826500
iter 60 value 40.821377
iter 70 value 40.816365
iter 80 value 40.809992
iter 90 value 40.802558
iter 100 value 40.802446
final value 40.802446
stopped after 100 iterations
# weights: 11
initial value 164.263608
iter 10 value 46.510557
iter 20 value 11.239602
iter 30 value 4.679145
iter 40 value 4.397138
iter 50 value 4.328237
iter 60 value 4.324203
iter 70 value 4.297026
iter 80 value 4.294755
iter 90 value 4.294610
iter 100 value 4.293872
final value 4.293872
stopped after 100 iterations
# weights: 27
initial value 163.562190
iter 10 value 22.941852
iter 20 value 0.887797
iter 30 value 0.853429
iter 40 value 0.795710
iter 50 value 0.568973
iter 60 value 0.517554
iter 70 value 0.509308
iter 80 value 0.492712
iter 90 value 0.479646
iter 100 value 0.457206
final value 0.457206
stopped after 100 iterations
# weights: 43
initial value 203.666753
iter 10 value 22.566461
iter 20 value 2.581627
iter 30 value 1.556445
iter 40 value 1.155738
iter 50 value 0.891837
iter 60 value 0.825512
iter 70 value 0.789155
iter 80 value 0.723522
iter 90 value 0.695799
iter 100 value 0.665651
final value 0.665651
stopped after 100 iterations
# weights: 11
initial value 184.742024
iter 10 value 59.302552
iter 20 value 31.467178
iter 30 value 12.385788
iter 40 value 6.604696
iter 50 value 4.384092
iter 60 value 3.891867
iter 70 value 3.711625
iter 80 value 3.559313
iter 90 value 3.408447
iter 100 value 3.355894
final value 3.355894
stopped after 100 iterations
# weights: 27
initial value 189.112547
iter 10 value 63.745949
iter 20 value 61.896941
iter 30 value 18.837244
iter 40 value 5.237454
iter 50 value 3.755920
iter 60 value 0.061988
iter 70 value 0.000354
final value 0.000046
converged
# weights: 43
initial value 186.573325
iter 10 value 10.311183
iter 20 value 3.255369
iter 30 value 0.357943
iter 40 value 0.001409
iter 50 value 0.000257
final value 0.000067
converged
# weights: 11
initial value 189.100157
iter 10 value 63.258871
iter 20 value 61.613365
final value 61.613363
converged
# weights: 27
initial value 173.591289
iter 10 value 77.828889
iter 20 value 44.389167
iter 30 value 42.942853
iter 40 value 42.927423
final value 42.926415
converged
# weights: 43
initial value 168.415964
iter 10 value 61.107205
iter 20 value 41.254569
iter 30 value 40.307196
iter 40 value 40.245121
iter 50 value 40.217132
iter 60 value 40.208906
iter 70 value 40.205057
iter 80 value 40.204491
iter 90 value 40.202881
iter 100 value 40.202273
final value 40.202273
stopped after 100 iterations
# weights: 11
initial value 186.582941
iter 10 value 48.291926
iter 20 value 11.170274
iter 30 value 6.724801
iter 40 value 6.245379
iter 50 value 6.203819
iter 60 value 6.150296
iter 70 value 6.100725
iter 80 value 6.095900
iter 90 value 6.091116
iter 100 value 6.090230
final value 6.090230
stopped after 100 iterations
# weights: 27
initial value 177.052939
iter 10 value 14.640330
iter 20 value 4.613014
iter 30 value 3.788660
iter 40 value 3.048368
iter 50 value 2.674671
iter 60 value 2.580807
iter 70 value 2.399666
iter 80 value 2.300472
iter 90 value 2.184474
iter 100 value 2.114187
final value 2.114187
stopped after 100 iterations
# weights: 43
initial value 171.669141
iter 10 value 32.197856
iter 20 value 4.651646
iter 30 value 3.743364
iter 40 value 3.520763
iter 50 value 2.756853
iter 60 value 2.198819
iter 70 value 1.861363
iter 80 value 1.588056
iter 90 value 1.227191
iter 100 value 1.145819
final value 1.145819
stopped after 100 iterations
# weights: 11
initial value 166.914641
iter 10 value 35.676226
iter 20 value 8.344534
iter 30 value 1.792395
iter 40 value 1.139848
iter 50 value 0.450505
iter 60 value 0.242050
iter 70 value 0.219270
iter 80 value 0.192274
iter 90 value 0.111645
iter 100 value 0.006991
final value 0.006991
stopped after 100 iterations
# weights: 27
initial value 163.312548
iter 10 value 11.419838
iter 20 value 0.019707
final value 0.000084
converged
# weights: 43
initial value 181.733341
iter 10 value 70.438116
iter 20 value 70.383881
iter 30 value 70.372463
iter 40 value 70.358970
iter 50 value 70.054985
iter 60 value 62.747256
iter 70 value 4.165707
iter 80 value 0.046990
iter 90 value 0.020093
iter 100 value 0.001281
final value 0.001281
stopped after 100 iterations
# weights: 11
initial value 190.343930
iter 10 value 70.360313
iter 20 value 57.147933
iter 30 value 56.644798
final value 56.643182
converged
# weights: 27
initial value 168.952009
iter 10 value 43.149127
iter 20 value 37.043637
iter 30 value 36.293891
iter 40 value 35.953757
iter 50 value 35.928106
final value 35.928084
converged
# weights: 43
initial value 208.834311
iter 10 value 59.092303
iter 20 value 35.888019
iter 30 value 34.916156
iter 40 value 34.769372
iter 50 value 34.734509
iter 60 value 34.723615
iter 70 value 34.720980
iter 80 value 34.720544
final value 34.720459
converged
# weights: 11
initial value 179.560636
iter 10 value 70.796197
iter 20 value 38.721758
iter 30 value 7.879910
iter 40 value 2.293734
iter 50 value 1.537578
iter 60 value 1.493344
iter 70 value 1.451875
iter 80 value 1.444209
iter 90 value 1.434556
iter 100 value 1.433263
final value 1.433263
stopped after 100 iterations
# weights: 27
initial value 166.911763
iter 10 value 30.945866
iter 20 value 1.873781
iter 30 value 0.496119
iter 40 value 0.469781
iter 50 value 0.427573
iter 60 value 0.396581
iter 70 value 0.317103
iter 80 value 0.307878
iter 90 value 0.277425
iter 100 value 0.266245
final value 0.266245
stopped after 100 iterations
# weights: 43
initial value 162.524790
iter 10 value 2.144773
iter 20 value 0.443237
iter 30 value 0.374011
iter 40 value 0.305206
iter 50 value 0.267513
iter 60 value 0.264724
iter 70 value 0.250810
iter 80 value 0.243777
iter 90 value 0.235725
iter 100 value 0.234168
final value 0.234168
stopped after 100 iterations
# weights: 11
initial value 167.422197
iter 10 value 53.104608
iter 20 value 9.831814
iter 30 value 7.288283
iter 40 value 7.182200
iter 50 value 7.164028
iter 60 value 7.159538
iter 70 value 7.143314
iter 80 value 7.126656
iter 90 value 7.057348
iter 100 value 7.033967
final value 7.033967
stopped after 100 iterations
# weights: 27
initial value 185.617418
iter 10 value 7.882549
iter 20 value 7.200781
iter 30 value 6.570755
iter 40 value 5.107484
iter 50 value 5.053068
iter 60 value 5.051782
final value 5.051772
converged
# weights: 43
initial value 172.987029
iter 10 value 12.584431
iter 20 value 6.371781
iter 30 value 5.662199
iter 40 value 4.497635
iter 50 value 3.384802
iter 60 value 0.553373
iter 70 value 0.155917
iter 80 value 0.010995
iter 90 value 0.006070
iter 100 value 0.005339
final value 0.005339
stopped after 100 iterations
# weights: 11
initial value 187.381068
iter 10 value 91.239996
iter 20 value 63.798197
final value 63.252741
converged
# weights: 27
initial value 175.438924
iter 10 value 64.169565
iter 20 value 49.345130
iter 30 value 44.129956
iter 40 value 42.923282
iter 50 value 42.736452
iter 60 value 42.499798
iter 70 value 42.430988
iter 80 value 42.427611
iter 80 value 42.427611
iter 80 value 42.427611
final value 42.427611
converged
# weights: 43
initial value 171.262142
iter 10 value 65.965995
iter 20 value 47.204711
iter 30 value 42.890904
iter 40 value 42.015429
iter 50 value 41.626171
iter 60 value 41.423871
iter 70 value 41.333500
iter 80 value 41.291363
iter 90 value 41.288659
iter 100 value 41.286948
final value 41.286948
stopped after 100 iterations
# weights: 11
initial value 167.421719
iter 10 value 141.351229
iter 20 value 115.205031
iter 30 value 14.293440
iter 40 value 10.102145
iter 50 value 8.356611
iter 60 value 8.238729
iter 70 value 8.225624
iter 80 value 8.214758
iter 90 value 8.212230
iter 100 value 8.205828
final value 8.205828
stopped after 100 iterations
# weights: 27
initial value 181.107588
iter 10 value 24.414170
iter 20 value 7.517999
iter 30 value 7.140726
iter 40 value 6.788644
iter 50 value 6.670322
iter 60 value 6.599156
iter 70 value 6.427322
iter 80 value 6.268784
iter 90 value 6.224598
iter 100 value 6.152081
final value 6.152081
stopped after 100 iterations
# weights: 43
initial value 190.413313
iter 10 value 17.619046
iter 20 value 7.979901
iter 30 value 7.870466
iter 40 value 7.267240
iter 50 value 7.024375
iter 60 value 6.922533
iter 70 value 6.813442
iter 80 value 6.775518
iter 90 value 6.770260
iter 100 value 6.768347
final value 6.768347
stopped after 100 iterations
# weights: 11
initial value 181.758240
iter 10 value 63.778418
iter 20 value 63.769574
final value 63.769543
converged
# weights: 27
initial value 162.830124
iter 10 value 10.878396
iter 20 value 0.457892
iter 30 value 0.013699
final value 0.000074
converged
# weights: 43
initial value 175.843372
iter 10 value 25.071410
iter 20 value 1.402916
iter 30 value 0.048324
iter 40 value 0.000815
final value 0.000095
converged
# weights: 11
initial value 164.266972
iter 10 value 85.651311
iter 20 value 70.717398
iter 30 value 56.934154
final value 56.930419
converged
# weights: 27
initial value 206.412767
iter 10 value 83.275910
iter 20 value 53.881750
iter 30 value 41.115212
iter 40 value 38.948032
iter 50 value 38.919577
iter 60 value 38.916994
final value 38.916634
converged
# weights: 43
initial value 163.564363
iter 10 value 44.856627
iter 20 value 36.291475
iter 30 value 36.042184
iter 40 value 36.020978
iter 50 value 35.995546
iter 60 value 35.959924
iter 70 value 35.938508
iter 80 value 35.923696
final value 35.923332
converged
# weights: 11
initial value 181.968934
iter 10 value 25.386833
iter 20 value 2.847825
iter 30 value 2.249411
iter 40 value 2.045144
iter 50 value 2.035462
iter 60 value 2.030918
iter 70 value 2.017855
iter 80 value 2.015648
iter 90 value 2.013482
iter 100 value 2.012309
final value 2.012309
stopped after 100 iterations
# weights: 27
initial value 178.891018
iter 10 value 11.063445
iter 20 value 1.370684
iter 30 value 0.850564
iter 40 value 0.728404
iter 50 value 0.681869
iter 60 value 0.539254
iter 70 value 0.495632
iter 80 value 0.473469
iter 90 value 0.371834
iter 100 value 0.354345
final value 0.354345
stopped after 100 iterations
# weights: 43
initial value 220.980273
iter 10 value 51.511385
iter 20 value 2.336562
iter 30 value 0.886511
iter 40 value 0.791125
iter 50 value 0.636566
iter 60 value 0.608001
iter 70 value 0.576974
iter 80 value 0.488698
iter 90 value 0.469919
iter 100 value 0.448744
final value 0.448744
stopped after 100 iterations
# weights: 11
initial value 177.273504
iter 10 value 73.969078
iter 20 value 73.452138
final value 73.451849
converged
# weights: 27
initial value 180.291225
iter 10 value 72.231389
iter 20 value 14.170084
iter 30 value 7.159412
iter 40 value 6.788023
iter 50 value 6.756342
iter 60 value 6.752598
iter 70 value 6.748626
iter 80 value 6.737153
iter 90 value 6.727478
iter 100 value 6.725712
final value 6.725712
stopped after 100 iterations
# weights: 43
initial value 187.010188
iter 10 value 34.839670
iter 20 value 7.124744
iter 30 value 6.999405
iter 40 value 6.847743
iter 50 value 6.580864
iter 60 value 6.194255
iter 70 value 5.100237
iter 80 value 4.511366
iter 90 value 3.985192
iter 100 value 3.755486
final value 3.755486
stopped after 100 iterations
# weights: 11
initial value 168.493594
iter 10 value 79.463543
iter 20 value 63.197015
iter 30 value 61.303724
final value 61.303257
converged
# weights: 27
initial value 178.121859
iter 10 value 56.620551
iter 20 value 42.573160
iter 30 value 42.040405
iter 40 value 41.377455
iter 50 value 40.928508
iter 60 value 40.824577
iter 70 value 40.807038
final value 40.806893
converged
# weights: 43
initial value 164.626484
iter 10 value 59.751247
iter 20 value 42.152569
iter 30 value 39.940556
iter 40 value 39.581813
iter 50 value 39.557353
iter 60 value 39.546174
iter 70 value 39.545319
iter 80 value 39.544899
final value 39.544886
converged
# weights: 11
initial value 168.851817
iter 10 value 36.696366
iter 20 value 9.233512
iter 30 value 7.441181
iter 40 value 7.388589
iter 50 value 7.383626
iter 60 value 7.380240
iter 70 value 7.379375
iter 80 value 7.378291
iter 90 value 7.378176
iter 100 value 7.378042
final value 7.378042
stopped after 100 iterations
# weights: 27
initial value 213.168954
iter 10 value 74.516546
iter 20 value 72.891817
iter 30 value 8.314438
iter 40 value 7.010948
iter 50 value 6.981093
iter 60 value 6.917864
iter 70 value 6.909090
iter 80 value 6.907312
iter 90 value 6.900407
iter 100 value 6.896712
final value 6.896712
stopped after 100 iterations
# weights: 43
initial value 179.637269
iter 10 value 23.757559
iter 20 value 7.063727
iter 30 value 6.553799
iter 40 value 6.262419
iter 50 value 5.963409
iter 60 value 5.897509
iter 70 value 5.764614
iter 80 value 5.718731
iter 90 value 5.662130
iter 100 value 5.584673
final value 5.584673
stopped after 100 iterations
# weights: 11
initial value 180.979663
final value 71.350440
converged
# weights: 27
initial value 172.873162
iter 10 value 8.351620
iter 20 value 1.596377
iter 30 value 0.000649
final value 0.000052
converged
# weights: 43
initial value 163.040434
iter 10 value 7.901332
iter 20 value 1.959452
iter 30 value 0.000347
final value 0.000081
converged
# weights: 11
initial value 165.777544
iter 10 value 97.211663
iter 20 value 63.430312
iter 30 value 58.033283
final value 58.032453
converged
# weights: 27
initial value 192.553010
iter 10 value 64.121844
iter 20 value 42.807123
iter 30 value 40.860289
iter 40 value 37.574500
iter 50 value 36.979715
iter 60 value 36.843759
iter 70 value 36.834316
final value 36.834258
converged
# weights: 43
initial value 181.737425
iter 10 value 46.781487
iter 20 value 36.976478
iter 30 value 36.140270
iter 40 value 35.911729
iter 50 value 35.865939
iter 60 value 35.843877
iter 70 value 35.836891
iter 80 value 35.756676
iter 90 value 35.710054
iter 100 value 35.672203
final value 35.672203
stopped after 100 iterations
# weights: 11
initial value 169.251600
iter 10 value 70.901543
iter 20 value 6.035034
iter 30 value 4.645522
iter 40 value 3.656906
iter 50 value 3.542184
iter 60 value 3.527110
iter 70 value 3.513857
iter 80 value 3.510546
iter 90 value 3.510164
iter 100 value 3.509586
final value 3.509586
stopped after 100 iterations
# weights: 27
initial value 184.126504
iter 10 value 3.719151
iter 20 value 2.378199
iter 30 value 1.935032
iter 40 value 1.883782
iter 50 value 1.661579
iter 60 value 1.554693
iter 70 value 1.489003
iter 80 value 1.425811
iter 90 value 1.321455
iter 100 value 1.246651
final value 1.246651
stopped after 100 iterations
# weights: 43
initial value 166.449915
iter 10 value 10.175790
iter 20 value 2.698116
iter 30 value 2.155991
iter 40 value 1.810572
iter 50 value 1.641068
iter 60 value 1.490148
iter 70 value 1.440310
iter 80 value 1.416770
iter 90 value 1.349826
iter 100 value 1.293983
final value 1.293983
stopped after 100 iterations
# weights: 11
initial value 171.191028
iter 10 value 89.675782
iter 20 value 54.212169
iter 30 value 18.493147
iter 40 value 7.652086
iter 50 value 1.960166
iter 60 value 1.060753
iter 70 value 0.909372
iter 80 value 0.853073
iter 90 value 0.828487
iter 100 value 0.447631
final value 0.447631
stopped after 100 iterations
# weights: 27
initial value 170.749288
iter 10 value 19.887442
iter 20 value 3.254645
iter 30 value 0.249234
iter 40 value 0.000554
final value 0.000079
converged
# weights: 43
initial value 193.107002
iter 10 value 44.410078
iter 20 value 0.888484
iter 30 value 0.001006
final value 0.000061
converged
# weights: 11
initial value 175.828323
iter 10 value 78.324487
iter 20 value 62.588532
final value 62.303856
converged
# weights: 27
initial value 175.026612
iter 10 value 80.471616
iter 20 value 48.415602
iter 30 value 45.064540
iter 40 value 43.526921
iter 50 value 43.115328
iter 60 value 43.029668
iter 70 value 42.325490
iter 80 value 41.690158
iter 90 value 41.584943
final value 41.581965
converged
# weights: 43
initial value 177.584900
iter 10 value 65.834815
iter 20 value 42.905505
iter 30 value 41.371412
iter 40 value 40.563328
iter 50 value 40.442248
iter 60 value 40.394056
iter 70 value 40.388085
iter 80 value 40.373860
iter 90 value 40.370783
iter 100 value 40.367463
final value 40.367463
stopped after 100 iterations
# weights: 11
initial value 175.328448
iter 10 value 72.456034
iter 20 value 71.933718
iter 30 value 71.878903
iter 40 value 71.868774
iter 50 value 71.785191
iter 60 value 17.503836
iter 70 value 5.538534
iter 80 value 4.640248
iter 90 value 4.334648
iter 100 value 4.320037
final value 4.320037
stopped after 100 iterations
# weights: 27
initial value 206.149295
iter 10 value 9.239214
iter 20 value 1.596017
iter 30 value 1.435135
iter 40 value 1.052007
iter 50 value 0.959090
iter 60 value 0.876502
iter 70 value 0.846018
iter 80 value 0.831128
iter 90 value 0.811655
iter 100 value 0.795333
final value 0.795333
stopped after 100 iterations
# weights: 43
initial value 179.813381
iter 10 value 7.609701
iter 20 value 1.686812
iter 30 value 1.516903
iter 40 value 1.204232
iter 50 value 1.068179
iter 60 value 0.982470
iter 70 value 0.923638
iter 80 value 0.892275
iter 90 value 0.861259
iter 100 value 0.814791
final value 0.814791
stopped after 100 iterations
# weights: 11
initial value 171.073355
iter 10 value 100.093154
iter 20 value 23.508738
iter 30 value 8.283874
iter 40 value 5.960731
iter 50 value 5.821158
iter 60 value 5.741804
iter 70 value 5.673127
iter 80 value 5.612726
iter 90 value 5.604056
iter 100 value 5.591978
final value 5.591978
stopped after 100 iterations
# weights: 27
initial value 173.412167
iter 10 value 27.822079
iter 20 value 6.179132
iter 30 value 4.445338
iter 40 value 3.872674
iter 50 value 2.925762
iter 60 value 2.883928
iter 70 value 2.878596
iter 80 value 2.875870
iter 90 value 2.875167
iter 100 value 2.873717
final value 2.873717
stopped after 100 iterations
# weights: 43
initial value 163.574264
iter 10 value 11.318552
iter 20 value 5.517881
iter 30 value 5.143854
iter 40 value 4.277242
iter 50 value 3.156651
iter 60 value 0.818882
iter 70 value 0.026478
iter 80 value 0.009461
iter 90 value 0.006660
iter 100 value 0.001709
final value 0.001709
stopped after 100 iterations
# weights: 11
initial value 171.534920
iter 10 value 102.831689
iter 20 value 59.660418
iter 30 value 58.744133
final value 58.743504
converged
# weights: 27
initial value 192.908589
iter 10 value 58.573255
iter 20 value 40.288989
iter 30 value 39.278030
iter 40 value 38.575187
iter 50 value 38.340266
iter 60 value 38.304983
iter 70 value 38.299527
final value 38.299501
converged
# weights: 43
initial value 182.845366
iter 10 value 51.215982
iter 20 value 38.672420
iter 30 value 37.250690
iter 40 value 37.117101
iter 50 value 37.099687
iter 60 value 37.099013
final value 37.098977
converged
# weights: 11
initial value 165.745868
iter 10 value 68.419210
iter 20 value 68.057032
iter 30 value 67.972774
iter 40 value 67.811724
iter 50 value 50.718195
iter 60 value 12.622913
iter 70 value 6.398149
iter 80 value 6.242493
iter 90 value 6.222747
iter 100 value 6.198056
final value 6.198056
stopped after 100 iterations
# weights: 27
initial value 180.062966
iter 10 value 49.858397
iter 20 value 6.019711
iter 30 value 5.829517
iter 40 value 5.645608
iter 50 value 5.538383
iter 60 value 5.532127
iter 70 value 5.511462
iter 80 value 5.497465
iter 90 value 5.486914
iter 100 value 5.471335
final value 5.471335
stopped after 100 iterations
# weights: 43
initial value 167.209723
iter 10 value 23.964579
iter 20 value 5.901730
iter 30 value 5.612532
iter 40 value 5.163187
iter 50 value 4.837644
iter 60 value 4.737501
iter 70 value 4.152269
iter 80 value 3.878277
iter 90 value 3.172432
iter 100 value 1.699065
final value 1.699065
stopped after 100 iterations
# weights: 11
initial value 180.687290
iter 10 value 67.551289
iter 20 value 65.706065
iter 30 value 61.216771
iter 40 value 35.291568
iter 50 value 7.764022
iter 60 value 4.876530
iter 70 value 2.579917
iter 80 value 1.856178
iter 90 value 1.348128
iter 100 value 0.558609
final value 0.558609
stopped after 100 iterations
# weights: 27
initial value 182.652661
iter 10 value 35.470716
iter 20 value 2.178503
iter 30 value 0.002788
final value 0.000065
converged
# weights: 43
initial value 170.026327
iter 10 value 13.201825
iter 20 value 3.583500
iter 30 value 0.083915
final value 0.000047
converged
# weights: 11
initial value 174.521673
iter 10 value 81.180068
iter 20 value 64.409894
iter 30 value 55.278301
final value 55.276725
converged
# weights: 27
initial value 234.108953
iter 10 value 79.325902
iter 20 value 42.595819
iter 30 value 38.123776
iter 40 value 37.978524
iter 50 value 37.756044
iter 60 value 37.388200
iter 70 value 36.904673
iter 80 value 36.882909
final value 36.882904
converged
# weights: 43
initial value 175.367630
iter 10 value 56.037929
iter 20 value 37.291670
iter 30 value 36.245527
iter 40 value 35.972776
iter 50 value 35.911344
iter 60 value 35.905432
iter 70 value 35.905276
iter 80 value 35.905179
iter 90 value 35.905094
iter 100 value 35.904836
final value 35.904836
stopped after 100 iterations
# weights: 11
initial value 171.601765
iter 10 value 62.654599
iter 20 value 11.084557
iter 30 value 4.567883
iter 40 value 4.167923
iter 50 value 3.964792
iter 60 value 3.405801
iter 70 value 3.334003
iter 80 value 3.313002
iter 90 value 3.312136
iter 100 value 3.311836
final value 3.311836
stopped after 100 iterations
# weights: 27
initial value 170.158717
iter 10 value 10.613670
iter 20 value 3.524784
iter 30 value 1.764047
iter 40 value 1.404034
iter 50 value 1.164415
iter 60 value 0.950449
iter 70 value 0.864889
iter 80 value 0.795383
iter 90 value 0.744775
iter 100 value 0.685464
final value 0.685464
stopped after 100 iterations
# weights: 43
initial value 180.773670
iter 10 value 9.524013
iter 20 value 1.207503
iter 30 value 0.780833
iter 40 value 0.733965
iter 50 value 0.567830
iter 60 value 0.516633
iter 70 value 0.502181
iter 80 value 0.493457
iter 90 value 0.490287
iter 100 value 0.480501
final value 0.480501
stopped after 100 iterations
# weights: 11
initial value 174.507803
iter 10 value 82.789796
iter 20 value 11.947376
iter 30 value 6.412187
iter 40 value 4.759517
iter 50 value 4.695471
iter 60 value 4.684501
iter 70 value 4.666664
iter 80 value 4.658272
iter 90 value 4.653508
iter 100 value 4.651969
final value 4.651969
stopped after 100 iterations
# weights: 27
initial value 191.919490
iter 10 value 10.434815
iter 20 value 4.862916
iter 30 value 4.710137
iter 40 value 4.635549
iter 50 value 4.631428
iter 60 value 4.630865
iter 70 value 4.626142
iter 80 value 4.625953
iter 90 value 4.622577
iter 100 value 4.621641
final value 4.621641
stopped after 100 iterations
# weights: 43
initial value 204.379840
iter 10 value 21.062309
iter 20 value 4.870777
iter 30 value 4.525826
iter 40 value 3.823993
iter 50 value 1.937573
iter 60 value 1.387222
final value 1.386294
converged
# weights: 11
initial value 172.507193
iter 10 value 89.105688
iter 20 value 62.742301
iter 30 value 59.054795
final value 59.052891
converged
# weights: 27
initial value 182.962708
iter 10 value 97.307183
iter 20 value 45.325421
iter 30 value 40.571874
iter 40 value 39.808683
iter 50 value 39.391639
iter 60 value 38.895982
iter 70 value 38.777442
final value 38.776768
converged
# weights: 43
initial value 186.302480
iter 10 value 55.590199
iter 20 value 39.439601
iter 30 value 38.354041
iter 40 value 38.044572
iter 50 value 37.622407
iter 60 value 37.533048
iter 70 value 37.516387
iter 80 value 37.512859
iter 90 value 37.510083
iter 100 value 37.506595
final value 37.506595
stopped after 100 iterations
# weights: 11
initial value 184.474568
iter 10 value 87.209127
iter 20 value 74.985442
iter 30 value 74.740273
iter 40 value 56.315566
iter 50 value 20.481231
iter 60 value 9.125963
iter 70 value 5.549404
iter 80 value 5.384067
iter 90 value 5.308361
iter 100 value 5.279119
final value 5.279119
stopped after 100 iterations
# weights: 27
initial value 180.529024
iter 10 value 76.106325
iter 20 value 70.394760
iter 30 value 24.724541
iter 40 value 7.127112
iter 50 value 5.756623
iter 60 value 5.454755
iter 70 value 5.022154
iter 80 value 4.958502
iter 90 value 4.919106
iter 100 value 4.867952
final value 4.867952
stopped after 100 iterations
# weights: 43
initial value 162.352749
iter 10 value 8.295870
iter 20 value 5.039124
iter 30 value 4.916790
iter 40 value 4.871786
iter 50 value 4.787548
iter 60 value 4.595018
iter 70 value 4.377399
iter 80 value 4.143474
iter 90 value 3.330601
iter 100 value 2.141273
final value 2.141273
stopped after 100 iterations
# weights: 11
initial value 176.538441
iter 10 value 11.480938
iter 20 value 2.935621
iter 30 value 0.535282
iter 40 value 0.370091
iter 50 value 0.278049
iter 60 value 0.211656
iter 70 value 0.170382
iter 80 value 0.161110
iter 90 value 0.119983
iter 100 value 0.108289
final value 0.108289
stopped after 100 iterations
# weights: 27
initial value 179.866124
iter 10 value 64.275848
iter 20 value 27.947486
iter 30 value 0.185424
iter 40 value 0.003036
final value 0.000070
converged
# weights: 43
initial value 179.781719
iter 10 value 11.009691
iter 20 value 0.008825
final value 0.000074
converged
# weights: 11
initial value 187.262961
iter 10 value 86.308372
iter 20 value 57.334551
iter 30 value 56.446543
final value 56.445694
converged
# weights: 27
initial value 171.132649
iter 10 value 56.445017
iter 20 value 38.787149
iter 30 value 37.095486
iter 40 value 36.581310
iter 50 value 36.487122
iter 60 value 36.481945
iter 70 value 36.481024
final value 36.481023
converged
# weights: 43
initial value 178.707331
iter 10 value 54.796821
iter 20 value 38.167845
iter 30 value 35.825985
iter 40 value 35.278673
iter 50 value 35.212036
iter 60 value 35.181125
iter 70 value 35.156793
iter 80 value 35.152683
iter 90 value 35.152282
iter 100 value 35.151887
final value 35.151887
stopped after 100 iterations
# weights: 11
initial value 168.953960
iter 10 value 66.724531
iter 20 value 66.476991
iter 30 value 66.399801
iter 40 value 66.356734
iter 50 value 66.298344
iter 60 value 65.074386
iter 70 value 13.417621
iter 80 value 2.369932
iter 90 value 1.308938
iter 100 value 1.288611
final value 1.288611
stopped after 100 iterations
# weights: 27
initial value 186.834582
iter 10 value 21.595704
iter 20 value 0.980297
iter 30 value 0.818082
iter 40 value 0.658803
iter 50 value 0.627330
iter 60 value 0.430144
iter 70 value 0.401676
iter 80 value 0.286815
iter 90 value 0.273803
iter 100 value 0.245881
final value 0.245881
stopped after 100 iterations
# weights: 43
initial value 180.121917
iter 10 value 35.147216
iter 20 value 1.120256
iter 30 value 0.388316
iter 40 value 0.349601
iter 50 value 0.293756
iter 60 value 0.248118
iter 70 value 0.232246
iter 80 value 0.215120
iter 90 value 0.209828
iter 100 value 0.206040
final value 0.206040
stopped after 100 iterations
# weights: 11
initial value 202.500906
iter 10 value 38.562850
iter 20 value 8.511721
iter 30 value 8.079063
iter 40 value 8.008048
iter 50 value 7.979757
iter 60 value 7.977598
iter 70 value 7.966152
iter 80 value 7.964177
iter 90 value 7.947775
iter 100 value 7.943586
final value 7.943586
stopped after 100 iterations
# weights: 27
initial value 169.208739
iter 10 value 9.820997
iter 20 value 7.980670
iter 30 value 5.301116
iter 40 value 0.190145
iter 50 value 0.043999
iter 60 value 0.004511
iter 70 value 0.002159
iter 80 value 0.001298
iter 90 value 0.000948
iter 100 value 0.000174
final value 0.000174
stopped after 100 iterations
# weights: 43
initial value 164.809621
iter 10 value 18.296503
iter 20 value 8.286586
iter 30 value 8.081044
iter 40 value 6.818285
iter 50 value 5.568589
iter 60 value 5.545305
final value 5.545177
converged
# weights: 11
initial value 165.389036
iter 10 value 80.075448
iter 20 value 60.618328
final value 60.615979
converged
# weights: 27
initial value 190.382110
iter 10 value 77.879912
iter 20 value 58.374248
iter 30 value 44.491191
iter 40 value 43.197257
iter 50 value 40.888941
iter 60 value 40.858858
iter 70 value 40.853631
final value 40.853592
converged
# weights: 43
initial value 170.183570
iter 10 value 54.227283
iter 20 value 40.812750
iter 30 value 39.988773
iter 40 value 39.758250
iter 50 value 39.679418
iter 60 value 39.625077
iter 70 value 39.619374
iter 80 value 39.617656
iter 90 value 39.615657
iter 100 value 39.614954
final value 39.614954
stopped after 100 iterations
# weights: 11
initial value 164.092850
iter 10 value 73.720612
iter 20 value 73.587590
iter 30 value 73.149193
iter 40 value 52.417300
iter 50 value 14.414590
iter 60 value 8.795546
iter 70 value 8.666142
iter 80 value 8.602474
iter 90 value 8.584982
iter 100 value 8.582094
final value 8.582094
stopped after 100 iterations
# weights: 27
initial value 185.353410
iter 10 value 36.902568
iter 20 value 8.330942
iter 30 value 8.070217
iter 40 value 7.863519
iter 50 value 7.519929
iter 60 value 6.073314
iter 70 value 5.599912
iter 80 value 5.177265
iter 90 value 4.324172
iter 100 value 2.973905
final value 2.973905
stopped after 100 iterations
# weights: 43
initial value 195.326528
iter 10 value 10.535209
iter 20 value 8.841015
iter 30 value 8.149403
iter 40 value 8.082018
iter 50 value 8.048523
iter 60 value 8.017280
iter 70 value 7.999196
iter 80 value 7.961063
iter 90 value 7.870480
iter 100 value 5.896141
final value 5.896141
stopped after 100 iterations
# weights: 11
initial value 166.343823
iter 10 value 71.428034
iter 20 value 67.749042
final value 67.744674
converged
# weights: 27
initial value 165.341426
iter 10 value 11.967033
iter 20 value 2.822961
iter 30 value 0.008945
iter 40 value 0.000167
final value 0.000021
converged
# weights: 43
initial value 174.557535
iter 10 value 18.789262
iter 20 value 2.649308
iter 30 value 0.067919
iter 40 value 0.000740
iter 50 value 0.000248
final value 0.000056
converged
# weights: 11
initial value 171.660216
iter 10 value 79.904450
iter 20 value 60.039014
final value 60.038988
converged
# weights: 27
initial value 185.653582
iter 10 value 60.038223
iter 20 value 41.076308
iter 30 value 40.701121
iter 40 value 40.657170
iter 50 value 40.654146
final value 40.654143
converged
# weights: 43
initial value 187.126078
iter 10 value 81.274715
iter 20 value 43.567035
iter 30 value 40.786061
iter 40 value 39.948131
iter 50 value 39.784362
iter 60 value 39.706495
iter 70 value 39.696074
iter 80 value 39.692021
iter 90 value 39.690762
iter 100 value 39.689929
final value 39.689929
stopped after 100 iterations
# weights: 11
initial value 176.320251
iter 10 value 87.382465
iter 20 value 72.386217
iter 30 value 54.048451
iter 40 value 28.841699
iter 50 value 17.608769
iter 60 value 11.583663
iter 70 value 6.785370
iter 80 value 5.848297
iter 90 value 5.387743
iter 100 value 5.044174
final value 5.044174
stopped after 100 iterations
# weights: 27
initial value 185.753546
iter 10 value 14.589624
iter 20 value 3.183141
iter 30 value 2.703069
iter 40 value 2.280117
iter 50 value 1.946409
iter 60 value 1.580948
iter 70 value 1.522469
iter 80 value 1.482215
iter 90 value 1.383277
iter 100 value 1.340520
final value 1.340520
stopped after 100 iterations
# weights: 43
initial value 181.084243
iter 10 value 33.630436
iter 20 value 4.047820
iter 30 value 2.962860
iter 40 value 2.823071
iter 50 value 2.175650
iter 60 value 2.021769
iter 70 value 1.818215
iter 80 value 1.666926
iter 90 value 1.490468
iter 100 value 1.260443
final value 1.260443
stopped after 100 iterations
# weights: 11
initial value 190.985098
iter 10 value 62.061186
iter 20 value 8.739730
iter 30 value 1.565849
iter 40 value 0.436707
iter 50 value 0.305847
iter 60 value 0.287721
iter 70 value 0.244100
iter 80 value 0.231905
iter 90 value 0.215724
iter 100 value 0.209182
final value 0.209182
stopped after 100 iterations
# weights: 27
initial value 177.021717
iter 10 value 12.796062
iter 20 value 0.065645
final value 0.000073
converged
# weights: 43
initial value 194.501584
iter 10 value 24.489139
iter 20 value 0.495747
iter 30 value 0.000589
final value 0.000067
converged
# weights: 11
initial value 165.241690
iter 10 value 84.773414
iter 20 value 59.926398
iter 30 value 59.462058
final value 59.462046
converged
# weights: 27
initial value 190.424611
iter 10 value 92.856317
iter 20 value 47.264714
iter 30 value 40.272642
iter 40 value 38.960753
iter 50 value 38.354063
iter 60 value 38.204312
iter 70 value 37.960986
final value 37.960300
converged
# weights: 43
initial value 166.435136
iter 10 value 86.900805
iter 20 value 42.478522
iter 30 value 38.352961
iter 40 value 37.560778
iter 50 value 37.250162
iter 60 value 37.041048
iter 70 value 36.965063
iter 80 value 36.915856
iter 90 value 36.894366
iter 100 value 36.873403
final value 36.873403
stopped after 100 iterations
# weights: 11
initial value 165.069163
iter 10 value 27.821039
iter 20 value 6.116424
iter 30 value 3.628693
iter 40 value 2.439860
iter 50 value 2.144526
iter 60 value 2.092291
iter 70 value 2.078881
iter 80 value 2.071032
iter 90 value 2.064260
iter 100 value 2.062721
final value 2.062721
stopped after 100 iterations
# weights: 27
initial value 182.511472
iter 10 value 8.426825
iter 20 value 1.236827
iter 30 value 1.167256
iter 40 value 1.022653
iter 50 value 0.800813
iter 60 value 0.719611
iter 70 value 0.630395
iter 80 value 0.540718
iter 90 value 0.396181
iter 100 value 0.371224
final value 0.371224
stopped after 100 iterations
# weights: 43
initial value 216.384086
iter 10 value 73.598188
iter 20 value 3.928492
iter 30 value 1.113168
iter 40 value 0.920839
iter 50 value 0.679650
iter 60 value 0.437945
iter 70 value 0.364776
iter 80 value 0.344258
iter 90 value 0.337176
iter 100 value 0.332206
final value 0.332206
stopped after 100 iterations
# weights: 11
initial value 181.329025
iter 10 value 74.182103
iter 20 value 73.940924
iter 30 value 48.007044
iter 40 value 10.264462
iter 50 value 6.004860
iter 60 value 5.928341
iter 70 value 5.863065
iter 80 value 5.848778
iter 90 value 5.843293
iter 100 value 5.838178
final value 5.838178
stopped after 100 iterations
# weights: 27
initial value 165.266088
iter 10 value 50.851178
iter 20 value 8.560404
iter 30 value 6.502312
iter 40 value 6.154757
iter 50 value 6.101994
iter 60 value 5.906765
iter 70 value 5.865856
iter 80 value 5.836677
iter 90 value 5.829861
iter 100 value 5.827448
final value 5.827448
stopped after 100 iterations
# weights: 43
initial value 237.278294
iter 10 value 10.254160
iter 20 value 5.911102
iter 30 value 5.894263
iter 40 value 5.877242
iter 50 value 5.853784
iter 60 value 5.436690
iter 70 value 4.872728
iter 80 value 4.453694
iter 90 value 4.405746
iter 100 value 4.389943
final value 4.389943
stopped after 100 iterations
# weights: 11
initial value 193.538860
iter 10 value 67.404191
iter 20 value 61.183026
iter 30 value 61.176463
final value 61.176456
converged
# weights: 27
initial value 179.101714
iter 10 value 94.257895
iter 20 value 49.196031
iter 30 value 41.656236
iter 40 value 40.297820
iter 50 value 40.210247
iter 60 value 40.146879
iter 70 value 40.133004
final value 40.132992
converged
# weights: 43
initial value 170.757524
iter 10 value 71.249196
iter 20 value 42.097526
iter 30 value 39.379842
iter 40 value 38.920430
iter 50 value 38.859816
iter 60 value 38.852093
iter 70 value 38.852067
iter 80 value 38.852041
iter 90 value 38.851984
iter 100 value 38.851768
final value 38.851768
stopped after 100 iterations
# weights: 11
initial value 181.116764
iter 10 value 73.845835
iter 20 value 14.182660
iter 30 value 7.373618
iter 40 value 6.537977
iter 50 value 6.503936
iter 60 value 6.501522
iter 70 value 6.499154
iter 80 value 6.498048
iter 90 value 6.497728
iter 100 value 6.497653
final value 6.497653
stopped after 100 iterations
# weights: 27
initial value 191.843055
iter 10 value 74.456860
iter 20 value 74.057500
iter 30 value 49.871509
iter 40 value 10.484577
iter 50 value 6.655910
iter 60 value 6.560788
iter 70 value 6.483704
iter 80 value 6.401266
iter 90 value 6.332964
iter 100 value 6.111290
final value 6.111290
stopped after 100 iterations
# weights: 43
initial value 220.053817
iter 10 value 18.052304
iter 20 value 5.976404
iter 30 value 4.946485
iter 40 value 2.689856
iter 50 value 1.967178
iter 60 value 1.514550
iter 70 value 1.065997
iter 80 value 0.964381
iter 90 value 0.874657
iter 100 value 0.816516
final value 0.816516
stopped after 100 iterations
# weights: 11
initial value 181.602141
iter 10 value 81.811772
iter 20 value 72.744912
final value 72.738089
converged
# weights: 27
initial value 180.204308
iter 10 value 16.638775
iter 20 value 8.856780
iter 30 value 8.421738
iter 40 value 8.103353
iter 50 value 7.639670
iter 60 value 6.024939
iter 70 value 5.936565
iter 80 value 5.913059
iter 90 value 5.904687
iter 100 value 5.232535
final value 5.232535
stopped after 100 iterations
# weights: 43
initial value 174.357139
iter 10 value 42.475487
iter 20 value 9.047089
iter 30 value 8.239756
iter 40 value 7.564938
iter 50 value 7.476222
iter 60 value 7.459248
iter 70 value 7.426995
iter 80 value 7.315850
iter 90 value 7.041190
iter 100 value 6.984724
final value 6.984724
stopped after 100 iterations
# weights: 11
initial value 168.962898
iter 10 value 84.943853
iter 20 value 70.920321
iter 30 value 63.453634
final value 63.410632
converged
# weights: 27
initial value 171.343158
iter 10 value 92.174558
iter 20 value 45.295773
iter 30 value 44.183804
iter 40 value 43.419580
iter 50 value 43.335847
final value 43.335469
converged
# weights: 43
initial value 165.959173
iter 10 value 75.934714
iter 20 value 44.235380
iter 30 value 42.503853
iter 40 value 42.405244
iter 50 value 42.397525
iter 60 value 42.369512
iter 70 value 42.225151
iter 80 value 42.128928
iter 90 value 42.122707
final value 42.122468
converged
# weights: 11
initial value 168.682841
iter 10 value 74.453922
iter 20 value 69.339208
iter 30 value 17.937701
iter 40 value 10.876215
iter 50 value 9.936220
iter 60 value 9.776804
iter 70 value 9.764500
iter 80 value 9.715886
iter 90 value 9.678496
iter 100 value 9.672474
final value 9.672474
stopped after 100 iterations
# weights: 27
initial value 168.584106
iter 10 value 20.029422
iter 20 value 9.874656
iter 30 value 9.513100
iter 40 value 9.021015
iter 50 value 8.688661
iter 60 value 8.463708
iter 70 value 8.188309
iter 80 value 7.925325
iter 90 value 7.809856
iter 100 value 7.589270
final value 7.589270
stopped after 100 iterations
# weights: 43
initial value 161.259325
iter 10 value 45.721476
iter 20 value 9.293542
iter 30 value 8.349181
iter 40 value 7.553322
iter 50 value 6.354033
iter 60 value 5.799736
iter 70 value 5.429895
iter 80 value 4.854161
iter 90 value 4.481607
iter 100 value 4.317060
final value 4.317060
stopped after 100 iterations
# weights: 11
initial value 176.786617
iter 10 value 65.792738
iter 20 value 64.762354
iter 30 value 24.572683
iter 40 value 13.121421
iter 50 value 6.756599
iter 60 value 4.128755
iter 70 value 3.695705
iter 80 value 3.387847
iter 90 value 2.801596
iter 100 value 2.708194
final value 2.708194
stopped after 100 iterations
# weights: 27
initial value 205.053807
iter 10 value 29.258006
iter 20 value 3.137407
iter 30 value 0.045807
final value 0.000092
converged
# weights: 43
initial value 201.039798
iter 10 value 19.572258
iter 20 value 3.279885
iter 30 value 0.015939
final value 0.000074
converged
# weights: 11
initial value 177.808027
iter 10 value 87.765176
iter 20 value 57.505990
iter 30 value 57.372219
final value 57.372136
converged
# weights: 27
initial value 171.936461
iter 10 value 72.517027
iter 20 value 41.986169
iter 30 value 37.583743
iter 40 value 37.265008
iter 50 value 37.210911
iter 60 value 37.204815
iter 70 value 37.204460
iter 70 value 37.204460
iter 70 value 37.204460
final value 37.204460
converged
# weights: 43
initial value 199.082123
iter 10 value 66.227282
iter 20 value 40.848779
iter 30 value 36.901990
iter 40 value 36.424664
iter 50 value 36.328127
iter 60 value 36.070353
iter 70 value 36.047791
iter 80 value 36.041103
iter 90 value 36.033646
iter 100 value 36.025274
final value 36.025274
stopped after 100 iterations
# weights: 11
initial value 184.571404
iter 10 value 159.375265
iter 20 value 109.613124
iter 30 value 74.963067
iter 40 value 64.404505
iter 50 value 63.466324
iter 60 value 62.234045
iter 70 value 61.563278
iter 80 value 61.452935
iter 90 value 61.235567
iter 100 value 61.194311
final value 61.194311
stopped after 100 iterations
# weights: 27
initial value 161.522981
iter 10 value 5.972971
iter 20 value 2.344505
iter 30 value 1.973528
iter 40 value 1.849521
iter 50 value 1.544710
iter 60 value 1.485446
iter 70 value 1.303001
iter 80 value 1.205209
iter 90 value 1.116301
iter 100 value 1.054687
final value 1.054687
stopped after 100 iterations
# weights: 43
initial value 169.146965
iter 10 value 13.395541
iter 20 value 2.908619
iter 30 value 2.202130
iter 40 value 1.724580
iter 50 value 1.503246
iter 60 value 1.438526
iter 70 value 1.415424
iter 80 value 1.324903
iter 90 value 1.286337
iter 100 value 1.196147
final value 1.196147
stopped after 100 iterations
# weights: 11
initial value 178.731138
iter 10 value 22.467497
iter 20 value 15.269301
iter 30 value 9.424491
iter 40 value 7.285855
iter 50 value 6.543434
iter 60 value 6.240837
iter 70 value 6.054728
iter 80 value 5.869513
iter 90 value 5.751985
iter 100 value 5.627801
final value 5.627801
stopped after 100 iterations
# weights: 27
initial value 174.947033
iter 10 value 64.459316
iter 20 value 64.227776
iter 30 value 64.199024
final value 64.198993
converged
# weights: 43
initial value 172.892038
iter 10 value 20.445534
iter 20 value 5.332838
iter 30 value 1.128615
iter 40 value 0.005325
iter 50 value 0.000283
final value 0.000055
converged
# weights: 11
initial value 170.689106
iter 10 value 89.526948
iter 20 value 63.133581
iter 30 value 58.476804
final value 58.476568
converged
# weights: 27
initial value 167.101887
iter 10 value 55.919590
iter 20 value 41.180910
iter 30 value 40.290117
iter 40 value 40.200804
final value 40.199447
converged
# weights: 43
initial value 163.670563
iter 10 value 46.710886
iter 20 value 40.705669
iter 30 value 39.679495
iter 40 value 39.146613
iter 50 value 38.993753
iter 60 value 38.936143
iter 70 value 38.920934
iter 80 value 38.916448
iter 90 value 38.913952
iter 100 value 38.909316
final value 38.909316
stopped after 100 iterations
# weights: 11
initial value 210.735874
iter 10 value 64.188279
iter 20 value 20.509671
iter 30 value 9.198839
iter 40 value 7.119408
iter 50 value 7.014426
iter 60 value 6.958083
iter 70 value 6.900880
iter 80 value 6.886344
iter 90 value 6.863375
iter 100 value 6.855787
final value 6.855787
stopped after 100 iterations
# weights: 27
initial value 203.546399
iter 10 value 19.108469
iter 20 value 9.488784
iter 30 value 6.559527
iter 40 value 5.793826
iter 50 value 3.014424
iter 60 value 2.631567
iter 70 value 2.491400
iter 80 value 2.036154
iter 90 value 1.878255
iter 100 value 1.819859
final value 1.819859
stopped after 100 iterations
# weights: 43
initial value 175.064814
iter 10 value 20.588189
iter 20 value 5.386828
iter 30 value 2.947327
iter 40 value 2.364504
iter 50 value 1.357977
iter 60 value 1.258092
iter 70 value 1.177279
iter 80 value 1.076819
iter 90 value 1.031774
iter 100 value 0.969987
final value 0.969987
stopped after 100 iterations
# weights: 11
initial value 203.550927
iter 10 value 27.798312
iter 20 value 5.521613
iter 30 value 4.687563
iter 40 value 4.652614
iter 50 value 4.616270
iter 60 value 4.581738
iter 70 value 4.558693
iter 80 value 4.553613
iter 90 value 4.545716
iter 100 value 4.545208
final value 4.545208
stopped after 100 iterations
# weights: 27
initial value 186.036045
iter 10 value 29.143066
iter 20 value 5.219557
iter 30 value 4.317480
iter 40 value 1.700169
final value 0.000087
converged
# weights: 43
initial value 192.859642
iter 10 value 6.582331
iter 20 value 4.736331
iter 30 value 4.536645
iter 40 value 4.482030
iter 50 value 4.461422
iter 60 value 4.456902
iter 70 value 4.440532
iter 80 value 4.430020
iter 90 value 4.423394
iter 100 value 4.423383
final value 4.423383
stopped after 100 iterations
# weights: 11
initial value 169.409331
iter 10 value 69.311176
iter 20 value 59.580434
iter 30 value 59.485560
iter 30 value 59.485560
iter 30 value 59.485560
final value 59.485560
converged
# weights: 27
initial value 171.894804
iter 10 value 66.979865
iter 20 value 42.603968
iter 30 value 40.342295
iter 40 value 39.810038
iter 50 value 39.389178
iter 60 value 39.210245
iter 70 value 39.203512
final value 39.203377
converged
# weights: 43
initial value 177.525768
iter 10 value 67.833078
iter 20 value 41.258161
iter 30 value 39.401383
iter 40 value 38.221955
iter 50 value 38.053806
iter 60 value 37.976542
iter 70 value 37.951586
iter 80 value 37.930822
iter 90 value 37.926692
iter 100 value 37.904228
final value 37.904228
stopped after 100 iterations
# weights: 11
initial value 175.132115
iter 10 value 69.306562
iter 20 value 69.139502
iter 30 value 69.001791
iter 40 value 68.954762
iter 50 value 68.865632
iter 60 value 66.558230
iter 70 value 24.148258
iter 80 value 8.668777
iter 90 value 6.154755
iter 100 value 5.984776
final value 5.984776
stopped after 100 iterations
# weights: 27
initial value 176.872733
iter 10 value 42.642760
iter 20 value 7.453976
iter 30 value 5.318073
iter 40 value 5.058096
iter 50 value 4.880688
iter 60 value 4.812096
iter 70 value 4.801959
iter 80 value 4.713411
iter 90 value 4.616570
iter 100 value 4.261259
final value 4.261259
stopped after 100 iterations
# weights: 43
initial value 187.710514
iter 10 value 13.040898
iter 20 value 5.108025
iter 30 value 4.948596
iter 40 value 4.881133
iter 50 value 4.789354
iter 60 value 4.665615
iter 70 value 4.545530
iter 80 value 3.470886
iter 90 value 2.432049
iter 100 value 1.856892
final value 1.856892
stopped after 100 iterations
# weights: 11
initial value 170.737327
iter 10 value 56.603899
iter 20 value 15.639495
iter 30 value 7.039262
iter 40 value 6.965732
iter 50 value 6.961840
iter 60 value 6.958530
iter 70 value 6.958076
iter 80 value 6.954216
iter 90 value 6.952207
iter 100 value 6.951367
final value 6.951367
stopped after 100 iterations
# weights: 27
initial value 171.196284
iter 10 value 78.184906
iter 20 value 48.434919
iter 30 value 9.258939
iter 40 value 6.968678
iter 50 value 6.909225
iter 60 value 6.687549
iter 70 value 5.922996
iter 80 value 4.694824
iter 90 value 4.050356
iter 100 value 1.461092
final value 1.461092
stopped after 100 iterations
# weights: 43
initial value 163.533054
iter 10 value 10.765817
iter 20 value 6.966460
iter 30 value 6.798658
iter 40 value 6.181816
iter 50 value 5.043459
iter 60 value 4.055726
iter 70 value 2.986375
iter 80 value 2.192608
iter 90 value 1.948541
iter 100 value 1.933393
final value 1.933393
stopped after 100 iterations
# weights: 11
initial value 164.611159
iter 10 value 95.791912
iter 20 value 69.191799
iter 30 value 64.621506
final value 64.620296
converged
# weights: 27
initial value 197.102363
iter 10 value 75.956329
iter 20 value 48.892082
iter 30 value 46.587617
iter 40 value 45.949125
iter 50 value 45.754304
iter 60 value 45.620508
iter 70 value 44.680077
iter 80 value 44.092816
iter 90 value 44.040880
final value 44.040545
converged
# weights: 43
initial value 186.780807
iter 10 value 69.290029
iter 20 value 46.818052
iter 30 value 43.922930
iter 40 value 43.287683
iter 50 value 43.059507
iter 60 value 42.947996
iter 70 value 42.922286
iter 80 value 42.918464
iter 90 value 42.903822
iter 100 value 42.890576
final value 42.890576
stopped after 100 iterations
# weights: 11
initial value 163.548746
iter 10 value 80.901598
iter 20 value 78.484011
iter 30 value 78.458924
iter 40 value 78.384178
iter 50 value 71.886827
iter 60 value 26.349098
iter 70 value 9.679577
iter 80 value 7.841734
iter 90 value 7.774169
iter 100 value 7.770140
final value 7.770140
stopped after 100 iterations
# weights: 27
initial value 179.557390
iter 10 value 15.360497
iter 20 value 7.692802
iter 30 value 7.426703
iter 40 value 7.332690
iter 50 value 7.256412
iter 60 value 7.213935
iter 70 value 7.179568
iter 80 value 7.079202
iter 90 value 7.030795
iter 100 value 7.022197
final value 7.022197
stopped after 100 iterations
# weights: 43
initial value 192.635517
iter 10 value 37.386070
iter 20 value 7.343926
iter 30 value 6.337721
iter 40 value 5.699981
iter 50 value 4.739819
iter 60 value 4.157086
iter 70 value 3.805886
iter 80 value 3.643076
iter 90 value 2.906334
iter 100 value 2.509427
final value 2.509427
stopped after 100 iterations
# weights: 11
initial value 166.453012
iter 10 value 15.605115
iter 20 value 6.491805
iter 30 value 3.395672
iter 40 value 2.901357
iter 50 value 1.613554
iter 60 value 1.255221
iter 70 value 1.075565
iter 80 value 1.022270
iter 90 value 0.870461
iter 100 value 0.815624
final value 0.815624
stopped after 100 iterations
# weights: 27
initial value 169.536040
iter 10 value 14.901767
iter 20 value 2.488347
iter 30 value 0.098910
iter 40 value 0.000653
final value 0.000045
converged
# weights: 43
initial value 183.871466
iter 10 value 63.267692
iter 20 value 5.523858
iter 30 value 0.718963
iter 40 value 0.096815
iter 50 value 0.000111
iter 50 value 0.000050
iter 50 value 0.000049
final value 0.000049
converged
# weights: 11
initial value 166.197941
iter 10 value 78.846054
iter 20 value 58.404599
iter 30 value 58.346339
final value 58.346326
converged
# weights: 27
initial value 172.010960
iter 10 value 50.388543
iter 20 value 41.000188
iter 30 value 38.830990
iter 40 value 38.667423
iter 50 value 38.609086
iter 60 value 38.606695
final value 38.606648
converged
# weights: 43
initial value 192.384157
iter 10 value 52.843544
iter 20 value 38.184315
iter 30 value 37.454938
iter 40 value 37.398959
iter 50 value 37.355539
iter 60 value 37.351344
iter 70 value 37.347254
iter 80 value 37.338246
iter 90 value 37.335835
iter 100 value 37.335580
final value 37.335580
stopped after 100 iterations
# weights: 11
initial value 169.971520
iter 10 value 100.073444
iter 20 value 13.742962
iter 30 value 4.611266
iter 40 value 3.619360
iter 50 value 3.339701
iter 60 value 3.323805
iter 70 value 3.294177
iter 80 value 3.277817
iter 90 value 3.277727
iter 100 value 3.277629
final value 3.277629
stopped after 100 iterations
# weights: 27
initial value 172.548983
iter 10 value 13.312443
iter 20 value 1.450101
iter 30 value 1.234985
iter 40 value 1.014279
iter 50 value 0.684574
iter 60 value 0.665537
iter 70 value 0.624178
iter 80 value 0.611170
iter 90 value 0.560375
iter 100 value 0.537986
final value 0.537986
stopped after 100 iterations
# weights: 43
initial value 190.900086
iter 10 value 20.126871
iter 20 value 2.419210
iter 30 value 1.734599
iter 40 value 1.581022
iter 50 value 1.086381
iter 60 value 0.941362
iter 70 value 0.884134
iter 80 value 0.765872
iter 90 value 0.728696
iter 100 value 0.670308
final value 0.670308
stopped after 100 iterations
# weights: 11
initial value 163.958741
iter 10 value 73.417558
iter 20 value 21.161999
iter 30 value 5.706209
iter 40 value 3.132822
iter 50 value 2.921519
iter 60 value 2.821555
iter 70 value 2.727789
iter 80 value 2.676341
iter 90 value 2.612768
iter 100 value 2.518089
final value 2.518089
stopped after 100 iterations
# weights: 27
initial value 164.362648
iter 10 value 74.047426
iter 20 value 72.272862
iter 30 value 72.261439
final value 72.261427
converged
# weights: 43
initial value 258.044597
iter 10 value 15.060462
iter 20 value 2.834227
iter 30 value 2.051869
iter 40 value 0.652874
iter 50 value 0.000131
iter 50 value 0.000063
iter 50 value 0.000022
final value 0.000022
converged
# weights: 11
initial value 184.825229
iter 10 value 94.232244
iter 20 value 74.040381
iter 30 value 61.130539
final value 61.110009
converged
# weights: 27
initial value 171.780096
iter 10 value 118.362407
iter 20 value 53.465294
iter 30 value 45.866097
iter 40 value 44.126081
iter 50 value 42.486565
iter 60 value 40.972411
iter 70 value 40.726541
final value 40.722100
converged
# weights: 43
initial value 166.782330
iter 10 value 73.882748
iter 20 value 44.641278
iter 30 value 40.439165
iter 40 value 39.824909
iter 50 value 39.753636
iter 60 value 39.740706
iter 70 value 39.730684
iter 80 value 39.721298
iter 90 value 39.696433
iter 100 value 39.681935
final value 39.681935
stopped after 100 iterations
# weights: 11
initial value 166.363586
iter 10 value 142.354556
iter 20 value 26.629158
iter 30 value 13.961227
iter 40 value 6.747298
iter 50 value 4.423489
iter 60 value 4.294187
iter 70 value 4.205048
iter 80 value 4.200756
iter 90 value 4.199328
iter 100 value 4.199025
final value 4.199025
stopped after 100 iterations
# weights: 27
initial value 184.696411
iter 10 value 18.038712
iter 20 value 3.155961
iter 30 value 2.858472
iter 40 value 2.722915
iter 50 value 2.633687
iter 60 value 2.491035
iter 70 value 2.447885
iter 80 value 2.425154
iter 90 value 2.366652
iter 100 value 2.333590
final value 2.333590
stopped after 100 iterations
# weights: 43
initial value 179.692773
iter 10 value 18.933376
iter 20 value 3.458448
iter 30 value 3.253948
iter 40 value 2.865312
iter 50 value 2.798512
iter 60 value 2.754326
iter 70 value 2.650458
iter 80 value 2.364315
iter 90 value 1.329090
iter 100 value 1.103055
final value 1.103055
stopped after 100 iterations
# weights: 11
initial value 166.251810
iter 10 value 49.190682
iter 20 value 10.944323
iter 30 value 5.455711
iter 40 value 5.407830
iter 50 value 5.388410
iter 60 value 5.367382
iter 70 value 5.361639
iter 80 value 5.349465
iter 90 value 5.333693
iter 100 value 5.328566
final value 5.328566
stopped after 100 iterations
# weights: 27
initial value 164.946000
iter 10 value 54.700792
iter 20 value 6.467001
iter 30 value 5.535998
iter 40 value 5.047003
iter 50 value 4.890441
iter 60 value 4.881563
final value 4.881546
converged
# weights: 43
initial value 171.824849
iter 10 value 18.429758
iter 20 value 5.519207
iter 30 value 4.995940
iter 40 value 3.395759
iter 50 value 2.874490
iter 60 value 2.870741
iter 70 value 2.870539
iter 80 value 2.857388
iter 90 value 2.844992
iter 100 value 2.706870
final value 2.706870
stopped after 100 iterations
# weights: 11
initial value 178.836494
iter 10 value 87.147654
iter 20 value 61.311361
iter 30 value 59.285895
final value 59.284635
converged
# weights: 27
initial value 171.881039
iter 10 value 50.583581
iter 20 value 40.130136
iter 30 value 39.754919
iter 40 value 39.715772
final value 39.710182
converged
# weights: 43
initial value 172.850294
iter 10 value 53.865386
iter 20 value 41.098095
iter 30 value 39.708981
iter 40 value 38.780024
iter 50 value 38.525298
iter 60 value 38.482673
iter 70 value 38.457772
iter 80 value 38.456165
iter 90 value 38.455110
iter 100 value 38.453420
final value 38.453420
stopped after 100 iterations
# weights: 11
initial value 168.016498
iter 10 value 22.850505
iter 20 value 9.091665
iter 30 value 6.122861
iter 40 value 6.092666
iter 50 value 6.081353
iter 60 value 6.076757
iter 70 value 6.076108
iter 80 value 6.075057
iter 90 value 6.075036
final value 6.074988
converged
# weights: 27
initial value 187.790857
iter 10 value 7.019608
iter 20 value 5.768758
iter 30 value 5.278703
iter 40 value 4.736845
iter 50 value 4.281452
iter 60 value 3.963287
iter 70 value 3.369398
iter 80 value 2.739495
iter 90 value 1.856602
iter 100 value 1.717612
final value 1.717612
stopped after 100 iterations
# weights: 43
initial value 194.744400
iter 10 value 56.792144
iter 20 value 12.527899
iter 30 value 5.991100
iter 40 value 5.898134
iter 50 value 5.712319
iter 60 value 5.378385
iter 70 value 4.709245
iter 80 value 4.523012
iter 90 value 4.250669
iter 100 value 3.507689
final value 3.507689
stopped after 100 iterations
# weights: 11
initial value 174.972699
iter 10 value 70.847444
iter 20 value 31.497514
iter 30 value 9.748567
iter 40 value 6.754257
iter 50 value 6.357629
iter 60 value 6.039227
iter 70 value 5.901764
iter 80 value 5.872411
iter 90 value 5.868849
iter 100 value 5.862997
final value 5.862997
stopped after 100 iterations
# weights: 27
initial value 187.742662
iter 10 value 13.051848
iter 20 value 5.875569
iter 30 value 5.854042
iter 40 value 5.848458
iter 50 value 5.834304
iter 60 value 5.828158
iter 70 value 5.824034
iter 80 value 5.823540
iter 90 value 5.814167
iter 100 value 5.731018
final value 5.731018
stopped after 100 iterations
# weights: 43
initial value 173.460979
iter 10 value 37.393906
iter 20 value 6.520142
iter 30 value 5.893678
iter 40 value 5.871608
iter 50 value 5.853329
iter 60 value 5.817580
iter 70 value 4.761897
iter 80 value 3.960937
iter 90 value 3.903982
iter 100 value 3.895621
final value 3.895621
stopped after 100 iterations
# weights: 11
initial value 173.114929
iter 10 value 86.227976
iter 20 value 62.717598
iter 30 value 62.374754
final value 62.373307
converged
# weights: 27
initial value 184.619357
iter 10 value 90.801032
iter 20 value 46.249276
iter 30 value 41.475313
iter 40 value 41.390306
iter 50 value 41.380734
final value 41.380490
converged
# weights: 43
initial value 174.002343
iter 10 value 60.364991
iter 20 value 40.804416
iter 30 value 40.239631
iter 40 value 40.205736
iter 50 value 40.193610
iter 60 value 40.183708
iter 70 value 40.177143
iter 80 value 40.176033
final value 40.175842
converged
# weights: 11
initial value 172.998099
iter 10 value 72.379423
iter 20 value 72.057958
iter 30 value 71.993909
iter 40 value 71.969270
iter 50 value 71.948587
iter 60 value 71.924685
iter 70 value 70.925281
iter 80 value 30.185242
iter 90 value 8.498742
iter 100 value 6.711915
final value 6.711915
stopped after 100 iterations
# weights: 27
initial value 179.041356
iter 10 value 66.461236
iter 20 value 16.738434
iter 30 value 6.894545
iter 40 value 6.752546
iter 50 value 6.241509
iter 60 value 6.200046
iter 70 value 6.180129
iter 80 value 6.154195
iter 90 value 6.134181
iter 100 value 6.054397
final value 6.054397
stopped after 100 iterations
# weights: 43
initial value 171.620300
iter 10 value 42.480998
iter 20 value 6.234962
iter 30 value 6.111825
iter 40 value 5.469299
iter 50 value 5.010795
iter 60 value 4.781035
iter 70 value 4.629622
iter 80 value 4.389786
iter 90 value 4.286421
iter 100 value 4.087562
final value 4.087562
stopped after 100 iterations
# weights: 11
initial value 194.498423
iter 10 value 142.383733
iter 20 value 61.380122
iter 30 value 61.290421
final value 61.290301
converged
# weights: 27
initial value 164.569009
iter 10 value 12.599328
iter 20 value 2.850684
iter 30 value 0.001346
iter 40 value 0.000140
iter 40 value 0.000072
iter 40 value 0.000055
final value 0.000055
converged
# weights: 43
initial value 181.238381
iter 10 value 42.455892
iter 20 value 6.480366
iter 30 value 0.914810
iter 40 value 0.000237
final value 0.000053
converged
# weights: 11
initial value 193.174338
iter 10 value 76.516975
iter 20 value 59.095536
iter 30 value 58.930421
final value 58.930100
converged
# weights: 27
initial value 163.315323
iter 10 value 66.113248
iter 20 value 41.788589
iter 30 value 41.548334
iter 40 value 41.515421
final value 41.514294
converged
# weights: 43
initial value 159.820443
iter 10 value 54.395911
iter 20 value 39.170557
iter 30 value 38.487710
iter 40 value 38.370530
iter 50 value 38.348705
iter 60 value 38.343079
iter 70 value 38.342103
iter 80 value 38.335683
iter 90 value 38.329125
iter 100 value 38.318585
final value 38.318585
stopped after 100 iterations
# weights: 11
initial value 197.481387
iter 10 value 56.383972
iter 20 value 8.400316
iter 30 value 6.389420
iter 40 value 5.423037
iter 50 value 5.122426
iter 60 value 5.054156
iter 70 value 4.768279
iter 80 value 4.754428
iter 90 value 4.741650
iter 100 value 4.728328
final value 4.728328
stopped after 100 iterations
# weights: 27
initial value 173.853571
iter 10 value 20.828367
iter 20 value 3.853509
iter 30 value 3.184279
iter 40 value 2.530961
iter 50 value 1.948650
iter 60 value 1.701200
iter 70 value 1.454153
iter 80 value 1.253594
iter 90 value 0.898401
iter 100 value 0.873251
final value 0.873251
stopped after 100 iterations
# weights: 43
initial value 168.003943
iter 10 value 13.935070
iter 20 value 2.059253
iter 30 value 1.974742
iter 40 value 1.259165
iter 50 value 1.156891
iter 60 value 1.089237
iter 70 value 1.060980
iter 80 value 0.940683
iter 90 value 0.925707
iter 100 value 0.868150
final value 0.868150
stopped after 100 iterations
# weights: 11
initial value 164.989714
iter 10 value 75.832637
iter 20 value 75.571850
final value 75.552328
converged
# weights: 27
initial value 180.689010
iter 10 value 10.332762
iter 20 value 6.519590
iter 30 value 5.157091
iter 40 value 4.946992
iter 50 value 4.822617
iter 60 value 4.813972
iter 70 value 4.770414
iter 80 value 4.749858
iter 90 value 4.749337
iter 100 value 4.746149
final value 4.746149
stopped after 100 iterations
# weights: 43
initial value 188.583663
iter 10 value 16.412765
iter 20 value 6.463896
iter 30 value 5.852969
iter 40 value 4.254399
iter 50 value 0.942397
iter 60 value 0.001405
final value 0.000058
converged
# weights: 11
initial value 165.775312
iter 10 value 84.165313
iter 20 value 60.748358
final value 60.744731
converged
# weights: 27
initial value 188.395346
iter 10 value 95.069163
iter 20 value 43.386871
iter 30 value 42.193474
iter 40 value 41.668468
iter 50 value 41.578071
iter 60 value 41.240184
iter 70 value 40.393681
iter 80 value 40.160776
iter 90 value 40.137949
final value 40.137929
converged
# weights: 43
initial value 169.513803
iter 10 value 59.302393
iter 20 value 42.187018
iter 30 value 40.203124
iter 40 value 39.817525
iter 50 value 39.757304
iter 60 value 39.731691
iter 70 value 39.705322
iter 80 value 39.693953
final value 39.691415
converged
# weights: 11
initial value 182.451899
iter 10 value 64.756771
iter 20 value 11.367603
iter 30 value 8.532419
iter 40 value 8.297549
iter 50 value 8.214279
iter 60 value 8.211732
iter 70 value 8.204323
iter 80 value 8.186653
iter 90 value 8.186637
iter 100 value 8.186597
final value 8.186597
stopped after 100 iterations
# weights: 27
initial value 163.919549
iter 10 value 8.424484
iter 20 value 7.537071
iter 30 value 6.827743
iter 40 value 3.591897
iter 50 value 2.379636
iter 60 value 1.791119
iter 70 value 1.540151
iter 80 value 1.406254
iter 90 value 1.285415
iter 100 value 1.110605
final value 1.110605
stopped after 100 iterations
# weights: 43
initial value 172.009452
iter 10 value 10.510481
iter 20 value 8.160108
iter 30 value 7.509682
iter 40 value 6.778123
iter 50 value 6.259962
iter 60 value 5.124836
iter 70 value 4.764325
iter 80 value 3.898622
iter 90 value 2.920161
iter 100 value 2.324760
final value 2.324760
stopped after 100 iterations
# weights: 11
initial value 172.624944
iter 10 value 64.858213
iter 20 value 14.527563
iter 30 value 5.998458
iter 40 value 4.078710
iter 50 value 3.931462
iter 60 value 3.820517
iter 70 value 3.768405
iter 80 value 3.684993
iter 90 value 3.644298
iter 100 value 3.563920
final value 3.563920
stopped after 100 iterations
# weights: 27
initial value 208.391128
iter 10 value 8.527136
iter 20 value 2.830494
iter 30 value 0.001190
final value 0.000014
converged
# weights: 43
initial value 180.825416
iter 10 value 13.378686
iter 20 value 3.105572
iter 30 value 0.000723
final value 0.000049
converged
# weights: 11
initial value 167.153262
iter 10 value 93.524778
iter 20 value 60.972166
iter 30 value 60.704980
final value 60.704905
converged
# weights: 27
initial value 164.527781
iter 10 value 78.370585
iter 20 value 56.497275
iter 30 value 46.414605
iter 40 value 44.072557
iter 50 value 42.640036
iter 60 value 42.078157
iter 70 value 41.949327
final value 41.947895
converged
# weights: 43
initial value 174.821123
iter 10 value 65.591701
iter 20 value 43.669178
iter 30 value 41.352852
iter 40 value 41.000918
iter 50 value 40.714914
iter 60 value 40.669528
iter 70 value 40.642239
iter 80 value 40.625170
iter 90 value 40.605759
iter 100 value 40.604560
final value 40.604560
stopped after 100 iterations
# weights: 11
initial value 187.983812
iter 10 value 50.911720
iter 20 value 7.252401
iter 30 value 5.771206
iter 40 value 5.460204
iter 50 value 5.416194
iter 60 value 5.385980
iter 70 value 5.368213
iter 80 value 5.337553
iter 90 value 5.327382
iter 100 value 5.321074
final value 5.321074
stopped after 100 iterations
# weights: 27
initial value 172.498161
iter 10 value 53.663877
iter 20 value 6.876695
iter 30 value 5.655673
iter 40 value 4.155107
iter 50 value 3.894129
iter 60 value 3.663905
iter 70 value 3.322040
iter 80 value 3.201068
iter 90 value 3.088479
iter 100 value 2.859685
final value 2.859685
stopped after 100 iterations
# weights: 43
initial value 177.398611
iter 10 value 26.278832
iter 20 value 4.966430
iter 30 value 3.980959
iter 40 value 3.840579
iter 50 value 3.799712
iter 60 value 3.756417
iter 70 value 3.641728
iter 80 value 3.537656
iter 90 value 3.238419
iter 100 value 2.925515
final value 2.925515
stopped after 100 iterations
# weights: 11
initial value 169.810948
iter 10 value 89.115696
iter 20 value 26.199995
iter 30 value 2.767782
iter 40 value 0.675144
iter 50 value 0.388868
iter 60 value 0.362874
iter 70 value 0.339934
iter 80 value 0.103177
iter 90 value 0.052798
iter 100 value 0.042402
final value 0.042402
stopped after 100 iterations
# weights: 27
initial value 172.638927
iter 10 value 26.697755
iter 20 value 0.126948
iter 30 value 0.000919
final value 0.000054
converged
# weights: 43
initial value 208.898448
iter 10 value 9.473793
iter 20 value 0.050171
iter 30 value 0.002268
iter 40 value 0.000761
final value 0.000096
converged
# weights: 11
initial value 163.457052
iter 10 value 79.975336
iter 20 value 56.620763
iter 30 value 55.972005
final value 55.971622
converged
# weights: 27
initial value 176.953692
iter 10 value 83.477696
iter 20 value 36.134294
iter 30 value 35.452072
iter 40 value 35.375140
final value 35.375085
converged
# weights: 43
initial value 193.694463
iter 10 value 50.279794
iter 20 value 34.480206
iter 30 value 34.075844
iter 40 value 34.062540
iter 50 value 34.060200
iter 60 value 34.059415
iter 70 value 34.059110
iter 80 value 34.058962
final value 34.058961
converged
# weights: 11
initial value 170.869424
iter 10 value 76.620804
iter 20 value 12.808704
iter 30 value 3.518776
iter 40 value 2.168422
iter 50 value 1.408832
iter 60 value 1.338400
iter 70 value 1.324415
iter 80 value 1.324227
iter 90 value 1.323767
iter 100 value 1.323613
final value 1.323613
stopped after 100 iterations
# weights: 27
initial value 182.415060
iter 10 value 31.053659
iter 20 value 0.798103
iter 30 value 0.321095
iter 40 value 0.283359
iter 50 value 0.268621
iter 60 value 0.241157
iter 70 value 0.234077
iter 80 value 0.228787
iter 90 value 0.226654
iter 100 value 0.223998
final value 0.223998
stopped after 100 iterations
# weights: 43
initial value 175.990928
iter 10 value 63.008428
iter 20 value 1.962253
iter 30 value 0.597061
iter 40 value 0.480126
iter 50 value 0.452617
iter 60 value 0.320400
iter 70 value 0.267490
iter 80 value 0.247370
iter 90 value 0.231262
iter 100 value 0.218974
final value 0.218974
stopped after 100 iterations
# weights: 11
initial value 171.836080
iter 10 value 119.915968
iter 20 value 30.465315
iter 30 value 12.071879
iter 40 value 4.606375
iter 50 value 2.156718
iter 60 value 1.701375
iter 70 value 0.933092
iter 80 value 0.617022
iter 90 value 0.439888
iter 100 value 0.421300
final value 0.421300
stopped after 100 iterations
# weights: 27
initial value 168.682632
iter 10 value 14.062333
iter 20 value 1.935056
iter 30 value 0.001606
iter 40 value 0.000216
final value 0.000056
converged
# weights: 43
initial value 182.094855
iter 10 value 24.038951
iter 20 value 0.512617
iter 30 value 0.007478
iter 40 value 0.000413
iter 50 value 0.000126
final value 0.000098
converged
# weights: 11
initial value 170.484800
iter 10 value 87.728363
iter 20 value 60.199477
iter 30 value 60.181173
final value 60.181130
converged
# weights: 27
initial value 166.402327
iter 10 value 95.480557
iter 20 value 42.548812
iter 30 value 40.525034
iter 40 value 40.518292
final value 40.518026
converged
# weights: 43
initial value 170.711473
iter 10 value 63.215418
iter 20 value 41.897966
iter 30 value 40.448769
iter 40 value 40.114568
iter 50 value 39.989571
iter 60 value 39.977549
iter 70 value 39.976152
iter 80 value 39.975689
final value 39.975617
converged
# weights: 11
initial value 171.681700
iter 10 value 64.608563
iter 20 value 7.683525
iter 30 value 2.837009
iter 40 value 2.635702
iter 50 value 2.543147
iter 60 value 2.533873
iter 70 value 2.531898
iter 80 value 2.531454
iter 90 value 2.531170
iter 100 value 2.530928
final value 2.530928
stopped after 100 iterations
# weights: 27
initial value 162.677000
iter 10 value 8.018826
iter 20 value 1.374478
iter 30 value 0.825049
iter 40 value 0.741476
iter 50 value 0.701599
iter 60 value 0.646433
iter 70 value 0.571412
iter 80 value 0.504295
iter 90 value 0.477900
iter 100 value 0.465108
final value 0.465108
stopped after 100 iterations
# weights: 43
initial value 170.658445
iter 10 value 10.428222
iter 20 value 0.718745
iter 30 value 0.557440
iter 40 value 0.518594
iter 50 value 0.471699
iter 60 value 0.406192
iter 70 value 0.355137
iter 80 value 0.341022
iter 90 value 0.319578
iter 100 value 0.307069
final value 0.307069
stopped after 100 iterations
# weights: 11
initial value 175.416375
iter 10 value 69.152782
iter 20 value 63.634701
iter 30 value 19.490287
iter 40 value 2.623859
iter 50 value 0.284758
iter 60 value 0.185370
iter 70 value 0.171250
iter 80 value 0.162379
iter 90 value 0.116749
iter 100 value 0.072055
final value 0.072055
stopped after 100 iterations
# weights: 27
initial value 179.333908
iter 10 value 66.640205
iter 20 value 66.609781
final value 66.609585
converged
# weights: 43
initial value 169.891946
iter 10 value 19.375899
iter 20 value 0.133799
iter 30 value 0.003021
iter 40 value 0.000502
iter 50 value 0.000260
final value 0.000074
converged
# weights: 11
initial value 165.149489
iter 10 value 90.732116
iter 20 value 70.814849
iter 30 value 57.991410
final value 57.982363
converged
# weights: 27
initial value 164.210240
iter 10 value 81.528203
iter 20 value 51.569466
iter 30 value 39.151200
iter 40 value 37.841969
iter 50 value 37.243054
iter 60 value 37.238737
iter 60 value 37.238737
iter 60 value 37.238737
final value 37.238737
converged
# weights: 43
initial value 173.980676
iter 10 value 50.092921
iter 20 value 38.534535
iter 30 value 36.786360
iter 40 value 36.391877
iter 50 value 36.109593
iter 60 value 36.078280
iter 70 value 36.037157
iter 80 value 36.028941
iter 90 value 36.027479
iter 100 value 36.026521
final value 36.026521
stopped after 100 iterations
# weights: 11
initial value 183.976591
iter 10 value 20.200437
iter 20 value 1.706691
iter 30 value 1.387682
iter 40 value 1.263059
iter 50 value 1.195309
iter 60 value 1.173963
iter 70 value 1.137150
iter 80 value 1.117984
iter 90 value 1.113952
iter 100 value 1.103833
final value 1.103833
stopped after 100 iterations
# weights: 27
initial value 168.384923
iter 10 value 54.830044
iter 20 value 9.289086
iter 30 value 0.918895
iter 40 value 0.677891
iter 50 value 0.622632
iter 60 value 0.480890
iter 70 value 0.443254
iter 80 value 0.395596
iter 90 value 0.351739
iter 100 value 0.308712
final value 0.308712
stopped after 100 iterations
# weights: 43
initial value 178.100916
iter 10 value 31.546256
iter 20 value 0.732333
iter 30 value 0.608469
iter 40 value 0.513896
iter 50 value 0.312380
iter 60 value 0.275773
iter 70 value 0.242660
iter 80 value 0.221547
iter 90 value 0.217845
iter 100 value 0.210747
final value 0.210747
stopped after 100 iterations
# weights: 11
initial value 183.911257
final value 64.622901
converged
# weights: 27
initial value 172.911418
iter 10 value 15.047303
iter 20 value 7.779116
iter 30 value 7.701023
iter 40 value 7.620016
iter 50 value 7.203691
iter 60 value 6.284105
iter 70 value 5.271388
iter 80 value 3.626195
iter 90 value 3.041072
iter 100 value 2.140710
final value 2.140710
stopped after 100 iterations
# weights: 43
initial value 178.790152
iter 10 value 8.582088
iter 20 value 7.328944
iter 30 value 5.762985
iter 40 value 4.405974
iter 50 value 4.351111
iter 60 value 4.314173
final value 4.314131
converged
# weights: 11
initial value 166.413259
iter 10 value 85.169123
iter 20 value 64.342076
iter 30 value 59.887949
final value 59.885574
converged
# weights: 27
initial value 187.396503
iter 10 value 88.850117
iter 20 value 50.820225
iter 30 value 46.898266
iter 40 value 41.458431
iter 50 value 40.681798
iter 60 value 40.626566
iter 70 value 40.584370
final value 40.584269
converged
# weights: 43
initial value 171.061759
iter 10 value 60.833794
iter 20 value 42.588944
iter 30 value 40.614831
iter 40 value 40.289948
iter 50 value 40.186882
iter 60 value 39.737629
iter 70 value 39.418775
iter 80 value 39.311860
iter 90 value 39.302764
iter 100 value 39.301940
final value 39.301940
stopped after 100 iterations
# weights: 11
initial value 166.348731
iter 10 value 64.795784
iter 20 value 43.715179
iter 30 value 13.167334
iter 40 value 8.606904
iter 50 value 8.495116
iter 60 value 8.387942
iter 70 value 8.328462
iter 80 value 8.326953
iter 90 value 8.324082
iter 100 value 8.324033
final value 8.324033
stopped after 100 iterations
# weights: 27
initial value 179.296168
iter 10 value 64.542892
iter 20 value 63.300796
iter 30 value 52.810609
iter 40 value 15.441601
iter 50 value 11.702689
iter 60 value 10.394335
iter 70 value 9.212627
iter 80 value 8.090240
iter 90 value 7.449377
iter 100 value 6.645743
final value 6.645743
stopped after 100 iterations
# weights: 43
initial value 166.926176
iter 10 value 12.305686
iter 20 value 8.073410
iter 30 value 7.370539
iter 40 value 6.799460
iter 50 value 6.298572
iter 60 value 5.685045
iter 70 value 5.145520
iter 80 value 4.740408
iter 90 value 4.365586
iter 100 value 3.980421
final value 3.980421
stopped after 100 iterations
# weights: 11
initial value 162.609474
iter 10 value 75.681349
iter 20 value 75.548498
final value 75.548412
converged
# weights: 27
initial value 171.106329
final value 75.548455
converged
# weights: 43
initial value 168.635274
iter 10 value 56.316732
iter 20 value 7.017277
iter 30 value 6.871477
iter 40 value 6.708176
iter 50 value 6.105688
iter 60 value 3.950585
iter 70 value 3.438584
iter 80 value 3.394710
iter 90 value 3.352855
iter 100 value 3.352768
final value 3.352768
stopped after 100 iterations
# weights: 11
initial value 189.710628
iter 10 value 89.529551
iter 20 value 63.213499
final value 63.159482
converged
# weights: 27
initial value 171.888034
iter 10 value 54.366970
iter 20 value 43.259940
iter 30 value 43.173037
iter 40 value 43.171608
final value 43.171606
converged
# weights: 43
initial value 173.737367
iter 10 value 66.294484
iter 20 value 43.175341
iter 30 value 41.186464
iter 40 value 40.630851
iter 50 value 40.414055
iter 60 value 40.405138
iter 70 value 40.385052
iter 80 value 40.378366
iter 90 value 40.330952
iter 100 value 40.299770
final value 40.299770
stopped after 100 iterations
# weights: 11
initial value 173.022133
iter 10 value 76.773689
iter 20 value 75.674138
iter 30 value 75.637113
iter 40 value 75.601508
iter 50 value 73.868220
iter 60 value 33.988093
iter 70 value 11.956087
iter 80 value 7.898433
iter 90 value 7.803138
iter 100 value 7.764159
final value 7.764159
stopped after 100 iterations
# weights: 27
initial value 166.857672
iter 10 value 9.328165
iter 20 value 7.678900
iter 30 value 7.366065
iter 40 value 7.116121
iter 50 value 6.852035
iter 60 value 6.729464
iter 70 value 6.483680
iter 80 value 5.360267
iter 90 value 1.718396
iter 100 value 1.214318
final value 1.214318
stopped after 100 iterations
# weights: 43
initial value 204.875309
iter 10 value 34.313116
iter 20 value 7.277713
iter 30 value 7.182917
iter 40 value 7.065522
iter 50 value 7.007863
iter 60 value 6.933405
iter 70 value 6.697921
iter 80 value 5.327868
iter 90 value 3.210240
iter 100 value 2.186794
final value 2.186794
stopped after 100 iterations
# weights: 11
initial value 178.954097
iter 10 value 65.205666
iter 20 value 65.151123
iter 30 value 65.150586
iter 40 value 65.149830
iter 50 value 65.148959
iter 60 value 65.147650
iter 70 value 65.146005
iter 80 value 65.143237
iter 90 value 65.139099
iter 100 value 65.130032
final value 65.130032
stopped after 100 iterations
# weights: 27
initial value 171.326868
iter 10 value 65.106447
iter 20 value 20.868102
iter 30 value 6.507619
iter 40 value 6.160252
iter 50 value 5.347493
iter 60 value 4.558016
iter 70 value 3.116272
iter 80 value 2.909743
iter 90 value 2.867957
iter 100 value 2.743563
final value 2.743563
stopped after 100 iterations
# weights: 43
initial value 204.136055
iter 10 value 16.081551
iter 20 value 5.932625
iter 30 value 5.664713
iter 40 value 4.892671
iter 50 value 4.861321
iter 60 value 4.861027
iter 70 value 4.860897
iter 80 value 4.860767
iter 90 value 4.860719
final value 4.860718
converged
# weights: 11
initial value 178.269359
iter 10 value 105.301336
iter 20 value 59.302659
final value 59.179474
converged
# weights: 27
initial value 172.835627
iter 10 value 83.247723
iter 20 value 48.757934
iter 30 value 42.583406
iter 40 value 42.529865
iter 50 value 42.501573
final value 42.500372
converged
# weights: 43
initial value 166.159563
iter 10 value 66.160024
iter 20 value 43.720806
iter 30 value 40.671089
iter 40 value 39.502430
iter 50 value 39.330459
iter 60 value 39.214700
iter 70 value 39.193057
iter 80 value 39.182976
iter 90 value 39.177997
iter 100 value 39.177675
final value 39.177675
stopped after 100 iterations
# weights: 11
initial value 166.570538
iter 10 value 65.545173
iter 20 value 65.046094
iter 30 value 29.020177
iter 40 value 7.538679
iter 50 value 7.080976
iter 60 value 7.066493
iter 70 value 7.059402
iter 80 value 7.058326
iter 90 value 7.058318
final value 7.058298
converged
# weights: 27
initial value 172.355568
iter 10 value 8.948298
iter 20 value 7.484523
iter 30 value 6.382725
iter 40 value 6.086054
iter 50 value 4.785376
iter 60 value 4.292716
iter 70 value 4.055304
iter 80 value 3.789995
iter 90 value 3.511069
iter 100 value 3.222849
final value 3.222849
stopped after 100 iterations
# weights: 43
initial value 179.628249
iter 10 value 37.093599
iter 20 value 6.659432
iter 30 value 5.743217
iter 40 value 5.253005
iter 50 value 4.778620
iter 60 value 4.559932
iter 70 value 4.334353
iter 80 value 3.973284
iter 90 value 3.876617
iter 100 value 3.705922
final value 3.705922
stopped after 100 iterations
# weights: 11
initial value 168.562169
iter 10 value 69.407767
iter 20 value 66.212038
final value 66.208636
converged
# weights: 27
initial value 168.292681
iter 10 value 66.203721
iter 20 value 49.160921
iter 30 value 26.103253
iter 40 value 25.203402
iter 50 value 19.051058
iter 60 value 16.805622
iter 70 value 16.518639
iter 80 value 8.992552
iter 90 value 5.323194
iter 100 value 5.064918
final value 5.064918
stopped after 100 iterations
# weights: 43
initial value 169.297345
iter 10 value 17.041416
iter 20 value 5.206455
iter 30 value 5.077271
iter 40 value 4.368850
iter 50 value 2.924460
iter 60 value 2.704448
iter 70 value 2.703371
final value 2.703367
converged
# weights: 11
initial value 178.799687
iter 10 value 86.323140
iter 20 value 64.564837
iter 30 value 58.481737
final value 58.418609
converged
# weights: 27
initial value 209.800172
iter 10 value 69.372372
iter 20 value 41.266592
iter 30 value 39.348181
iter 40 value 39.052441
iter 50 value 38.998673
iter 60 value 38.970173
iter 70 value 38.964869
final value 38.964834
converged
# weights: 43
initial value 193.029804
iter 10 value 59.526167
iter 20 value 38.723657
iter 30 value 38.000651
iter 40 value 37.936126
iter 50 value 37.922113
iter 60 value 37.914256
iter 70 value 37.896679
iter 80 value 37.875553
iter 90 value 37.862104
iter 100 value 37.861353
final value 37.861353
stopped after 100 iterations
# weights: 11
initial value 191.211722
iter 10 value 68.771462
iter 20 value 12.916107
iter 30 value 5.868585
iter 40 value 5.855932
iter 50 value 5.847373
iter 60 value 5.845310
iter 70 value 5.843881
iter 80 value 5.843173
iter 90 value 5.842406
iter 100 value 5.842223
final value 5.842223
stopped after 100 iterations
# weights: 27
initial value 180.824103
iter 10 value 40.864889
iter 20 value 10.833161
iter 30 value 5.727978
iter 40 value 5.553718
iter 50 value 5.439612
iter 60 value 5.364560
iter 70 value 5.347935
iter 80 value 5.173287
iter 90 value 5.061154
iter 100 value 4.808442
final value 4.808442
stopped after 100 iterations
# weights: 43
initial value 179.090166
iter 10 value 30.786635
iter 20 value 6.086756
iter 30 value 5.633740
iter 40 value 5.533393
iter 50 value 5.055100
iter 60 value 4.813030
iter 70 value 4.374242
iter 80 value 4.169619
iter 90 value 3.986903
iter 100 value 2.529916
final value 2.529916
stopped after 100 iterations
# weights: 11
initial value 179.978941
iter 10 value 69.887472
iter 20 value 68.566974
iter 30 value 68.246089
iter 40 value 67.215274
iter 50 value 55.368022
iter 60 value 23.505409
iter 70 value 3.623537
iter 80 value 2.766555
iter 90 value 2.496603
iter 100 value 2.209641
final value 2.209641
stopped after 100 iterations
# weights: 27
initial value 189.851871
iter 10 value 69.631658
final value 69.631649
converged
# weights: 43
initial value 177.827653
iter 10 value 9.639277
iter 20 value 4.640126
iter 30 value 3.033827
iter 40 value 0.906082
iter 50 value 0.247318
iter 60 value 0.084566
iter 70 value 0.013791
iter 80 value 0.000591
iter 90 value 0.000253
final value 0.000087
converged
# weights: 11
initial value 164.396947
iter 10 value 60.998325
iter 20 value 58.575405
final value 58.575381
converged
# weights: 27
initial value 169.157979
iter 10 value 63.558576
iter 20 value 39.862651
iter 30 value 38.826999
iter 40 value 37.770951
iter 50 value 37.609746
iter 60 value 37.588803
iter 70 value 37.585896
final value 37.585852
converged
# weights: 43
initial value 167.137129
iter 10 value 58.799234
iter 20 value 37.226687
iter 30 value 36.614977
iter 40 value 36.420854
iter 50 value 36.377695
iter 60 value 36.375237
iter 70 value 36.374995
iter 80 value 36.374740
final value 36.374736
converged
# weights: 11
initial value 163.335549
iter 10 value 72.157289
iter 20 value 70.178329
iter 30 value 69.977220
iter 40 value 69.902901
iter 50 value 69.818705
iter 60 value 69.782344
iter 70 value 69.738649
iter 80 value 62.979511
iter 90 value 8.782250
iter 100 value 3.309620
final value 3.309620
stopped after 100 iterations
# weights: 27
initial value 196.408580
iter 10 value 14.157961
iter 20 value 3.577745
iter 30 value 1.632786
iter 40 value 1.322999
iter 50 value 0.808058
iter 60 value 0.771925
iter 70 value 0.746950
iter 80 value 0.723011
iter 90 value 0.661877
iter 100 value 0.649912
final value 0.649912
stopped after 100 iterations
# weights: 43
initial value 178.659305
iter 10 value 12.463396
iter 20 value 2.931299
iter 30 value 1.140468
iter 40 value 1.012548
iter 50 value 0.779953
iter 60 value 0.736979
iter 70 value 0.707280
iter 80 value 0.641562
iter 90 value 0.634898
iter 100 value 0.619499
final value 0.619499
stopped after 100 iterations
# weights: 11
initial value 170.865913
iter 10 value 18.501747
iter 20 value 9.203958
iter 30 value 5.417513
iter 40 value 2.895049
iter 50 value 2.423435
iter 60 value 2.090653
iter 70 value 0.546165
iter 80 value 0.211518
iter 90 value 0.191235
iter 100 value 0.155747
final value 0.155747
stopped after 100 iterations
# weights: 27
initial value 196.098337
iter 10 value 35.676525
iter 20 value 4.090020
iter 30 value 0.264526
iter 40 value 0.000569
final value 0.000031
converged
# weights: 43
initial value 199.360523
iter 10 value 5.173193
iter 20 value 0.317822
iter 30 value 0.007181
final value 0.000083
converged
# weights: 11
initial value 169.908728
iter 10 value 84.418674
iter 20 value 59.297942
iter 30 value 57.439966
final value 57.428005
converged
# weights: 27
initial value 175.373908
iter 10 value 59.583554
iter 20 value 42.934989
iter 30 value 40.342717
iter 40 value 39.552977
iter 50 value 39.000105
iter 60 value 38.571645
iter 70 value 38.483660
final value 38.482606
converged
# weights: 43
initial value 180.692019
iter 10 value 80.660417
iter 20 value 48.084894
iter 30 value 39.900107
iter 40 value 38.426344
iter 50 value 37.622708
iter 60 value 37.499999
iter 70 value 37.474588
iter 80 value 37.456808
iter 90 value 37.451247
iter 100 value 37.390123
final value 37.390123
stopped after 100 iterations
# weights: 11
initial value 165.394718
iter 10 value 14.508406
iter 20 value 4.935436
iter 30 value 4.378820
iter 40 value 4.102072
iter 50 value 3.728490
iter 60 value 3.455197
iter 70 value 3.355482
iter 80 value 3.319155
iter 90 value 3.208445
iter 100 value 3.201632
final value 3.201632
stopped after 100 iterations
# weights: 27
initial value 174.265907
iter 10 value 11.788760
iter 20 value 1.624745
iter 30 value 1.185933
iter 40 value 1.024596
iter 50 value 0.860443
iter 60 value 0.720372
iter 70 value 0.673614
iter 80 value 0.647456
iter 90 value 0.606764
iter 100 value 0.553402
final value 0.553402
stopped after 100 iterations
# weights: 43
initial value 175.464817
iter 10 value 6.242797
iter 20 value 1.046383
iter 30 value 0.931415
iter 40 value 0.839131
iter 50 value 0.775530
iter 60 value 0.720376
iter 70 value 0.675323
iter 80 value 0.617542
iter 90 value 0.613582
iter 100 value 0.586730
final value 0.586730
stopped after 100 iterations
# weights: 11
initial value 172.674286
iter 10 value 69.051959
iter 20 value 60.265648
iter 30 value 15.817592
iter 40 value 5.801277
iter 50 value 3.728016
iter 60 value 3.312078
iter 70 value 3.036729
iter 80 value 2.728224
iter 90 value 2.232681
iter 100 value 1.432712
final value 1.432712
stopped after 100 iterations
# weights: 27
initial value 198.304751
iter 10 value 69.000419
iter 20 value 56.858951
iter 30 value 3.956003
iter 40 value 0.683899
iter 50 value 0.001469
iter 60 value 0.001066
iter 70 value 0.000284
iter 80 value 0.000216
final value 0.000083
converged
# weights: 43
initial value 172.830346
iter 10 value 27.538444
iter 20 value 0.459057
iter 30 value 0.000976
iter 40 value 0.000325
iter 50 value 0.000115
iter 50 value 0.000060
iter 50 value 0.000060
final value 0.000060
converged
# weights: 11
initial value 180.441012
iter 10 value 81.696834
iter 20 value 61.238002
iter 30 value 60.770102
final value 60.769768
converged
# weights: 27
initial value 168.720008
iter 10 value 93.957160
iter 20 value 52.357032
iter 30 value 42.252200
iter 40 value 40.755527
iter 50 value 40.519418
iter 60 value 40.181261
iter 70 value 39.554616
iter 80 value 39.501414
final value 39.501185
converged
# weights: 43
initial value 175.843700
iter 10 value 77.673477
iter 20 value 43.074510
iter 30 value 39.808709
iter 40 value 38.647947
iter 50 value 38.383086
iter 60 value 38.260748
iter 70 value 38.247268
iter 80 value 38.246567
iter 90 value 38.245943
iter 100 value 38.245682
final value 38.245682
stopped after 100 iterations
# weights: 11
initial value 182.733990
iter 10 value 82.427636
iter 20 value 30.151131
iter 30 value 9.137764
iter 40 value 4.966358
iter 50 value 4.558282
iter 60 value 3.837072
iter 70 value 3.586547
iter 80 value 3.578442
iter 90 value 3.567716
iter 100 value 3.545849
final value 3.545849
stopped after 100 iterations
# weights: 27
initial value 175.143943
iter 10 value 22.548342
iter 20 value 2.275598
iter 30 value 1.412863
iter 40 value 1.155059
iter 50 value 0.972339
iter 60 value 0.841259
iter 70 value 0.782921
iter 80 value 0.731855
iter 90 value 0.673460
iter 100 value 0.621174
final value 0.621174
stopped after 100 iterations
# weights: 43
initial value 166.190438
iter 10 value 20.082193
iter 20 value 3.701028
iter 30 value 1.756333
iter 40 value 1.378690
iter 50 value 0.871575
iter 60 value 0.738897
iter 70 value 0.670593
iter 80 value 0.657490
iter 90 value 0.650800
iter 100 value 0.625918
final value 0.625918
stopped after 100 iterations
# weights: 11
initial value 189.244908
iter 10 value 62.669067
iter 20 value 29.706413
iter 30 value 8.070101
iter 40 value 6.045134
iter 50 value 5.998301
iter 60 value 5.952315
iter 70 value 5.947241
iter 80 value 5.940194
iter 90 value 5.937315
iter 100 value 5.934483
final value 5.934483
stopped after 100 iterations
# weights: 27
initial value 178.175185
iter 10 value 22.919806
iter 20 value 6.293365
iter 30 value 6.161039
iter 40 value 5.954534
iter 50 value 5.919503
iter 60 value 5.914845
iter 70 value 5.913330
iter 80 value 5.912659
iter 90 value 5.912078
iter 100 value 5.903686
final value 5.903686
stopped after 100 iterations
# weights: 43
initial value 172.887824
iter 10 value 9.701935
iter 20 value 5.832032
iter 30 value 5.737825
iter 40 value 5.446366
iter 50 value 4.898338
iter 60 value 3.198798
iter 70 value 2.751320
iter 80 value 0.054827
iter 90 value 0.000474
final value 0.000071
converged
# weights: 11
initial value 174.571001
iter 10 value 72.509789
iter 20 value 60.519585
iter 30 value 60.235502
final value 60.235495
converged
# weights: 27
initial value 196.266127
iter 10 value 78.661674
iter 20 value 41.599291
iter 30 value 39.766163
iter 40 value 39.218809
iter 50 value 39.154770
iter 60 value 39.104702
iter 70 value 39.102484
final value 39.102470
converged
# weights: 43
initial value 197.418120
iter 10 value 66.356754
iter 20 value 42.149664
iter 30 value 39.616599
iter 40 value 38.496895
iter 50 value 38.188688
iter 60 value 38.154325
iter 70 value 38.130420
iter 80 value 38.066780
iter 90 value 38.054368
iter 100 value 38.028170
final value 38.028170
stopped after 100 iterations
# weights: 11
initial value 167.253549
iter 10 value 53.910544
iter 20 value 9.488703
iter 30 value 6.951619
iter 40 value 6.610476
iter 50 value 6.585244
iter 60 value 6.574999
iter 70 value 6.558737
iter 80 value 6.546574
iter 90 value 6.540448
iter 100 value 6.539185
final value 6.539185
stopped after 100 iterations
# weights: 27
initial value 163.756356
iter 10 value 9.723171
iter 20 value 7.085131
iter 30 value 6.786381
iter 40 value 6.618935
iter 50 value 6.319427
iter 60 value 6.115007
iter 70 value 6.036407
iter 80 value 4.845671
iter 90 value 3.074266
iter 100 value 2.610160
final value 2.610160
stopped after 100 iterations
# weights: 43
initial value 164.243672
iter 10 value 11.070139
iter 20 value 6.373779
iter 30 value 6.313493
iter 40 value 6.253345
iter 50 value 6.077938
iter 60 value 5.911225
iter 70 value 5.788272
iter 80 value 5.067038
iter 90 value 1.577400
iter 100 value 1.258410
final value 1.258410
stopped after 100 iterations
# weights: 11
initial value 171.307060
iter 10 value 70.748332
iter 20 value 70.387352
final value 70.386989
converged
# weights: 27
initial value 180.056646
iter 10 value 13.863021
iter 20 value 1.464905
iter 30 value 0.000649
final value 0.000072
converged
# weights: 43
initial value 173.667731
iter 10 value 15.015816
iter 20 value 1.560545
iter 30 value 0.015551
iter 40 value 0.001414
final value 0.000057
converged
# weights: 11
initial value 165.101906
iter 10 value 92.762429
iter 20 value 60.715374
final value 60.000690
converged
# weights: 27
initial value 195.445616
iter 10 value 73.581592
iter 20 value 40.643956
iter 30 value 39.856104
iter 40 value 39.676737
iter 50 value 39.017120
iter 60 value 38.781900
iter 70 value 38.759521
final value 38.757049
converged
# weights: 43
initial value 164.595281
iter 10 value 66.991487
iter 20 value 46.643879
iter 30 value 40.741578
iter 40 value 39.086561
iter 50 value 38.450301
iter 60 value 38.082733
iter 70 value 37.749479
iter 80 value 37.623951
iter 90 value 37.599998
iter 100 value 37.587066
final value 37.587066
stopped after 100 iterations
# weights: 11
initial value 165.174117
iter 10 value 73.552444
iter 20 value 70.984283
iter 30 value 70.854679
iter 40 value 70.793027
iter 50 value 70.657989
iter 60 value 70.569494
iter 70 value 70.497610
iter 80 value 70.496489
iter 90 value 70.495027
iter 100 value 70.493501
final value 70.493501
stopped after 100 iterations
# weights: 27
initial value 181.325519
iter 10 value 9.013096
iter 20 value 1.243353
iter 30 value 1.150108
iter 40 value 1.014613
iter 50 value 0.882867
iter 60 value 0.841117
iter 70 value 0.810365
iter 80 value 0.745984
iter 90 value 0.709265
iter 100 value 0.655871
final value 0.655871
stopped after 100 iterations
# weights: 43
initial value 171.136872
iter 10 value 15.778760
iter 20 value 1.247480
iter 30 value 0.753263
iter 40 value 0.631834
iter 50 value 0.590266
iter 60 value 0.535237
iter 70 value 0.498592
iter 80 value 0.477529
iter 90 value 0.460864
iter 100 value 0.431404
final value 0.431404
stopped after 100 iterations
# weights: 11
initial value 165.797287
iter 10 value 67.119213
final value 67.106410
converged
# weights: 27
initial value 162.327417
iter 10 value 21.940202
iter 20 value 7.370710
iter 30 value 6.171407
iter 40 value 6.083943
iter 50 value 5.912134
iter 60 value 5.857898
iter 70 value 5.851576
iter 80 value 5.839441
iter 90 value 5.836198
iter 100 value 5.833441
final value 5.833441
stopped after 100 iterations
# weights: 43
initial value 174.002499
iter 10 value 13.820341
iter 20 value 5.897104
iter 30 value 5.869272
iter 40 value 5.858385
iter 50 value 5.838937
iter 60 value 5.758879
iter 70 value 5.605440
iter 80 value 4.803825
iter 90 value 4.654198
iter 100 value 4.527064
final value 4.527064
stopped after 100 iterations
# weights: 11
initial value 167.186508
iter 10 value 79.997650
iter 20 value 59.106485
iter 30 value 58.961959
final value 58.961537
converged
# weights: 27
initial value 172.186191
iter 10 value 88.394099
iter 20 value 44.193702
iter 30 value 41.419941
iter 40 value 41.391823
iter 50 value 39.785451
iter 60 value 38.788310
iter 70 value 38.669226
final value 38.668586
converged
# weights: 43
initial value 170.058532
iter 10 value 51.136011
iter 20 value 39.183155
iter 30 value 38.010177
iter 40 value 37.900466
iter 50 value 37.783319
iter 60 value 37.765043
iter 70 value 37.758814
iter 80 value 37.754351
iter 90 value 37.752726
iter 100 value 37.745322
final value 37.745322
stopped after 100 iterations
# weights: 11
initial value 182.239343
iter 10 value 68.501849
iter 20 value 67.357147
iter 30 value 67.294438
iter 40 value 67.233953
iter 50 value 67.194779
iter 60 value 67.170942
iter 70 value 67.040175
iter 80 value 52.258636
iter 90 value 16.957232
iter 100 value 7.856130
final value 7.856130
stopped after 100 iterations
# weights: 27
initial value 208.925848
iter 10 value 36.888596
iter 20 value 7.131434
iter 30 value 6.550333
iter 40 value 6.307044
iter 50 value 6.166598
iter 60 value 5.883811
iter 70 value 5.236776
iter 80 value 4.979277
iter 90 value 4.757762
iter 100 value 4.643344
final value 4.643344
stopped after 100 iterations
# weights: 43
initial value 214.531924
iter 10 value 22.000896
iter 20 value 6.854679
iter 30 value 6.521345
iter 40 value 6.205651
iter 50 value 5.619309
iter 60 value 4.726180
iter 70 value 4.640113
iter 80 value 4.579159
iter 90 value 4.412400
iter 100 value 3.980052
final value 3.980052
stopped after 100 iterations
# weights: 11
initial value 168.006164
iter 10 value 22.367312
iter 20 value 9.398569
iter 30 value 7.930822
iter 40 value 7.682124
iter 50 value 7.643960
iter 60 value 7.630865
iter 70 value 7.583562
iter 80 value 7.579230
iter 90 value 7.575744
iter 100 value 7.575324
final value 7.575324
stopped after 100 iterations
# weights: 27
initial value 213.986595
iter 10 value 53.123089
iter 20 value 8.149646
iter 30 value 7.679267
iter 40 value 7.395060
iter 50 value 7.030624
iter 60 value 7.006977
iter 70 value 6.989177
iter 80 value 6.966772
iter 90 value 6.918390
iter 100 value 6.914606
final value 6.914606
stopped after 100 iterations
# weights: 43
initial value 224.285464
iter 10 value 32.380442
iter 20 value 7.746611
iter 30 value 7.530049
iter 40 value 7.386316
iter 50 value 6.788430
iter 60 value 6.689448
iter 70 value 6.669576
iter 80 value 6.657120
iter 90 value 6.650066
iter 100 value 6.647979
final value 6.647979
stopped after 100 iterations
# weights: 11
initial value 171.911221
iter 10 value 76.138432
iter 20 value 61.525810
final value 61.518950
converged
# weights: 27
initial value 200.538543
iter 10 value 74.513227
iter 20 value 47.069872
iter 30 value 42.093456
iter 40 value 41.883581
iter 50 value 41.756643
iter 60 value 41.722764
iter 70 value 41.708620
final value 41.708568
converged
# weights: 43
initial value 175.763551
iter 10 value 72.702607
iter 20 value 44.244233
iter 30 value 41.401454
iter 40 value 40.952259
iter 50 value 40.556016
iter 60 value 40.502670
iter 70 value 40.481261
iter 80 value 40.472027
iter 90 value 40.471641
iter 100 value 40.471386
final value 40.471386
stopped after 100 iterations
# weights: 11
initial value 162.757006
iter 10 value 31.795883
iter 20 value 9.105057
iter 30 value 8.462389
iter 40 value 8.377441
iter 50 value 8.363843
iter 60 value 8.328217
iter 70 value 8.301708
iter 80 value 8.254332
iter 90 value 8.249045
iter 100 value 8.243216
final value 8.243216
stopped after 100 iterations
# weights: 27
initial value 184.267204
iter 10 value 16.189689
iter 20 value 7.770300
iter 30 value 7.359227
iter 40 value 2.877791
iter 50 value 2.260223
iter 60 value 2.146729
iter 70 value 1.935123
iter 80 value 1.690327
iter 90 value 1.579843
iter 100 value 1.501370
final value 1.501370
stopped after 100 iterations
# weights: 43
initial value 178.429166
iter 10 value 23.506066
iter 20 value 7.887048
iter 30 value 7.693697
iter 40 value 6.561208
iter 50 value 4.233568
iter 60 value 1.799315
iter 70 value 1.275752
iter 80 value 1.165824
iter 90 value 1.064105
iter 100 value 1.014992
final value 1.014992
stopped after 100 iterations
# weights: 11
initial value 175.507216
iter 10 value 63.701794
iter 20 value 9.028750
iter 30 value 3.158298
iter 40 value 2.303235
iter 50 value 1.301687
iter 60 value 0.966134
iter 70 value 0.864272
iter 80 value 0.758449
iter 90 value 0.665214
iter 100 value 0.593013
final value 0.593013
stopped after 100 iterations
# weights: 27
initial value 168.846043
iter 10 value 0.273477
iter 20 value 0.003418
final value 0.000085
converged
# weights: 43
initial value 160.646792
iter 10 value 5.578320
iter 20 value 0.021401
iter 30 value 0.000519
final value 0.000061
converged
# weights: 11
initial value 186.445428
iter 10 value 102.642041
iter 20 value 69.441286
iter 30 value 55.718998
final value 55.711671
converged
# weights: 27
initial value 165.659147
iter 10 value 58.918517
iter 20 value 37.544644
iter 30 value 37.440379
iter 40 value 37.436709
final value 37.436682
converged
# weights: 43
initial value 166.230290
iter 10 value 65.574558
iter 20 value 39.715854
iter 30 value 37.160691
iter 40 value 36.652048
iter 50 value 36.567882
iter 60 value 36.495979
iter 70 value 36.466720
iter 80 value 36.464716
iter 90 value 36.459863
iter 100 value 36.442537
final value 36.442537
stopped after 100 iterations
# weights: 11
initial value 201.240994
iter 10 value 64.714632
iter 20 value 20.634291
iter 30 value 5.668240
iter 40 value 3.349496
iter 50 value 2.878455
iter 60 value 2.135076
iter 70 value 2.041150
iter 80 value 1.987730
iter 90 value 1.987417
iter 100 value 1.984545
final value 1.984545
stopped after 100 iterations
# weights: 27
initial value 167.815537
iter 10 value 54.703243
iter 20 value 4.134008
iter 30 value 1.055947
iter 40 value 0.913953
iter 50 value 0.787310
iter 60 value 0.694863
iter 70 value 0.644966
iter 80 value 0.591408
iter 90 value 0.514127
iter 100 value 0.459085
final value 0.459085
stopped after 100 iterations
# weights: 43
initial value 200.072788
iter 10 value 4.226018
iter 20 value 0.664464
iter 30 value 0.526160
iter 40 value 0.476898
iter 50 value 0.424681
iter 60 value 0.375877
iter 70 value 0.370229
iter 80 value 0.356376
iter 90 value 0.354511
iter 100 value 0.351565
final value 0.351565
stopped after 100 iterations
# weights: 11
initial value 164.285607
iter 10 value 34.179250
iter 20 value 6.345160
iter 30 value 4.329401
iter 40 value 3.180206
iter 50 value 2.304581
iter 60 value 2.043485
iter 70 value 1.814712
iter 80 value 1.711414
iter 90 value 1.368752
iter 100 value 1.219980
final value 1.219980
stopped after 100 iterations
# weights: 27
initial value 189.992790
iter 10 value 70.185020
iter 20 value 69.155035
iter 30 value 67.792247
iter 40 value 52.429215
iter 50 value 2.441974
iter 60 value 0.487729
iter 70 value 0.007261
iter 80 value 0.000325
iter 90 value 0.000290
iter 100 value 0.000117
final value 0.000117
stopped after 100 iterations
# weights: 43
initial value 173.204087
iter 10 value 9.024042
iter 20 value 0.460744
iter 30 value 0.009651
final value 0.000088
converged
# weights: 11
initial value 164.661817
iter 10 value 64.142721
iter 20 value 59.483577
final value 59.483500
converged
# weights: 27
initial value 187.783317
iter 10 value 69.630047
iter 20 value 59.257234
iter 30 value 44.154750
iter 40 value 40.901399
iter 50 value 40.345557
iter 60 value 39.818805
iter 70 value 39.621881
iter 80 value 39.620326
iter 80 value 39.620326
iter 80 value 39.620326
final value 39.620326
converged
# weights: 43
initial value 173.549846
iter 10 value 63.973277
iter 20 value 40.453256
iter 30 value 38.682268
iter 40 value 38.344437
iter 50 value 38.323345
iter 60 value 38.320166
iter 70 value 38.319871
iter 80 value 38.319821
final value 38.319812
converged
# weights: 11
initial value 170.430107
iter 10 value 16.634513
iter 20 value 5.901907
iter 30 value 4.826695
iter 40 value 4.691213
iter 50 value 4.570854
iter 60 value 4.499109
iter 70 value 4.423855
iter 80 value 4.287902
iter 90 value 4.246174
iter 100 value 4.245548
final value 4.245548
stopped after 100 iterations
# weights: 27
initial value 170.768172
iter 10 value 10.393627
iter 20 value 2.836077
iter 30 value 1.416428
iter 40 value 1.048085
iter 50 value 1.014061
iter 60 value 0.904858
iter 70 value 0.738510
iter 80 value 0.713441
iter 90 value 0.703894
iter 100 value 0.685383
final value 0.685383
stopped after 100 iterations
# weights: 43
initial value 168.282444
iter 10 value 10.179726
iter 20 value 2.736978
iter 30 value 1.076462
iter 40 value 0.636708
iter 50 value 0.557907
iter 60 value 0.428636
iter 70 value 0.402582
iter 80 value 0.379448
iter 90 value 0.365060
iter 100 value 0.351457
final value 0.351457
stopped after 100 iterations
# weights: 11
initial value 188.996952
iter 10 value 34.588147
iter 20 value 9.924865
iter 30 value 7.658744
iter 40 value 7.441268
iter 50 value 7.437140
iter 60 value 7.433297
iter 70 value 7.431911
iter 80 value 7.431902
iter 90 value 7.431831
iter 100 value 7.431684
final value 7.431684
stopped after 100 iterations
# weights: 27
initial value 170.740503
iter 10 value 11.632161
iter 20 value 7.482386
iter 30 value 7.403138
iter 40 value 7.254145
iter 50 value 7.245211
iter 60 value 7.243185
iter 70 value 7.235267
iter 80 value 7.226718
iter 90 value 7.221989
iter 100 value 7.214237
final value 7.214237
stopped after 100 iterations
# weights: 43
initial value 187.351639
iter 10 value 38.384880
iter 20 value 7.728573
iter 30 value 7.574388
iter 40 value 7.474160
iter 50 value 6.670822
iter 60 value 4.255577
iter 70 value 4.188013
iter 80 value 4.187900
final value 4.187887
converged
# weights: 11
initial value 182.981731
iter 10 value 62.082428
iter 20 value 58.950668
final value 58.950255
converged
# weights: 27
initial value 176.537980
iter 10 value 65.428049
iter 20 value 45.393411
iter 30 value 41.795862
iter 40 value 40.747320
iter 50 value 39.636670
iter 60 value 39.547570
iter 70 value 39.542940
final value 39.542671
converged
# weights: 43
initial value 171.334641
iter 10 value 54.790388
iter 20 value 41.025286
iter 30 value 39.965040
iter 40 value 39.819927
iter 50 value 39.766847
iter 60 value 39.737028
iter 70 value 39.685095
iter 80 value 39.015538
iter 90 value 38.606133
iter 100 value 38.311934
final value 38.311934
stopped after 100 iterations
# weights: 11
initial value 166.000267
iter 10 value 71.858624
iter 20 value 11.262864
iter 30 value 8.130413
iter 40 value 8.075997
iter 50 value 8.068904
iter 60 value 8.065084
iter 70 value 8.064531
iter 80 value 8.064447
iter 90 value 8.064411
final value 8.064381
converged
# weights: 27
initial value 183.483031
iter 10 value 60.257225
iter 20 value 8.147000
iter 30 value 7.886262
iter 40 value 7.743659
iter 50 value 7.681495
iter 60 value 7.657377
iter 70 value 7.646030
iter 80 value 7.635106
iter 90 value 7.631362
iter 100 value 7.622329
final value 7.622329
stopped after 100 iterations
# weights: 43
initial value 179.256668
iter 10 value 63.195578
iter 20 value 12.357878
iter 30 value 9.121706
iter 40 value 8.231905
iter 50 value 7.900953
iter 60 value 6.997292
iter 70 value 5.836479
iter 80 value 2.135767
iter 90 value 1.342924
iter 100 value 1.217123
final value 1.217123
stopped after 100 iterations
# weights: 11
initial value 172.810227
iter 10 value 60.394455
iter 20 value 59.029694
final value 59.028058
converged
# weights: 27
initial value 162.995401
iter 10 value 10.439859
iter 20 value 4.135003
iter 30 value 2.488996
iter 40 value 0.247246
iter 50 value 0.001035
final value 0.000061
converged
# weights: 43
initial value 208.805272
iter 10 value 7.202127
iter 20 value 2.895429
iter 30 value 0.480705
iter 40 value 0.000187
iter 40 value 0.000090
iter 40 value 0.000081
final value 0.000081
converged
# weights: 11
initial value 162.456643
iter 10 value 63.464307
iter 20 value 56.230990
final value 56.230989
converged
# weights: 27
initial value 174.075880
iter 10 value 79.805448
iter 20 value 43.148577
iter 30 value 40.924014
iter 40 value 40.365033
iter 50 value 37.949845
iter 60 value 37.675546
iter 70 value 37.656215
final value 37.656215
converged
# weights: 43
initial value 182.528967
iter 10 value 45.502158
iter 20 value 38.191780
iter 30 value 36.905493
iter 40 value 36.829343
iter 50 value 36.805944
iter 60 value 36.799186
iter 70 value 36.723501
iter 80 value 36.636236
iter 90 value 36.621361
iter 100 value 36.610610
final value 36.610610
stopped after 100 iterations
# weights: 11
initial value 166.631149
iter 10 value 52.405653
iter 20 value 12.264468
iter 30 value 4.215121
iter 40 value 4.140849
iter 50 value 4.133604
iter 60 value 4.129654
iter 70 value 4.129121
iter 80 value 4.128693
iter 90 value 4.128653
final value 4.128645
converged
# weights: 27
initial value 171.852389
iter 10 value 31.644036
iter 20 value 3.857376
iter 30 value 3.127108
iter 40 value 2.177942
iter 50 value 2.018485
iter 60 value 1.589807
iter 70 value 1.268603
iter 80 value 1.103381
iter 90 value 1.037473
iter 100 value 0.959589
final value 0.959589
stopped after 100 iterations
# weights: 43
initial value 182.213930
iter 10 value 18.030794
iter 20 value 3.467270
iter 30 value 2.928803
iter 40 value 2.374486
iter 50 value 1.679887
iter 60 value 1.149063
iter 70 value 0.767041
iter 80 value 0.681108
iter 90 value 0.662220
iter 100 value 0.585788
final value 0.585788
stopped after 100 iterations
# weights: 11
initial value 175.585430
iter 10 value 37.329838
iter 20 value 8.307868
iter 30 value 2.563206
iter 40 value 1.566240
iter 50 value 1.293027
iter 60 value 1.079514
iter 70 value 0.884365
iter 80 value 0.636945
iter 90 value 0.536143
iter 100 value 0.425647
final value 0.425647
stopped after 100 iterations
# weights: 27
initial value 166.351972
iter 10 value 64.360184
iter 20 value 6.342564
iter 30 value 0.065286
iter 40 value 0.000936
final value 0.000056
converged
# weights: 43
initial value 171.899132
iter 10 value 31.938709
iter 20 value 0.453653
iter 30 value 0.000514
final value 0.000058
converged
# weights: 11
initial value 191.408025
iter 10 value 93.768455
iter 20 value 57.453102
final value 56.501905
converged
# weights: 27
initial value 174.122330
iter 10 value 47.242036
iter 20 value 38.213275
iter 30 value 36.772676
iter 40 value 36.591503
iter 50 value 36.557381
iter 60 value 36.555468
final value 36.555462
converged
# weights: 43
initial value 167.509746
iter 10 value 59.855250
iter 20 value 37.162282
iter 30 value 35.413390
iter 40 value 35.304394
iter 50 value 35.284745
iter 60 value 35.283400
iter 70 value 35.282742
iter 80 value 35.281496
iter 90 value 35.281075
iter 100 value 35.280168
final value 35.280168
stopped after 100 iterations
# weights: 11
initial value 168.300058
iter 10 value 64.811368
iter 20 value 64.587536
iter 30 value 64.326307
iter 40 value 16.035202
iter 50 value 4.409594
iter 60 value 2.144063
iter 70 value 1.869345
iter 80 value 1.814281
iter 90 value 1.758991
iter 100 value 1.705913
final value 1.705913
stopped after 100 iterations
# weights: 27
initial value 181.896781
iter 10 value 10.676014
iter 20 value 1.131734
iter 30 value 0.781011
iter 40 value 0.735547
iter 50 value 0.662253
iter 60 value 0.545141
iter 70 value 0.481076
iter 80 value 0.467748
iter 90 value 0.421580
iter 100 value 0.377402
final value 0.377402
stopped after 100 iterations
# weights: 43
initial value 212.537910
iter 10 value 4.128024
iter 20 value 0.475693
iter 30 value 0.418163
iter 40 value 0.387928
iter 50 value 0.347187
iter 60 value 0.315056
iter 70 value 0.291819
iter 80 value 0.270521
iter 90 value 0.268827
iter 100 value 0.262942
final value 0.262942
stopped after 100 iterations
# weights: 11
initial value 173.531087
iter 10 value 53.943284
iter 20 value 17.111834
iter 30 value 13.496121
iter 40 value 11.163293
iter 50 value 9.847695
iter 60 value 9.439339
iter 70 value 8.480137
iter 80 value 7.953728
iter 90 value 7.672385
iter 100 value 7.588374
final value 7.588374
stopped after 100 iterations
# weights: 27
initial value 165.933338
final value 71.156022
converged
# weights: 43
initial value 162.277485
iter 10 value 10.487506
iter 20 value 5.670902
iter 30 value 0.846344
iter 40 value 0.000894
final value 0.000041
converged
# weights: 11
initial value 172.258133
iter 10 value 98.000599
iter 20 value 64.541404
final value 64.007898
converged
# weights: 27
initial value 176.501118
iter 10 value 74.119052
iter 20 value 45.277625
iter 30 value 44.628327
iter 40 value 44.518497
iter 50 value 44.478755
final value 44.478706
converged
# weights: 43
initial value 180.396999
iter 10 value 63.621950
iter 20 value 47.453722
iter 30 value 44.786574
iter 40 value 43.661948
iter 50 value 43.557174
iter 60 value 43.529035
iter 70 value 43.524434
iter 80 value 43.523805
iter 90 value 43.523173
iter 100 value 43.520717
final value 43.520717
stopped after 100 iterations
# weights: 11
initial value 170.105740
iter 10 value 75.043983
iter 20 value 72.010330
iter 30 value 71.744934
iter 40 value 71.538224
iter 50 value 70.774193
iter 60 value 67.392560
iter 70 value 29.510375
iter 80 value 15.608468
iter 90 value 11.822260
iter 100 value 11.286880
final value 11.286880
stopped after 100 iterations
# weights: 27
initial value 184.745123
iter 10 value 27.060453
iter 20 value 7.226415
iter 30 value 2.479995
iter 40 value 2.082710
iter 50 value 1.920703
iter 60 value 1.783970
iter 70 value 1.711212
iter 80 value 1.607255
iter 90 value 1.547555
iter 100 value 1.504786
final value 1.504786
stopped after 100 iterations
# weights: 43
initial value 174.527413
iter 10 value 17.587653
iter 20 value 6.582851
iter 30 value 2.793101
iter 40 value 2.391630
iter 50 value 1.983410
iter 60 value 1.819481
iter 70 value 1.758785
iter 80 value 1.704979
iter 90 value 1.694258
iter 100 value 1.641220
final value 1.641220
stopped after 100 iterations
# weights: 11
initial value 165.163687
iter 10 value 51.157260
iter 20 value 5.416604
iter 30 value 0.376082
iter 40 value 0.120363
iter 50 value 0.081783
iter 60 value 0.066979
iter 70 value 0.058556
iter 80 value 0.047261
iter 90 value 0.042997
iter 100 value 0.041170
final value 0.041170
stopped after 100 iterations
# weights: 27
initial value 178.103936
iter 10 value 22.481902
iter 20 value 0.182032
iter 30 value 0.000324
final value 0.000086
converged
# weights: 43
initial value 197.379591
iter 10 value 19.453110
iter 20 value 0.035801
iter 30 value 0.000716
final value 0.000087
converged
# weights: 11
initial value 167.451534
iter 10 value 82.445370
iter 20 value 57.891064
iter 30 value 56.784831
iter 30 value 56.784830
iter 30 value 56.784830
final value 56.784830
converged
# weights: 27
initial value 169.765313
iter 10 value 68.801774
iter 20 value 38.992748
iter 30 value 38.746683
iter 40 value 38.742622
final value 38.742618
converged
# weights: 43
initial value 192.555471
iter 10 value 56.183719
iter 20 value 39.218128
iter 30 value 37.322322
iter 40 value 36.246025
iter 50 value 35.977584
iter 60 value 35.740020
iter 70 value 35.590602
iter 80 value 35.556550
iter 90 value 35.545318
iter 100 value 35.540402
final value 35.540402
stopped after 100 iterations
# weights: 11
initial value 172.624023
iter 10 value 64.033011
iter 20 value 0.935515
iter 30 value 0.866131
iter 40 value 0.852164
iter 50 value 0.838427
iter 60 value 0.833278
iter 70 value 0.830224
iter 80 value 0.828502
iter 90 value 0.827392
iter 100 value 0.826581
final value 0.826581
stopped after 100 iterations
# weights: 27
initial value 169.455622
iter 10 value 66.049061
iter 20 value 63.476687
iter 30 value 42.243544
iter 40 value 3.862766
iter 50 value 0.649269
iter 60 value 0.562263
iter 70 value 0.529358
iter 80 value 0.473524
iter 90 value 0.431962
iter 100 value 0.365252
final value 0.365252
stopped after 100 iterations
# weights: 43
initial value 170.248014
iter 10 value 38.831135
iter 20 value 1.641798
iter 30 value 1.222152
iter 40 value 1.030792
iter 50 value 0.851350
iter 60 value 0.732507
iter 70 value 0.601050
iter 80 value 0.510414
iter 90 value 0.482318
iter 100 value 0.417845
final value 0.417845
stopped after 100 iterations
# weights: 11
initial value 167.890765
iter 10 value 65.879956
iter 20 value 65.844322
final value 65.843787
converged
# weights: 27
initial value 173.672284
iter 10 value 23.540663
iter 20 value 2.776770
iter 30 value 2.595235
iter 40 value 2.594784
iter 50 value 2.591261
iter 60 value 2.590732
iter 70 value 2.587004
iter 80 value 2.586471
iter 90 value 2.578181
iter 100 value 2.575429
final value 2.575429
stopped after 100 iterations
# weights: 43
initial value 176.356159
iter 10 value 14.204044
iter 20 value 2.802347
iter 30 value 1.853682
iter 40 value 0.011178
iter 50 value 0.001159
final value 0.000027
converged
# weights: 11
initial value 176.667944
iter 10 value 62.985457
iter 20 value 59.787242
iter 30 value 59.786559
iter 30 value 59.786558
iter 30 value 59.786558
final value 59.786558
converged
# weights: 27
initial value 195.312287
iter 10 value 76.071893
iter 20 value 43.024067
iter 30 value 41.239177
iter 40 value 41.069591
iter 50 value 41.063121
iter 60 value 41.053548
iter 70 value 41.053288
iter 70 value 41.053288
iter 70 value 41.053288
final value 41.053288
converged
# weights: 43
initial value 168.948367
iter 10 value 63.273893
iter 20 value 40.717877
iter 30 value 38.459699
iter 40 value 37.855058
iter 50 value 37.707788
iter 60 value 37.670089
iter 70 value 37.633835
iter 80 value 37.629944
final value 37.629764
converged
# weights: 11
initial value 165.248932
iter 10 value 69.814379
iter 20 value 66.161721
iter 30 value 66.136473
iter 40 value 66.083959
iter 50 value 66.007387
iter 60 value 65.969870
iter 70 value 65.926541
iter 80 value 57.234960
iter 90 value 12.580817
iter 100 value 4.534320
final value 4.534320
stopped after 100 iterations
# weights: 27
initial value 188.465164
iter 10 value 9.868129
iter 20 value 3.407417
iter 30 value 3.230160
iter 40 value 3.072313
iter 50 value 3.013875
iter 60 value 2.975424
iter 70 value 2.685219
iter 80 value 1.493931
iter 90 value 0.650204
iter 100 value 0.591634
final value 0.591634
stopped after 100 iterations
# weights: 43
initial value 182.065328
iter 10 value 61.558184
iter 20 value 5.112742
iter 30 value 3.028926
iter 40 value 1.934056
iter 50 value 1.329551
iter 60 value 1.213050
iter 70 value 1.030741
iter 80 value 0.939636
iter 90 value 0.851339
iter 100 value 0.799017
final value 0.799017
stopped after 100 iterations
# weights: 11
initial value 164.731058
iter 10 value 39.422564
iter 20 value 7.058120
iter 30 value 1.620510
iter 40 value 1.207842
iter 50 value 0.961331
iter 60 value 0.913088
iter 70 value 0.838453
iter 80 value 0.805867
iter 90 value 0.792743
iter 100 value 0.531878
final value 0.531878
stopped after 100 iterations
# weights: 27
initial value 190.544070
iter 10 value 56.570088
iter 20 value 4.852023
iter 30 value 1.063083
iter 40 value 0.009954
final value 0.000080
converged
# weights: 43
initial value 195.074753
iter 10 value 41.067407
iter 20 value 0.950341
iter 30 value 0.095449
iter 40 value 0.000262
final value 0.000071
converged
# weights: 11
initial value 177.933513
iter 10 value 87.306563
iter 20 value 62.833355
final value 62.787275
converged
# weights: 27
initial value 175.577423
iter 10 value 71.575894
iter 20 value 45.839317
iter 30 value 41.596832
iter 40 value 41.274209
iter 50 value 41.257034
iter 60 value 41.251320
final value 41.250112
converged
# weights: 43
initial value 171.236131
iter 10 value 83.014168
iter 20 value 46.556595
iter 30 value 41.130158
iter 40 value 40.368678
iter 50 value 40.325473
iter 60 value 40.248358
iter 70 value 40.231659
iter 80 value 40.228113
iter 90 value 40.203122
iter 100 value 40.191423
final value 40.191423
stopped after 100 iterations
# weights: 11
initial value 164.986179
iter 10 value 74.645554
iter 20 value 56.763098
iter 30 value 14.866788
iter 40 value 4.907921
iter 50 value 4.376221
iter 60 value 3.885534
iter 70 value 3.870971
iter 80 value 3.860181
iter 90 value 3.852210
iter 100 value 3.850237
final value 3.850237
stopped after 100 iterations
# weights: 27
initial value 169.244212
iter 10 value 74.201547
iter 20 value 37.445979
iter 30 value 2.981058
iter 40 value 1.141690
iter 50 value 1.023998
iter 60 value 0.983071
iter 70 value 0.787180
iter 80 value 0.749120
iter 90 value 0.733626
iter 100 value 0.727685
final value 0.727685
stopped after 100 iterations
# weights: 43
initial value 165.864739
iter 10 value 36.971710
iter 20 value 2.870851
iter 30 value 1.480789
iter 40 value 1.160006
iter 50 value 1.034175
iter 60 value 0.883928
iter 70 value 0.744162
iter 80 value 0.623838
iter 90 value 0.570081
iter 100 value 0.521047
final value 0.521047
stopped after 100 iterations
# weights: 11
initial value 165.871274
iter 10 value 77.818897
iter 20 value 75.442759
iter 30 value 75.438865
final value 75.438331
converged
# weights: 27
initial value 194.948167
iter 10 value 75.521857
iter 20 value 75.401775
iter 30 value 74.629474
iter 40 value 9.692083
iter 50 value 7.727171
iter 60 value 6.727596
iter 70 value 5.092090
iter 80 value 4.962639
iter 90 value 4.960866
final value 4.960863
converged
# weights: 43
initial value 169.069319
iter 10 value 12.046539
iter 20 value 6.371733
iter 30 value 5.864565
iter 40 value 5.517366
iter 50 value 5.386647
iter 60 value 5.238361
iter 70 value 5.123955
iter 80 value 5.104464
iter 90 value 5.096723
iter 100 value 5.078188
final value 5.078188
stopped after 100 iterations
# weights: 11
initial value 167.655529
iter 10 value 80.668347
iter 20 value 64.741050
final value 64.740432
converged
# weights: 27
initial value 188.398478
iter 10 value 59.570183
iter 20 value 44.387910
iter 30 value 44.184933
iter 40 value 44.127747
iter 50 value 44.097499
iter 60 value 44.096224
iter 70 value 44.096127
iter 70 value 44.096127
iter 70 value 44.096127
final value 44.096127
converged
# weights: 43
initial value 200.496473
iter 10 value 69.134455
iter 20 value 44.877337
iter 30 value 43.225678
iter 40 value 43.121177
iter 50 value 43.113662
iter 60 value 43.112743
iter 70 value 43.110870
iter 80 value 43.098996
iter 90 value 42.997832
iter 100 value 42.930769
final value 42.930769
stopped after 100 iterations
# weights: 11
initial value 176.830136
iter 10 value 33.199681
iter 20 value 16.466223
iter 30 value 9.698997
iter 40 value 9.413885
iter 50 value 9.210280
iter 60 value 9.106689
iter 70 value 9.097548
iter 80 value 9.096531
iter 90 value 9.094301
final value 9.094124
converged
# weights: 27
initial value 169.364614
iter 10 value 60.636364
iter 20 value 7.976378
iter 30 value 7.164986
iter 40 value 6.839156
iter 50 value 5.747742
iter 60 value 5.411500
iter 70 value 5.131232
iter 80 value 4.534493
iter 90 value 1.524994
iter 100 value 1.297349
final value 1.297349
stopped after 100 iterations
# weights: 43
initial value 175.553262
iter 10 value 26.578312
iter 20 value 7.491912
iter 30 value 6.651463
iter 40 value 6.346363
iter 50 value 6.131480
iter 60 value 5.861691
iter 70 value 5.650882
iter 80 value 5.553903
iter 90 value 5.533815
iter 100 value 5.504889
final value 5.504889
stopped after 100 iterations
# weights: 11
initial value 173.741501
iter 10 value 61.706346
iter 20 value 14.112139
iter 30 value 3.179546
iter 40 value 2.661333
iter 50 value 2.617331
iter 60 value 2.558627
iter 70 value 2.554515
iter 80 value 1.810851
iter 90 value 1.323134
iter 100 value 1.258604
final value 1.258604
stopped after 100 iterations
# weights: 27
initial value 178.224547
iter 10 value 18.586924
iter 20 value 2.761480
iter 30 value 1.513681
iter 40 value 0.004713
iter 50 value 0.000384
iter 60 value 0.000193
final value 0.000076
converged
# weights: 43
initial value 172.994940
iter 10 value 21.518327
iter 20 value 2.674044
iter 30 value 0.980631
iter 40 value 0.838522
iter 50 value 0.120631
iter 60 value 0.012782
iter 70 value 0.007001
iter 80 value 0.001688
final value 0.000045
converged
# weights: 11
initial value 169.155188
iter 10 value 84.883100
iter 20 value 60.115675
final value 58.271422
converged
# weights: 27
initial value 171.366241
iter 10 value 56.402979
iter 20 value 42.547454
iter 30 value 40.236926
iter 40 value 39.886872
iter 50 value 39.484066
iter 60 value 39.043832
iter 70 value 38.934248
final value 38.933854
converged
# weights: 43
initial value 176.049570
iter 10 value 54.297910
iter 20 value 39.676808
iter 30 value 38.078820
iter 40 value 37.830106
iter 50 value 37.717874
iter 60 value 37.670837
iter 70 value 37.665489
iter 80 value 37.661009
iter 90 value 37.660827
iter 100 value 37.660765
final value 37.660765
stopped after 100 iterations
# weights: 11
initial value 177.597403
iter 10 value 63.746297
iter 20 value 61.365651
iter 30 value 53.943592
iter 40 value 40.295150
iter 50 value 19.605174
iter 60 value 9.913461
iter 70 value 4.605412
iter 80 value 4.189733
iter 90 value 4.163666
iter 100 value 4.138507
final value 4.138507
stopped after 100 iterations
# weights: 27
initial value 168.556786
iter 10 value 61.033513
iter 20 value 8.921606
iter 30 value 4.965467
iter 40 value 4.734966
iter 50 value 4.477451
iter 60 value 4.436118
iter 70 value 4.370102
iter 80 value 4.259861
iter 90 value 4.236412
iter 100 value 4.126203
final value 4.126203
stopped after 100 iterations
# weights: 43
initial value 174.425412
iter 10 value 10.500014
iter 20 value 2.807748
iter 30 value 2.459524
iter 40 value 2.370580
iter 50 value 2.241274
iter 60 value 2.127323
iter 70 value 1.983864
iter 80 value 1.550925
iter 90 value 1.295554
iter 100 value 1.205683
final value 1.205683
stopped after 100 iterations
# weights: 11
initial value 171.039448
iter 10 value 85.949026
iter 20 value 67.616475
final value 67.602560
converged
# weights: 27
initial value 195.120746
iter 10 value 15.030790
iter 20 value 9.064572
iter 30 value 8.318229
iter 40 value 7.958557
iter 50 value 5.751328
iter 60 value 3.989859
iter 70 value 2.089009
iter 80 value 0.248924
iter 90 value 0.089351
iter 100 value 0.028542
final value 0.028542
stopped after 100 iterations
# weights: 43
initial value 167.104330
iter 10 value 13.478305
iter 20 value 8.281116
iter 30 value 8.243454
iter 40 value 8.225745
iter 50 value 8.212458
iter 60 value 8.206455
iter 70 value 8.204992
iter 80 value 8.203669
iter 90 value 8.203576
iter 100 value 8.202701
final value 8.202701
stopped after 100 iterations
# weights: 11
initial value 174.316428
iter 10 value 91.363693
iter 20 value 62.039052
iter 30 value 61.945965
final value 61.945873
converged
# weights: 27
initial value 165.605660
iter 10 value 82.489173
iter 20 value 47.588116
iter 30 value 44.145644
iter 40 value 42.074166
iter 50 value 41.276426
iter 60 value 41.270364
iter 70 value 41.269670
final value 41.269669
converged
# weights: 43
initial value 176.593005
iter 10 value 59.555463
iter 20 value 40.908641
iter 30 value 40.271844
iter 40 value 40.129865
iter 50 value 40.111101
iter 60 value 40.093065
iter 70 value 40.080526
iter 80 value 40.059966
iter 90 value 40.058857
iter 100 value 40.058682
final value 40.058682
stopped after 100 iterations
# weights: 11
initial value 172.198462
iter 10 value 102.334769
iter 20 value 18.966273
iter 30 value 12.415689
iter 40 value 9.541572
iter 50 value 9.172420
iter 60 value 9.099615
iter 70 value 9.095578
iter 80 value 9.093070
iter 90 value 9.088152
final value 9.086847
converged
# weights: 27
initial value 177.095766
iter 10 value 26.172043
iter 20 value 9.261621
iter 30 value 8.836555
iter 40 value 8.671144
iter 50 value 8.571872
iter 60 value 8.470808
iter 70 value 8.394266
iter 80 value 8.099753
iter 90 value 7.009171
iter 100 value 6.317297
final value 6.317297
stopped after 100 iterations
# weights: 43
initial value 181.629125
iter 10 value 39.440265
iter 20 value 8.309222
iter 30 value 7.021779
iter 40 value 3.944443
iter 50 value 3.083143
iter 60 value 2.400458
iter 70 value 2.280523
iter 80 value 2.153586
iter 90 value 1.928336
iter 100 value 1.775013
final value 1.775013
stopped after 100 iterations
# weights: 11
initial value 165.703797
iter 10 value 97.475332
iter 20 value 16.561260
iter 30 value 5.174268
iter 40 value 3.069770
iter 50 value 2.609975
iter 60 value 0.939195
iter 70 value 0.538736
iter 80 value 0.378648
iter 90 value 0.315901
iter 100 value 0.293367
final value 0.293367
stopped after 100 iterations
# weights: 27
initial value 168.040017
iter 10 value 68.495276
iter 10 value 68.495276
iter 10 value 68.495276
final value 68.495276
converged
# weights: 43
initial value 171.216454
iter 10 value 31.905016
iter 20 value 3.363639
iter 30 value 0.265767
iter 40 value 0.016654
iter 50 value 0.000594
iter 60 value 0.000254
final value 0.000074
converged
# weights: 11
initial value 169.728409
iter 10 value 84.227777
iter 20 value 61.475205
iter 30 value 61.382298
final value 61.382273
converged
# weights: 27
initial value 177.946702
iter 10 value 56.069764
iter 20 value 43.107520
iter 30 value 41.774491
iter 40 value 41.628202
iter 50 value 41.606437
iter 60 value 41.604049
final value 41.604045
converged
# weights: 43
initial value 164.361262
iter 10 value 56.743826
iter 20 value 42.400072
iter 30 value 41.119975
iter 40 value 40.456630
iter 50 value 40.320475
iter 60 value 40.302409
iter 70 value 40.299916
iter 80 value 40.299772
final value 40.299725
converged
# weights: 11
initial value 183.760716
iter 10 value 132.137123
iter 20 value 68.940131
iter 30 value 68.747537
iter 40 value 68.698915
iter 50 value 68.639160
iter 60 value 38.089202
iter 70 value 8.387416
iter 80 value 3.737216
iter 90 value 3.528959
iter 100 value 3.445834
final value 3.445834
stopped after 100 iterations
# weights: 27
initial value 166.024295
iter 10 value 28.928831
iter 20 value 2.849025
iter 30 value 1.542535
iter 40 value 1.144177
iter 50 value 1.035204
iter 60 value 0.856538
iter 70 value 0.783267
iter 80 value 0.759876
iter 90 value 0.686290
iter 100 value 0.657465
final value 0.657465
stopped after 100 iterations
# weights: 43
initial value 162.436707
iter 10 value 11.117204
iter 20 value 1.942744
iter 30 value 1.105881
iter 40 value 0.901694
iter 50 value 0.768815
iter 60 value 0.680700
iter 70 value 0.632985
iter 80 value 0.606143
iter 90 value 0.549946
iter 100 value 0.490491
final value 0.490491
stopped after 100 iterations
# weights: 11
initial value 178.775884
iter 10 value 35.460997
iter 20 value 13.179457
iter 30 value 8.182325
iter 40 value 7.788882
iter 50 value 7.593098
iter 60 value 7.584373
iter 70 value 7.558628
iter 80 value 7.550255
iter 90 value 7.538790
iter 100 value 7.529027
final value 7.529027
stopped after 100 iterations
# weights: 27
initial value 160.632696
iter 10 value 35.819977
iter 20 value 8.511497
iter 30 value 8.002771
iter 40 value 5.850366
iter 50 value 4.598311
iter 60 value 4.223857
iter 70 value 4.157134
iter 80 value 4.101304
iter 90 value 3.958477
iter 100 value 3.687791
final value 3.687791
stopped after 100 iterations
# weights: 43
initial value 237.784489
iter 10 value 37.335061
iter 20 value 7.221728
iter 30 value 5.456185
iter 40 value 4.352645
iter 50 value 3.732140
iter 60 value 3.527178
iter 70 value 3.498317
iter 80 value 3.432465
iter 90 value 3.163612
iter 100 value 2.717018
final value 2.717018
stopped after 100 iterations
# weights: 11
initial value 168.744538
iter 10 value 68.713671
iter 20 value 63.431408
final value 63.431405
converged
# weights: 27
initial value 172.318045
iter 10 value 85.867042
iter 20 value 44.832316
iter 30 value 42.078802
iter 40 value 41.734000
iter 50 value 41.714708
iter 60 value 41.714050
final value 41.713953
converged
# weights: 43
initial value 163.128125
iter 10 value 80.130109
iter 20 value 42.011848
iter 30 value 40.887153
iter 40 value 40.810721
iter 50 value 40.807250
iter 60 value 40.806493
iter 70 value 40.792090
iter 80 value 40.785409
iter 90 value 40.784244
final value 40.784224
converged
# weights: 11
initial value 167.778101
iter 10 value 51.910801
iter 20 value 8.403760
iter 30 value 8.343279
iter 40 value 8.293419
iter 50 value 8.281973
iter 60 value 8.273424
iter 70 value 8.272538
iter 80 value 8.270517
iter 90 value 8.270465
iter 100 value 8.270402
final value 8.270402
stopped after 100 iterations
# weights: 27
initial value 212.675961
iter 10 value 58.850559
iter 20 value 8.090350
iter 30 value 7.967290
iter 40 value 7.712891
iter 50 value 7.480839
iter 60 value 7.347562
iter 70 value 7.245205
iter 80 value 7.078032
iter 90 value 6.715822
iter 100 value 6.126353
final value 6.126353
stopped after 100 iterations
# weights: 43
initial value 222.283601
iter 10 value 17.321323
iter 20 value 7.724115
iter 30 value 6.741979
iter 40 value 6.426635
iter 50 value 6.267550
iter 60 value 6.063716
iter 70 value 6.012283
iter 80 value 5.916250
iter 90 value 5.872932
iter 100 value 5.652645
final value 5.652645
stopped after 100 iterations
# weights: 11
initial value 181.740545
iter 10 value 41.161747
iter 20 value 8.269482
iter 30 value 5.579286
iter 40 value 4.986399
iter 50 value 4.788986
iter 60 value 4.690791
iter 70 value 4.662844
iter 80 value 4.655304
iter 90 value 4.650860
iter 100 value 4.641840
final value 4.641840
stopped after 100 iterations
# weights: 27
initial value 199.692391
iter 10 value 64.438710
iter 20 value 10.144990
iter 30 value 5.487891
iter 40 value 4.990939
iter 50 value 4.911584
iter 60 value 4.882288
iter 70 value 4.669826
iter 80 value 4.655746
iter 90 value 4.636464
iter 100 value 4.632437
final value 4.632437
stopped after 100 iterations
# weights: 43
initial value 169.024298
iter 10 value 64.476822
iter 20 value 64.443490
final value 64.443458
converged
# weights: 11
initial value 173.311444
iter 10 value 76.794376
iter 20 value 57.168752
iter 30 value 56.401867
final value 56.398337
converged
# weights: 27
initial value 173.288155
iter 10 value 113.733607
iter 20 value 58.309463
iter 30 value 55.279870
iter 40 value 54.238507
iter 50 value 50.708405
iter 60 value 43.251045
iter 70 value 40.052199
iter 80 value 40.025418
final value 40.025314
converged
# weights: 43
initial value 189.628227
iter 10 value 76.256921
iter 20 value 41.454052
iter 30 value 38.988209
iter 40 value 37.973763
iter 50 value 37.873355
iter 60 value 37.824386
iter 70 value 37.807897
iter 80 value 37.753217
iter 90 value 37.735415
iter 100 value 37.704577
final value 37.704577
stopped after 100 iterations
# weights: 11
initial value 173.408434
iter 10 value 41.427519
iter 20 value 7.001064
iter 30 value 6.498637
iter 40 value 5.964232
iter 50 value 5.909671
iter 60 value 5.704286
iter 70 value 5.514579
iter 80 value 5.487897
iter 90 value 5.459854
iter 100 value 5.411418
final value 5.411418
stopped after 100 iterations
# weights: 27
initial value 179.991101
iter 10 value 18.078277
iter 20 value 5.881030
iter 30 value 5.378427
iter 40 value 4.972552
iter 50 value 4.690050
iter 60 value 4.503564
iter 70 value 4.330021
iter 80 value 4.088983
iter 90 value 3.650447
iter 100 value 3.262855
final value 3.262855
stopped after 100 iterations
# weights: 43
initial value 184.401087
iter 10 value 9.402829
iter 20 value 5.002684
iter 30 value 4.772762
iter 40 value 4.189387
iter 50 value 3.807705
iter 60 value 3.302549
iter 70 value 2.339868
iter 80 value 2.015010
iter 90 value 1.821029
iter 100 value 1.757124
final value 1.757124
stopped after 100 iterations
# weights: 11
initial value 193.608647
iter 10 value 37.257777
iter 20 value 7.008418
iter 30 value 2.225580
iter 40 value 1.557407
iter 50 value 1.233507
iter 60 value 1.042909
iter 70 value 0.637881
iter 80 value 0.559561
iter 90 value 0.486938
iter 100 value 0.461829
final value 0.461829
stopped after 100 iterations
# weights: 27
initial value 190.124263
iter 10 value 17.267227
iter 20 value 1.203934
iter 30 value 0.260720
iter 40 value 0.004114
iter 50 value 0.000781
final value 0.000083
converged
# weights: 43
initial value 161.868764
iter 10 value 15.883113
iter 20 value 0.075813
final value 0.000074
converged
# weights: 11
initial value 161.808803
iter 10 value 63.274141
iter 20 value 61.539368
iter 30 value 61.536321
iter 30 value 61.536320
iter 30 value 61.536320
final value 61.536320
converged
# weights: 27
initial value 157.450600
iter 10 value 56.330186
iter 20 value 41.608443
iter 30 value 41.563494
iter 40 value 41.268421
iter 50 value 40.365909
iter 60 value 39.925171
iter 70 value 39.863423
iter 80 value 39.855194
final value 39.855194
converged
# weights: 43
initial value 171.843796
iter 10 value 76.446675
iter 20 value 41.210245
iter 30 value 39.472948
iter 40 value 38.948606
iter 50 value 38.797346
iter 60 value 38.784056
iter 70 value 38.770768
iter 80 value 38.767682
iter 90 value 38.767309
final value 38.767307
converged
# weights: 11
initial value 162.268596
iter 10 value 86.289437
iter 20 value 86.087382
iter 30 value 86.068189
iter 40 value 77.441075
iter 50 value 9.936408
iter 60 value 2.936222
iter 70 value 2.581573
iter 80 value 2.474579
iter 90 value 2.429644
iter 100 value 2.402767
final value 2.402767
stopped after 100 iterations
# weights: 27
initial value 158.980527
iter 10 value 14.959107
iter 20 value 1.593118
iter 30 value 1.191855
iter 40 value 0.906881
iter 50 value 0.713525
iter 60 value 0.539702
iter 70 value 0.489376
iter 80 value 0.440234
iter 90 value 0.396751
iter 100 value 0.378387
final value 0.378387
stopped after 100 iterations
# weights: 43
initial value 152.752745
iter 10 value 5.283368
iter 20 value 0.535128
iter 30 value 0.504074
iter 40 value 0.438027
iter 50 value 0.413642
iter 60 value 0.386944
iter 70 value 0.356510
iter 80 value 0.353735
iter 90 value 0.341422
iter 100 value 0.335707
final value 0.335707
stopped after 100 iterations
# weights: 11
initial value 178.411953
iter 10 value 69.007350
iter 20 value 68.576560
final value 68.576138
converged
# weights: 27
initial value 184.185408
iter 10 value 23.833793
iter 20 value 3.465109
iter 30 value 1.689468
iter 40 value 0.558209
iter 50 value 0.112396
iter 60 value 0.006617
iter 70 value 0.003369
iter 80 value 0.002137
iter 90 value 0.001333
iter 100 value 0.001208
final value 0.001208
stopped after 100 iterations
# weights: 43
initial value 195.935532
iter 10 value 12.015565
iter 20 value 2.730426
iter 30 value 2.000626
iter 40 value 0.001454
final value 0.000074
converged
# weights: 11
initial value 176.635366
iter 10 value 86.164620
iter 20 value 67.191258
iter 30 value 61.260488
final value 61.258769
converged
# weights: 27
initial value 201.236847
iter 10 value 74.209899
iter 20 value 43.873965
iter 30 value 40.604578
iter 40 value 39.764093
iter 50 value 39.669897
iter 60 value 39.660642
iter 70 value 39.660114
iter 70 value 39.660114
iter 70 value 39.660114
final value 39.660114
converged
# weights: 43
initial value 170.852115
iter 10 value 76.233483
iter 20 value 41.105326
iter 30 value 39.052433
iter 40 value 38.468127
iter 50 value 38.417087
iter 60 value 38.393567
iter 70 value 38.393457
iter 80 value 38.393268
iter 90 value 38.393108
iter 90 value 38.393108
iter 90 value 38.393108
final value 38.393108
converged
# weights: 11
initial value 170.832620
iter 10 value 71.235188
iter 20 value 68.849721
iter 30 value 68.794335
iter 40 value 68.621989
iter 50 value 58.843005
iter 60 value 18.166062
iter 70 value 6.236004
iter 80 value 5.191415
iter 90 value 4.694086
iter 100 value 4.574510
final value 4.574510
stopped after 100 iterations
# weights: 27
initial value 164.772790
iter 10 value 9.430105
iter 20 value 3.749363
iter 30 value 3.471435
iter 40 value 3.119211
iter 50 value 2.698464
iter 60 value 2.531454
iter 70 value 2.458998
iter 80 value 2.409808
iter 90 value 2.323949
iter 100 value 2.286669
final value 2.286669
stopped after 100 iterations
# weights: 43
initial value 190.697245
iter 10 value 32.899205
iter 20 value 3.824412
iter 30 value 2.999566
iter 40 value 2.558649
iter 50 value 1.599922
iter 60 value 0.978583
iter 70 value 0.888421
iter 80 value 0.846883
iter 90 value 0.759785
iter 100 value 0.657001
final value 0.657001
stopped after 100 iterations
# weights: 11
initial value 173.634936
iter 10 value 59.827739
iter 20 value 15.387829
iter 30 value 7.880734
iter 40 value 4.080368
iter 50 value 0.712810
iter 60 value 0.656349
iter 70 value 0.460017
iter 80 value 0.360486
iter 90 value 0.334118
iter 100 value 0.327271
final value 0.327271
stopped after 100 iterations
# weights: 27
initial value 163.576400
iter 10 value 42.622055
iter 20 value 1.780699
iter 30 value 0.011192
iter 40 value 0.000206
final value 0.000047
converged
# weights: 43
initial value 174.150267
iter 10 value 17.461835
iter 20 value 0.422180
iter 30 value 0.000361
final value 0.000080
converged
# weights: 11
initial value 166.892645
iter 10 value 77.502550
iter 20 value 61.185159
iter 30 value 60.834011
final value 60.833564
converged
# weights: 27
initial value 171.279173
iter 10 value 77.024306
iter 20 value 42.688020
iter 30 value 41.484675
iter 40 value 41.331913
iter 50 value 41.320060
iter 60 value 41.317640
final value 41.317509
converged
# weights: 43
initial value 170.467018
iter 10 value 42.414556
iter 20 value 38.424809
iter 30 value 38.127304
iter 40 value 38.078228
iter 50 value 38.074194
iter 60 value 38.074136
iter 70 value 38.074096
iter 70 value 38.074095
iter 70 value 38.074095
final value 38.074095
converged
# weights: 11
initial value 185.904731
iter 10 value 72.576740
iter 20 value 43.969370
iter 30 value 11.864954
iter 40 value 6.282407
iter 50 value 5.150318
iter 60 value 3.894335
iter 70 value 3.405791
iter 80 value 3.215895
iter 90 value 3.215093
iter 100 value 3.215034
final value 3.215034
stopped after 100 iterations
# weights: 27
initial value 182.197661
iter 10 value 21.100841
iter 20 value 1.805955
iter 30 value 1.267608
iter 40 value 1.053335
iter 50 value 0.945439
iter 60 value 0.823571
iter 70 value 0.735168
iter 80 value 0.660300
iter 90 value 0.551002
iter 100 value 0.469958
final value 0.469958
stopped after 100 iterations
# weights: 43
initial value 173.660300
iter 10 value 24.103753
iter 20 value 3.266141
iter 30 value 1.697869
iter 40 value 1.438067
iter 50 value 1.350035
iter 60 value 1.140547
iter 70 value 0.863252
iter 80 value 0.787292
iter 90 value 0.715141
iter 100 value 0.650984
final value 0.650984
stopped after 100 iterations
# weights: 11
initial value 179.802133
iter 10 value 53.753438
iter 20 value 7.615596
iter 30 value 6.121968
iter 40 value 6.035356
iter 50 value 6.008904
iter 60 value 5.999199
iter 70 value 5.988092
iter 80 value 5.982140
iter 90 value 5.977361
iter 100 value 5.975645
final value 5.975645
stopped after 100 iterations
# weights: 27
initial value 203.106019
iter 10 value 49.417647
iter 20 value 6.333765
iter 30 value 5.777852
iter 40 value 4.515409
iter 50 value 0.038937
iter 60 value 0.000242
final value 0.000088
converged
# weights: 43
initial value 175.211004
iter 10 value 24.323494
iter 20 value 6.015855
iter 30 value 3.757916
iter 40 value 3.068666
iter 50 value 2.504381
final value 2.502013
converged
# weights: 11
initial value 185.649809
iter 10 value 123.932650
iter 20 value 63.698162
iter 30 value 60.397983
final value 60.392065
converged
# weights: 27
initial value 169.789855
iter 10 value 67.133895
iter 20 value 40.410196
iter 30 value 39.209285
iter 40 value 39.104661
iter 50 value 39.088710
iter 60 value 39.084080
iter 70 value 39.083908
iter 70 value 39.083908
iter 70 value 39.083908
final value 39.083908
converged
# weights: 43
initial value 206.426388
iter 10 value 66.104815
iter 20 value 42.231282
iter 30 value 39.112830
iter 40 value 38.441667
iter 50 value 38.034379
iter 60 value 37.917584
iter 70 value 37.837217
iter 80 value 37.824376
iter 90 value 37.821055
iter 100 value 37.820885
final value 37.820885
stopped after 100 iterations
# weights: 11
initial value 186.799791
iter 10 value 69.443378
iter 20 value 68.888236
iter 30 value 62.375170
iter 40 value 20.334391
iter 50 value 8.596839
iter 60 value 6.900202
iter 70 value 6.845789
iter 80 value 6.802062
iter 90 value 6.801284
iter 100 value 6.801236
final value 6.801236
stopped after 100 iterations
# weights: 27
initial value 198.833593
iter 10 value 61.462872
iter 20 value 15.231066
iter 30 value 6.839389
iter 40 value 6.660309
iter 50 value 6.493256
iter 60 value 6.414245
iter 70 value 6.091862
iter 80 value 4.888783
iter 90 value 2.474518
iter 100 value 1.514728
final value 1.514728
stopped after 100 iterations
# weights: 43
initial value 202.010870
iter 10 value 26.112372
iter 20 value 6.798091
iter 30 value 6.328730
iter 40 value 6.133104
iter 50 value 6.085959
iter 60 value 5.874025
iter 70 value 5.713576
iter 80 value 5.391841
iter 90 value 4.935130
iter 100 value 4.551292
final value 4.551292
stopped after 100 iterations
# weights: 11
initial value 169.289168
iter 10 value 76.948043
iter 20 value 68.302451
iter 30 value 68.071462
iter 40 value 67.851973
iter 50 value 67.845040
iter 60 value 67.838817
iter 70 value 67.824307
iter 80 value 67.370607
iter 90 value 66.375513
iter 100 value 62.350721
final value 62.350721
stopped after 100 iterations
# weights: 27
initial value 170.312632
iter 10 value 71.866976
iter 20 value 27.201708
iter 30 value 3.570114
iter 40 value 0.917901
iter 50 value 0.010834
iter 60 value 0.009085
final value 0.000087
converged
# weights: 43
initial value 169.704933
iter 10 value 34.434487
iter 20 value 0.887522
iter 30 value 0.025730
iter 40 value 0.001388
iter 50 value 0.000288
final value 0.000092
converged
# weights: 11
initial value 168.636431
iter 10 value 134.218655
iter 20 value 64.041767
iter 30 value 63.431623
final value 63.423501
converged
# weights: 27
initial value 160.558660
iter 10 value 56.975254
iter 20 value 43.421313
iter 30 value 43.030848
iter 40 value 42.198281
iter 50 value 41.896384
iter 60 value 41.840096
iter 70 value 41.837140
final value 41.837137
converged
# weights: 43
initial value 188.078359
iter 10 value 50.954468
iter 20 value 41.867233
iter 30 value 40.859591
iter 40 value 40.606378
iter 50 value 40.595182
iter 60 value 40.590521
iter 70 value 40.589633
iter 80 value 40.589551
final value 40.589538
converged
# weights: 11
initial value 177.005815
iter 10 value 37.454172
iter 20 value 12.499115
iter 30 value 6.311721
iter 40 value 5.153773
iter 50 value 4.721066
iter 60 value 4.383742
iter 70 value 4.223167
iter 80 value 4.159410
iter 90 value 4.129176
iter 100 value 4.107809
final value 4.107809
stopped after 100 iterations
# weights: 27
initial value 192.259974
iter 10 value 52.238338
iter 20 value 1.892021
iter 30 value 1.604504
iter 40 value 1.397007
iter 50 value 1.265952
iter 60 value 1.070152
iter 70 value 0.937871
iter 80 value 0.909190
iter 90 value 0.788668
iter 100 value 0.747057
final value 0.747057
stopped after 100 iterations
# weights: 43
initial value 188.881391
iter 10 value 51.693703
iter 20 value 2.144851
iter 30 value 0.878927
iter 40 value 0.726057
iter 50 value 0.655233
iter 60 value 0.565867
iter 70 value 0.521748
iter 80 value 0.488013
iter 90 value 0.432184
iter 100 value 0.422287
final value 0.422287
stopped after 100 iterations
# weights: 11
initial value 169.402553
iter 10 value 69.111165
iter 20 value 68.804749
final value 68.804441
converged
# weights: 27
initial value 170.801868
iter 10 value 47.322173
iter 20 value 9.806480
iter 30 value 6.703544
iter 40 value 6.380984
iter 50 value 6.363825
iter 60 value 6.335320
iter 70 value 6.311837
iter 80 value 6.269817
iter 90 value 6.213312
iter 100 value 5.854998
final value 5.854998
stopped after 100 iterations
# weights: 43
initial value 181.493086
iter 10 value 33.399129
iter 20 value 6.430448
iter 30 value 5.491836
iter 40 value 4.424880
iter 50 value 4.283942
iter 60 value 4.110771
iter 70 value 3.962438
iter 80 value 3.827287
iter 90 value 3.803839
iter 100 value 3.798926
final value 3.798926
stopped after 100 iterations
# weights: 11
initial value 175.987136
iter 10 value 109.252488
iter 20 value 78.670669
iter 30 value 58.307561
final value 58.023371
converged
# weights: 27
initial value 168.929188
iter 10 value 81.244695
iter 20 value 41.540882
iter 30 value 41.025945
iter 40 value 40.628102
iter 50 value 39.871589
iter 60 value 39.689966
iter 70 value 39.662712
final value 39.662541
converged
# weights: 43
initial value 171.855509
iter 10 value 62.723506
iter 20 value 41.917277
iter 30 value 39.046821
iter 40 value 38.631853
iter 50 value 38.456126
iter 60 value 38.453299
iter 70 value 38.452911
final value 38.452897
converged
# weights: 11
initial value 173.947152
iter 10 value 104.344001
iter 20 value 27.562672
iter 30 value 9.679952
iter 40 value 8.067617
iter 50 value 7.481012
iter 60 value 7.403686
iter 70 value 7.348682
iter 80 value 7.321880
iter 90 value 7.284197
iter 100 value 7.203077
final value 7.203077
stopped after 100 iterations
# weights: 27
initial value 191.047861
iter 10 value 13.997095
iter 20 value 6.801386
iter 30 value 6.755626
iter 40 value 6.723076
iter 50 value 6.672773
iter 60 value 6.658276
iter 70 value 6.602923
iter 80 value 6.490341
iter 90 value 5.858887
iter 100 value 3.880043
final value 3.880043
stopped after 100 iterations
# weights: 43
initial value 168.436522
iter 10 value 9.873368
iter 20 value 6.003300
iter 30 value 4.906257
iter 40 value 4.706842
iter 50 value 4.516972
iter 60 value 4.417232
iter 70 value 4.370888
iter 80 value 4.166122
iter 90 value 2.796884
iter 100 value 2.207477
final value 2.207477
stopped after 100 iterations
# weights: 11
initial value 165.246656
iter 10 value 76.749880
iter 20 value 74.788470
final value 74.786076
converged
# weights: 27
initial value 168.175932
iter 10 value 26.518718
iter 20 value 6.528022
iter 30 value 5.722053
iter 40 value 4.506035
iter 50 value 4.109298
iter 60 value 3.820076
final value 3.819436
converged
# weights: 43
initial value 172.318318
iter 10 value 40.309506
iter 20 value 6.424737
iter 30 value 6.191318
iter 40 value 4.974682
iter 50 value 3.043731
iter 60 value 2.834867
iter 70 value 2.726981
iter 80 value 2.704877
iter 90 value 2.703527
final value 2.703520
converged
# weights: 11
initial value 177.083165
iter 10 value 95.349677
iter 20 value 62.525828
final value 62.523936
converged
# weights: 27
initial value 179.863424
iter 10 value 91.564385
iter 20 value 53.227421
iter 30 value 45.136427
iter 40 value 41.753839
iter 50 value 41.530925
iter 60 value 41.493828
iter 70 value 41.468795
final value 41.468554
converged
# weights: 43
initial value 221.505707
iter 10 value 66.345548
iter 20 value 44.551955
iter 30 value 41.736472
iter 40 value 40.817280
iter 50 value 40.592210
iter 60 value 40.527269
iter 70 value 40.391115
iter 80 value 40.338988
iter 90 value 40.316150
iter 100 value 40.313692
final value 40.313692
stopped after 100 iterations
# weights: 11
initial value 169.583344
iter 10 value 78.766478
iter 20 value 17.643017
iter 30 value 8.889678
iter 40 value 7.474687
iter 50 value 7.233557
iter 60 value 7.133070
iter 70 value 7.083908
iter 80 value 7.083813
final value 7.083810
converged
# weights: 27
initial value 162.194083
iter 10 value 20.887220
iter 20 value 6.552056
iter 30 value 6.522521
iter 40 value 6.512843
iter 50 value 6.496085
iter 60 value 6.483921
iter 70 value 6.475060
iter 80 value 6.463244
iter 90 value 6.453864
iter 100 value 6.439132
final value 6.439132
stopped after 100 iterations
# weights: 43
initial value 169.030806
iter 10 value 34.281728
iter 20 value 6.809082
iter 30 value 6.618573
iter 40 value 6.331770
iter 50 value 5.788277
iter 60 value 5.108832
iter 70 value 4.147934
iter 80 value 2.104545
iter 90 value 1.636636
iter 100 value 1.460323
final value 1.460323
stopped after 100 iterations
# weights: 11
initial value 166.794361
iter 10 value 70.430418
iter 20 value 22.871263
iter 30 value 13.380971
iter 40 value 10.287794
iter 50 value 9.911653
iter 60 value 9.901503
iter 70 value 9.892200
iter 80 value 9.889581
iter 90 value 9.880465
iter 100 value 9.876625
final value 9.876625
stopped after 100 iterations
# weights: 27
initial value 175.941700
iter 10 value 15.090002
iter 20 value 9.983102
iter 30 value 9.187357
iter 40 value 7.495773
iter 50 value 7.094813
iter 60 value 6.674525
iter 70 value 5.935565
iter 80 value 5.230059
iter 90 value 4.724874
iter 100 value 4.405013
final value 4.405013
stopped after 100 iterations
# weights: 43
initial value 203.774429
iter 10 value 13.338012
iter 20 value 8.627056
iter 30 value 7.516155
iter 40 value 6.796436
iter 50 value 6.107496
iter 60 value 5.677833
iter 70 value 5.592288
iter 80 value 5.585627
iter 90 value 5.581589
iter 100 value 5.581311
final value 5.581311
stopped after 100 iterations
# weights: 11
initial value 180.578426
iter 10 value 86.663931
iter 20 value 61.834508
iter 30 value 61.796192
final value 61.796158
converged
# weights: 27
initial value 181.288212
iter 10 value 78.445484
iter 20 value 47.790419
iter 30 value 45.238005
iter 40 value 43.954287
iter 50 value 43.810247
iter 60 value 43.782783
iter 70 value 43.711353
final value 43.707356
converged
# weights: 43
initial value 231.968086
iter 10 value 54.211357
iter 20 value 41.406484
iter 30 value 40.270545
iter 40 value 40.211694
iter 50 value 40.162058
iter 60 value 40.084051
iter 70 value 40.039502
iter 80 value 39.979534
iter 90 value 39.972364
iter 100 value 39.964087
final value 39.964087
stopped after 100 iterations
# weights: 11
initial value 173.702024
iter 10 value 71.744353
iter 20 value 70.356244
iter 30 value 61.979143
iter 40 value 20.315900
iter 50 value 10.754122
iter 60 value 10.499257
iter 70 value 10.482907
iter 80 value 10.465154
iter 90 value 10.463843
iter 100 value 10.462983
final value 10.462983
stopped after 100 iterations
# weights: 27
initial value 165.958859
iter 10 value 71.827561
iter 20 value 70.656586
iter 30 value 70.341118
iter 40 value 49.466025
iter 50 value 11.943447
iter 60 value 10.961505
iter 70 value 10.304640
iter 80 value 10.278857
iter 90 value 9.994783
iter 100 value 9.577219
final value 9.577219
stopped after 100 iterations
# weights: 43
initial value 164.806872
iter 10 value 21.744400
iter 20 value 9.930884
iter 30 value 8.413634
iter 40 value 6.963107
iter 50 value 3.995649
iter 60 value 1.282105
iter 70 value 1.109223
iter 80 value 1.003883
iter 90 value 0.718217
iter 100 value 0.690034
final value 0.690034
stopped after 100 iterations
# weights: 11
initial value 171.595696
iter 10 value 73.177112
iter 20 value 71.979571
final value 71.974221
converged
# weights: 27
initial value 168.112127
iter 10 value 18.843432
iter 20 value 8.024235
iter 30 value 7.738156
iter 40 value 7.488479
iter 50 value 7.255748
iter 60 value 6.916026
iter 70 value 6.717731
iter 80 value 6.568185
iter 90 value 5.748981
iter 100 value 4.873783
final value 4.873783
stopped after 100 iterations
# weights: 43
initial value 169.953723
iter 10 value 8.894354
iter 20 value 7.265240
iter 30 value 6.982396
iter 40 value 2.036795
iter 50 value 0.092337
iter 60 value 0.000143
iter 60 value 0.000080
iter 60 value 0.000076
final value 0.000076
converged
# weights: 11
initial value 168.718831
iter 10 value 89.415366
iter 20 value 70.754951
iter 30 value 60.190205
final value 60.185811
converged
# weights: 27
initial value 180.076141
iter 10 value 65.925176
iter 20 value 45.480213
iter 30 value 42.312143
iter 40 value 42.095837
iter 50 value 41.143766
iter 60 value 40.879991
iter 70 value 40.778612
iter 80 value 40.771212
final value 40.771203
converged
# weights: 43
initial value 205.631579
iter 10 value 65.335582
iter 20 value 42.361358
iter 30 value 39.805454
iter 40 value 39.641415
iter 50 value 39.556160
iter 60 value 39.546354
iter 70 value 39.545575
iter 80 value 39.545453
final value 39.545275
converged
# weights: 11
initial value 179.552323
iter 10 value 72.216644
iter 20 value 72.098922
final value 72.083898
converged
# weights: 27
initial value 172.156289
iter 10 value 23.316493
iter 20 value 7.794867
iter 30 value 7.698940
iter 40 value 7.575707
iter 50 value 7.437628
iter 60 value 6.493565
iter 70 value 5.877373
iter 80 value 4.995389
iter 90 value 3.926692
iter 100 value 3.563982
final value 3.563982
stopped after 100 iterations
# weights: 43
initial value 185.421370
iter 10 value 9.191779
iter 20 value 7.872971
iter 30 value 7.635804
iter 40 value 7.483515
iter 50 value 7.450527
iter 60 value 7.372409
iter 70 value 6.695598
iter 80 value 6.388885
iter 90 value 5.551904
iter 100 value 4.412105
final value 4.412105
stopped after 100 iterations
# weights: 11
initial value 165.935646
iter 10 value 89.456844
iter 20 value 10.251284
iter 30 value 3.680732
iter 40 value 2.759845
iter 50 value 2.504625
iter 60 value 2.454962
iter 70 value 2.332873
iter 80 value 2.295185
iter 90 value 2.219606
iter 100 value 2.138334
final value 2.138334
stopped after 100 iterations
# weights: 27
initial value 205.571348
iter 10 value 13.581993
iter 20 value 1.766312
iter 30 value 0.002911
final value 0.000083
converged
# weights: 43
initial value 192.724606
iter 10 value 5.373713
iter 20 value 1.528541
iter 30 value 0.002751
final value 0.000049
converged
# weights: 11
initial value 166.763510
iter 10 value 124.219280
iter 20 value 62.645864
iter 30 value 61.490854
final value 61.486986
converged
# weights: 27
initial value 190.397627
iter 10 value 73.281901
iter 20 value 47.672669
iter 30 value 41.071903
iter 40 value 40.815235
iter 50 value 40.799400
iter 60 value 40.791241
iter 70 value 40.790161
final value 40.790157
converged
# weights: 43
initial value 194.812892
iter 10 value 67.588120
iter 20 value 41.145636
iter 30 value 39.876979
iter 40 value 39.740003
iter 50 value 39.679974
iter 60 value 39.656633
iter 70 value 39.596580
iter 80 value 39.580337
iter 90 value 39.576002
iter 100 value 39.574128
final value 39.574128
stopped after 100 iterations
# weights: 11
initial value 170.742399
iter 10 value 50.725623
iter 20 value 8.857040
iter 30 value 5.242776
iter 40 value 4.511268
iter 50 value 4.363246
iter 60 value 4.323421
iter 70 value 4.284772
iter 80 value 4.276963
iter 90 value 4.276788
iter 100 value 4.276646
final value 4.276646
stopped after 100 iterations
# weights: 27
initial value 181.532997
iter 10 value 22.733201
iter 20 value 6.722557
iter 30 value 2.659582
iter 40 value 2.403540
iter 50 value 2.214434
iter 60 value 2.012789
iter 70 value 1.916605
iter 80 value 1.887820
iter 90 value 1.875588
iter 100 value 1.846858
final value 1.846858
stopped after 100 iterations
# weights: 43
initial value 198.170314
iter 10 value 16.071279
iter 20 value 3.581963
iter 30 value 2.727638
iter 40 value 2.549310
iter 50 value 2.316603
iter 60 value 2.159294
iter 70 value 1.964360
iter 80 value 1.912950
iter 90 value 1.876060
iter 100 value 1.719330
final value 1.719330
stopped after 100 iterations
# weights: 11
initial value 182.741770
iter 10 value 135.973426
iter 20 value 14.619026
iter 30 value 4.441780
iter 40 value 2.246076
iter 50 value 1.849682
iter 60 value 1.738117
iter 70 value 1.363927
iter 80 value 1.101700
iter 90 value 0.747033
iter 100 value 0.703341
final value 0.703341
stopped after 100 iterations
# weights: 27
initial value 181.257019
iter 10 value 25.371254
iter 20 value 0.079781
iter 30 value 0.001341
final value 0.000065
converged
# weights: 43
initial value 183.132272
iter 10 value 15.914985
iter 20 value 2.058513
iter 30 value 0.227811
iter 40 value 0.029893
iter 50 value 0.000497
iter 60 value 0.000374
final value 0.000092
converged
# weights: 11
initial value 182.456312
iter 10 value 67.348781
iter 20 value 60.915601
final value 60.910162
converged
# weights: 27
initial value 165.500982
iter 10 value 60.781389
iter 20 value 41.501818
iter 30 value 39.051924
iter 40 value 38.987558
iter 50 value 38.938364
iter 60 value 38.927193
iter 70 value 38.924787
final value 38.924785
converged
# weights: 43
initial value 167.391930
iter 10 value 71.765132
iter 20 value 41.197742
iter 30 value 38.891281
iter 40 value 38.192068
iter 50 value 37.932680
iter 60 value 37.818089
iter 70 value 37.767387
iter 80 value 37.742956
iter 90 value 37.725807
iter 100 value 37.719294
final value 37.719294
stopped after 100 iterations
# weights: 11
initial value 169.478764
iter 10 value 76.350025
iter 20 value 9.071526
iter 30 value 3.969864
iter 40 value 3.521592
iter 50 value 3.463123
iter 60 value 3.424799
iter 70 value 3.385465
iter 80 value 3.315413
iter 90 value 3.310251
iter 100 value 3.307126
final value 3.307126
stopped after 100 iterations
# weights: 27
initial value 167.538907
iter 10 value 33.286231
iter 20 value 1.883684
iter 30 value 0.561543
iter 40 value 0.540585
iter 50 value 0.530546
iter 60 value 0.518888
iter 70 value 0.487842
iter 80 value 0.475712
iter 90 value 0.466346
iter 100 value 0.464728
final value 0.464728
stopped after 100 iterations
# weights: 43
initial value 172.254466
iter 10 value 12.143576
iter 20 value 3.124375
iter 30 value 0.861140
iter 40 value 0.788394
iter 50 value 0.656194
iter 60 value 0.559030
iter 70 value 0.491447
iter 80 value 0.464849
iter 90 value 0.450765
iter 100 value 0.439767
final value 0.439767
stopped after 100 iterations
# weights: 11
initial value 172.020097
iter 10 value 114.241696
iter 20 value 74.582242
final value 74.563377
converged
# weights: 27
initial value 186.619088
iter 10 value 83.539710
iter 20 value 13.846919
iter 30 value 6.786703
iter 40 value 6.495160
iter 50 value 5.456517
iter 60 value 5.096742
iter 70 value 5.096300
iter 80 value 5.096219
iter 90 value 5.089820
iter 100 value 5.088211
final value 5.088211
stopped after 100 iterations
# weights: 43
initial value 195.108071
iter 10 value 63.449891
iter 20 value 12.304467
iter 30 value 5.955501
iter 40 value 5.908280
iter 50 value 5.879870
iter 60 value 5.832096
iter 70 value 5.583748
iter 80 value 5.560585
iter 90 value 5.536192
iter 100 value 5.491051
final value 5.491051
stopped after 100 iterations
# weights: 11
initial value 170.104387
iter 10 value 86.926346
iter 20 value 65.164286
iter 30 value 64.802242
final value 64.802222
converged
# weights: 27
initial value 173.467873
iter 10 value 78.784373
iter 20 value 51.527943
iter 30 value 47.839631
iter 40 value 46.204483
iter 50 value 46.186073
iter 60 value 46.180643
final value 46.180643
converged
# weights: 43
initial value 179.773675
iter 10 value 59.895650
iter 20 value 44.829133
iter 30 value 43.072948
iter 40 value 42.657863
iter 50 value 42.596269
iter 60 value 42.588414
iter 70 value 42.588217
iter 80 value 42.588174
final value 42.588173
converged
# weights: 11
initial value 181.141202
iter 10 value 75.072984
iter 20 value 74.764420
iter 30 value 74.724003
iter 40 value 74.715862
iter 50 value 74.695743
iter 60 value 73.224434
iter 70 value 25.171105
iter 80 value 8.307967
iter 90 value 6.769192
iter 100 value 6.743254
final value 6.743254
stopped after 100 iterations
# weights: 27
initial value 162.420290
iter 10 value 71.073646
iter 20 value 7.436551
iter 30 value 6.528135
iter 40 value 6.286127
iter 50 value 6.175919
iter 60 value 6.123873
iter 70 value 6.085466
iter 80 value 5.814444
iter 90 value 5.722553
iter 100 value 5.700479
final value 5.700479
stopped after 100 iterations
# weights: 43
initial value 198.545333
iter 10 value 11.291204
iter 20 value 6.463206
iter 30 value 6.134706
iter 40 value 6.068052
iter 50 value 5.922999
iter 60 value 5.788128
iter 70 value 5.658505
iter 80 value 5.579755
iter 90 value 5.470027
iter 100 value 5.235524
final value 5.235524
stopped after 100 iterations
# weights: 11
initial value 175.033035
iter 10 value 51.346432
iter 20 value 6.954500
iter 30 value 5.853930
iter 40 value 5.816017
iter 50 value 5.789275
iter 60 value 5.786702
iter 70 value 5.782119
iter 80 value 5.777068
iter 90 value 5.775971
iter 100 value 5.771490
final value 5.771490
stopped after 100 iterations
# weights: 27
initial value 167.576321
iter 10 value 19.859605
iter 20 value 6.081217
iter 30 value 5.998674
iter 40 value 5.871692
iter 50 value 5.800652
iter 60 value 5.783909
iter 70 value 5.756764
iter 80 value 5.741804
iter 90 value 5.701204
iter 100 value 5.680586
final value 5.680586
stopped after 100 iterations
# weights: 43
initial value 199.835361
iter 10 value 28.344669
iter 20 value 5.933281
iter 30 value 5.870656
iter 40 value 4.802075
iter 50 value 3.939666
iter 60 value 3.650566
iter 70 value 3.553939
iter 80 value 3.524315
iter 90 value 3.515272
iter 100 value 3.512067
final value 3.512067
stopped after 100 iterations
# weights: 11
initial value 174.147683
iter 10 value 62.551945
iter 20 value 57.906897
iter 30 value 57.905315
final value 57.905314
converged
# weights: 27
initial value 182.407636
iter 10 value 84.023047
iter 20 value 47.812605
iter 30 value 40.798986
iter 40 value 39.335210
iter 50 value 39.222638
iter 60 value 39.111349
iter 70 value 38.781865
iter 80 value 38.746930
final value 38.746907
converged
# weights: 43
initial value 171.339256
iter 10 value 64.173880
iter 20 value 43.083226
iter 30 value 39.115353
iter 40 value 38.034197
iter 50 value 37.801869
iter 60 value 37.661607
iter 70 value 37.619919
iter 80 value 37.573725
iter 90 value 37.566355
iter 100 value 37.561076
final value 37.561076
stopped after 100 iterations
# weights: 11
initial value 175.138540
iter 10 value 32.812362
iter 20 value 9.019609
iter 30 value 6.540574
iter 40 value 6.501468
iter 50 value 6.485608
iter 60 value 6.479060
iter 70 value 6.474606
iter 80 value 6.472632
iter 90 value 6.472089
iter 100 value 6.471564
final value 6.471564
stopped after 100 iterations
# weights: 27
initial value 186.080180
iter 10 value 47.886643
iter 20 value 7.307245
iter 30 value 6.440111
iter 40 value 6.194301
iter 50 value 6.086605
iter 60 value 5.880624
iter 70 value 5.856200
iter 80 value 5.744891
iter 90 value 4.803399
iter 100 value 4.110123
final value 4.110123
stopped after 100 iterations
# weights: 43
initial value 187.764394
iter 10 value 98.011162
iter 20 value 7.296099
iter 30 value 6.612696
iter 40 value 6.285127
iter 50 value 5.969250
iter 60 value 4.783840
iter 70 value 3.525102
iter 80 value 3.204574
iter 90 value 2.955594
iter 100 value 2.315823
final value 2.315823
stopped after 100 iterations
# weights: 11
initial value 182.366011
iter 10 value 73.886176
iter 20 value 71.286943
iter 30 value 71.273202
final value 71.273181
converged
# weights: 27
initial value 211.095517
iter 10 value 21.398542
iter 20 value 0.148580
final value 0.000058
converged
# weights: 43
initial value 169.677686
iter 10 value 12.699971
iter 20 value 0.529713
iter 30 value 0.002266
iter 40 value 0.000240
final value 0.000082
converged
# weights: 11
initial value 213.990863
iter 10 value 129.243057
iter 20 value 59.048787
final value 58.050425
converged
# weights: 27
initial value 180.781569
iter 10 value 83.631499
iter 20 value 40.541977
iter 30 value 39.023699
iter 40 value 38.396515
iter 50 value 37.981382
iter 60 value 37.964594
iter 70 value 37.963261
final value 37.963121
converged
# weights: 43
initial value 179.772514
iter 10 value 54.429145
iter 20 value 38.643114
iter 30 value 37.419724
iter 40 value 36.807692
iter 50 value 36.734030
iter 60 value 36.697487
iter 70 value 36.693881
iter 80 value 36.691612
final value 36.691570
converged
# weights: 11
initial value 176.710326
iter 10 value 73.073388
iter 20 value 10.194520
iter 30 value 4.404331
iter 40 value 2.504226
iter 50 value 2.437131
iter 60 value 2.350405
iter 70 value 2.311433
iter 80 value 2.299738
iter 90 value 2.295327
iter 100 value 2.282475
final value 2.282475
stopped after 100 iterations
# weights: 27
initial value 192.168926
iter 10 value 11.453672
iter 20 value 1.052596
iter 30 value 0.670003
iter 40 value 0.638042
iter 50 value 0.581595
iter 60 value 0.470245
iter 70 value 0.450432
iter 80 value 0.418397
iter 90 value 0.404004
iter 100 value 0.384750
final value 0.384750
stopped after 100 iterations
# weights: 43
initial value 176.366054
iter 10 value 71.309746
iter 20 value 9.536247
iter 30 value 0.911455
iter 40 value 0.623606
iter 50 value 0.597577
iter 60 value 0.558812
iter 70 value 0.464546
iter 80 value 0.423139
iter 90 value 0.409201
iter 100 value 0.403653
final value 0.403653
stopped after 100 iterations
# weights: 11
initial value 181.610962
iter 10 value 58.283302
iter 20 value 7.553694
iter 30 value 0.397039
iter 40 value 0.044565
iter 50 value 0.040689
iter 60 value 0.031666
iter 70 value 0.027737
iter 80 value 0.027327
iter 90 value 0.026901
iter 100 value 0.025975
final value 0.025975
stopped after 100 iterations
# weights: 27
initial value 179.776694
iter 10 value 72.876054
iter 20 value 71.468530
iter 30 value 68.180769
iter 40 value 44.500989
iter 50 value 3.625293
iter 60 value 0.196399
iter 70 value 0.004643
iter 80 value 0.000277
iter 90 value 0.000120
final value 0.000086
converged
# weights: 43
initial value 184.306949
iter 10 value 19.449983
iter 20 value 0.200585
iter 30 value 0.001050
final value 0.000062
converged
# weights: 11
initial value 168.762771
iter 10 value 80.008031
iter 20 value 58.425744
final value 58.333570
converged
# weights: 27
initial value 168.892467
iter 10 value 61.203472
iter 20 value 38.887283
iter 30 value 38.355675
iter 40 value 38.228487
iter 50 value 38.212307
iter 60 value 38.208993
final value 38.208976
converged
# weights: 43
initial value 167.303208
iter 10 value 53.655315
iter 20 value 36.312626
iter 30 value 35.903673
iter 40 value 35.621340
iter 50 value 35.569948
iter 60 value 35.558452
iter 70 value 35.541799
iter 80 value 35.516380
iter 90 value 35.490112
iter 100 value 35.460490
final value 35.460490
stopped after 100 iterations
# weights: 11
initial value 170.014919
iter 10 value 65.088292
iter 20 value 6.620354
iter 30 value 1.489269
iter 40 value 1.440844
iter 50 value 1.424654
iter 60 value 1.419418
iter 70 value 1.418929
iter 80 value 1.418895
iter 90 value 1.418883
iter 100 value 1.418878
final value 1.418878
stopped after 100 iterations
# weights: 27
initial value 203.806441
iter 10 value 16.611783
iter 20 value 0.711608
iter 30 value 0.648519
iter 40 value 0.399757
iter 50 value 0.340249
iter 60 value 0.322880
iter 70 value 0.318244
iter 80 value 0.313642
iter 90 value 0.304537
iter 100 value 0.291205
final value 0.291205
stopped after 100 iterations
# weights: 43
initial value 171.828542
iter 10 value 4.714664
iter 20 value 1.762137
iter 30 value 0.728127
iter 40 value 0.580833
iter 50 value 0.479242
iter 60 value 0.335601
iter 70 value 0.298443
iter 80 value 0.286044
iter 90 value 0.279689
iter 100 value 0.265997
final value 0.265997
stopped after 100 iterations
# weights: 11
initial value 168.925960
iter 10 value 66.595641
iter 20 value 65.135386
final value 65.134041
converged
# weights: 27
initial value 170.188228
iter 10 value 31.217671
iter 20 value 12.450289
iter 30 value 12.288215
iter 40 value 12.221982
iter 50 value 12.165203
iter 60 value 12.149040
iter 70 value 12.138351
iter 80 value 12.129786
iter 90 value 12.117992
iter 100 value 12.112088
final value 12.112088
stopped after 100 iterations
# weights: 43
initial value 198.723820
iter 10 value 33.562196
iter 20 value 12.528509
iter 30 value 12.140437
iter 40 value 9.376231
iter 50 value 7.690568
iter 60 value 6.719427
iter 70 value 6.205172
iter 80 value 5.548373
iter 90 value 5.546731
iter 100 value 5.546446
final value 5.546446
stopped after 100 iterations
# weights: 11
initial value 173.227100
iter 10 value 65.951086
iter 20 value 62.781709
final value 62.781492
converged
# weights: 27
initial value 234.067418
iter 10 value 82.200693
iter 20 value 58.251101
iter 30 value 47.534278
iter 40 value 46.697243
iter 50 value 46.353588
iter 60 value 46.208892
iter 70 value 45.737626
iter 80 value 45.647261
final value 45.647125
converged
# weights: 43
initial value 186.321221
iter 10 value 65.851325
iter 20 value 47.153949
iter 30 value 44.988342
iter 40 value 44.608919
iter 50 value 44.459799
iter 60 value 44.407897
iter 70 value 44.377924
iter 80 value 44.359720
iter 90 value 44.359613
iter 100 value 44.358740
final value 44.358740
stopped after 100 iterations
# weights: 11
initial value 167.566259
iter 10 value 72.007138
iter 20 value 25.405841
iter 30 value 12.864194
iter 40 value 12.802370
iter 50 value 12.723111
iter 60 value 12.710012
iter 70 value 12.706807
iter 80 value 12.705486
final value 12.705407
converged
# weights: 27
initial value 177.608593
iter 10 value 48.146251
iter 20 value 12.466732
iter 30 value 12.395211
iter 40 value 12.329994
iter 50 value 12.302396
iter 60 value 12.221080
iter 70 value 11.267536
iter 80 value 10.153689
iter 90 value 10.044423
iter 100 value 9.968580
final value 9.968580
stopped after 100 iterations
# weights: 43
initial value 169.702515
iter 10 value 49.612666
iter 20 value 12.861397
iter 30 value 12.527343
iter 40 value 12.327060
iter 50 value 12.097824
iter 60 value 11.747032
iter 70 value 10.414136
iter 80 value 8.098688
iter 90 value 4.811280
iter 100 value 3.570601
final value 3.570601
stopped after 100 iterations
# weights: 11
initial value 167.036476
iter 10 value 64.644624
iter 20 value 23.260448
iter 30 value 6.023439
iter 40 value 1.787811
iter 50 value 1.485714
iter 60 value 1.307652
iter 70 value 0.972034
iter 80 value 0.886808
iter 90 value 0.662689
iter 100 value 0.610240
final value 0.610240
stopped after 100 iterations
# weights: 27
initial value 168.318484
iter 10 value 14.264939
iter 20 value 0.115975
final value 0.000055
converged
# weights: 43
initial value 163.870876
iter 10 value 9.846369
iter 20 value 0.465706
iter 30 value 0.000806
final value 0.000066
converged
# weights: 11
initial value 169.579626
iter 10 value 69.435549
iter 20 value 62.179546
iter 30 value 62.048819
final value 62.048818
converged
# weights: 27
initial value 176.019757
iter 10 value 66.304628
iter 20 value 43.433185
iter 30 value 41.242049
iter 40 value 41.030359
iter 50 value 41.004839
iter 60 value 40.974643
iter 70 value 40.969773
final value 40.969769
converged
# weights: 43
initial value 200.380165
iter 10 value 64.168927
iter 20 value 41.933833
iter 30 value 40.012432
iter 40 value 39.801797
iter 50 value 39.692167
iter 60 value 39.652118
iter 70 value 39.648853
iter 80 value 39.645283
iter 90 value 39.643418
iter 100 value 39.640602
final value 39.640602
stopped after 100 iterations
# weights: 11
initial value 166.288568
iter 10 value 55.131963
iter 20 value 10.004232
iter 30 value 6.549549
iter 40 value 3.883060
iter 50 value 3.209271
iter 60 value 3.096802
iter 70 value 2.487750
iter 80 value 2.403397
iter 90 value 2.394898
iter 100 value 2.353405
final value 2.353405
stopped after 100 iterations
# weights: 27
initial value 203.501835
iter 10 value 21.670859
iter 20 value 5.946089
iter 30 value 1.390340
iter 40 value 1.071886
iter 50 value 1.022378
iter 60 value 0.757106
iter 70 value 0.667697
iter 80 value 0.610858
iter 90 value 0.514129
iter 100 value 0.459291
final value 0.459291
stopped after 100 iterations
# weights: 43
initial value 178.835324
iter 10 value 55.309190
iter 20 value 2.235760
iter 30 value 0.462177
iter 40 value 0.453925
iter 50 value 0.430775
iter 60 value 0.403319
iter 70 value 0.378135
iter 80 value 0.368763
iter 90 value 0.366047
iter 100 value 0.353086
final value 0.353086
stopped after 100 iterations
# weights: 11
initial value 167.139724
iter 10 value 10.515991
iter 20 value 5.447364
iter 30 value 4.240949
iter 40 value 3.276966
iter 50 value 2.829000
iter 60 value 1.924671
iter 70 value 0.609974
iter 80 value 0.499207
iter 90 value 0.433354
iter 100 value 0.416649
final value 0.416649
stopped after 100 iterations
# weights: 27
initial value 170.172564
iter 10 value 50.231271
iter 20 value 3.719767
iter 30 value 0.562297
iter 40 value 0.001587
final value 0.000080
converged
# weights: 43
initial value 240.296090
iter 10 value 9.776616
iter 20 value 1.962510
iter 30 value 0.048181
iter 40 value 0.000144
iter 40 value 0.000082
iter 40 value 0.000081
final value 0.000081
converged
# weights: 11
initial value 185.971007
iter 10 value 86.758037
iter 20 value 73.316447
iter 30 value 60.405036
final value 60.185685
converged
# weights: 27
initial value 224.635493
iter 10 value 58.379305
iter 20 value 41.290477
iter 30 value 40.710127
iter 40 value 40.223635
iter 50 value 40.187131
iter 60 value 40.182214
iter 70 value 40.181858
final value 40.181846
converged
# weights: 43
initial value 175.032363
iter 10 value 58.954860
iter 20 value 41.625656
iter 30 value 40.476098
iter 40 value 39.952519
iter 50 value 39.759100
iter 60 value 39.688893
iter 70 value 39.685372
iter 80 value 39.684194
iter 90 value 39.683499
iter 100 value 39.682894
final value 39.682894
stopped after 100 iterations
# weights: 11
initial value 181.673060
iter 10 value 89.766654
iter 20 value 21.952099
iter 30 value 6.152486
iter 40 value 3.929667
iter 50 value 3.756226
iter 60 value 3.745617
iter 70 value 3.738505
iter 80 value 3.683895
iter 90 value 3.678926
iter 100 value 3.671871
final value 3.671871
stopped after 100 iterations
# weights: 27
initial value 167.093702
iter 10 value 29.767917
iter 20 value 5.756390
iter 30 value 2.147962
iter 40 value 1.868184
iter 50 value 1.300705
iter 60 value 0.992101
iter 70 value 0.818661
iter 80 value 0.745663
iter 90 value 0.675893
iter 100 value 0.554148
final value 0.554148
stopped after 100 iterations
# weights: 43
initial value 168.905122
iter 10 value 21.435832
iter 20 value 3.583503
iter 30 value 1.161640
iter 40 value 0.863857
iter 50 value 0.723521
iter 60 value 0.610818
iter 70 value 0.542024
iter 80 value 0.457578
iter 90 value 0.432519
iter 100 value 0.412906
final value 0.412906
stopped after 100 iterations
# weights: 11
initial value 172.450317
iter 10 value 19.174573
iter 20 value 11.409471
iter 30 value 8.925083
iter 40 value 8.490681
iter 50 value 8.399560
iter 60 value 8.372829
iter 70 value 8.345142
iter 80 value 8.341786
iter 90 value 8.330964
iter 100 value 8.316188
final value 8.316188
stopped after 100 iterations
# weights: 27
initial value 163.420455
iter 10 value 15.563703
iter 20 value 8.513656
iter 30 value 8.489398
iter 40 value 8.165658
iter 50 value 7.810454
iter 60 value 6.480210
iter 70 value 5.871062
iter 80 value 4.810647
iter 90 value 4.392529
iter 100 value 3.642087
final value 3.642087
stopped after 100 iterations
# weights: 43
initial value 167.693932
iter 10 value 20.778886
iter 20 value 8.543786
iter 30 value 8.446427
iter 40 value 8.373050
iter 50 value 8.310949
iter 60 value 8.280490
iter 70 value 8.274707
iter 80 value 8.267225
iter 90 value 8.258675
iter 100 value 8.258529
final value 8.258529
stopped after 100 iterations
# weights: 11
initial value 175.665152
iter 10 value 74.395266
iter 20 value 61.598532
iter 30 value 61.582593
final value 61.582590
converged
# weights: 27
initial value 184.219445
iter 10 value 82.090774
iter 20 value 50.146551
iter 30 value 43.353699
iter 40 value 42.020916
iter 50 value 42.002161
iter 60 value 41.962604
iter 70 value 41.932428
final value 41.932320
converged
# weights: 43
initial value 176.506220
iter 10 value 75.090044
iter 20 value 47.322150
iter 30 value 41.844533
iter 40 value 41.249046
iter 50 value 40.921009
iter 60 value 40.804257
iter 70 value 40.711060
iter 80 value 40.691934
iter 90 value 40.673086
iter 100 value 40.669443
final value 40.669443
stopped after 100 iterations
# weights: 11
initial value 182.289031
iter 10 value 70.889917
iter 20 value 69.440685
iter 30 value 69.390841
iter 40 value 69.344117
iter 50 value 69.263621
iter 60 value 69.248702
iter 70 value 36.842865
iter 80 value 12.726089
iter 90 value 9.383210
iter 100 value 9.187506
final value 9.187506
stopped after 100 iterations
# weights: 27
initial value 175.933043
iter 10 value 12.053730
iter 20 value 9.203980
iter 30 value 8.284834
iter 40 value 7.440686
iter 50 value 7.300283
iter 60 value 7.195464
iter 70 value 7.127631
iter 80 value 6.884935
iter 90 value 6.851397
iter 100 value 6.819747
final value 6.819747
stopped after 100 iterations
# weights: 43
initial value 184.882558
iter 10 value 36.145738
iter 20 value 9.166291
iter 30 value 8.496277
iter 40 value 7.449016
iter 50 value 6.029718
iter 60 value 2.590723
iter 70 value 2.420605
iter 80 value 2.189999
iter 90 value 2.001848
iter 100 value 1.856235
final value 1.856235
stopped after 100 iterations
# weights: 11
initial value 191.247346
iter 10 value 65.429004
iter 20 value 64.960343
final value 64.956957
converged
# weights: 27
initial value 180.021095
iter 10 value 12.749659
iter 20 value 6.193797
iter 30 value 6.154513
iter 40 value 6.040127
iter 50 value 4.351988
iter 60 value 3.333952
iter 70 value 3.165546
iter 80 value 2.773601
iter 90 value 2.380451
iter 100 value 1.690679
final value 1.690679
stopped after 100 iterations
# weights: 43
initial value 178.335828
iter 10 value 29.032086
iter 20 value 6.660190
iter 30 value 6.066007
iter 40 value 5.983827
iter 50 value 5.937531
iter 60 value 5.897096
iter 70 value 5.685877
iter 80 value 5.400952
iter 90 value 5.060417
iter 100 value 4.964800
final value 4.964800
stopped after 100 iterations
# weights: 11
initial value 164.886908
iter 10 value 92.340060
iter 20 value 60.156594
iter 30 value 58.429414
final value 58.425773
converged
# weights: 27
initial value 172.167501
iter 10 value 70.052855
iter 20 value 42.263474
iter 30 value 40.764989
iter 40 value 40.477896
iter 50 value 40.402217
iter 60 value 40.402090
final value 40.402054
converged
# weights: 43
initial value 176.091517
iter 10 value 84.862877
iter 20 value 47.835110
iter 30 value 41.347197
iter 40 value 40.234126
iter 50 value 40.008150
iter 60 value 39.910752
iter 70 value 39.897874
iter 80 value 39.891990
iter 90 value 39.889313
iter 100 value 39.886356
final value 39.886356
stopped after 100 iterations
# weights: 11
initial value 165.834516
iter 10 value 48.673987
iter 20 value 12.554514
iter 30 value 6.999350
iter 40 value 6.750777
iter 50 value 6.736260
iter 60 value 6.719802
iter 70 value 6.718846
iter 80 value 6.718719
iter 90 value 6.718672
iter 100 value 6.718653
final value 6.718653
stopped after 100 iterations
# weights: 27
initial value 180.800923
iter 10 value 63.635386
iter 20 value 13.310068
iter 30 value 6.388425
iter 40 value 6.347617
iter 50 value 6.309804
iter 60 value 6.209370
iter 70 value 6.148183
iter 80 value 6.136774
iter 90 value 6.126319
iter 100 value 6.117440
final value 6.117440
stopped after 100 iterations
# weights: 43
initial value 196.383238
iter 10 value 10.842936
iter 20 value 6.391171
iter 30 value 6.201783
iter 40 value 6.037182
iter 50 value 5.768121
iter 60 value 5.645010
iter 70 value 5.574752
iter 80 value 5.525122
iter 90 value 5.521878
iter 100 value 5.516115
final value 5.516115
stopped after 100 iterations
# weights: 11
initial value 165.340582
iter 10 value 58.661176
iter 20 value 8.230943
iter 30 value 7.383765
iter 40 value 7.349653
iter 50 value 7.325220
iter 60 value 7.310513
iter 70 value 7.303662
iter 80 value 7.295789
iter 90 value 7.294301
iter 100 value 7.292478
final value 7.292478
stopped after 100 iterations
# weights: 27
initial value 212.836858
iter 10 value 67.356936
iter 20 value 66.520352
iter 30 value 66.516859
iter 30 value 66.516859
final value 66.516859
converged
# weights: 43
initial value 172.259356
iter 10 value 19.936566
iter 20 value 7.101534
iter 30 value 6.490881
iter 40 value 5.891421
iter 50 value 5.529484
iter 60 value 4.286137
iter 70 value 3.861455
iter 80 value 3.819690
final value 3.819104
converged
# weights: 11
initial value 185.156082
iter 10 value 89.083093
iter 20 value 64.824577
iter 30 value 59.966902
iter 30 value 59.966901
iter 30 value 59.966901
final value 59.966901
converged
# weights: 27
initial value 188.207677
iter 10 value 88.393760
iter 20 value 58.279449
iter 30 value 45.342686
iter 40 value 41.457273
iter 50 value 40.578886
iter 60 value 40.472388
iter 70 value 40.421921
final value 40.421818
converged
# weights: 43
initial value 191.441659
iter 10 value 65.015619
iter 20 value 41.852041
iter 30 value 39.240133
iter 40 value 39.147382
iter 50 value 39.118272
iter 60 value 39.113828
iter 70 value 39.112851
iter 80 value 39.112472
iter 90 value 39.112083
iter 100 value 39.111765
final value 39.111765
stopped after 100 iterations
# weights: 11
initial value 189.638205
iter 10 value 68.858670
iter 20 value 66.678101
iter 30 value 66.667570
iter 40 value 66.610261
iter 50 value 66.435356
iter 60 value 37.513637
iter 70 value 10.581360
iter 80 value 8.076536
iter 90 value 7.958477
iter 100 value 7.907477
final value 7.907477
stopped after 100 iterations
# weights: 27
initial value 173.922885
iter 10 value 67.189366
iter 20 value 66.902211
iter 30 value 9.467221
iter 40 value 7.906979
iter 50 value 7.531933
iter 60 value 7.485071
iter 70 value 7.457633
iter 80 value 7.440477
iter 90 value 7.426634
iter 100 value 7.389044
final value 7.389044
stopped after 100 iterations
# weights: 43
initial value 196.671890
iter 10 value 44.203564
iter 20 value 7.522398
iter 30 value 6.839989
iter 40 value 6.562031
iter 50 value 6.419236
iter 60 value 6.263917
iter 70 value 6.215970
iter 80 value 6.135390
iter 90 value 6.130405
iter 100 value 6.124553
final value 6.124553
stopped after 100 iterations
# weights: 11
initial value 164.726365
iter 10 value 65.461460
iter 20 value 63.073207
final value 63.071043
converged
# weights: 27
initial value 165.843028
iter 10 value 16.650626
iter 20 value 6.989326
iter 30 value 6.850120
iter 40 value 6.437663
iter 50 value 5.515051
iter 60 value 4.893870
iter 70 value 4.844713
iter 80 value 4.844379
iter 90 value 4.839003
iter 100 value 4.838730
final value 4.838730
stopped after 100 iterations
# weights: 43
initial value 169.765578
iter 10 value 26.807971
iter 20 value 6.827045
iter 30 value 6.643262
iter 40 value 5.528417
iter 50 value 4.376119
iter 60 value 2.142848
iter 70 value 0.002531
final value 0.000067
converged
# weights: 11
initial value 170.157678
iter 10 value 75.638533
iter 20 value 59.128179
final value 59.092625
converged
# weights: 27
initial value 179.444499
iter 10 value 83.005685
iter 20 value 45.371389
iter 30 value 43.449972
iter 40 value 43.246304
iter 50 value 43.007382
iter 60 value 40.824059
iter 70 value 40.154330
final value 40.154309
converged
# weights: 43
initial value 159.817636
iter 10 value 48.274491
iter 20 value 40.878243
iter 30 value 39.109347
iter 40 value 39.022847
iter 50 value 39.017280
iter 60 value 39.013376
iter 70 value 39.001533
iter 80 value 38.999385
final value 38.999054
converged
# weights: 11
initial value 178.872921
iter 10 value 77.814816
iter 20 value 63.688284
iter 30 value 63.591975
iter 40 value 63.486947
iter 50 value 62.864079
iter 60 value 24.562489
iter 70 value 8.910245
iter 80 value 7.869638
iter 90 value 7.647846
iter 100 value 7.572543
final value 7.572543
stopped after 100 iterations
# weights: 27
initial value 188.268477
iter 10 value 12.682959
iter 20 value 7.190843
iter 30 value 6.761903
iter 40 value 6.040695
iter 50 value 5.131056
iter 60 value 4.503927
iter 70 value 3.809054
iter 80 value 3.278766
iter 90 value 2.266596
iter 100 value 1.545262
final value 1.545262
stopped after 100 iterations
# weights: 43
initial value 183.828867
iter 10 value 22.143547
iter 20 value 6.987279
iter 30 value 3.123019
iter 40 value 1.977957
iter 50 value 1.620355
iter 60 value 1.271536
iter 70 value 1.097907
iter 80 value 0.961569
iter 90 value 0.899439
iter 100 value 0.830411
final value 0.830411
stopped after 100 iterations
# weights: 11
initial value 176.036609
iter 10 value 74.573354
iter 20 value 74.546980
iter 30 value 69.915244
iter 40 value 14.025653
iter 50 value 7.109093
iter 60 value 6.843754
iter 70 value 6.821497
iter 80 value 6.814152
iter 90 value 6.807592
iter 100 value 6.800817
final value 6.800817
stopped after 100 iterations
# weights: 27
initial value 173.507839
iter 10 value 49.930860
iter 20 value 20.171994
iter 30 value 6.830824
iter 40 value 6.767601
iter 50 value 6.746862
iter 60 value 6.715984
iter 70 value 6.712724
iter 80 value 6.696539
iter 90 value 6.686255
iter 100 value 6.678040
final value 6.678040
stopped after 100 iterations
# weights: 43
initial value 174.483536
iter 10 value 24.359640
iter 20 value 6.659634
iter 30 value 5.160923
iter 40 value 2.877400
iter 50 value 2.704236
iter 60 value 2.703862
iter 70 value 2.703499
final value 2.703397
converged
# weights: 11
initial value 177.033278
iter 10 value 77.755374
iter 20 value 62.872188
iter 30 value 62.548898
final value 62.548379
converged
# weights: 27
initial value 177.728134
iter 10 value 62.256952
iter 20 value 44.190517
iter 30 value 42.965433
iter 40 value 42.918297
iter 50 value 42.704643
iter 60 value 42.116295
iter 70 value 41.456223
iter 80 value 41.376929
final value 41.375009
converged
# weights: 43
initial value 160.138998
iter 10 value 58.217829
iter 20 value 41.601089
iter 30 value 40.927394
iter 40 value 40.402375
iter 50 value 40.271279
iter 60 value 40.225832
iter 70 value 40.217462
iter 80 value 40.214115
iter 90 value 40.211186
iter 100 value 40.209665
final value 40.209665
stopped after 100 iterations
# weights: 11
initial value 180.485991
iter 10 value 24.749766
iter 20 value 8.837356
iter 30 value 7.649146
iter 40 value 7.548112
iter 50 value 7.486146
iter 60 value 7.474617
iter 70 value 7.471183
iter 80 value 7.470640
iter 90 value 7.470394
iter 100 value 7.470177
final value 7.470177
stopped after 100 iterations
# weights: 27
initial value 166.720816
iter 10 value 46.957667
iter 20 value 7.299098
iter 30 value 7.160448
iter 40 value 7.032411
iter 50 value 7.001161
iter 60 value 6.980866
iter 70 value 6.955537
iter 80 value 6.938300
iter 90 value 6.919968
iter 100 value 6.913919
final value 6.913919
stopped after 100 iterations
# weights: 43
initial value 183.716511
iter 10 value 13.153266
iter 20 value 7.178982
iter 30 value 7.043397
iter 40 value 6.964132
iter 50 value 6.772437
iter 60 value 6.206898
iter 70 value 3.937564
iter 80 value 2.164605
iter 90 value 1.525703
iter 100 value 1.334402
final value 1.334402
stopped after 100 iterations
# weights: 11
initial value 165.108036
iter 10 value 74.352406
iter 20 value 74.125016
final value 74.124708
converged
# weights: 27
initial value 173.492686
iter 10 value 32.426474
iter 20 value 1.215267
iter 30 value 0.001173
final value 0.000069
converged
# weights: 43
initial value 181.290080
iter 10 value 32.835602
iter 20 value 0.606016
iter 30 value 0.000254
final value 0.000060
converged
# weights: 11
initial value 164.726624
iter 10 value 79.998242
iter 20 value 62.228580
final value 62.223106
converged
# weights: 27
initial value 165.206407
iter 10 value 65.636779
iter 20 value 42.119135
iter 30 value 40.844907
iter 40 value 40.831472
iter 50 value 40.814269
final value 40.814165
converged
# weights: 43
initial value 189.431564
iter 10 value 56.416232
iter 20 value 39.988437
iter 30 value 39.690734
iter 40 value 39.648333
iter 50 value 39.639131
iter 60 value 39.638751
iter 70 value 39.638261
iter 80 value 39.638150
final value 39.638115
converged
# weights: 11
initial value 170.368221
iter 10 value 64.424742
iter 20 value 15.332563
iter 30 value 4.069525
iter 40 value 3.078892
iter 50 value 2.959897
iter 60 value 2.935818
iter 70 value 2.929313
iter 80 value 2.922833
iter 90 value 2.922703
final value 2.922637
converged
# weights: 27
initial value 165.307571
iter 10 value 73.796594
iter 20 value 42.752605
iter 30 value 5.570190
iter 40 value 1.027837
iter 50 value 0.959629
iter 60 value 0.866493
iter 70 value 0.738418
iter 80 value 0.676895
iter 90 value 0.607723
iter 100 value 0.554066
final value 0.554066
stopped after 100 iterations
# weights: 43
initial value 168.514901
iter 10 value 20.811017
iter 20 value 0.954103
iter 30 value 0.763985
iter 40 value 0.675770
iter 50 value 0.621750
iter 60 value 0.561742
iter 70 value 0.533553
iter 80 value 0.516938
iter 90 value 0.474147
iter 100 value 0.453091
final value 0.453091
stopped after 100 iterations
# weights: 11
initial value 166.328088
iter 10 value 123.931081
iter 20 value 77.179121
iter 30 value 76.440973
iter 40 value 76.407240
iter 50 value 76.404659
iter 60 value 76.398217
iter 70 value 76.396848
iter 80 value 76.396173
final value 76.394559
converged
# weights: 27
initial value 165.223124
iter 10 value 15.463798
iter 20 value 11.159945
iter 30 value 11.073938
iter 40 value 11.053736
iter 50 value 11.030407
iter 60 value 11.020112
iter 70 value 11.008412
iter 80 value 10.997240
iter 90 value 10.990638
iter 100 value 10.983374
final value 10.983374
stopped after 100 iterations
# weights: 43
initial value 238.589891
iter 10 value 16.868456
iter 20 value 11.188474
iter 30 value 11.163815
iter 40 value 11.070060
iter 50 value 10.938091
iter 60 value 9.786052
iter 70 value 7.275344
iter 80 value 7.012996
iter 90 value 6.992876
iter 100 value 6.989686
final value 6.989686
stopped after 100 iterations
# weights: 11
initial value 168.244847
iter 10 value 67.696143
iter 20 value 64.513543
final value 64.513305
converged
# weights: 27
initial value 194.321249
iter 10 value 74.905208
iter 20 value 49.011792
iter 30 value 45.617586
iter 40 value 44.639459
iter 50 value 44.366328
iter 60 value 44.336428
iter 70 value 44.334482
final value 44.334481
converged
# weights: 43
initial value 173.084888
iter 10 value 52.618610
iter 20 value 45.869745
iter 30 value 43.745919
iter 40 value 43.216794
iter 50 value 43.149871
iter 60 value 43.139028
iter 70 value 43.137203
iter 80 value 43.136981
iter 90 value 43.136345
iter 100 value 43.135538
final value 43.135538
stopped after 100 iterations
# weights: 11
initial value 166.546813
iter 10 value 77.400355
iter 20 value 28.913469
iter 30 value 11.859220
iter 40 value 11.596307
iter 50 value 11.571934
iter 60 value 11.561023
iter 70 value 11.557482
iter 80 value 11.556420
iter 90 value 11.556257
iter 100 value 11.556234
final value 11.556234
stopped after 100 iterations
# weights: 27
initial value 204.552249
iter 10 value 61.118642
iter 20 value 11.333890
iter 30 value 10.889604
iter 40 value 9.121055
iter 50 value 8.041465
iter 60 value 7.756055
iter 70 value 7.616871
iter 80 value 7.532834
iter 90 value 7.480198
iter 100 value 7.388324
final value 7.388324
stopped after 100 iterations
# weights: 43
initial value 166.486223
iter 10 value 17.549685
iter 20 value 8.947123
iter 30 value 7.877863
iter 40 value 7.737119
iter 50 value 7.594488
iter 60 value 7.527956
iter 70 value 7.483595
iter 80 value 7.375242
iter 90 value 7.334661
iter 100 value 7.220643
final value 7.220643
stopped after 100 iterations
# weights: 11
initial value 171.025848
iter 10 value 46.289879
iter 20 value 6.065959
iter 30 value 1.482878
iter 40 value 1.262708
iter 50 value 0.997774
iter 60 value 0.987880
iter 70 value 0.699650
iter 80 value 0.627553
iter 90 value 0.497847
iter 100 value 0.494235
final value 0.494235
stopped after 100 iterations
# weights: 27
initial value 180.750962
iter 10 value 64.544608
iter 20 value 64.379228
iter 30 value 64.259618
iter 40 value 12.243434
iter 50 value 1.473835
iter 60 value 0.137550
iter 70 value 0.018735
iter 80 value 0.003731
iter 90 value 0.000323
iter 100 value 0.000219
final value 0.000219
stopped after 100 iterations
# weights: 43
initial value 166.277998
iter 10 value 15.877873
iter 20 value 2.064043
iter 30 value 0.045856
final value 0.000093
converged
# weights: 11
initial value 183.282309
iter 10 value 81.484229
iter 20 value 57.603147
final value 57.591926
converged
# weights: 27
initial value 177.811868
iter 10 value 49.107757
iter 20 value 37.715938
iter 30 value 37.019715
iter 40 value 36.914838
iter 50 value 36.907234
iter 50 value 36.907233
iter 50 value 36.907233
final value 36.907233
converged
# weights: 43
initial value 184.536131
iter 10 value 75.019625
iter 20 value 47.172986
iter 30 value 37.955064
iter 40 value 37.484988
iter 50 value 37.102223
iter 60 value 36.230326
iter 70 value 36.121422
iter 80 value 36.018131
iter 90 value 35.994846
iter 100 value 35.989922
final value 35.989922
stopped after 100 iterations
# weights: 11
initial value 171.796597
iter 10 value 57.056855
iter 20 value 17.988475
iter 30 value 4.694451
iter 40 value 3.514561
iter 50 value 3.449127
iter 60 value 3.424190
iter 70 value 3.411080
iter 80 value 3.409837
iter 90 value 3.407881
iter 100 value 3.407791
final value 3.407791
stopped after 100 iterations
# weights: 27
initial value 191.824121
iter 10 value 33.185211
iter 20 value 2.283658
iter 30 value 1.684046
iter 40 value 1.426143
iter 50 value 1.195919
iter 60 value 0.854267
iter 70 value 0.786077
iter 80 value 0.746272
iter 90 value 0.685557
iter 100 value 0.632040
final value 0.632040
stopped after 100 iterations
# weights: 43
initial value 177.879373
iter 10 value 64.898015
iter 20 value 16.745544
iter 30 value 5.108268
iter 40 value 3.564137
iter 50 value 2.716975
iter 60 value 2.050826
iter 70 value 1.389086
iter 80 value 1.178847
iter 90 value 1.036958
iter 100 value 0.972731
final value 0.972731
stopped after 100 iterations
# weights: 11
initial value 183.800506
iter 10 value 63.197193
iter 20 value 8.220232
iter 30 value 3.213591
iter 40 value 3.063722
iter 50 value 2.977881
iter 60 value 2.960400
iter 70 value 2.912479
iter 80 value 2.898416
iter 90 value 2.826037
iter 100 value 2.800812
final value 2.800812
stopped after 100 iterations
# weights: 27
initial value 170.807963
iter 10 value 13.923939
iter 20 value 3.038617
iter 30 value 0.124206
final value 0.000059
converged
# weights: 43
initial value 199.879459
iter 10 value 16.706340
iter 20 value 2.934784
iter 30 value 0.209983
iter 40 value 0.001010
final value 0.000037
converged
# weights: 11
initial value 171.649705
iter 10 value 89.348861
iter 20 value 61.378840
iter 30 value 61.020788
final value 61.016820
converged
# weights: 27
initial value 164.751138
iter 10 value 63.504993
iter 20 value 41.178278
iter 30 value 38.856699
iter 40 value 38.651667
iter 50 value 38.649643
iter 60 value 38.649402
final value 38.649372
converged
# weights: 43
initial value 172.413356
iter 10 value 68.517947
iter 20 value 41.441821
iter 30 value 38.889743
iter 40 value 38.218814
iter 50 value 37.515222
iter 60 value 37.454895
iter 70 value 37.431787
iter 80 value 37.426311
iter 90 value 37.399493
iter 100 value 37.378125
final value 37.378125
stopped after 100 iterations
# weights: 11
initial value 173.256309
iter 10 value 45.231942
iter 20 value 12.882309
iter 30 value 6.128437
iter 40 value 5.257999
iter 50 value 5.056037
iter 60 value 4.935904
iter 70 value 4.921923
iter 80 value 4.912733
iter 90 value 4.908468
iter 100 value 4.901982
final value 4.901982
stopped after 100 iterations
# weights: 27
initial value 194.268198
iter 10 value 17.596339
iter 20 value 3.321755
iter 30 value 3.116326
iter 40 value 2.973096
iter 50 value 2.833069
iter 60 value 2.065467
iter 70 value 1.478627
iter 80 value 1.278627
iter 90 value 1.194954
iter 100 value 1.096413
final value 1.096413
stopped after 100 iterations
# weights: 43
initial value 166.403032
iter 10 value 12.236499
iter 20 value 3.950995
iter 30 value 3.720936
iter 40 value 3.596154
iter 50 value 3.220141
iter 60 value 2.843422
iter 70 value 2.701572
iter 80 value 2.574848
iter 90 value 2.526448
iter 100 value 2.423963
final value 2.423963
stopped after 100 iterations
# weights: 11
initial value 163.959424
iter 10 value 69.316168
iter 20 value 69.169129
final value 69.168920
converged
# weights: 27
initial value 191.027927
iter 10 value 13.554324
iter 20 value 0.095862
final value 0.000052
converged
# weights: 43
initial value 174.028007
iter 10 value 51.714564
iter 20 value 1.258106
iter 30 value 0.011492
iter 40 value 0.001423
iter 50 value 0.000182
final value 0.000071
converged
# weights: 11
initial value 176.106643
iter 10 value 84.619537
iter 20 value 60.291063
iter 30 value 59.396249
final value 59.396151
converged
# weights: 27
initial value 176.522486
iter 10 value 49.859146
iter 20 value 40.069668
iter 30 value 39.460755
iter 40 value 38.669800
iter 50 value 38.569244
iter 60 value 38.566607
iter 70 value 38.565456
final value 38.565453
converged
# weights: 43
initial value 195.846450
iter 10 value 57.884545
iter 20 value 37.741206
iter 30 value 37.472423
iter 40 value 37.352311
iter 50 value 37.311676
iter 60 value 37.304197
iter 70 value 37.301896
iter 80 value 37.301078
iter 90 value 37.300674
final value 37.300645
converged
# weights: 11
initial value 171.955243
iter 10 value 69.521556
iter 20 value 69.331040
iter 30 value 69.112062
iter 40 value 66.928999
iter 50 value 11.156506
iter 60 value 4.074021
iter 70 value 2.822231
iter 80 value 2.522098
iter 90 value 2.396511
iter 100 value 2.201931
final value 2.201931
stopped after 100 iterations
# weights: 27
initial value 216.231932
iter 10 value 55.733767
iter 20 value 1.380394
iter 30 value 0.679240
iter 40 value 0.616377
iter 50 value 0.540130
iter 60 value 0.426105
iter 70 value 0.384968
iter 80 value 0.370053
iter 90 value 0.356696
iter 100 value 0.354639
final value 0.354639
stopped after 100 iterations
# weights: 43
initial value 186.075921
iter 10 value 3.380930
iter 20 value 0.642343
iter 30 value 0.552542
iter 40 value 0.368820
iter 50 value 0.300603
iter 60 value 0.279430
iter 70 value 0.263270
iter 80 value 0.255079
iter 90 value 0.252478
iter 100 value 0.249629
final value 0.249629
stopped after 100 iterations
# weights: 11
initial value 163.908091
iter 10 value 68.663856
iter 20 value 68.596709
iter 30 value 68.593273
final value 68.593035
converged
# weights: 27
initial value 181.278838
iter 10 value 34.751393
iter 20 value 5.064592
iter 30 value 2.383114
iter 40 value 0.145688
iter 50 value 0.005163
iter 60 value 0.000572
iter 70 value 0.000428
iter 80 value 0.000226
iter 90 value 0.000181
iter 100 value 0.000118
final value 0.000118
stopped after 100 iterations
# weights: 43
initial value 230.183168
iter 10 value 18.451393
iter 20 value 4.572216
iter 30 value 1.439326
iter 40 value 0.002259
final value 0.000025
converged
# weights: 11
initial value 168.306489
iter 10 value 73.363697
iter 20 value 62.013828
final value 62.013627
converged
# weights: 27
initial value 191.607760
iter 10 value 68.314705
iter 20 value 44.156935
iter 30 value 43.126800
iter 40 value 42.589847
iter 50 value 42.567085
iter 60 value 42.560526
iter 70 value 42.559124
final value 42.559121
converged
# weights: 43
initial value 192.867579
iter 10 value 79.111757
iter 20 value 43.430643
iter 30 value 40.854052
iter 40 value 40.106888
iter 50 value 39.857635
iter 60 value 39.634898
iter 70 value 39.559397
iter 80 value 39.492965
iter 90 value 39.464959
iter 100 value 39.462615
final value 39.462615
stopped after 100 iterations
# weights: 11
initial value 192.831642
iter 10 value 68.910417
iter 20 value 68.700896
iter 30 value 58.250853
iter 40 value 16.063193
iter 50 value 7.205152
iter 60 value 6.389864
iter 70 value 6.310838
iter 80 value 6.285938
iter 90 value 6.235615
iter 100 value 6.204949
final value 6.204949
stopped after 100 iterations
# weights: 27
initial value 191.283723
iter 10 value 66.967410
iter 20 value 10.998368
iter 30 value 4.202797
iter 40 value 3.129434
iter 50 value 2.946354
iter 60 value 2.837852
iter 70 value 2.736155
iter 80 value 2.333017
iter 90 value 1.855579
iter 100 value 1.692169
final value 1.692169
stopped after 100 iterations
# weights: 43
initial value 182.815653
iter 10 value 8.165232
iter 20 value 4.147031
iter 30 value 2.732680
iter 40 value 1.674146
iter 50 value 1.127476
iter 60 value 0.935818
iter 70 value 0.852646
iter 80 value 0.764119
iter 90 value 0.709044
iter 100 value 0.675840
final value 0.675840
stopped after 100 iterations
# weights: 11
initial value 168.111936
iter 10 value 65.794491
iter 20 value 23.086238
iter 30 value 6.298702
iter 40 value 3.476269
iter 50 value 1.884982
iter 60 value 1.517010
iter 70 value 0.634782
iter 80 value 0.538941
iter 90 value 0.466599
iter 100 value 0.399206
final value 0.399206
stopped after 100 iterations
# weights: 27
initial value 175.227118
iter 10 value 15.415888
iter 20 value 0.115861
final value 0.000061
converged
# weights: 43
initial value 190.962619
iter 10 value 17.855533
iter 20 value 1.256324
iter 30 value 0.000858
final value 0.000063
converged
# weights: 11
initial value 167.387924
iter 10 value 93.772935
iter 20 value 64.938910
iter 30 value 58.363766
final value 58.363452
converged
# weights: 27
initial value 172.323401
iter 10 value 58.270517
iter 20 value 40.865817
iter 30 value 39.763241
iter 40 value 39.638178
iter 50 value 39.311002
iter 60 value 38.876493
iter 70 value 38.164467
iter 80 value 38.083702
final value 38.082624
converged
# weights: 43
initial value 185.224175
iter 10 value 76.549689
iter 20 value 44.837178
iter 30 value 38.056069
iter 40 value 37.540101
iter 50 value 37.234973
iter 60 value 37.177648
iter 70 value 37.106554
iter 80 value 37.093410
iter 90 value 37.045767
iter 100 value 36.993980
final value 36.993980
stopped after 100 iterations
# weights: 11
initial value 173.154592
iter 10 value 70.155876
iter 20 value 68.008850
final value 67.999053
converged
# weights: 27
initial value 182.649275
iter 10 value 44.379043
iter 20 value 1.843647
iter 30 value 1.005130
iter 40 value 0.849441
iter 50 value 0.726534
iter 60 value 0.690509
iter 70 value 0.597836
iter 80 value 0.569744
iter 90 value 0.540181
iter 100 value 0.480496
final value 0.480496
stopped after 100 iterations
# weights: 43
initial value 201.475024
iter 10 value 13.165044
iter 20 value 1.354255
iter 30 value 0.662819
iter 40 value 0.596722
iter 50 value 0.491944
iter 60 value 0.472553
iter 70 value 0.464719
iter 80 value 0.454390
iter 90 value 0.443092
iter 100 value 0.429599
final value 0.429599
stopped after 100 iterations
# weights: 11
initial value 167.178430
iter 10 value 71.294704
iter 20 value 2.523022
iter 30 value 0.216602
iter 40 value 0.130855
iter 50 value 0.108008
iter 60 value 0.100839
iter 70 value 0.091146
iter 80 value 0.080824
iter 90 value 0.076909
iter 100 value 0.074940
final value 0.074940
stopped after 100 iterations
# weights: 27
initial value 169.359450
iter 10 value 7.252245
iter 20 value 0.041475
final value 0.000058
converged
# weights: 43
initial value 173.279391
iter 10 value 10.194978
iter 20 value 0.095840
iter 30 value 0.000843
iter 40 value 0.000184
iter 50 value 0.000104
iter 50 value 0.000057
iter 50 value 0.000056
final value 0.000056
converged
# weights: 11
initial value 184.538369
iter 10 value 90.629148
iter 20 value 59.190851
final value 59.121323
converged
# weights: 27
initial value 168.537355
iter 10 value 46.016181
iter 20 value 39.626379
iter 30 value 39.391229
iter 40 value 38.616418
iter 50 value 38.168686
iter 60 value 38.107705
iter 70 value 38.104082
final value 38.104070
converged
# weights: 43
initial value 181.811103
iter 10 value 56.740332
iter 20 value 40.763046
iter 30 value 38.687409
iter 40 value 38.073081
iter 50 value 37.467689
iter 60 value 37.297945
iter 70 value 37.161923
iter 80 value 37.134974
iter 90 value 37.111586
iter 100 value 37.078148
final value 37.078148
stopped after 100 iterations
# weights: 11
initial value 176.822195
iter 10 value 71.843445
iter 20 value 19.064252
iter 30 value 3.455968
iter 40 value 1.659886
iter 50 value 1.615648
iter 60 value 1.607274
iter 70 value 1.602247
iter 80 value 1.594071
iter 90 value 1.588987
iter 100 value 1.588439
final value 1.588439
stopped after 100 iterations
# weights: 27
initial value 178.443167
iter 10 value 71.347162
iter 20 value 47.032395
iter 30 value 2.675586
iter 40 value 0.561928
iter 50 value 0.497324
iter 60 value 0.402990
iter 70 value 0.377227
iter 80 value 0.358443
iter 90 value 0.341688
iter 100 value 0.316200
final value 0.316200
stopped after 100 iterations
# weights: 43
initial value 191.790108
iter 10 value 45.443530
iter 20 value 3.633673
iter 30 value 1.222407
iter 40 value 0.618944
iter 50 value 0.452434
iter 60 value 0.380859
iter 70 value 0.339859
iter 80 value 0.322052
iter 90 value 0.308359
iter 100 value 0.299764
final value 0.299764
stopped after 100 iterations
# weights: 11
initial value 162.380197
iter 10 value 71.355906
iter 20 value 71.219165
final value 71.219027
converged
# weights: 27
initial value 163.090415
iter 10 value 23.322801
iter 20 value 0.618908
iter 30 value 0.005374
final value 0.000078
converged
# weights: 43
initial value 169.950004
iter 10 value 24.861659
iter 20 value 0.140968
final value 0.000076
converged
# weights: 11
initial value 163.653922
iter 10 value 80.481681
iter 20 value 60.100448
iter 30 value 59.894407
final value 59.894073
converged
# weights: 27
initial value 174.901251
iter 10 value 70.674762
iter 20 value 43.998699
iter 30 value 41.855922
iter 40 value 41.626890
iter 50 value 41.567584
iter 60 value 41.560944
iter 70 value 41.555542
iter 80 value 41.532933
iter 90 value 41.433846
final value 41.433113
converged
# weights: 43
initial value 188.785991
iter 10 value 67.681533
iter 20 value 40.567670
iter 30 value 38.050950
iter 40 value 37.776739
iter 50 value 37.750078
iter 60 value 37.744965
iter 70 value 37.743833
iter 80 value 37.743503
iter 90 value 37.742201
iter 100 value 37.740767
final value 37.740767
stopped after 100 iterations
# weights: 11
initial value 161.433318
iter 10 value 79.421845
iter 20 value 40.552793
iter 30 value 7.052424
iter 40 value 2.389191
iter 50 value 2.233683
iter 60 value 2.214058
iter 70 value 2.204840
iter 80 value 2.157687
iter 90 value 2.152908
iter 100 value 2.149918
final value 2.149918
stopped after 100 iterations
# weights: 27
initial value 163.049179
iter 10 value 71.830434
iter 20 value 71.544933
iter 30 value 56.491010
iter 40 value 9.494364
iter 50 value 3.999341
iter 60 value 1.871134
iter 70 value 1.760990
iter 80 value 1.457222
iter 90 value 1.165821
iter 100 value 1.047098
final value 1.047098
stopped after 100 iterations
# weights: 43
initial value 180.418995
iter 10 value 17.994604
iter 20 value 2.078942
iter 30 value 0.890405
iter 40 value 0.702314
iter 50 value 0.540763
iter 60 value 0.482547
iter 70 value 0.449894
iter 80 value 0.408055
iter 90 value 0.389781
iter 100 value 0.379144
final value 0.379144
stopped after 100 iterations
# weights: 11
initial value 169.453236
final value 69.440913
converged
# weights: 27
initial value 172.756956
iter 10 value 8.925545
iter 20 value 5.488955
iter 30 value 5.369438
iter 40 value 5.194390
iter 50 value 4.748583
iter 60 value 4.150023
iter 70 value 4.120674
iter 80 value 4.044241
iter 90 value 4.013688
iter 100 value 3.938122
final value 3.938122
stopped after 100 iterations
# weights: 43
initial value 170.006009
iter 10 value 61.006994
iter 20 value 6.127814
iter 30 value 5.304149
iter 40 value 5.271150
iter 50 value 4.943268
iter 60 value 3.361896
iter 70 value 2.414389
iter 80 value 0.308813
iter 90 value 0.000657
final value 0.000070
converged
# weights: 11
initial value 165.520580
iter 10 value 113.285937
iter 20 value 83.954307
iter 30 value 59.937126
final value 59.927582
converged
# weights: 27
initial value 172.163480
iter 10 value 68.063047
iter 20 value 41.724496
iter 30 value 40.653955
iter 40 value 39.481405
iter 50 value 39.094755
iter 60 value 39.045565
final value 39.044377
converged
# weights: 43
initial value 167.073260
iter 10 value 65.126563
iter 20 value 41.582206
iter 30 value 40.069930
iter 40 value 38.610937
iter 50 value 38.543029
iter 60 value 38.537285
iter 70 value 38.533586
iter 80 value 38.532506
iter 90 value 38.532283
iter 100 value 38.532151
final value 38.532151
stopped after 100 iterations
# weights: 11
initial value 164.808459
iter 10 value 69.566899
iter 20 value 40.302522
iter 30 value 8.323643
iter 40 value 5.930344
iter 50 value 5.841254
iter 60 value 5.840101
iter 70 value 5.837731
iter 80 value 5.834268
iter 90 value 5.834253
iter 100 value 5.834241
final value 5.834241
stopped after 100 iterations
# weights: 27
initial value 183.505909
iter 10 value 42.187812
iter 20 value 6.759458
iter 30 value 5.726997
iter 40 value 5.646166
iter 50 value 5.481191
iter 60 value 5.433899
iter 70 value 5.424271
iter 80 value 5.405193
iter 90 value 5.371952
iter 100 value 5.365362
final value 5.365362
stopped after 100 iterations
# weights: 43
initial value 175.488787
iter 10 value 28.943039
iter 20 value 5.791507
iter 30 value 5.551950
iter 40 value 5.449114
iter 50 value 5.427948
iter 60 value 5.392497
iter 70 value 5.367706
iter 80 value 5.347820
iter 90 value 5.096015
iter 100 value 4.336008
final value 4.336008
stopped after 100 iterations
# weights: 11
initial value 175.616869
iter 10 value 81.347808
iter 20 value 6.218773
iter 30 value 0.560083
iter 40 value 0.269466
iter 50 value 0.217384
iter 60 value 0.193323
iter 70 value 0.183652
iter 80 value 0.133113
iter 90 value 0.128065
iter 100 value 0.115067
final value 0.115067
stopped after 100 iterations
# weights: 27
initial value 165.880914
iter 10 value 4.160395
iter 20 value 0.018201
final value 0.000051
converged
# weights: 43
initial value 204.161875
iter 10 value 3.111977
iter 20 value 0.050848
iter 30 value 0.004212
final value 0.000052
converged
# weights: 11
initial value 173.114680
iter 10 value 103.839562
iter 20 value 84.410319
iter 30 value 59.269793
final value 59.182220
converged
# weights: 27
initial value 192.994132
iter 10 value 57.726109
iter 20 value 39.680790
iter 30 value 38.982882
iter 40 value 38.317636
iter 50 value 38.224309
iter 60 value 38.221820
iter 70 value 38.221552
final value 38.221550
converged
# weights: 43
initial value 197.435375
iter 10 value 58.028473
iter 20 value 39.318036
iter 30 value 37.755003
iter 40 value 37.613051
iter 50 value 37.384191
iter 60 value 37.154767
iter 70 value 37.069839
iter 80 value 37.062827
iter 90 value 37.051549
iter 100 value 37.049654
final value 37.049654
stopped after 100 iterations
# weights: 11
initial value 168.036983
iter 10 value 73.965816
iter 20 value 73.667186
iter 30 value 73.614536
iter 40 value 73.593481
iter 50 value 73.497977
iter 60 value 73.298376
iter 70 value 41.277560
iter 80 value 6.354742
iter 90 value 1.997386
iter 100 value 1.878584
final value 1.878584
stopped after 100 iterations
# weights: 27
initial value 187.746272
iter 10 value 8.492328
iter 20 value 0.848539
iter 30 value 0.722248
iter 40 value 0.635141
iter 50 value 0.592950
iter 60 value 0.545762
iter 70 value 0.525459
iter 80 value 0.478308
iter 90 value 0.422099
iter 100 value 0.380823
final value 0.380823
stopped after 100 iterations
# weights: 43
initial value 226.217731
iter 10 value 6.014956
iter 20 value 0.678413
iter 30 value 0.594975
iter 40 value 0.482889
iter 50 value 0.401861
iter 60 value 0.375030
iter 70 value 0.367341
iter 80 value 0.349859
iter 90 value 0.321771
iter 100 value 0.317755
final value 0.317755
stopped after 100 iterations
# weights: 11
initial value 168.171556
iter 10 value 78.458318
iter 20 value 68.614959
final value 68.577108
converged
# weights: 27
initial value 172.436346
iter 10 value 9.204542
iter 20 value 1.259946
iter 30 value 0.006281
iter 40 value 0.004270
iter 50 value 0.001939
iter 60 value 0.000914
iter 70 value 0.000596
iter 80 value 0.000372
iter 90 value 0.000217
iter 100 value 0.000102
final value 0.000102
stopped after 100 iterations
# weights: 43
initial value 167.841170
iter 10 value 26.615730
iter 20 value 20.836112
iter 30 value 16.795458
iter 40 value 16.565226
iter 50 value 16.553471
iter 60 value 16.543564
iter 70 value 16.468061
iter 80 value 16.451713
iter 90 value 16.447588
iter 100 value 16.440511
final value 16.440511
stopped after 100 iterations
# weights: 11
initial value 176.295475
iter 10 value 106.666918
iter 20 value 87.647240
iter 30 value 60.077408
final value 60.015787
converged
# weights: 27
initial value 172.687894
iter 10 value 65.352968
iter 20 value 40.229729
iter 30 value 40.117373
iter 40 value 39.375321
iter 50 value 38.671584
iter 60 value 38.528454
iter 70 value 38.515091
final value 38.513951
converged
# weights: 43
initial value 176.044698
iter 10 value 74.311329
iter 20 value 41.955638
iter 30 value 37.803557
iter 40 value 37.727940
iter 50 value 37.652293
iter 60 value 37.638669
iter 70 value 37.578942
iter 80 value 37.541080
iter 90 value 37.506415
iter 100 value 37.479068
final value 37.479068
stopped after 100 iterations
# weights: 11
initial value 176.950324
iter 10 value 65.626604
iter 20 value 55.140849
iter 30 value 16.140479
iter 40 value 7.460462
iter 50 value 5.650005
iter 60 value 5.597915
iter 70 value 5.459846
iter 80 value 5.446120
iter 90 value 5.443007
iter 100 value 5.438876
final value 5.438876
stopped after 100 iterations
# weights: 27
initial value 196.183055
iter 10 value 48.753732
iter 20 value 5.106474
iter 30 value 4.109551
iter 40 value 3.937834
iter 50 value 3.853592
iter 60 value 3.745024
iter 70 value 3.673672
iter 80 value 3.619443
iter 90 value 3.594170
iter 100 value 3.474888
final value 3.474888
stopped after 100 iterations
# weights: 43
initial value 168.556977
iter 10 value 40.456438
iter 20 value 4.495606
iter 30 value 3.831118
iter 40 value 3.775587
iter 50 value 3.724057
iter 60 value 3.642249
iter 70 value 3.554641
iter 80 value 3.122845
iter 90 value 1.442874
iter 100 value 0.843310
final value 0.843310
stopped after 100 iterations
# weights: 11
initial value 182.223606
iter 10 value 69.020920
iter 20 value 67.190939
final value 67.189007
converged
# weights: 27
initial value 205.986472
iter 10 value 19.256340
iter 20 value 5.898297
iter 30 value 5.604073
iter 40 value 3.545303
iter 50 value 0.701371
iter 60 value 0.024647
iter 70 value 0.015580
iter 80 value 0.011886
iter 90 value 0.010185
iter 100 value 0.004360
final value 0.004360
stopped after 100 iterations
# weights: 43
initial value 226.291562
iter 10 value 62.532130
iter 20 value 6.613933
iter 30 value 5.880798
iter 40 value 5.845439
iter 50 value 5.788745
iter 60 value 5.767746
iter 70 value 5.701459
iter 80 value 4.189970
iter 90 value 2.331316
iter 100 value 1.104428
final value 1.104428
stopped after 100 iterations
# weights: 11
initial value 195.210803
iter 10 value 64.319181
iter 20 value 59.842160
final value 59.841954
converged
# weights: 27
initial value 166.293205
iter 10 value 76.346336
iter 20 value 45.473234
iter 30 value 41.104212
iter 40 value 40.867557
iter 50 value 40.760152
iter 60 value 40.750568
iter 70 value 40.748749
final value 40.748745
converged
# weights: 43
initial value 188.017382
iter 10 value 57.259231
iter 20 value 44.109668
iter 30 value 41.225366
iter 40 value 40.051016
iter 50 value 39.824844
iter 60 value 39.611645
iter 70 value 39.538316
iter 80 value 39.506763
iter 90 value 39.469565
iter 100 value 39.448080
final value 39.448080
stopped after 100 iterations
# weights: 11
initial value 166.498142
iter 10 value 67.480286
iter 20 value 67.444028
iter 30 value 67.287954
iter 40 value 67.267069
iter 50 value 67.257628
iter 60 value 67.240567
iter 70 value 67.118294
iter 80 value 58.904420
iter 90 value 10.637696
iter 100 value 6.723595
final value 6.723595
stopped after 100 iterations
# weights: 27
initial value 212.427880
iter 10 value 51.559176
iter 20 value 6.251705
iter 30 value 5.958228
iter 40 value 5.157070
iter 50 value 4.939888
iter 60 value 4.878725
iter 70 value 4.840781
iter 80 value 4.810842
iter 90 value 4.805906
iter 100 value 4.791711
final value 4.791711
stopped after 100 iterations
# weights: 43
initial value 258.521069
iter 10 value 21.694308
iter 20 value 6.415210
iter 30 value 6.086089
iter 40 value 5.942485
iter 50 value 5.932721
iter 60 value 5.916718
iter 70 value 5.886090
iter 80 value 5.755615
iter 90 value 5.351881
iter 100 value 5.042554
final value 5.042554
stopped after 100 iterations
# weights: 11
initial value 173.379294
iter 10 value 126.464884
iter 20 value 65.126810
iter 30 value 65.070936
final value 65.070914
converged
# weights: 27
initial value 174.596080
iter 10 value 6.544185
iter 20 value 0.508639
iter 30 value 0.000276
final value 0.000064
converged
# weights: 43
initial value 208.525610
iter 10 value 36.092110
iter 20 value 0.167359
final value 0.000084
converged
# weights: 11
initial value 184.446206
iter 10 value 92.649664
iter 20 value 69.931336
iter 30 value 58.592806
final value 58.592346
converged
# weights: 27
initial value 165.085564
iter 10 value 68.686225
iter 20 value 43.153381
iter 30 value 39.450179
iter 40 value 38.957727
iter 50 value 38.940979
iter 60 value 38.937471
iter 70 value 38.933514
final value 38.933490
converged
# weights: 43
initial value 196.028952
iter 10 value 58.396627
iter 20 value 39.407880
iter 30 value 38.371616
iter 40 value 38.083600
iter 50 value 38.035627
iter 60 value 38.022784
iter 70 value 38.016945
iter 80 value 37.974219
iter 90 value 37.932304
iter 100 value 37.914891
final value 37.914891
stopped after 100 iterations
# weights: 11
initial value 181.640804
iter 10 value 65.790213
iter 20 value 65.375771
iter 30 value 47.920582
iter 40 value 20.355934
iter 50 value 8.128677
iter 60 value 5.035885
iter 70 value 4.515131
iter 80 value 4.028247
iter 90 value 3.795540
iter 100 value 3.350776
final value 3.350776
stopped after 100 iterations
# weights: 27
initial value 169.219352
iter 10 value 83.338690
iter 20 value 3.089966
iter 30 value 2.201141
iter 40 value 1.458579
iter 50 value 1.355451
iter 60 value 0.987537
iter 70 value 0.856332
iter 80 value 0.750043
iter 90 value 0.653445
iter 100 value 0.616802
final value 0.616802
stopped after 100 iterations
# weights: 43
initial value 163.191965
iter 10 value 64.227391
iter 20 value 7.882981
iter 30 value 0.984164
iter 40 value 0.906705
iter 50 value 0.755739
iter 60 value 0.621821
iter 70 value 0.610273
iter 80 value 0.553262
iter 90 value 0.503845
iter 100 value 0.478880
final value 0.478880
stopped after 100 iterations
# weights: 11
initial value 179.088106
iter 10 value 69.474976
iter 20 value 69.445257
iter 30 value 69.443253
iter 40 value 69.440941
final value 69.440936
converged
# weights: 27
initial value 174.860165
iter 10 value 68.158469
iter 20 value 36.243071
iter 30 value 9.961458
iter 40 value 8.561550
iter 50 value 7.341902
iter 60 value 5.192069
iter 70 value 4.790479
iter 80 value 4.782265
iter 90 value 4.775352
iter 100 value 4.769505
final value 4.769505
stopped after 100 iterations
# weights: 43
initial value 167.544482
iter 10 value 31.634899
iter 20 value 7.601953
iter 30 value 5.861607
iter 40 value 4.562113
iter 50 value 4.501491
final value 4.481201
converged
# weights: 11
initial value 169.826651
iter 10 value 60.228797
iter 20 value 59.687124
final value 59.683619
converged
# weights: 27
initial value 163.883622
iter 10 value 56.465375
iter 20 value 43.861028
iter 30 value 41.652004
iter 40 value 41.517787
iter 50 value 41.514355
iter 60 value 41.513546
final value 41.513539
converged
# weights: 43
initial value 171.298753
iter 10 value 60.052585
iter 20 value 43.810738
iter 30 value 41.725462
iter 40 value 40.808222
iter 50 value 40.461075
iter 60 value 40.258579
iter 70 value 40.226628
iter 80 value 40.219176
iter 90 value 40.208464
iter 100 value 40.205914
final value 40.205914
stopped after 100 iterations
# weights: 11
initial value 165.204083
iter 10 value 57.677000
iter 20 value 16.916321
iter 30 value 9.962281
iter 40 value 9.218543
iter 50 value 9.058825
iter 60 value 9.016647
iter 70 value 9.007274
iter 80 value 9.000140
iter 90 value 8.996771
iter 100 value 8.996426
final value 8.996426
stopped after 100 iterations
# weights: 27
initial value 181.777943
iter 10 value 11.591080
iter 20 value 7.449053
iter 30 value 6.628395
iter 40 value 6.226364
iter 50 value 5.974169
iter 60 value 5.765083
iter 70 value 5.641922
iter 80 value 5.563184
iter 90 value 5.324848
iter 100 value 5.259546
final value 5.259546
stopped after 100 iterations
# weights: 43
initial value 165.119727
iter 10 value 22.889866
iter 20 value 10.056635
iter 30 value 8.746775
iter 40 value 8.037383
iter 50 value 7.312402
iter 60 value 7.232181
iter 70 value 7.044927
iter 80 value 6.852054
iter 90 value 6.586766
iter 100 value 6.261049
final value 6.261049
stopped after 100 iterations
# weights: 11
initial value 181.215544
iter 10 value 40.034433
iter 20 value 8.883686
iter 30 value 8.310231
iter 40 value 8.232157
iter 50 value 8.210782
iter 60 value 8.200730
iter 70 value 8.150211
iter 80 value 8.147962
iter 90 value 8.138577
iter 100 value 8.136245
final value 8.136245
stopped after 100 iterations
# weights: 27
initial value 172.718200
iter 10 value 32.596802
iter 20 value 8.401290
iter 30 value 6.871670
iter 40 value 6.156456
iter 50 value 5.801020
iter 60 value 5.378580
iter 70 value 5.319023
iter 80 value 5.148310
iter 90 value 4.848596
iter 100 value 3.343009
final value 3.343009
stopped after 100 iterations
# weights: 43
initial value 184.154981
iter 10 value 57.684544
iter 20 value 9.278536
iter 30 value 7.726785
iter 40 value 7.111955
iter 50 value 6.072433
iter 60 value 5.929035
iter 70 value 5.237884
iter 80 value 4.452338
iter 90 value 3.458996
iter 100 value 0.910104
final value 0.910104
stopped after 100 iterations
# weights: 11
initial value 166.858147
iter 10 value 81.950761
iter 20 value 61.998643
iter 30 value 61.003347
final value 60.993603
converged
# weights: 27
initial value 169.395894
iter 10 value 76.931599
iter 20 value 42.769717
iter 30 value 41.176773
iter 40 value 40.862876
iter 50 value 40.835566
iter 60 value 40.833827
iter 70 value 40.833266
final value 40.833264
converged
# weights: 43
initial value 173.872754
iter 10 value 59.420417
iter 20 value 41.748366
iter 30 value 40.293998
iter 40 value 39.626080
iter 50 value 39.585656
iter 60 value 39.571935
iter 70 value 39.568719
iter 80 value 39.565909
iter 90 value 39.564301
iter 100 value 39.563400
final value 39.563400
stopped after 100 iterations
# weights: 11
initial value 189.966682
iter 10 value 98.236156
iter 20 value 26.560875
iter 30 value 9.762256
iter 40 value 8.963389
iter 50 value 8.894378
iter 60 value 8.888393
iter 70 value 8.887379
iter 80 value 8.880396
iter 90 value 8.880253
iter 100 value 8.880101
final value 8.880101
stopped after 100 iterations
# weights: 27
initial value 227.557703
iter 10 value 23.600392
iter 20 value 8.489574
iter 30 value 8.361070
iter 40 value 7.909028
iter 50 value 7.070814
iter 60 value 6.756970
iter 70 value 6.522939
iter 80 value 6.280641
iter 90 value 5.528905
iter 100 value 4.199323
final value 4.199323
stopped after 100 iterations
# weights: 43
initial value 173.209667
iter 10 value 24.588333
iter 20 value 8.109572
iter 30 value 7.415529
iter 40 value 6.889360
iter 50 value 5.501562
iter 60 value 2.848522
iter 70 value 2.092575
iter 80 value 1.496332
iter 90 value 1.289770
iter 100 value 1.087464
final value 1.087464
stopped after 100 iterations
# weights: 11
initial value 168.357640
iter 10 value 46.287956
iter 20 value 9.610453
iter 30 value 6.015856
iter 40 value 5.795733
iter 50 value 5.553855
iter 60 value 5.134468
iter 70 value 4.974190
iter 80 value 4.951400
iter 90 value 4.874742
iter 100 value 4.810179
final value 4.810179
stopped after 100 iterations
# weights: 27
initial value 172.464685
iter 10 value 33.451682
iter 20 value 7.070531
iter 30 value 3.858788
iter 40 value 3.516865
iter 50 value 2.495474
iter 60 value 0.053062
iter 70 value 0.000497
iter 80 value 0.000260
iter 90 value 0.000116
iter 100 value 0.000105
final value 0.000105
stopped after 100 iterations
# weights: 43
initial value 183.541679
iter 10 value 8.743499
iter 20 value 4.510638
iter 30 value 0.040059
iter 40 value 0.000272
iter 50 value 0.000176
final value 0.000069
converged
# weights: 11
initial value 168.737602
iter 10 value 81.428982
iter 20 value 59.723961
iter 30 value 59.713692
final value 59.713691
converged
# weights: 27
initial value 179.379900
iter 10 value 86.298722
iter 20 value 49.747056
iter 30 value 48.193717
iter 40 value 45.517687
iter 50 value 40.841597
iter 60 value 40.742449
iter 70 value 40.712515
final value 40.712446
converged
# weights: 43
initial value 179.215195
iter 10 value 70.257427
iter 20 value 42.077631
iter 30 value 39.094048
iter 40 value 37.933855
iter 50 value 37.586095
iter 60 value 37.557389
iter 70 value 37.554109
iter 80 value 37.551551
iter 90 value 37.542711
iter 100 value 37.542584
final value 37.542584
stopped after 100 iterations
# weights: 11
initial value 190.732849
iter 10 value 70.373027
iter 20 value 11.747144
iter 30 value 7.089818
iter 40 value 6.612801
iter 50 value 6.445122
iter 60 value 6.385225
iter 70 value 6.273454
iter 80 value 6.202278
iter 90 value 6.158208
iter 100 value 6.155877
final value 6.155877
stopped after 100 iterations
# weights: 27
initial value 174.605096
iter 10 value 11.866426
iter 20 value 5.049750
iter 30 value 4.509592
iter 40 value 4.056719
iter 50 value 3.936592
iter 60 value 3.509481
iter 70 value 3.333087
iter 80 value 2.918050
iter 90 value 1.887192
iter 100 value 1.671490
final value 1.671490
stopped after 100 iterations
# weights: 43
initial value 170.097239
iter 10 value 63.530007
iter 20 value 7.002297
iter 30 value 4.699494
iter 40 value 1.954336
iter 50 value 1.072655
iter 60 value 0.988422
iter 70 value 0.758233
iter 80 value 0.619171
iter 90 value 0.569423
iter 100 value 0.540154
final value 0.540154
stopped after 100 iterations
# weights: 11
initial value 163.926038
iter 10 value 67.488379
iter 20 value 60.310770
iter 30 value 15.763722
iter 40 value 8.683830
iter 50 value 8.158537
iter 60 value 8.058486
iter 70 value 8.015325
iter 80 value 7.983104
iter 90 value 7.968205
iter 100 value 7.964604
final value 7.964604
stopped after 100 iterations
# weights: 27
initial value 198.833359
iter 10 value 55.866352
iter 20 value 8.308113
iter 30 value 8.164501
iter 40 value 7.973126
iter 50 value 7.934659
iter 60 value 7.927391
iter 70 value 7.926316
iter 80 value 7.924161
iter 90 value 7.922071
iter 100 value 7.921670
final value 7.921670
stopped after 100 iterations
# weights: 43
initial value 166.645511
iter 10 value 68.964711
iter 20 value 13.647629
iter 30 value 9.251274
iter 40 value 8.659036
iter 50 value 8.201691
iter 60 value 7.991175
iter 70 value 7.960377
iter 80 value 7.953597
iter 90 value 7.948922
iter 100 value 7.943867
final value 7.943867
stopped after 100 iterations
# weights: 11
initial value 174.811581
iter 10 value 96.032282
iter 20 value 68.584073
iter 30 value 62.846497
final value 62.834509
converged
# weights: 27
initial value 176.310344
iter 10 value 87.393179
iter 20 value 52.511325
iter 30 value 47.408665
iter 40 value 47.069890
iter 50 value 45.731272
iter 60 value 44.187911
iter 70 value 44.070449
final value 44.070162
converged
# weights: 43
initial value 212.455310
iter 10 value 57.513611
iter 20 value 43.449870
iter 30 value 42.301887
iter 40 value 41.419780
iter 50 value 41.063245
iter 60 value 41.045977
iter 70 value 41.036658
iter 80 value 41.030441
iter 90 value 41.025177
iter 100 value 41.024328
final value 41.024328
stopped after 100 iterations
# weights: 11
initial value 175.731717
iter 10 value 70.868346
iter 20 value 18.451800
iter 30 value 9.104417
iter 40 value 8.825594
iter 50 value 8.722464
iter 60 value 8.695750
iter 70 value 8.632186
iter 80 value 8.625110
iter 90 value 8.622756
iter 100 value 8.617762
final value 8.617762
stopped after 100 iterations
# weights: 27
initial value 172.795617
iter 10 value 18.039830
iter 20 value 9.051769
iter 30 value 8.472572
iter 40 value 8.226550
iter 50 value 8.061135
iter 60 value 7.560987
iter 70 value 6.630618
iter 80 value 4.451238
iter 90 value 3.134246
iter 100 value 2.222159
final value 2.222159
stopped after 100 iterations
# weights: 43
initial value 182.991884
iter 10 value 15.328298
iter 20 value 7.779246
iter 30 value 7.040529
iter 40 value 5.170262
iter 50 value 4.097136
iter 60 value 3.154187
iter 70 value 2.850822
iter 80 value 2.286545
iter 90 value 2.015810
iter 100 value 1.849292
final value 1.849292
stopped after 100 iterations
# weights: 11
initial value 165.531485
iter 10 value 19.022185
iter 20 value 3.445663
iter 30 value 0.089249
iter 40 value 0.070670
iter 50 value 0.036144
iter 60 value 0.032830
iter 70 value 0.032038
iter 80 value 0.031106
iter 90 value 0.030809
iter 100 value 0.029322
final value 0.029322
stopped after 100 iterations
# weights: 27
initial value 168.246097
iter 10 value 50.961845
iter 20 value 5.161178
iter 30 value 0.835458
iter 40 value 0.002642
iter 50 value 0.000121
iter 50 value 0.000060
iter 50 value 0.000060
final value 0.000060
converged
# weights: 43
initial value 169.435703
iter 10 value 9.735359
iter 20 value 0.631901
iter 30 value 0.025082
final value 0.000051
converged
# weights: 11
initial value 165.043805
iter 10 value 73.742671
iter 20 value 59.086753
final value 59.077896
converged
# weights: 27
initial value 175.108949
iter 10 value 76.356578
iter 20 value 40.785453
iter 30 value 39.015370
iter 40 value 38.929704
iter 50 value 38.902743
final value 38.902723
converged
# weights: 43
initial value 176.556604
iter 10 value 43.389423
iter 20 value 38.723135
iter 30 value 37.749854
iter 40 value 37.643260
iter 50 value 37.626743
iter 60 value 37.625905
iter 70 value 37.625034
iter 80 value 37.624220
final value 37.624022
converged
# weights: 11
initial value 166.005064
iter 10 value 34.511212
iter 20 value 15.075843
iter 30 value 5.741867
iter 40 value 3.751523
iter 50 value 3.505758
iter 60 value 3.217535
iter 70 value 2.781386
iter 80 value 2.776529
iter 90 value 2.772298
iter 100 value 2.772133
final value 2.772133
stopped after 100 iterations
# weights: 27
initial value 170.946595
iter 10 value 66.819704
iter 20 value 55.498373
iter 30 value 13.122000
iter 40 value 3.633472
iter 50 value 1.424843
iter 60 value 1.320787
iter 70 value 1.120494
iter 80 value 0.880387
iter 90 value 0.819088
iter 100 value 0.744184
final value 0.744184
stopped after 100 iterations
# weights: 43
initial value 167.659303
iter 10 value 33.955470
iter 20 value 7.135982
iter 30 value 1.579428
iter 40 value 1.449132
iter 50 value 1.271513
iter 60 value 1.120730
iter 70 value 0.826361
iter 80 value 0.656096
iter 90 value 0.519628
iter 100 value 0.459533
final value 0.459533
stopped after 100 iterations
# weights: 11
initial value 183.500968
iter 10 value 49.633255
iter 20 value 5.861133
iter 30 value 3.733966
iter 40 value 2.713978
iter 50 value 2.488329
iter 60 value 2.283836
iter 70 value 2.174221
iter 80 value 1.370217
iter 90 value 1.171255
iter 100 value 1.084402
final value 1.084402
stopped after 100 iterations
# weights: 27
initial value 171.125028
iter 10 value 51.376950
iter 20 value 5.232615
iter 30 value 0.083084
final value 0.000079
converged
# weights: 43
initial value 165.656833
iter 10 value 42.557091
iter 20 value 2.922550
iter 30 value 0.551667
iter 40 value 0.022775
iter 50 value 0.008733
iter 60 value 0.001675
final value 0.000088
converged
# weights: 11
initial value 197.001125
iter 10 value 79.475187
iter 20 value 61.615509
iter 30 value 58.334117
final value 58.333620
converged
# weights: 27
initial value 166.176052
iter 10 value 61.442727
iter 20 value 43.552295
iter 30 value 40.512590
iter 40 value 40.357207
iter 50 value 40.336551
iter 60 value 40.333738
iter 70 value 40.333593
iter 70 value 40.333593
iter 70 value 40.333593
final value 40.333593
converged
# weights: 43
initial value 185.991572
iter 10 value 60.866587
iter 20 value 41.109630
iter 30 value 39.692435
iter 40 value 39.014390
iter 50 value 39.000437
iter 60 value 38.996982
iter 70 value 38.996913
final value 38.996900
converged
# weights: 11
initial value 185.620807
iter 10 value 65.296412
iter 20 value 64.129851
iter 30 value 30.208510
iter 40 value 6.842022
iter 50 value 4.069157
iter 60 value 3.747963
iter 70 value 3.499272
iter 80 value 3.375482
iter 90 value 3.350232
iter 100 value 3.340116
final value 3.340116
stopped after 100 iterations
# weights: 27
initial value 237.394482
iter 10 value 23.637371
iter 20 value 6.219635
iter 30 value 4.335536
iter 40 value 3.718289
iter 50 value 2.151244
iter 60 value 1.492810
iter 70 value 1.422716
iter 80 value 1.307999
iter 90 value 0.969929
iter 100 value 0.796191
final value 0.796191
stopped after 100 iterations
# weights: 43
initial value 175.140034
iter 10 value 20.756245
iter 20 value 1.966567
iter 30 value 1.430686
iter 40 value 1.102760
iter 50 value 0.903795
iter 60 value 0.729604
iter 70 value 0.680356
iter 80 value 0.628613
iter 90 value 0.593416
iter 100 value 0.573494
final value 0.573494
stopped after 100 iterations
# weights: 11
initial value 193.319264
iter 10 value 163.267792
iter 20 value 118.884736
iter 30 value 74.237975
final value 73.938964
converged
# weights: 27
initial value 168.451094
iter 10 value 63.073362
iter 20 value 11.294122
iter 30 value 7.918746
iter 40 value 7.620226
iter 50 value 7.578123
iter 60 value 7.494805
iter 70 value 7.452247
iter 80 value 7.423209
iter 90 value 7.419876
iter 100 value 7.405263
final value 7.405263
stopped after 100 iterations
# weights: 43
initial value 183.636956
iter 10 value 26.352706
iter 20 value 7.467136
iter 30 value 4.418206
iter 40 value 1.262116
iter 50 value 0.000444
final value 0.000036
converged
# weights: 11
initial value 180.023511
iter 10 value 69.996475
iter 20 value 61.401139
final value 61.400772
converged
# weights: 27
initial value 183.909479
iter 10 value 104.085399
iter 20 value 50.186927
iter 30 value 43.640522
iter 40 value 42.814114
iter 50 value 41.293632
iter 60 value 40.727218
iter 70 value 40.720324
iter 80 value 40.715600
final value 40.715599
converged
# weights: 43
initial value 222.105911
iter 10 value 62.291883
iter 20 value 42.926196
iter 30 value 39.722941
iter 40 value 39.625777
iter 50 value 39.606241
iter 60 value 39.577130
iter 70 value 39.563316
iter 80 value 39.551496
iter 90 value 39.528706
iter 100 value 39.521767
final value 39.521767
stopped after 100 iterations
# weights: 11
initial value 165.966054
iter 10 value 57.695087
iter 20 value 9.333430
iter 30 value 8.741239
iter 40 value 8.554992
iter 50 value 8.448868
iter 60 value 8.318639
iter 70 value 8.106594
iter 80 value 8.095399
iter 90 value 8.084327
final value 8.083652
converged
# weights: 27
initial value 191.985171
iter 10 value 10.509260
iter 20 value 8.696015
iter 30 value 7.852377
iter 40 value 7.609525
iter 50 value 7.509312
iter 60 value 7.448970
iter 70 value 7.369076
iter 80 value 7.289079
iter 90 value 6.908633
iter 100 value 4.778587
final value 4.778587
stopped after 100 iterations
# weights: 43
initial value 173.243683
iter 10 value 12.342042
iter 20 value 8.235245
iter 30 value 7.967276
iter 40 value 7.855144
iter 50 value 7.736055
iter 60 value 7.682501
iter 70 value 7.203028
iter 80 value 5.400176
iter 90 value 3.567886
iter 100 value 2.415267
final value 2.415267
stopped after 100 iterations
# weights: 11
initial value 181.395672
iter 10 value 85.265426
iter 20 value 71.996243
final value 71.914655
converged
# weights: 27
initial value 171.451402
iter 10 value 48.468574
iter 20 value 6.550737
iter 30 value 6.299719
iter 40 value 6.293413
iter 50 value 6.270481
iter 60 value 6.228834
iter 70 value 6.169444
iter 80 value 5.332630
iter 90 value 5.017863
iter 100 value 5.016453
final value 5.016453
stopped after 100 iterations
# weights: 43
initial value 167.386492
iter 10 value 19.147384
iter 20 value 6.297661
iter 30 value 6.066072
iter 40 value 5.246896
iter 50 value 4.348044
iter 60 value 3.428528
iter 70 value 0.330506
iter 80 value 0.000346
final value 0.000076
converged
# weights: 11
initial value 182.575583
iter 10 value 91.146965
iter 20 value 64.905409
iter 30 value 61.971895
final value 61.971461
converged
# weights: 27
initial value 173.072896
iter 10 value 54.416609
iter 20 value 43.217712
iter 30 value 41.939268
iter 40 value 41.916283
iter 50 value 41.914182
final value 41.914175
converged
# weights: 43
initial value 205.905267
iter 10 value 57.970161
iter 20 value 43.351268
iter 30 value 40.848936
iter 40 value 40.775471
iter 50 value 40.702960
iter 60 value 40.677723
iter 70 value 40.656541
iter 80 value 40.636970
iter 90 value 40.633312
iter 100 value 40.622019
final value 40.622019
stopped after 100 iterations
# weights: 11
initial value 168.717542
iter 10 value 77.246878
iter 20 value 24.490549
iter 30 value 9.325904
iter 40 value 7.537766
iter 50 value 7.357530
iter 60 value 7.325869
iter 70 value 7.183952
iter 80 value 7.110776
iter 90 value 7.075392
iter 100 value 7.066817
final value 7.066817
stopped after 100 iterations
# weights: 27
initial value 189.499482
iter 10 value 73.839861
iter 20 value 8.966298
iter 30 value 7.450422
iter 40 value 6.793645
iter 50 value 6.470420
iter 60 value 6.380980
iter 70 value 6.346566
iter 80 value 6.322073
iter 90 value 6.280625
iter 100 value 6.040943
final value 6.040943
stopped after 100 iterations
# weights: 43
initial value 196.015515
iter 10 value 18.217549
iter 20 value 6.033824
iter 30 value 5.882497
iter 40 value 5.665482
iter 50 value 5.463303
iter 60 value 5.319167
iter 70 value 5.287082
iter 80 value 5.218648
iter 90 value 5.163002
iter 100 value 4.772638
final value 4.772638
stopped after 100 iterations
# weights: 11
initial value 170.334615
iter 10 value 58.085396
iter 20 value 34.158696
iter 30 value 11.226993
iter 40 value 5.512078
iter 50 value 5.347336
iter 60 value 5.268288
iter 70 value 5.225589
iter 80 value 5.213576
iter 90 value 5.112147
iter 100 value 5.034857
final value 5.034857
stopped after 100 iterations
# weights: 27
initial value 167.253638
iter 10 value 6.909113
iter 20 value 5.086161
iter 30 value 4.805313
iter 40 value 4.187297
iter 50 value 3.967211
iter 60 value 3.887122
iter 70 value 3.883180
iter 80 value 3.876744
iter 90 value 3.863250
iter 100 value 3.861469
final value 3.861469
stopped after 100 iterations
# weights: 43
initial value 279.753609
iter 10 value 27.417115
iter 20 value 5.473084
iter 30 value 4.995769
iter 40 value 4.951064
iter 50 value 4.945161
iter 60 value 4.944612
iter 70 value 4.940996
iter 80 value 4.933200
iter 90 value 4.897590
iter 100 value 4.896984
final value 4.896984
stopped after 100 iterations
# weights: 11
initial value 178.172793
iter 10 value 93.853720
iter 20 value 60.618543
final value 60.610292
converged
# weights: 27
initial value 186.082268
iter 10 value 61.249041
iter 20 value 42.876403
iter 30 value 42.052006
iter 40 value 40.929168
iter 50 value 40.705054
iter 60 value 40.663701
iter 70 value 40.662453
final value 40.662452
converged
# weights: 43
initial value 194.954139
iter 10 value 71.875957
iter 20 value 41.828776
iter 30 value 40.395622
iter 40 value 39.752192
iter 50 value 39.572296
iter 60 value 39.421643
iter 70 value 39.364311
iter 80 value 39.356496
iter 90 value 39.352386
iter 100 value 39.351147
final value 39.351147
stopped after 100 iterations
# weights: 11
initial value 203.458976
iter 10 value 96.352147
iter 20 value 18.601560
iter 30 value 8.464690
iter 40 value 6.376591
iter 50 value 6.107502
iter 60 value 6.047271
iter 70 value 6.016670
iter 80 value 5.988040
iter 90 value 5.987789
iter 100 value 5.987196
final value 5.987196
stopped after 100 iterations
# weights: 27
initial value 201.482582
iter 10 value 21.569320
iter 20 value 6.110535
iter 30 value 5.577537
iter 40 value 5.518282
iter 50 value 5.455226
iter 60 value 5.398522
iter 70 value 5.381393
iter 80 value 5.305868
iter 90 value 5.290942
iter 100 value 5.228262
final value 5.228262
stopped after 100 iterations
# weights: 43
initial value 173.402587
iter 10 value 14.114103
iter 20 value 5.507382
iter 30 value 5.410134
iter 40 value 5.394259
iter 50 value 5.282138
iter 60 value 5.275045
iter 70 value 5.263072
iter 80 value 5.254000
iter 90 value 5.216686
iter 100 value 5.070426
final value 5.070426
stopped after 100 iterations
# weights: 11
initial value 162.598901
iter 10 value 62.595831
iter 20 value 61.640835
final value 61.639622
converged
# weights: 27
initial value 164.816323
iter 10 value 21.824552
iter 20 value 4.699454
iter 30 value 1.730930
iter 40 value 0.662812
iter 50 value 0.063829
iter 60 value 0.000617
iter 70 value 0.000172
iter 80 value 0.000147
iter 90 value 0.000116
iter 100 value 0.000101
final value 0.000101
stopped after 100 iterations
# weights: 43
initial value 164.551683
iter 10 value 7.777525
iter 20 value 0.460822
iter 30 value 0.004270
final value 0.000048
converged
# weights: 11
initial value 177.705842
iter 10 value 72.762452
iter 20 value 57.069279
final value 57.064901
converged
# weights: 27
initial value 193.508658
iter 10 value 77.830653
iter 20 value 43.364008
iter 30 value 39.653537
iter 40 value 39.475316
iter 50 value 38.794415
iter 60 value 38.221060
iter 70 value 38.138497
iter 80 value 38.123247
final value 38.123244
converged
# weights: 43
initial value 167.805596
iter 10 value 57.911553
iter 20 value 38.659464
iter 30 value 37.781572
iter 40 value 37.624305
iter 50 value 37.584663
iter 60 value 37.583261
final value 37.583159
converged
# weights: 11
initial value 180.881808
iter 10 value 67.845017
iter 20 value 62.181286
iter 30 value 61.949644
iter 40 value 60.698722
iter 50 value 58.898248
iter 60 value 27.730740
iter 70 value 7.054316
iter 80 value 4.305112
iter 90 value 3.725215
iter 100 value 3.578467
final value 3.578467
stopped after 100 iterations
# weights: 27
initial value 171.095914
iter 10 value 24.644017
iter 20 value 3.660916
iter 30 value 2.857018
iter 40 value 0.990387
iter 50 value 0.838524
iter 60 value 0.784844
iter 70 value 0.739123
iter 80 value 0.717539
iter 90 value 0.680906
iter 100 value 0.660422
final value 0.660422
stopped after 100 iterations
# weights: 43
initial value 173.545999
iter 10 value 21.350438
iter 20 value 0.953429
iter 30 value 0.753861
iter 40 value 0.670103
iter 50 value 0.608188
iter 60 value 0.546651
iter 70 value 0.532238
iter 80 value 0.488418
iter 90 value 0.471581
iter 100 value 0.445581
final value 0.445581
stopped after 100 iterations
# weights: 11
initial value 183.570956
iter 10 value 116.697542
iter 20 value 25.048329
iter 30 value 10.026613
iter 40 value 7.359650
iter 50 value 6.696916
iter 60 value 6.663367
iter 70 value 6.636568
iter 80 value 6.626445
iter 90 value 6.617833
iter 100 value 6.615872
final value 6.615872
stopped after 100 iterations
# weights: 27
initial value 170.330545
iter 10 value 47.696846
iter 20 value 8.202871
iter 30 value 6.491785
iter 40 value 6.418073
iter 50 value 6.406922
iter 60 value 6.193138
iter 70 value 5.146986
iter 80 value 5.074103
iter 90 value 5.052896
iter 100 value 5.047540
final value 5.047540
stopped after 100 iterations
# weights: 43
initial value 180.491891
iter 10 value 21.901703
iter 20 value 6.581703
iter 30 value 6.549675
iter 40 value 6.345344
iter 50 value 4.793862
iter 60 value 3.246542
iter 70 value 2.696762
iter 80 value 2.523619
iter 90 value 2.508992
iter 100 value 2.474623
final value 2.474623
stopped after 100 iterations
# weights: 11
initial value 187.885592
iter 10 value 88.422471
iter 20 value 63.020188
iter 30 value 62.747074
final value 62.747051
converged
# weights: 27
initial value 167.606114
iter 10 value 66.540479
iter 20 value 46.906972
iter 30 value 44.313300
iter 40 value 44.122966
iter 50 value 43.761090
iter 60 value 42.932674
iter 70 value 42.733566
iter 80 value 42.714187
final value 42.714161
converged
# weights: 43
initial value 169.208606
iter 10 value 73.069701
iter 20 value 43.011879
iter 30 value 41.833478
iter 40 value 41.648962
iter 50 value 41.638217
iter 60 value 41.612827
iter 70 value 41.587681
iter 80 value 41.533784
iter 90 value 41.527689
final value 41.527674
converged
# weights: 11
initial value 205.726209
iter 10 value 34.377713
iter 20 value 8.426559
iter 30 value 7.370321
iter 40 value 7.360779
iter 50 value 7.353502
iter 60 value 7.349984
iter 70 value 7.348806
iter 80 value 7.347384
iter 90 value 7.347247
final value 7.347146
converged
# weights: 27
initial value 168.408694
iter 10 value 36.688929
iter 20 value 6.898044
iter 30 value 6.840902
iter 40 value 6.764062
iter 50 value 6.753336
iter 60 value 6.732099
iter 70 value 6.724630
iter 80 value 6.715390
iter 90 value 6.697493
iter 100 value 6.694560
final value 6.694560
stopped after 100 iterations
# weights: 43
initial value 185.571265
iter 10 value 36.881855
iter 20 value 7.313850
iter 30 value 6.722455
iter 40 value 6.289509
iter 50 value 5.955707
iter 60 value 5.310673
iter 70 value 4.805001
iter 80 value 4.643172
iter 90 value 4.406710
iter 100 value 4.362891
final value 4.362891
stopped after 100 iterations
# weights: 11
initial value 164.694780
iter 10 value 62.056112
iter 20 value 10.743344
iter 30 value 4.514923
iter 40 value 0.240793
iter 50 value 0.100185
iter 60 value 0.050581
iter 70 value 0.016606
iter 80 value 0.013930
iter 90 value 0.013181
iter 100 value 0.012513
final value 0.012513
stopped after 100 iterations
# weights: 27
initial value 167.177286
iter 10 value 64.389192
iter 20 value 0.429041
iter 30 value 0.003671
final value 0.000059
converged
# weights: 43
initial value 174.146635
iter 10 value 3.765932
iter 20 value 0.016212
iter 30 value 0.000530
final value 0.000074
converged
# weights: 11
initial value 172.827319
iter 10 value 113.222551
iter 20 value 60.410245
iter 30 value 60.092204
final value 60.092125
converged
# weights: 27
initial value 165.133045
iter 10 value 64.194482
iter 20 value 45.253640
iter 30 value 42.522784
iter 40 value 39.795360
iter 50 value 39.633888
iter 60 value 39.620491
iter 70 value 39.605025
final value 39.605012
converged
# weights: 43
initial value 182.676430
iter 10 value 62.108935
iter 20 value 42.681810
iter 30 value 39.930074
iter 40 value 39.800201
iter 50 value 39.306718
iter 60 value 39.212688
iter 70 value 38.886746
iter 80 value 38.530516
iter 90 value 38.405077
iter 100 value 38.381088
final value 38.381088
stopped after 100 iterations
# weights: 11
initial value 164.778241
iter 10 value 43.551201
iter 20 value 5.217577
iter 30 value 2.146142
iter 40 value 2.079931
iter 50 value 2.035598
iter 60 value 1.993683
iter 70 value 1.983633
iter 80 value 1.979223
iter 90 value 1.975358
iter 100 value 1.974182
final value 1.974182
stopped after 100 iterations
# weights: 27
initial value 175.127963
iter 10 value 9.639772
iter 20 value 0.437854
iter 30 value 0.417276
iter 40 value 0.398457
iter 50 value 0.382910
iter 60 value 0.343353
iter 70 value 0.335989
iter 80 value 0.321904
iter 90 value 0.313667
iter 100 value 0.308644
final value 0.308644
stopped after 100 iterations
# weights: 43
initial value 185.620816
iter 10 value 22.568304
iter 20 value 1.161111
iter 30 value 1.068865
iter 40 value 0.805567
iter 50 value 0.637515
iter 60 value 0.519774
iter 70 value 0.434111
iter 80 value 0.402087
iter 90 value 0.392700
iter 100 value 0.368882
final value 0.368882
stopped after 100 iterations
# weights: 11
initial value 174.118389
iter 10 value 33.897675
iter 20 value 4.874314
iter 30 value 3.160565
iter 40 value 3.096124
iter 50 value 3.016039
iter 60 value 3.006591
iter 70 value 2.970975
iter 80 value 2.961632
iter 90 value 2.929250
iter 100 value 2.891469
final value 2.891469
stopped after 100 iterations
# weights: 27
initial value 163.577104
iter 10 value 10.681542
iter 20 value 3.517655
iter 30 value 2.534558
iter 40 value 0.546772
iter 50 value 0.001703
final value 0.000048
converged
# weights: 43
initial value 208.812440
iter 10 value 8.169022
iter 20 value 3.433064
iter 30 value 0.078744
iter 40 value 0.000828
final value 0.000055
converged
# weights: 11
initial value 172.080500
iter 10 value 102.468102
iter 20 value 64.807617
iter 30 value 61.261020
final value 61.250729
converged
# weights: 27
initial value 171.419126
iter 10 value 69.522355
iter 20 value 43.655054
iter 30 value 42.255823
iter 40 value 41.845865
iter 50 value 41.402180
final value 41.400153
converged
# weights: 43
initial value 186.307878
iter 10 value 59.083345
iter 20 value 40.981624
iter 30 value 40.476310
iter 40 value 40.189588
iter 50 value 40.149828
iter 60 value 40.136775
iter 70 value 40.134457
iter 80 value 40.133385
iter 90 value 40.132126
iter 100 value 40.131695
final value 40.131695
stopped after 100 iterations
# weights: 11
initial value 169.152224
iter 10 value 74.283188
iter 20 value 72.276933
iter 30 value 70.194283
iter 40 value 47.842925
iter 50 value 14.346038
iter 60 value 7.116208
iter 70 value 5.339782
iter 80 value 5.033818
iter 90 value 4.838734
iter 100 value 4.793805
final value 4.793805
stopped after 100 iterations
# weights: 27
initial value 188.715302
iter 10 value 61.001719
iter 20 value 12.809021
iter 30 value 4.086000
iter 40 value 3.758565
iter 50 value 3.598777
iter 60 value 3.492860
iter 70 value 3.371119
iter 80 value 3.212236
iter 90 value 2.802014
iter 100 value 2.742690
final value 2.742690
stopped after 100 iterations
# weights: 43
initial value 189.119861
iter 10 value 10.126274
iter 20 value 3.968818
iter 30 value 3.746204
iter 40 value 3.456731
iter 50 value 3.237892
iter 60 value 3.070038
iter 70 value 2.902330
iter 80 value 2.667424
iter 90 value 1.740437
iter 100 value 1.468322
final value 1.468322
stopped after 100 iterations
# weights: 11
initial value 193.542680
iter 10 value 63.621079
iter 20 value 13.873387
iter 30 value 5.335611
iter 40 value 5.090473
iter 50 value 5.081818
iter 60 value 5.072369
iter 70 value 5.067154
iter 80 value 5.065621
iter 90 value 5.063065
iter 100 value 5.057513
final value 5.057513
stopped after 100 iterations
# weights: 27
initial value 176.677584
iter 10 value 37.412761
iter 20 value 5.162539
iter 30 value 5.117099
iter 40 value 5.097377
iter 50 value 4.754054
iter 60 value 2.270739
iter 70 value 0.961799
iter 80 value 0.067749
iter 90 value 0.047356
iter 100 value 0.005836
final value 0.005836
stopped after 100 iterations
# weights: 43
initial value 165.377121
iter 10 value 51.501263
iter 20 value 5.645575
iter 30 value 5.255116
iter 40 value 5.104562
iter 50 value 4.976136
iter 60 value 4.619088
iter 70 value 4.506303
iter 80 value 4.496571
iter 90 value 4.441094
iter 100 value 4.411905
final value 4.411905
stopped after 100 iterations
# weights: 11
initial value 172.982689
iter 10 value 91.425794
iter 20 value 62.204581
iter 30 value 62.017703
iter 30 value 62.017703
final value 62.017703
converged
# weights: 27
initial value 167.558325
iter 10 value 71.765356
iter 20 value 41.545018
iter 30 value 40.765968
iter 40 value 40.680063
iter 50 value 40.623842
iter 60 value 40.616200
iter 70 value 40.615391
final value 40.615389
converged
# weights: 43
initial value 173.145315
iter 10 value 63.599040
iter 20 value 47.085989
iter 30 value 40.789300
iter 40 value 39.892910
iter 50 value 39.762347
iter 60 value 39.728132
iter 70 value 39.718314
iter 80 value 39.708060
iter 90 value 39.680362
iter 100 value 39.650695
final value 39.650695
stopped after 100 iterations
# weights: 11
initial value 163.964648
iter 10 value 36.791529
iter 20 value 7.085016
iter 30 value 5.917653
iter 40 value 5.878817
iter 50 value 5.869882
iter 60 value 5.861627
iter 70 value 5.857244
iter 80 value 5.845734
iter 90 value 5.842718
iter 100 value 5.840898
final value 5.840898
stopped after 100 iterations
# weights: 27
initial value 163.569210
iter 10 value 32.936586
iter 20 value 5.291723
iter 30 value 4.755945
iter 40 value 4.397780
iter 50 value 4.332192
iter 60 value 4.301029
iter 70 value 4.289774
iter 80 value 4.283521
iter 90 value 4.276691
iter 100 value 4.267336
final value 4.267336
stopped after 100 iterations
# weights: 43
initial value 170.381802
iter 10 value 6.516919
iter 20 value 5.605325
iter 30 value 5.407843
iter 40 value 5.352783
iter 50 value 5.256702
iter 60 value 5.221431
iter 70 value 4.809933
iter 80 value 4.435061
iter 90 value 4.330576
iter 100 value 4.294399
final value 4.294399
stopped after 100 iterations
# weights: 11
initial value 168.964885
iter 10 value 60.071439
iter 20 value 8.201286
iter 30 value 3.488132
iter 40 value 2.797945
iter 50 value 2.625598
iter 60 value 2.229231
iter 70 value 2.138697
iter 80 value 2.086713
iter 90 value 2.051307
iter 100 value 1.806604
final value 1.806604
stopped after 100 iterations
# weights: 27
initial value 165.400190
iter 10 value 29.485282
iter 20 value 2.672954
iter 30 value 1.773129
iter 40 value 0.400304
iter 50 value 0.003751
iter 60 value 0.000464
final value 0.000039
converged
# weights: 43
initial value 191.623165
iter 10 value 4.771205
iter 20 value 0.957244
iter 30 value 0.000278
final value 0.000073
converged
# weights: 11
initial value 189.932079
iter 10 value 69.453506
iter 20 value 53.625412
final value 53.610470
converged
# weights: 27
initial value 167.562799
iter 10 value 66.051717
iter 20 value 40.946631
iter 30 value 36.962914
iter 40 value 36.465037
iter 50 value 36.009327
iter 60 value 35.396294
iter 70 value 35.244029
final value 35.239837
converged
# weights: 43
initial value 221.308126
iter 10 value 43.385110
iter 20 value 35.077992
iter 30 value 34.592948
iter 40 value 34.162339
iter 50 value 34.076314
iter 60 value 34.037927
iter 70 value 34.031517
iter 80 value 34.029399
iter 90 value 34.029171
iter 100 value 34.028930
final value 34.028930
stopped after 100 iterations
# weights: 11
initial value 180.386564
iter 10 value 89.902842
iter 20 value 62.687393
iter 30 value 62.501590
iter 40 value 62.304402
iter 50 value 62.063268
iter 60 value 62.045020
iter 70 value 62.004921
iter 80 value 61.978736
iter 90 value 61.928386
iter 100 value 61.904215
final value 61.904215
stopped after 100 iterations
# weights: 27
initial value 179.547211
iter 10 value 4.397713
iter 20 value 2.483631
iter 30 value 2.017035
iter 40 value 1.349234
iter 50 value 1.070736
iter 60 value 1.001507
iter 70 value 0.930713
iter 80 value 0.823928
iter 90 value 0.787538
iter 100 value 0.739462
final value 0.739462
stopped after 100 iterations
# weights: 43
initial value 182.427551
iter 10 value 23.608038
iter 20 value 2.967864
iter 30 value 2.049326
iter 40 value 1.787031
iter 50 value 1.495604
iter 60 value 1.248352
iter 70 value 1.066936
iter 80 value 0.985536
iter 90 value 0.870669
iter 100 value 0.848475
final value 0.848475
stopped after 100 iterations
# weights: 11
initial value 162.836820
iter 10 value 62.815880
iter 20 value 57.400704
iter 30 value 52.962686
iter 40 value 26.795564
iter 50 value 4.836927
iter 60 value 2.642048
iter 70 value 2.125942
iter 80 value 0.200745
iter 90 value 0.028466
iter 100 value 0.013491
final value 0.013491
stopped after 100 iterations
# weights: 27
initial value 178.351685
iter 10 value 38.142360
iter 20 value 0.864845
iter 30 value 0.004047
iter 40 value 0.000322
final value 0.000059
converged
# weights: 43
initial value 173.006906
iter 10 value 45.629020
iter 20 value 1.317571
iter 30 value 0.047611
final value 0.000060
converged
# weights: 11
initial value 168.686194
iter 10 value 67.025951
iter 20 value 55.462272
final value 55.382353
converged
# weights: 27
initial value 164.001495
iter 10 value 82.046307
iter 20 value 46.905959
iter 30 value 39.712533
iter 40 value 37.015113
iter 50 value 36.616812
iter 60 value 36.488514
iter 70 value 36.458533
final value 36.458451
converged
# weights: 43
initial value 171.906804
iter 10 value 62.376895
iter 20 value 39.053431
iter 30 value 36.949784
iter 40 value 36.454886
iter 50 value 36.206335
iter 60 value 36.038326
iter 70 value 35.963431
iter 80 value 35.952467
iter 90 value 35.950419
iter 100 value 35.950225
final value 35.950225
stopped after 100 iterations
# weights: 11
initial value 168.388599
iter 10 value 50.924383
iter 20 value 10.480859
iter 30 value 4.593339
iter 40 value 2.998470
iter 50 value 2.682013
iter 60 value 2.502848
iter 70 value 2.192594
iter 80 value 2.171995
iter 90 value 2.167773
iter 100 value 2.165822
final value 2.165822
stopped after 100 iterations
# weights: 27
initial value 200.089911
iter 10 value 59.880623
iter 20 value 59.756038
iter 30 value 59.683754
iter 40 value 59.641459
iter 50 value 45.536554
iter 60 value 2.428349
iter 70 value 0.600689
iter 80 value 0.529449
iter 90 value 0.487911
iter 100 value 0.465007
final value 0.465007
stopped after 100 iterations
# weights: 43
initial value 189.578528
iter 10 value 30.182728
iter 20 value 2.392828
iter 30 value 1.163174
iter 40 value 1.031889
iter 50 value 0.888037
iter 60 value 0.752899
iter 70 value 0.634331
iter 80 value 0.557580
iter 90 value 0.511284
iter 100 value 0.480965
final value 0.480965
stopped after 100 iterations
# weights: 11
initial value 180.008200
iter 10 value 73.151450
iter 20 value 70.127560
iter 30 value 70.075960
iter 40 value 69.496088
iter 50 value 69.105650
iter 60 value 69.104505
iter 70 value 69.090976
iter 80 value 69.059326
iter 90 value 68.675602
iter 100 value 66.069382
final value 66.069382
stopped after 100 iterations
# weights: 27
initial value 177.667607
iter 10 value 23.652366
iter 20 value 8.570875
iter 30 value 8.297828
iter 40 value 7.909270
iter 50 value 4.847624
iter 60 value 4.788376
iter 70 value 4.761514
iter 80 value 4.759173
iter 90 value 4.752227
iter 100 value 4.751083
final value 4.751083
stopped after 100 iterations
# weights: 43
initial value 174.932026
iter 10 value 20.293338
iter 20 value 6.922212
iter 30 value 6.151312
iter 40 value 4.976643
iter 50 value 4.517170
iter 60 value 4.342084
iter 70 value 3.804189
iter 80 value 2.192604
iter 90 value 0.839459
iter 100 value 0.555009
final value 0.555009
stopped after 100 iterations
# weights: 11
initial value 169.746513
iter 10 value 89.873997
iter 20 value 66.111814
iter 30 value 64.350642
final value 64.341949
converged
# weights: 27
initial value 171.519753
iter 10 value 85.063545
iter 20 value 62.553672
iter 30 value 52.966597
iter 40 value 49.312632
iter 50 value 44.146109
iter 60 value 44.063687
final value 44.063581
converged
# weights: 43
initial value 168.547694
iter 10 value 62.555621
iter 20 value 46.918442
iter 30 value 44.709952
iter 40 value 43.650776
iter 50 value 43.260688
iter 60 value 42.892680
iter 70 value 42.840626
iter 80 value 42.825512
iter 90 value 42.823463
iter 100 value 42.819998
final value 42.819998
stopped after 100 iterations
# weights: 11
initial value 161.699076
iter 10 value 70.427186
iter 20 value 63.864324
iter 30 value 15.354723
iter 40 value 9.542783
iter 50 value 9.465828
iter 60 value 9.458678
iter 70 value 9.449438
iter 80 value 9.449405
iter 80 value 9.449405
iter 80 value 9.449405
final value 9.449405
converged
# weights: 27
initial value 172.124755
iter 10 value 70.469386
iter 20 value 61.949742
iter 30 value 12.998283
iter 40 value 8.732601
iter 50 value 8.054036
iter 60 value 7.570811
iter 70 value 7.367986
iter 80 value 7.345191
iter 90 value 7.219239
iter 100 value 7.118239
final value 7.118239
stopped after 100 iterations
# weights: 43
initial value 200.497172
iter 10 value 24.901090
iter 20 value 8.812478
iter 30 value 8.348983
iter 40 value 7.838486
iter 50 value 7.367862
iter 60 value 6.123063
iter 70 value 4.592280
iter 80 value 2.231066
iter 90 value 1.529199
iter 100 value 1.326868
final value 1.326868
stopped after 100 iterations
# weights: 11
initial value 166.255151
final value 63.421627
converged
# weights: 27
initial value 184.198437
iter 10 value 28.906375
iter 20 value 4.503853
iter 30 value 3.946393
iter 40 value 2.137565
iter 50 value 0.403496
iter 60 value 0.025947
iter 70 value 0.004014
iter 80 value 0.002975
iter 90 value 0.001270
iter 100 value 0.000929
final value 0.000929
stopped after 100 iterations
# weights: 43
initial value 186.500505
iter 10 value 10.099520
iter 20 value 4.583424
iter 30 value 4.490506
iter 40 value 4.413328
iter 50 value 4.233550
iter 60 value 1.538113
iter 70 value 0.251940
iter 80 value 0.019731
iter 90 value 0.010301
iter 100 value 0.006938
final value 0.006938
stopped after 100 iterations
# weights: 11
initial value 172.841015
iter 10 value 69.212261
iter 20 value 58.420025
iter 30 value 58.387585
final value 58.387584
converged
# weights: 27
initial value 173.295289
iter 10 value 76.613008
iter 20 value 40.859994
iter 30 value 39.242957
iter 40 value 38.668094
iter 50 value 38.413133
iter 60 value 38.381719
iter 70 value 38.372118
final value 38.372107
converged
# weights: 43
initial value 185.586186
iter 10 value 61.821073
iter 20 value 39.873497
iter 30 value 37.583537
iter 40 value 37.379879
iter 50 value 37.309305
iter 60 value 37.282205
iter 70 value 37.244223
iter 80 value 37.221783
iter 90 value 37.219970
iter 100 value 37.217750
final value 37.217750
stopped after 100 iterations
# weights: 11
initial value 164.691559
iter 10 value 22.861649
iter 20 value 7.142134
iter 30 value 5.991002
iter 40 value 5.891664
iter 50 value 5.861224
iter 60 value 5.826433
iter 70 value 5.811423
iter 80 value 5.810246
iter 90 value 5.809652
iter 100 value 5.809604
final value 5.809604
stopped after 100 iterations
# weights: 27
initial value 184.825810
iter 10 value 67.275755
iter 20 value 7.954333
iter 30 value 5.062789
iter 40 value 4.838871
iter 50 value 4.768696
iter 60 value 4.701993
iter 70 value 4.572318
iter 80 value 4.208518
iter 90 value 3.771883
iter 100 value 3.340258
final value 3.340258
stopped after 100 iterations
# weights: 43
initial value 160.908807
iter 10 value 6.943136
iter 20 value 5.058539
iter 30 value 4.901248
iter 40 value 4.746853
iter 50 value 4.705594
iter 60 value 4.685133
iter 70 value 4.654965
iter 80 value 4.638162
iter 90 value 4.610782
iter 100 value 3.830890
final value 3.830890
stopped after 100 iterations
# weights: 11
initial value 180.435876
iter 10 value 44.578272
iter 20 value 6.566758
iter 30 value 0.171276
iter 40 value 0.158452
iter 50 value 0.152507
iter 60 value 0.136061
iter 70 value 0.133640
iter 80 value 0.090178
iter 90 value 0.087782
iter 100 value 0.066982
final value 0.066982
stopped after 100 iterations
# weights: 27
initial value 189.935385
iter 10 value 5.081468
iter 20 value 0.087372
iter 30 value 0.002319
final value 0.000049
converged
# weights: 43
initial value 180.661072
iter 10 value 67.860266
iter 20 value 30.299792
iter 30 value 13.579926
iter 40 value 4.659368
iter 50 value 0.179382
iter 60 value 0.007217
iter 70 value 0.002900
iter 80 value 0.000683
final value 0.000086
converged
# weights: 11
initial value 202.046435
iter 10 value 110.450282
iter 20 value 64.748509
iter 30 value 58.369100
final value 58.362915
converged
# weights: 27
initial value 180.119525
iter 10 value 99.651914
iter 20 value 39.608621
iter 30 value 38.838645
iter 40 value 38.536025
iter 50 value 38.505247
iter 60 value 38.503230
final value 38.502776
converged
# weights: 43
initial value 164.920645
iter 10 value 51.728689
iter 20 value 38.310023
iter 30 value 37.405854
iter 40 value 37.268559
iter 50 value 37.263796
iter 60 value 37.260401
iter 70 value 37.259976
iter 80 value 37.257996
iter 90 value 37.257350
iter 100 value 37.257316
final value 37.257316
stopped after 100 iterations
# weights: 11
initial value 172.550203
iter 10 value 91.303027
iter 20 value 49.547704
iter 30 value 17.560982
iter 40 value 2.282370
iter 50 value 1.872360
iter 60 value 1.836631
iter 70 value 1.830139
iter 80 value 1.796019
iter 90 value 1.795414
iter 100 value 1.795051
final value 1.795051
stopped after 100 iterations
# weights: 27
initial value 171.910064
iter 10 value 12.299777
iter 20 value 1.013685
iter 30 value 0.901095
iter 40 value 0.660555
iter 50 value 0.609261
iter 60 value 0.529289
iter 70 value 0.503020
iter 80 value 0.459894
iter 90 value 0.442267
iter 100 value 0.354239
final value 0.354239
stopped after 100 iterations
# weights: 43
initial value 203.614610
iter 10 value 63.404406
iter 20 value 3.445604
iter 30 value 0.608116
iter 40 value 0.527347
iter 50 value 0.513108
iter 60 value 0.441868
iter 70 value 0.408034
iter 80 value 0.388219
iter 90 value 0.350082
iter 100 value 0.347385
final value 0.347385
stopped after 100 iterations
# weights: 11
initial value 171.736034
iter 10 value 60.828629
iter 20 value 14.669292
iter 30 value 7.211172
iter 40 value 6.171473
iter 50 value 4.793595
iter 60 value 4.128225
iter 70 value 3.919898
iter 80 value 3.726227
iter 90 value 3.495731
iter 100 value 3.389955
final value 3.389955
stopped after 100 iterations
# weights: 27
initial value 212.336528
iter 10 value 9.885250
iter 20 value 2.055448
iter 30 value 0.003886
final value 0.000066
converged
# weights: 43
initial value 167.330310
iter 10 value 10.281882
iter 20 value 2.723642
iter 30 value 0.022424
iter 40 value 0.000560
final value 0.000052
converged
# weights: 11
initial value 166.700940
iter 10 value 85.485859
iter 20 value 60.563549
iter 30 value 59.537819
final value 59.537792
converged
# weights: 27
initial value 170.487263
iter 10 value 68.656857
iter 20 value 39.913397
iter 30 value 39.541593
final value 39.538674
converged
# weights: 43
initial value 202.267224
iter 10 value 58.360762
iter 20 value 40.619890
iter 30 value 38.772828
iter 40 value 38.393343
iter 50 value 38.350043
iter 60 value 38.322936
iter 70 value 38.311553
iter 80 value 38.306612
iter 90 value 38.298299
iter 100 value 38.296868
final value 38.296868
stopped after 100 iterations
# weights: 11
initial value 165.191656
iter 10 value 18.669480
iter 20 value 9.492496
iter 30 value 7.512570
iter 40 value 6.897898
iter 50 value 6.250849
iter 60 value 5.817652
iter 70 value 5.632635
iter 80 value 5.554415
iter 90 value 5.509891
iter 100 value 5.397070
final value 5.397070
stopped after 100 iterations
# weights: 27
initial value 171.987870
iter 10 value 68.467290
iter 20 value 6.021945
iter 30 value 1.046683
iter 40 value 1.024667
iter 50 value 0.957285
iter 60 value 0.901056
iter 70 value 0.889954
iter 80 value 0.884168
iter 90 value 0.879309
iter 100 value 0.852897
final value 0.852897
stopped after 100 iterations
# weights: 43
initial value 178.670155
iter 10 value 68.485797
iter 20 value 8.832547
iter 30 value 2.934668
iter 40 value 1.227516
iter 50 value 1.171573
iter 60 value 1.132571
iter 70 value 1.076201
iter 80 value 1.044500
iter 90 value 0.981679
iter 100 value 0.796031
final value 0.796031
stopped after 100 iterations
# weights: 11
initial value 168.508964
iter 10 value 66.732378
iter 20 value 66.208921
final value 66.208444
converged
# weights: 27
initial value 194.655992
iter 10 value 8.591356
iter 20 value 0.337065
iter 30 value 0.000366
final value 0.000073
converged
# weights: 43
initial value 202.963299
iter 10 value 20.767631
iter 20 value 0.873890
iter 30 value 0.000191
iter 30 value 0.000092
iter 30 value 0.000080
final value 0.000080
converged
# weights: 11
initial value 167.694817
iter 10 value 70.482689
iter 20 value 57.369400
final value 57.353901
converged
# weights: 27
initial value 171.647425
iter 10 value 66.153533
iter 20 value 43.607570
iter 30 value 39.676799
iter 40 value 39.163912
iter 50 value 38.495331
iter 60 value 38.423705
iter 70 value 38.415126
final value 38.415019
converged
# weights: 43
initial value 193.108991
iter 10 value 57.714356
iter 20 value 40.817916
iter 30 value 39.092315
iter 40 value 38.177561
iter 50 value 37.807377
iter 60 value 37.601321
iter 70 value 37.316582
iter 80 value 37.220517
iter 90 value 37.192667
iter 100 value 37.146225
final value 37.146225
stopped after 100 iterations
# weights: 11
initial value 164.885265
iter 10 value 34.587213
iter 20 value 11.401289
iter 30 value 7.311633
iter 40 value 4.123508
iter 50 value 3.511081
iter 60 value 3.253247
iter 70 value 2.964536
iter 80 value 2.959374
iter 90 value 2.958371
iter 100 value 2.958322
final value 2.958322
stopped after 100 iterations
# weights: 27
initial value 170.449965
iter 10 value 66.340930
iter 20 value 38.525882
iter 30 value 3.330944
iter 40 value 1.550596
iter 50 value 1.105589
iter 60 value 0.978033
iter 70 value 0.940041
iter 80 value 0.841207
iter 90 value 0.806976
iter 100 value 0.772000
final value 0.772000
stopped after 100 iterations
# weights: 43
initial value 197.857047
iter 10 value 23.712933
iter 20 value 1.946026
iter 30 value 1.386223
iter 40 value 1.197508
iter 50 value 0.882973
iter 60 value 0.801605
iter 70 value 0.773260
iter 80 value 0.757234
iter 90 value 0.748933
iter 100 value 0.720690
final value 0.720690
stopped after 100 iterations
# weights: 11
initial value 170.261327
iter 10 value 65.772208
iter 20 value 64.965006
final value 64.964265
converged
# weights: 27
initial value 171.301190
iter 10 value 59.170661
iter 20 value 7.197163
iter 30 value 6.674998
iter 40 value 6.617114
iter 50 value 6.543808
iter 60 value 6.483560
iter 70 value 6.301010
iter 80 value 5.722291
iter 90 value 4.720767
iter 100 value 4.119693
final value 4.119693
stopped after 100 iterations
# weights: 43
initial value 167.543436
iter 10 value 21.767873
iter 20 value 6.579048
iter 30 value 5.999877
iter 40 value 3.539073
iter 50 value 1.950890
iter 60 value 1.435804
iter 70 value 1.400355
iter 80 value 1.388035
iter 90 value 1.387240
iter 100 value 1.387211
final value 1.387211
stopped after 100 iterations
# weights: 11
initial value 165.448004
iter 10 value 87.099344
iter 20 value 65.025148
iter 30 value 58.448136
final value 58.448132
converged
# weights: 27
initial value 169.569037
iter 10 value 76.982516
iter 20 value 39.106663
iter 30 value 38.619940
iter 40 value 38.593436
iter 50 value 38.592831
iter 60 value 38.592731
final value 38.592710
converged
# weights: 43
initial value 171.044909
iter 10 value 46.822308
iter 20 value 39.155090
iter 30 value 37.705369
iter 40 value 37.426509
iter 50 value 37.390070
iter 60 value 37.382901
iter 70 value 37.382192
iter 80 value 37.382122
final value 37.382118
converged
# weights: 11
initial value 175.475000
iter 10 value 67.101715
iter 20 value 35.101020
iter 30 value 11.860449
iter 40 value 8.203136
iter 50 value 7.234727
iter 60 value 7.214172
iter 70 value 7.206676
iter 80 value 7.205635
iter 90 value 7.205454
iter 100 value 7.205283
final value 7.205283
stopped after 100 iterations
# weights: 27
initial value 165.990876
iter 10 value 52.474407
iter 20 value 7.591101
iter 30 value 6.833666
iter 40 value 6.127974
iter 50 value 4.916092
iter 60 value 4.873564
iter 70 value 4.862405
iter 80 value 4.822044
iter 90 value 4.798163
iter 100 value 4.775035
final value 4.775035
stopped after 100 iterations
# weights: 43
initial value 201.054790
iter 10 value 31.756317
iter 20 value 6.876961
iter 30 value 6.811735
iter 40 value 6.367612
iter 50 value 4.743625
iter 60 value 1.239786
iter 70 value 0.946950
iter 80 value 0.901687
iter 90 value 0.859253
iter 100 value 0.803911
final value 0.803911
stopped after 100 iterations
# weights: 11
initial value 167.617333
iter 10 value 50.799949
iter 20 value 10.618725
iter 30 value 6.297225
iter 40 value 6.223888
iter 50 value 6.167824
iter 60 value 6.145359
iter 70 value 6.122201
iter 80 value 6.118238
iter 90 value 6.114719
iter 100 value 6.040152
final value 6.040152
stopped after 100 iterations
# weights: 27
initial value 174.174738
iter 10 value 78.678133
iter 20 value 12.852936
iter 30 value 5.624011
iter 40 value 5.298778
iter 50 value 5.050000
iter 60 value 4.908592
iter 70 value 4.908500
iter 80 value 4.908135
iter 90 value 4.907312
iter 100 value 4.904366
final value 4.904366
stopped after 100 iterations
# weights: 43
initial value 179.795315
iter 10 value 32.619247
iter 20 value 4.478115
iter 30 value 4.029427
iter 40 value 3.483857
iter 50 value 2.962965
iter 60 value 2.294066
iter 70 value 2.249509
iter 80 value 2.249341
iter 80 value 2.249341
iter 80 value 2.249341
final value 2.249341
converged
# weights: 11
initial value 182.428067
iter 10 value 68.162450
iter 20 value 61.706632
final value 61.706585
converged
# weights: 27
initial value 163.175433
iter 10 value 56.049596
iter 20 value 45.221387
iter 30 value 44.017632
iter 40 value 43.626584
iter 50 value 42.318100
iter 60 value 41.823661
iter 70 value 41.805936
final value 41.805922
converged
# weights: 43
initial value 178.107147
iter 10 value 72.538015
iter 20 value 45.953012
iter 30 value 42.353281
iter 40 value 41.343563
iter 50 value 40.735857
iter 60 value 40.677814
iter 70 value 40.616244
iter 80 value 40.573985
iter 90 value 40.564922
iter 100 value 40.561806
final value 40.561806
stopped after 100 iterations
# weights: 11
initial value 165.710135
iter 10 value 72.701308
iter 20 value 71.061907
iter 30 value 71.003236
iter 40 value 70.940137
iter 50 value 70.885918
iter 60 value 70.856138
iter 70 value 70.705478
iter 80 value 68.682028
iter 90 value 38.050458
iter 100 value 21.032831
final value 21.032831
stopped after 100 iterations
# weights: 27
initial value 172.709161
iter 10 value 7.907710
iter 20 value 6.658812
iter 30 value 6.359936
iter 40 value 5.951888
iter 50 value 5.917363
iter 60 value 5.837468
iter 70 value 5.826031
iter 80 value 5.800418
iter 90 value 5.744638
iter 100 value 5.559072
final value 5.559072
stopped after 100 iterations
# weights: 43
initial value 187.053610
iter 10 value 23.138018
iter 20 value 6.601889
iter 30 value 6.528010
iter 40 value 6.303787
iter 50 value 6.043213
iter 60 value 5.726265
iter 70 value 5.184206
iter 80 value 5.026438
iter 90 value 4.916946
iter 100 value 4.757502
final value 4.757502
stopped after 100 iterations
# weights: 11
initial value 170.972548
iter 10 value 86.678875
iter 20 value 15.422210
iter 30 value 8.502724
iter 40 value 8.267240
iter 50 value 8.208234
iter 60 value 8.195565
iter 70 value 8.182523
iter 80 value 8.177395
iter 90 value 8.167224
iter 100 value 8.164449
final value 8.164449
stopped after 100 iterations
# weights: 27
initial value 177.406857
iter 10 value 19.381612
iter 20 value 9.061808
iter 30 value 8.567315
iter 40 value 8.259437
iter 50 value 8.054455
iter 60 value 7.805908
iter 70 value 7.602404
iter 80 value 7.523221
iter 90 value 7.347165
iter 100 value 6.815176
final value 6.815176
stopped after 100 iterations
# weights: 43
initial value 199.290133
iter 10 value 31.385776
iter 20 value 7.988799
iter 30 value 5.804770
iter 40 value 5.248104
iter 50 value 3.978960
iter 60 value 0.031612
final value 0.000083
converged
# weights: 11
initial value 176.561596
iter 10 value 73.175150
iter 20 value 62.403293
iter 30 value 62.338148
final value 62.338146
converged
# weights: 27
initial value 176.929947
iter 10 value 67.523506
iter 20 value 44.761199
iter 30 value 43.748857
iter 40 value 43.697286
iter 50 value 43.692339
iter 60 value 43.691937
iter 70 value 43.691788
final value 43.691786
converged
# weights: 43
initial value 184.864928
iter 10 value 67.531005
iter 20 value 42.430932
iter 30 value 40.445815
iter 40 value 40.153719
iter 50 value 40.132573
iter 60 value 40.117688
iter 70 value 40.112430
iter 80 value 40.112048
iter 90 value 40.111666
iter 100 value 40.111498
final value 40.111498
stopped after 100 iterations
# weights: 11
initial value 174.251768
iter 10 value 73.843184
iter 20 value 15.594832
iter 30 value 9.921424
iter 40 value 9.068174
iter 50 value 9.003897
iter 60 value 8.986282
iter 70 value 8.980920
iter 80 value 8.980625
iter 90 value 8.980589
final value 8.980583
converged
# weights: 27
initial value 169.581065
iter 10 value 30.270055
iter 20 value 8.968375
iter 30 value 8.779559
iter 40 value 8.578741
iter 50 value 8.439487
iter 60 value 8.065067
iter 70 value 6.391368
iter 80 value 1.705907
iter 90 value 1.103629
iter 100 value 1.063676
final value 1.063676
stopped after 100 iterations
# weights: 43
initial value 206.041465
iter 10 value 9.007906
iter 20 value 8.376929
iter 30 value 8.152119
iter 40 value 7.788838
iter 50 value 6.871277
iter 60 value 3.515350
iter 70 value 1.939370
iter 80 value 1.530022
iter 90 value 1.445116
iter 100 value 1.319839
final value 1.319839
stopped after 100 iterations
# weights: 11
initial value 166.958808
final value 61.684481
converged
# weights: 27
initial value 162.639381
iter 10 value 61.823855
iter 20 value 60.845172
iter 30 value 10.564062
iter 40 value 5.073301
iter 50 value 4.993322
iter 60 value 4.927517
iter 70 value 4.883958
iter 80 value 4.849272
iter 90 value 4.839085
iter 100 value 4.837554
final value 4.837554
stopped after 100 iterations
# weights: 43
initial value 194.430473
iter 10 value 8.839577
iter 20 value 4.940085
iter 30 value 4.874223
iter 40 value 4.845634
iter 50 value 4.524492
iter 60 value 4.191643
iter 70 value 3.827684
iter 80 value 3.678764
iter 90 value 3.410535
iter 100 value 3.349041
final value 3.349041
stopped after 100 iterations
# weights: 11
initial value 165.662187
iter 10 value 70.910676
iter 20 value 55.132095
final value 55.131897
converged
# weights: 27
initial value 181.721028
iter 10 value 51.185840
iter 20 value 39.083879
iter 30 value 37.920683
iter 40 value 37.406263
iter 50 value 37.404385
final value 37.404375
converged
# weights: 43
initial value 181.688099
iter 10 value 54.081646
iter 20 value 39.392131
iter 30 value 37.243411
iter 40 value 36.524973
iter 50 value 36.257294
iter 60 value 36.204213
iter 70 value 36.197884
iter 80 value 36.197025
iter 90 value 36.176911
iter 100 value 36.151237
final value 36.151237
stopped after 100 iterations
# weights: 11
initial value 183.597577
iter 10 value 61.889603
iter 20 value 61.871296
iter 30 value 61.856674
iter 40 value 61.829753
iter 50 value 61.817353
iter 60 value 61.798657
iter 70 value 61.753199
iter 80 value 61.705601
iter 90 value 41.581202
iter 100 value 8.534049
final value 8.534049
stopped after 100 iterations
# weights: 27
initial value 215.326973
iter 10 value 15.777938
iter 20 value 8.191219
iter 30 value 6.258865
iter 40 value 5.856805
iter 50 value 5.361718
iter 60 value 5.291639
iter 70 value 5.231187
iter 80 value 5.163162
iter 90 value 4.956507
iter 100 value 4.633658
final value 4.633658
stopped after 100 iterations
# weights: 43
initial value 172.695645
iter 10 value 37.363638
iter 20 value 5.937176
iter 30 value 5.018764
iter 40 value 4.543621
iter 50 value 4.213279
iter 60 value 4.169359
iter 70 value 4.106746
iter 80 value 4.068361
iter 90 value 4.060209
iter 100 value 4.035583
final value 4.035583
stopped after 100 iterations
# weights: 11
initial value 166.175648
iter 10 value 68.335715
iter 20 value 67.847573
final value 67.846819
converged
# weights: 27
initial value 189.415469
iter 10 value 67.492836
iter 20 value 14.205084
iter 30 value 4.690218
iter 40 value 0.018255
iter 50 value 0.000454
iter 60 value 0.000133
iter 60 value 0.000093
iter 60 value 0.000025
final value 0.000025
converged
# weights: 43
initial value 166.271070
final value 67.846768
converged
# weights: 11
initial value 196.322313
iter 10 value 74.659212
iter 20 value 63.476419
iter 30 value 63.411076
final value 63.411059
converged
# weights: 27
initial value 170.723971
iter 10 value 75.914558
iter 20 value 45.035405
iter 30 value 42.228984
iter 40 value 41.983410
iter 50 value 41.753963
iter 60 value 41.728022
iter 70 value 41.726488
final value 41.726485
converged
# weights: 43
initial value 163.316400
iter 10 value 53.059066
iter 20 value 43.732761
iter 30 value 41.267188
iter 40 value 40.716900
iter 50 value 40.578824
iter 60 value 40.541386
iter 70 value 40.530680
iter 80 value 40.526121
iter 90 value 40.503993
iter 100 value 40.499823
final value 40.499823
stopped after 100 iterations
# weights: 11
initial value 172.062049
iter 10 value 68.042477
iter 20 value 54.665398
iter 30 value 13.604806
iter 40 value 8.649700
iter 50 value 8.208942
iter 60 value 7.588278
iter 70 value 7.311505
iter 80 value 7.303482
iter 90 value 7.291082
iter 100 value 7.282829
final value 7.282829
stopped after 100 iterations
# weights: 27
initial value 186.836571
iter 10 value 69.512592
iter 20 value 32.973806
iter 30 value 6.919833
iter 40 value 5.189091
iter 50 value 5.016736
iter 60 value 4.625133
iter 70 value 4.366026
iter 80 value 3.831597
iter 90 value 3.322437
iter 100 value 3.258808
final value 3.258808
stopped after 100 iterations
# weights: 43
initial value 166.548769
iter 10 value 15.693538
iter 20 value 5.479205
iter 30 value 5.055823
iter 40 value 4.890205
iter 50 value 4.736801
iter 60 value 4.105169
iter 70 value 3.846870
iter 80 value 3.720004
iter 90 value 3.689276
iter 100 value 3.538612
final value 3.538612
stopped after 100 iterations
# weights: 11
initial value 168.199850
iter 10 value 92.572067
iter 20 value 64.128003
iter 30 value 63.788210
final value 63.785503
converged
# weights: 27
initial value 169.779732
iter 10 value 62.060321
iter 20 value 14.475500
iter 30 value 4.180739
iter 40 value 3.884205
iter 50 value 3.720385
iter 60 value 3.677281
iter 70 value 3.627696
iter 80 value 3.419824
iter 90 value 3.151737
iter 100 value 3.119563
final value 3.119563
stopped after 100 iterations
# weights: 43
initial value 178.793050
iter 10 value 18.521456
iter 20 value 4.326946
iter 30 value 3.988209
iter 40 value 3.776235
iter 50 value 3.743080
iter 60 value 3.695025
iter 70 value 3.688038
iter 80 value 3.683656
iter 90 value 3.682588
iter 100 value 3.671366
final value 3.671366
stopped after 100 iterations
# weights: 11
initial value 168.915551
iter 10 value 92.320235
iter 20 value 59.934500
final value 59.430971
converged
# weights: 27
initial value 165.195189
iter 10 value 53.732110
iter 20 value 39.439231
iter 30 value 37.602981
iter 40 value 37.552062
iter 50 value 37.550616
final value 37.550612
converged
# weights: 43
initial value 177.261254
iter 10 value 65.826892
iter 20 value 37.966836
iter 30 value 36.719467
iter 40 value 36.331037
iter 50 value 36.293159
iter 60 value 36.289385
iter 70 value 36.286649
iter 80 value 36.285087
iter 90 value 36.275871
iter 100 value 36.274785
final value 36.274785
stopped after 100 iterations
# weights: 11
initial value 163.210983
iter 10 value 64.106889
iter 20 value 63.950879
iter 30 value 62.063608
iter 40 value 57.971697
iter 50 value 33.059552
iter 60 value 6.394021
iter 70 value 4.838060
iter 80 value 4.441413
iter 90 value 4.403835
iter 100 value 4.370317
final value 4.370317
stopped after 100 iterations
# weights: 27
initial value 178.276331
iter 10 value 5.461835
iter 20 value 4.038386
iter 30 value 3.960190
iter 40 value 3.847690
iter 50 value 3.822944
iter 60 value 3.812676
iter 70 value 3.802071
iter 80 value 3.793473
iter 90 value 3.769032
iter 100 value 3.508307
final value 3.508307
stopped after 100 iterations
# weights: 43
initial value 165.279048
iter 10 value 34.627795
iter 20 value 4.693025
iter 30 value 4.024559
iter 40 value 3.856846
iter 50 value 3.749823
iter 60 value 3.390248
iter 70 value 1.278865
iter 80 value 0.976519
iter 90 value 0.722944
iter 100 value 0.602601
final value 0.602601
stopped after 100 iterations
# weights: 11
initial value 163.879627
iter 10 value 76.384568
iter 20 value 76.228138
final value 76.228008
converged
# weights: 27
initial value 167.180011
iter 10 value 9.882373
iter 20 value 1.957401
iter 30 value 0.003587
final value 0.000075
converged
# weights: 43
initial value 166.299252
iter 10 value 16.785421
iter 20 value 1.814952
iter 30 value 0.005600
final value 0.000058
converged
# weights: 11
initial value 173.996716
iter 10 value 74.980097
iter 20 value 58.651541
iter 30 value 58.505211
final value 58.505093
converged
# weights: 27
initial value 175.484758
iter 10 value 74.401297
iter 20 value 50.122646
iter 30 value 43.032153
iter 40 value 38.474878
iter 50 value 38.393043
iter 60 value 38.376603
iter 70 value 38.368151
final value 38.368137
converged
# weights: 43
initial value 185.309963
iter 10 value 67.195087
iter 20 value 42.322574
iter 30 value 38.523413
iter 40 value 37.425915
iter 50 value 37.151871
iter 60 value 37.085955
iter 70 value 37.064723
iter 80 value 37.049668
iter 90 value 37.047877
iter 100 value 37.047845
final value 37.047845
stopped after 100 iterations
# weights: 11
initial value 176.036644
iter 10 value 101.125575
iter 20 value 66.591924
iter 30 value 12.018902
iter 40 value 6.228194
iter 50 value 4.518323
iter 60 value 3.804668
iter 70 value 3.749897
iter 80 value 3.706880
iter 90 value 3.650190
iter 100 value 3.592094
final value 3.592094
stopped after 100 iterations
# weights: 27
initial value 227.702638
iter 10 value 14.387679
iter 20 value 3.180742
iter 30 value 1.982843
iter 40 value 1.337810
iter 50 value 1.009401
iter 60 value 0.845502
iter 70 value 0.818976
iter 80 value 0.716064
iter 90 value 0.688847
iter 100 value 0.647510
final value 0.647510
stopped after 100 iterations
# weights: 43
initial value 171.309895
iter 10 value 67.209666
iter 20 value 3.197098
iter 30 value 1.269706
iter 40 value 1.058690
iter 50 value 0.917945
iter 60 value 0.843479
iter 70 value 0.808846
iter 80 value 0.721495
iter 90 value 0.690435
iter 100 value 0.679438
final value 0.679438
stopped after 100 iterations
# weights: 11
initial value 173.106615
iter 10 value 62.538102
iter 20 value 24.562349
iter 30 value 7.161983
iter 40 value 5.756522
iter 50 value 5.543208
iter 60 value 5.271870
iter 70 value 5.044828
iter 80 value 4.983353
iter 90 value 4.894938
iter 100 value 4.850995
final value 4.850995
stopped after 100 iterations
# weights: 27
initial value 165.177835
iter 10 value 20.894360
iter 20 value 5.660408
iter 30 value 3.800194
iter 40 value 0.184121
iter 50 value 0.001312
final value 0.000032
converged
# weights: 43
initial value 173.446520
iter 10 value 57.831244
iter 20 value 7.376024
iter 30 value 4.587935
iter 40 value 2.647258
iter 50 value 0.117149
iter 60 value 0.001434
final value 0.000085
converged
# weights: 11
initial value 179.057077
iter 10 value 83.441312
iter 20 value 62.056132
iter 30 value 59.849683
final value 59.849376
converged
# weights: 27
initial value 169.037324
iter 10 value 81.935002
iter 20 value 43.418789
iter 30 value 40.650721
iter 40 value 40.092612
iter 50 value 40.068608
iter 60 value 40.066126
final value 40.065943
converged
# weights: 43
initial value 183.343711
iter 10 value 87.467435
iter 20 value 46.886624
iter 30 value 41.272883
iter 40 value 39.293293
iter 50 value 38.878416
iter 60 value 38.809738
iter 70 value 38.767220
iter 80 value 38.765016
final value 38.764920
converged
# weights: 11
initial value 167.848872
iter 10 value 70.886614
iter 20 value 69.996625
iter 30 value 69.760247
iter 40 value 69.194992
iter 50 value 66.214497
iter 60 value 58.712074
iter 70 value 17.556641
iter 80 value 8.320591
iter 90 value 6.698032
iter 100 value 6.474567
final value 6.474567
stopped after 100 iterations
# weights: 27
initial value 167.886217
iter 10 value 19.600172
iter 20 value 4.946037
iter 30 value 4.271972
iter 40 value 3.834351
iter 50 value 3.573393
iter 60 value 3.353931
iter 70 value 2.872515
iter 80 value 2.480183
iter 90 value 2.152677
iter 100 value 1.973788
final value 1.973788
stopped after 100 iterations
# weights: 43
initial value 168.821922
iter 10 value 8.856300
iter 20 value 5.087431
iter 30 value 4.160898
iter 40 value 4.073711
iter 50 value 3.973609
iter 60 value 3.900417
iter 70 value 3.737594
iter 80 value 3.083509
iter 90 value 2.286358
iter 100 value 1.773254
final value 1.773254
stopped after 100 iterations
# weights: 11
initial value 169.648105
iter 10 value 70.035595
iter 20 value 70.002954
final value 70.002917
converged
# weights: 27
initial value 173.237878
iter 10 value 70.033016
iter 20 value 70.003526
iter 30 value 69.938718
iter 40 value 66.343465
iter 50 value 22.755085
iter 60 value 18.651943
iter 70 value 14.784370
iter 80 value 14.356421
iter 90 value 14.321688
iter 100 value 14.215952
final value 14.215952
stopped after 100 iterations
# weights: 43
initial value 179.853927
iter 10 value 16.895319
iter 20 value 6.159929
iter 30 value 0.134419
iter 40 value 0.001017
final value 0.000038
converged
# weights: 11
initial value 168.006845
iter 10 value 117.758251
iter 20 value 61.566218
iter 30 value 61.222356
final value 61.222095
converged
# weights: 27
initial value 184.339277
iter 10 value 80.735710
iter 20 value 43.352747
iter 30 value 41.693865
iter 40 value 41.691028
final value 41.691023
converged
# weights: 43
initial value 174.384613
iter 10 value 72.992103
iter 20 value 47.301953
iter 30 value 43.706599
iter 40 value 41.289723
iter 50 value 41.017580
iter 60 value 40.869088
iter 70 value 40.783146
iter 80 value 40.474783
iter 90 value 40.387548
iter 100 value 40.368057
final value 40.368057
stopped after 100 iterations
# weights: 11
initial value 170.872818
iter 10 value 74.014023
iter 20 value 70.057881
iter 30 value 69.497845
iter 40 value 18.921395
iter 50 value 8.596611
iter 60 value 5.605174
iter 70 value 5.364326
iter 80 value 5.321223
iter 90 value 5.221902
iter 100 value 5.108526
final value 5.108526
stopped after 100 iterations
# weights: 27
initial value 166.680631
iter 10 value 42.721598
iter 20 value 5.887620
iter 30 value 0.966820
iter 40 value 0.840574
iter 50 value 0.724850
iter 60 value 0.649766
iter 70 value 0.614364
iter 80 value 0.561774
iter 90 value 0.501809
iter 100 value 0.454644
final value 0.454644
stopped after 100 iterations
# weights: 43
initial value 169.073153
iter 10 value 10.267798
iter 20 value 2.244639
iter 30 value 1.760349
iter 40 value 1.208532
iter 50 value 1.014278
iter 60 value 0.699073
iter 70 value 0.617219
iter 80 value 0.553668
iter 90 value 0.500526
iter 100 value 0.446949
final value 0.446949
stopped after 100 iterations
# weights: 11
initial value 170.208798
iter 10 value 33.167387
iter 20 value 2.914142
iter 30 value 0.508132
iter 40 value 0.379745
iter 50 value 0.245606
iter 60 value 0.167851
iter 70 value 0.159082
iter 80 value 0.155970
iter 90 value 0.137037
iter 100 value 0.104502
final value 0.104502
stopped after 100 iterations
# weights: 27
initial value 184.783363
iter 10 value 64.431271
iter 20 value 31.087087
iter 30 value 4.575329
iter 40 value 3.150508
iter 50 value 2.626259
iter 60 value 1.455133
iter 70 value 0.189777
iter 80 value 0.061999
iter 90 value 0.047635
iter 100 value 0.043816
final value 0.043816
stopped after 100 iterations
# weights: 43
initial value 166.467672
iter 10 value 4.727944
iter 20 value 1.417697
iter 30 value 0.719398
iter 40 value 0.001174
final value 0.000047
converged
# weights: 11
initial value 168.263420
iter 10 value 91.037590
iter 20 value 62.767375
iter 30 value 57.679416
final value 57.644274
converged
# weights: 27
initial value 177.385649
iter 10 value 74.976031
iter 20 value 38.416489
iter 30 value 36.994432
iter 40 value 36.843552
iter 50 value 36.834538
iter 60 value 36.832511
iter 70 value 36.830867
final value 36.830864
converged
# weights: 43
initial value 176.138795
iter 10 value 58.119252
iter 20 value 38.626208
iter 30 value 36.269107
iter 40 value 35.819812
iter 50 value 35.763601
iter 60 value 35.698215
iter 70 value 35.653508
iter 80 value 35.640472
iter 90 value 35.639114
iter 100 value 35.638407
final value 35.638407
stopped after 100 iterations
# weights: 11
initial value 177.362924
iter 10 value 72.143544
iter 20 value 71.385645
iter 30 value 71.354365
iter 40 value 64.980992
iter 50 value 6.694190
iter 60 value 3.309757
iter 70 value 3.203917
iter 80 value 3.174394
iter 90 value 3.172547
iter 100 value 3.166076
final value 3.166076
stopped after 100 iterations
# weights: 27
initial value 183.181156
iter 10 value 6.907995
iter 20 value 2.256836
iter 30 value 1.953988
iter 40 value 1.683498
iter 50 value 1.417200
iter 60 value 1.217796
iter 70 value 1.107591
iter 80 value 1.079997
iter 90 value 0.962984
iter 100 value 0.843437
final value 0.843437
stopped after 100 iterations
# weights: 43
initial value 173.981604
iter 10 value 7.744665
iter 20 value 3.544275
iter 30 value 2.034180
iter 40 value 1.547242
iter 50 value 1.096458
iter 60 value 0.990889
iter 70 value 0.856025
iter 80 value 0.813201
iter 90 value 0.777420
iter 100 value 0.729310
final value 0.729310
stopped after 100 iterations
# weights: 11
initial value 185.411984
iter 10 value 78.534496
iter 20 value 30.993071
iter 30 value 17.561338
iter 40 value 7.894294
iter 50 value 1.926134
iter 60 value 1.577600
iter 70 value 0.690987
iter 80 value 0.577752
iter 90 value 0.451224
iter 100 value 0.428966
final value 0.428966
stopped after 100 iterations
# weights: 27
initial value 173.345584
iter 10 value 52.469187
iter 20 value 3.959508
iter 30 value 0.013755
final value 0.000064
converged
# weights: 43
initial value 169.419695
iter 10 value 43.046762
iter 20 value 0.220137
iter 30 value 0.000873
iter 40 value 0.000104
iter 40 value 0.000068
iter 40 value 0.000068
final value 0.000068
converged
# weights: 11
initial value 166.308456
iter 10 value 72.463615
iter 20 value 60.996662
final value 60.995454
converged
# weights: 27
initial value 170.991832
iter 10 value 73.668677
iter 20 value 41.983462
iter 30 value 40.071061
iter 40 value 39.910182
iter 50 value 39.905374
iter 60 value 39.904575
iter 70 value 39.904489
iter 70 value 39.904489
iter 70 value 39.904489
final value 39.904489
converged
# weights: 43
initial value 180.206495
iter 10 value 69.394615
iter 20 value 43.902099
iter 30 value 39.679316
iter 40 value 38.728226
iter 50 value 38.659082
iter 60 value 38.643602
iter 70 value 38.641338
iter 80 value 38.635268
iter 90 value 38.633358
iter 100 value 38.630208
final value 38.630208
stopped after 100 iterations
# weights: 11
initial value 170.492346
iter 10 value 74.888893
iter 20 value 69.164493
iter 30 value 68.870126
iter 40 value 68.131496
iter 50 value 60.030377
iter 60 value 14.818119
iter 70 value 6.401698
iter 80 value 3.271003
iter 90 value 2.991393
iter 100 value 2.831765
final value 2.831765
stopped after 100 iterations
# weights: 27
initial value 174.389824
iter 10 value 20.498057
iter 20 value 16.718300
iter 30 value 3.086884
iter 40 value 0.977172
iter 50 value 0.911700
iter 60 value 0.818193
iter 70 value 0.720931
iter 80 value 0.637753
iter 90 value 0.580720
iter 100 value 0.550666
final value 0.550666
stopped after 100 iterations
# weights: 43
initial value 165.439654
iter 10 value 56.103540
iter 20 value 4.695480
iter 30 value 1.427711
iter 40 value 1.179465
iter 50 value 0.961104
iter 60 value 0.810110
iter 70 value 0.614036
iter 80 value 0.592440
iter 90 value 0.546693
iter 100 value 0.515779
final value 0.515779
stopped after 100 iterations
# weights: 11
initial value 180.959285
iter 10 value 63.053896
iter 20 value 63.012967
final value 63.011897
converged
# weights: 27
initial value 187.140397
iter 10 value 54.931773
iter 20 value 0.677158
iter 30 value 0.006861
final value 0.000080
converged
# weights: 43
initial value 187.984433
iter 10 value 9.375230
iter 20 value 0.055743
iter 30 value 0.000248
final value 0.000062
converged
# weights: 11
initial value 172.860953
iter 10 value 67.327039
iter 20 value 55.143202
final value 55.140770
converged
# weights: 27
initial value 166.063555
iter 10 value 53.862977
iter 20 value 38.804793
iter 30 value 36.319285
iter 40 value 35.705933
iter 50 value 35.672875
iter 60 value 35.670537
iter 70 value 35.669813
final value 35.669811
converged
# weights: 43
initial value 168.448431
iter 10 value 58.590291
iter 20 value 36.679976
iter 30 value 35.034790
iter 40 value 34.776415
iter 50 value 34.527549
iter 60 value 34.492390
iter 70 value 34.487182
iter 80 value 34.486792
iter 90 value 34.486705
iter 100 value 34.486485
final value 34.486485
stopped after 100 iterations
# weights: 11
initial value 176.318857
iter 10 value 85.360220
iter 20 value 63.905818
iter 30 value 63.654750
iter 40 value 63.587717
iter 50 value 63.367067
iter 60 value 63.342886
iter 70 value 63.144290
iter 80 value 63.133293
iter 90 value 63.085463
iter 100 value 45.524754
final value 45.524754
stopped after 100 iterations
# weights: 27
initial value 192.540893
iter 10 value 3.735666
iter 20 value 0.480161
iter 30 value 0.364606
iter 40 value 0.302557
iter 50 value 0.273851
iter 60 value 0.248115
iter 70 value 0.231467
iter 80 value 0.221989
iter 90 value 0.201856
iter 100 value 0.189171
final value 0.189171
stopped after 100 iterations
# weights: 43
initial value 221.670492
iter 10 value 7.505079
iter 20 value 0.374580
iter 30 value 0.323909
iter 40 value 0.270348
iter 50 value 0.252843
iter 60 value 0.244476
iter 70 value 0.238492
iter 80 value 0.232257
iter 90 value 0.229430
iter 100 value 0.228211
final value 0.228211
stopped after 100 iterations
# weights: 11
initial value 168.189514
iter 10 value 69.416325
iter 20 value 46.911150
iter 30 value 6.266317
iter 40 value 0.092884
iter 50 value 0.044951
iter 60 value 0.034041
iter 70 value 0.024351
iter 80 value 0.022656
iter 90 value 0.021821
iter 100 value 0.021500
final value 0.021500
stopped after 100 iterations
# weights: 27
initial value 201.288790
iter 10 value 50.933577
iter 20 value 0.357584
iter 30 value 0.019050
iter 40 value 0.000585
iter 50 value 0.000157
iter 50 value 0.000091
iter 50 value 0.000085
final value 0.000085
converged
# weights: 43
initial value 175.952389
iter 10 value 58.141388
iter 20 value 0.382575
iter 30 value 0.000562
iter 40 value 0.000190
final value 0.000089
converged
# weights: 11
initial value 167.882164
iter 10 value 97.361426
iter 20 value 80.486994
iter 30 value 61.475886
final value 61.415515
converged
# weights: 27
initial value 189.838254
iter 10 value 62.341434
iter 20 value 42.518982
iter 30 value 41.440612
iter 40 value 41.416027
iter 50 value 41.401883
iter 60 value 41.399796
final value 41.399792
converged
# weights: 43
initial value 188.653270
iter 10 value 57.368472
iter 20 value 44.667165
iter 30 value 41.912967
iter 40 value 41.431974
iter 50 value 40.378736
iter 60 value 40.269170
iter 70 value 40.132006
iter 80 value 40.121368
iter 90 value 40.120447
iter 100 value 40.118989
final value 40.118989
stopped after 100 iterations
# weights: 11
initial value 167.682258
iter 10 value 67.278696
iter 20 value 56.759577
iter 30 value 10.814746
iter 40 value 5.158271
iter 50 value 3.507211
iter 60 value 2.367565
iter 70 value 2.351820
iter 80 value 2.344922
iter 90 value 2.344710
iter 100 value 2.343946
final value 2.343946
stopped after 100 iterations
# weights: 27
initial value 206.737831
iter 10 value 62.533800
iter 20 value 12.756072
iter 30 value 2.535112
iter 40 value 1.301551
iter 50 value 1.061265
iter 60 value 0.863363
iter 70 value 0.815422
iter 80 value 0.759627
iter 90 value 0.671541
iter 100 value 0.627073
final value 0.627073
stopped after 100 iterations
# weights: 43
initial value 178.549806
iter 10 value 26.345097
iter 20 value 0.995642
iter 30 value 0.519660
iter 40 value 0.482886
iter 50 value 0.433421
iter 60 value 0.398125
iter 70 value 0.391420
iter 80 value 0.374786
iter 90 value 0.368968
iter 100 value 0.363728
final value 0.363728
stopped after 100 iterations
# weights: 11
initial value 181.628073
iter 10 value 13.130729
iter 20 value 2.615337
iter 30 value 2.028317
iter 40 value 1.801536
iter 50 value 1.612039
iter 60 value 1.601006
iter 70 value 1.542439
iter 80 value 1.539588
iter 90 value 0.972683
iter 100 value 0.536075
final value 0.536075
stopped after 100 iterations
# weights: 27
initial value 167.265207
iter 10 value 6.725266
iter 20 value 0.062795
final value 0.000068
converged
# weights: 43
initial value 200.020661
iter 10 value 15.124060
iter 20 value 1.496677
iter 30 value 0.053449
iter 40 value 0.000167
iter 40 value 0.000089
iter 40 value 0.000074
final value 0.000074
converged
# weights: 11
initial value 183.000799
iter 10 value 61.525320
iter 20 value 60.982549
final value 60.982538
converged
# weights: 27
initial value 184.496253
iter 10 value 92.151874
iter 20 value 46.416558
iter 30 value 40.633521
iter 40 value 39.962488
iter 50 value 39.655636
iter 60 value 39.635672
iter 70 value 39.626167
final value 39.626160
converged
# weights: 43
initial value 207.689803
iter 10 value 78.522244
iter 20 value 42.275389
iter 30 value 38.927012
iter 40 value 38.566588
iter 50 value 38.428700
iter 60 value 38.412653
iter 70 value 38.406300
iter 80 value 38.405342
final value 38.404978
converged
# weights: 11
initial value 166.048590
iter 10 value 76.934029
iter 20 value 75.042692
iter 30 value 74.914600
iter 40 value 67.547864
iter 50 value 14.528491
iter 60 value 6.477554
iter 70 value 5.237898
iter 80 value 4.372721
iter 90 value 4.087956
iter 100 value 4.052663
final value 4.052663
stopped after 100 iterations
# weights: 27
initial value 166.259429
iter 10 value 38.050276
iter 20 value 2.207108
iter 30 value 1.829109
iter 40 value 1.472312
iter 50 value 1.442049
iter 60 value 1.372670
iter 70 value 1.252265
iter 80 value 1.238756
iter 90 value 1.208977
iter 100 value 1.197830
final value 1.197830
stopped after 100 iterations
# weights: 43
initial value 250.587498
iter 10 value 33.067784
iter 20 value 2.529444
iter 30 value 2.152903
iter 40 value 1.904253
iter 50 value 1.568850
iter 60 value 1.425009
iter 70 value 1.347860
iter 80 value 1.344368
iter 90 value 1.320097
iter 100 value 1.280214
final value 1.280214
stopped after 100 iterations
# weights: 11
initial value 165.192886
iter 10 value 70.628123
iter 20 value 69.965329
final value 69.963468
converged
# weights: 27
initial value 179.087572
iter 10 value 13.939504
iter 20 value 8.425962
iter 30 value 8.306980
iter 40 value 8.252211
iter 50 value 8.233346
iter 60 value 8.228332
iter 70 value 8.227867
iter 80 value 8.227360
iter 90 value 8.226304
iter 100 value 8.226056
final value 8.226056
stopped after 100 iterations
# weights: 43
initial value 180.702494
iter 10 value 47.800866
iter 20 value 8.150695
iter 30 value 7.758668
iter 40 value 6.827293
iter 50 value 6.023853
iter 60 value 5.896334
iter 70 value 5.883962
iter 80 value 5.882782
iter 90 value 5.882434
final value 5.882434
converged
# weights: 11
initial value 169.101977
iter 10 value 75.019136
iter 20 value 62.090776
final value 62.058290
converged
# weights: 27
initial value 168.599297
iter 10 value 71.473122
iter 20 value 44.804120
iter 30 value 42.475155
iter 40 value 41.934648
iter 50 value 41.828563
iter 60 value 41.810582
iter 70 value 41.806358
final value 41.806344
converged
# weights: 43
initial value 185.535538
iter 10 value 81.928490
iter 20 value 46.512409
iter 30 value 42.530628
iter 40 value 41.024427
iter 50 value 40.828092
iter 60 value 40.765108
iter 70 value 40.717493
iter 80 value 40.710434
iter 90 value 40.690470
iter 100 value 40.682813
final value 40.682813
stopped after 100 iterations
# weights: 11
initial value 179.958155
iter 10 value 51.653379
iter 20 value 10.560019
iter 30 value 9.041465
iter 40 value 8.981020
iter 50 value 8.942379
iter 60 value 8.887343
iter 70 value 8.858028
iter 80 value 8.831423
iter 90 value 8.829898
iter 100 value 8.825831
final value 8.825831
stopped after 100 iterations
# weights: 27
initial value 184.376690
iter 10 value 70.254836
iter 20 value 68.323825
iter 30 value 10.168814
iter 40 value 8.333362
iter 50 value 7.754192
iter 60 value 7.316581
iter 70 value 7.065709
iter 80 value 6.938230
iter 90 value 6.876182
iter 100 value 6.849897
final value 6.849897
stopped after 100 iterations
# weights: 43
initial value 191.162015
iter 10 value 34.106052
iter 20 value 8.639472
iter 30 value 8.359427
iter 40 value 7.874290
iter 50 value 6.955973
iter 60 value 2.439866
iter 70 value 1.324688
iter 80 value 0.968444
iter 90 value 0.800422
iter 100 value 0.741892
final value 0.741892
stopped after 100 iterations
# weights: 11
initial value 177.789793
iter 10 value 69.797189
iter 20 value 67.849824
final value 67.846967
converged
# weights: 27
initial value 175.221279
iter 10 value 5.407821
iter 20 value 1.293670
iter 30 value 0.050442
iter 40 value 0.001697
final value 0.000077
converged
# weights: 43
initial value 190.813308
iter 10 value 36.849780
iter 20 value 4.027607
iter 30 value 0.016657
final value 0.000086
converged
# weights: 11
initial value 180.814884
iter 10 value 85.483765
iter 20 value 60.701587
iter 30 value 58.559841
final value 58.559215
converged
# weights: 27
initial value 179.147557
iter 10 value 65.901700
iter 20 value 37.850554
iter 30 value 37.282989
iter 40 value 37.256738
iter 40 value 37.256737
iter 40 value 37.256737
final value 37.256737
converged
# weights: 43
initial value 166.808120
iter 10 value 69.735884
iter 20 value 39.620899
iter 30 value 37.008417
iter 40 value 36.834211
iter 50 value 36.752086
iter 60 value 36.731365
iter 70 value 36.718863
iter 80 value 36.717032
iter 90 value 36.715619
iter 100 value 36.715528
final value 36.715528
stopped after 100 iterations
# weights: 11
initial value 170.608029
iter 10 value 56.299985
iter 20 value 6.203988
iter 30 value 4.266589
iter 40 value 4.013145
iter 50 value 3.971796
iter 60 value 3.956760
iter 70 value 3.923445
iter 80 value 3.914699
iter 90 value 3.912704
iter 100 value 3.911031
final value 3.911031
stopped after 100 iterations
# weights: 27
initial value 177.132167
iter 10 value 68.574575
iter 20 value 68.212155
iter 30 value 68.171675
iter 40 value 63.309920
iter 50 value 16.741281
iter 60 value 4.086199
iter 70 value 1.555269
iter 80 value 1.013420
iter 90 value 0.948642
iter 100 value 0.851874
final value 0.851874
stopped after 100 iterations
# weights: 43
initial value 178.707310
iter 10 value 25.251521
iter 20 value 0.829465
iter 30 value 0.528994
iter 40 value 0.460135
iter 50 value 0.403493
iter 60 value 0.337977
iter 70 value 0.316570
iter 80 value 0.310385
iter 90 value 0.306835
iter 100 value 0.299227
final value 0.299227
stopped after 100 iterations
# weights: 11
initial value 180.114076
iter 10 value 68.402199
iter 20 value 12.566004
iter 30 value 5.967010
iter 40 value 5.879110
iter 50 value 5.866801
iter 60 value 5.860817
iter 70 value 5.858501
iter 80 value 5.855445
iter 90 value 5.854778
iter 100 value 5.853204
final value 5.853204
stopped after 100 iterations
# weights: 27
initial value 187.363691
iter 10 value 9.613901
iter 20 value 5.974317
iter 30 value 5.932474
iter 40 value 5.897724
iter 50 value 5.814464
iter 60 value 5.792110
iter 70 value 5.251199
iter 80 value 5.186042
iter 90 value 5.066920
iter 100 value 4.998519
final value 4.998519
stopped after 100 iterations
# weights: 43
initial value 165.799371
iter 10 value 9.592724
iter 20 value 5.833243
iter 30 value 5.158050
iter 40 value 3.793015
iter 50 value 2.886594
iter 60 value 2.802774
iter 70 value 2.772590
final value 2.772589
converged
# weights: 11
initial value 172.102507
iter 10 value 82.753336
iter 20 value 59.145234
iter 30 value 58.875222
final value 58.875175
converged
# weights: 27
initial value 214.564742
iter 10 value 86.114514
iter 20 value 45.560119
iter 30 value 43.462918
iter 40 value 41.377279
iter 50 value 40.483537
iter 60 value 40.202444
iter 70 value 40.129397
final value 40.129152
converged
# weights: 43
initial value 165.689340
iter 10 value 60.426426
iter 20 value 43.175822
iter 30 value 39.670723
iter 40 value 39.259246
iter 50 value 39.183414
iter 60 value 39.158080
iter 70 value 39.154299
iter 80 value 39.152642
iter 90 value 39.150765
iter 100 value 39.150446
final value 39.150446
stopped after 100 iterations
# weights: 11
initial value 167.978263
iter 10 value 50.294002
iter 20 value 8.010237
iter 30 value 6.628140
iter 40 value 6.573707
iter 50 value 6.561326
iter 60 value 6.557759
iter 70 value 6.555038
iter 80 value 6.553793
iter 90 value 6.553401
iter 100 value 6.552950
final value 6.552950
stopped after 100 iterations
# weights: 27
initial value 201.640043
iter 10 value 9.650816
iter 20 value 6.245121
iter 30 value 6.161619
iter 40 value 6.092441
iter 50 value 6.059036
iter 60 value 6.020843
iter 70 value 6.009148
iter 80 value 5.970249
iter 90 value 5.954027
iter 100 value 5.927629
final value 5.927629
stopped after 100 iterations
# weights: 43
initial value 168.629635
iter 10 value 44.112682
iter 20 value 7.201802
iter 30 value 6.124898
iter 40 value 5.711365
iter 50 value 5.554272
iter 60 value 5.404072
iter 70 value 5.278181
iter 80 value 5.241546
iter 90 value 5.095861
iter 100 value 5.050023
final value 5.050023
stopped after 100 iterations
# weights: 11
initial value 183.209641
iter 10 value 73.527668
iter 20 value 23.806208
iter 30 value 6.711226
iter 40 value 6.604547
iter 50 value 6.496959
iter 60 value 6.468996
iter 70 value 6.457412
iter 80 value 6.439841
iter 90 value 6.436381
iter 100 value 6.429235
final value 6.429235
stopped after 100 iterations
# weights: 27
initial value 162.709972
iter 10 value 10.204919
iter 20 value 6.061738
iter 30 value 0.851307
iter 40 value 0.000913
final value 0.000050
converged
# weights: 43
initial value 170.806483
iter 10 value 44.489602
iter 20 value 14.325292
iter 30 value 7.548095
iter 40 value 6.451632
iter 50 value 5.488267
iter 60 value 4.916934
iter 70 value 4.881900
iter 80 value 4.881554
final value 4.881547
converged
# weights: 11
initial value 172.026800
iter 10 value 89.515982
iter 20 value 66.326244
iter 30 value 62.477307
final value 62.476367
converged
# weights: 27
initial value 175.008901
iter 10 value 64.621539
iter 20 value 45.696993
iter 30 value 42.343045
iter 40 value 41.573486
iter 50 value 41.445371
iter 60 value 41.274600
iter 70 value 41.271824
final value 41.271817
converged
# weights: 43
initial value 168.522409
iter 10 value 68.894214
iter 20 value 43.238734
iter 30 value 41.439169
iter 40 value 40.467082
iter 50 value 40.134093
iter 60 value 40.042104
iter 70 value 39.981743
iter 80 value 39.980741
iter 90 value 39.980484
final value 39.980482
converged
# weights: 11
initial value 164.723903
iter 10 value 26.610595
iter 20 value 9.245250
iter 30 value 7.554586
iter 40 value 7.466224
iter 50 value 7.433966
iter 60 value 7.396703
iter 70 value 7.371762
iter 80 value 7.370622
iter 90 value 7.368709
final value 7.368287
converged
# weights: 27
initial value 165.573908
iter 10 value 28.486565
iter 20 value 7.178790
iter 30 value 7.001859
iter 40 value 6.865953
iter 50 value 6.814264
iter 60 value 6.684402
iter 70 value 6.502090
iter 80 value 6.267155
iter 90 value 6.228303
iter 100 value 6.221790
final value 6.221790
stopped after 100 iterations
# weights: 43
initial value 172.248410
iter 10 value 24.111443
iter 20 value 10.291900
iter 30 value 9.047706
iter 40 value 7.931846
iter 50 value 7.472175
iter 60 value 7.379614
iter 70 value 7.027155
iter 80 value 6.051089
iter 90 value 5.549232
iter 100 value 5.264869
final value 5.264869
stopped after 100 iterations
# weights: 11
initial value 163.839279
iter 10 value 76.232214
iter 20 value 75.633494
iter 30 value 75.632554
final value 75.632533
converged
# weights: 27
initial value 167.626983
iter 10 value 27.960645
iter 20 value 6.035670
iter 30 value 6.034442
iter 40 value 6.020711
iter 50 value 5.967671
iter 60 value 5.803451
iter 70 value 5.778824
iter 80 value 5.334106
iter 90 value 5.167189
final value 5.166718
converged
# weights: 43
initial value 184.011641
iter 10 value 9.312271
iter 20 value 5.997137
iter 30 value 5.787660
iter 40 value 5.526307
iter 50 value 5.429144
iter 60 value 5.326831
iter 70 value 5.324177
iter 80 value 5.294167
iter 90 value 5.250887
iter 100 value 5.178809
final value 5.178809
stopped after 100 iterations
# weights: 11
initial value 173.120693
iter 10 value 86.604312
iter 20 value 59.865600
final value 59.861943
converged
# weights: 27
initial value 225.494789
iter 10 value 67.103963
iter 20 value 42.237556
iter 30 value 40.982960
iter 40 value 40.558390
iter 50 value 40.468030
iter 60 value 40.464838
iter 70 value 40.464567
final value 40.464564
converged
# weights: 43
initial value 229.545703
iter 10 value 72.999395
iter 20 value 42.658940
iter 30 value 40.524487
iter 40 value 39.332070
iter 50 value 39.284122
iter 60 value 39.269309
iter 70 value 39.265526
iter 80 value 39.264399
iter 90 value 39.264037
iter 100 value 39.263543
final value 39.263543
stopped after 100 iterations
# weights: 11
initial value 197.604433
iter 10 value 62.540571
iter 20 value 20.300606
iter 30 value 8.009697
iter 40 value 7.199537
iter 50 value 7.013500
iter 60 value 6.933399
iter 70 value 6.920233
iter 80 value 6.913268
iter 90 value 6.892545
iter 100 value 6.886587
final value 6.886587
stopped after 100 iterations
# weights: 27
initial value 194.045607
iter 10 value 42.355288
iter 20 value 7.022475
iter 30 value 6.493978
iter 40 value 6.433001
iter 50 value 6.346077
iter 60 value 6.179960
iter 70 value 4.910672
iter 80 value 3.463665
iter 90 value 2.463627
iter 100 value 1.689185
final value 1.689185
stopped after 100 iterations
# weights: 43
initial value 173.239370
iter 10 value 17.840065
iter 20 value 6.317816
iter 30 value 6.269435
iter 40 value 6.018452
iter 50 value 5.039976
iter 60 value 2.518200
iter 70 value 1.392213
iter 80 value 1.148571
iter 90 value 1.011298
iter 100 value 0.898133
final value 0.898133
stopped after 100 iterations
# weights: 11
initial value 177.651581
iter 10 value 73.526789
iter 20 value 24.234916
iter 30 value 6.455288
iter 40 value 3.145922
iter 50 value 2.952908
iter 60 value 2.753275
iter 70 value 2.662575
iter 80 value 2.592087
iter 90 value 2.518837
iter 100 value 2.375746
final value 2.375746
stopped after 100 iterations
# weights: 27
initial value 181.619399
iter 10 value 6.247059
iter 20 value 1.581800
iter 30 value 0.000322
final value 0.000063
converged
# weights: 43
initial value 229.761865
iter 10 value 13.790452
iter 20 value 2.834381
iter 30 value 0.040438
iter 40 value 0.003548
final value 0.000054
converged
# weights: 11
initial value 167.094712
iter 10 value 114.829454
iter 20 value 63.541284
iter 30 value 57.651103
final value 57.636873
converged
# weights: 27
initial value 161.091726
iter 10 value 44.967114
iter 20 value 37.564985
iter 30 value 37.046070
iter 40 value 36.953645
final value 36.950102
converged
# weights: 43
initial value 184.226219
iter 10 value 71.651133
iter 20 value 37.776921
iter 30 value 35.872584
iter 40 value 35.820446
iter 50 value 35.802541
iter 60 value 35.800434
iter 70 value 35.799831
iter 80 value 35.799629
iter 90 value 35.798706
iter 100 value 35.797918
final value 35.797918
stopped after 100 iterations
# weights: 11
initial value 182.128954
iter 10 value 27.897223
iter 20 value 5.184157
iter 30 value 4.220778
iter 40 value 3.977077
iter 50 value 3.951519
iter 60 value 3.905632
iter 70 value 3.855285
iter 80 value 3.852928
iter 90 value 3.852216
final value 3.852094
converged
# weights: 27
initial value 181.019725
iter 10 value 31.221761
iter 20 value 7.535746
iter 30 value 4.379231
iter 40 value 4.144674
iter 50 value 4.093575
iter 60 value 3.907803
iter 70 value 3.258230
iter 80 value 1.684257
iter 90 value 1.541340
iter 100 value 1.452137
final value 1.452137
stopped after 100 iterations
# weights: 43
initial value 163.246867
iter 10 value 13.452097
iter 20 value 2.859306
iter 30 value 1.772420
iter 40 value 1.688642
iter 50 value 1.509247
iter 60 value 1.331558
iter 70 value 1.211626
iter 80 value 1.067176
iter 90 value 1.000824
iter 100 value 0.972434
final value 0.972434
stopped after 100 iterations
# weights: 11
initial value 167.978779
iter 10 value 65.557254
iter 20 value 51.799311
iter 30 value 30.060372
iter 40 value 4.458448
iter 50 value 2.935188
iter 60 value 1.808193
iter 70 value 1.367579
iter 80 value 1.174854
iter 90 value 1.020279
iter 100 value 0.998604
final value 0.998604
stopped after 100 iterations
# weights: 27
initial value 185.976736
iter 10 value 64.913195
iter 20 value 4.938963
iter 30 value 3.320193
iter 40 value 0.185727
iter 50 value 0.000229
final value 0.000081
converged
# weights: 43
initial value 164.315833
iter 10 value 16.804341
iter 20 value 2.046388
iter 30 value 0.035545
final value 0.000076
converged
# weights: 11
initial value 193.752414
iter 10 value 82.357630
iter 20 value 57.982325
final value 57.981507
converged
# weights: 27
initial value 172.627762
iter 10 value 66.471368
iter 20 value 46.601310
iter 30 value 41.781706
iter 40 value 39.872742
iter 50 value 39.159576
iter 60 value 38.244391
iter 70 value 38.097121
final value 38.093827
converged
# weights: 43
initial value 180.092386
iter 10 value 56.311467
iter 20 value 39.817913
iter 30 value 38.900947
iter 40 value 37.155164
iter 50 value 36.828939
iter 60 value 36.807918
iter 70 value 36.798357
iter 80 value 36.794232
iter 90 value 36.793910
iter 100 value 36.793865
final value 36.793865
stopped after 100 iterations
# weights: 11
initial value 168.031756
iter 10 value 21.809069
iter 20 value 4.321339
iter 30 value 4.056381
iter 40 value 3.642676
iter 50 value 3.471490
iter 60 value 3.383382
iter 70 value 3.365435
iter 80 value 3.322385
iter 90 value 3.315906
iter 100 value 3.307446
final value 3.307446
stopped after 100 iterations
# weights: 27
initial value 180.648862
iter 10 value 35.859814
iter 20 value 4.154217
iter 30 value 1.357207
iter 40 value 1.314678
iter 50 value 1.024389
iter 60 value 0.844834
iter 70 value 0.815356
iter 80 value 0.787271
iter 90 value 0.729751
iter 100 value 0.704084
final value 0.704084
stopped after 100 iterations
# weights: 43
initial value 183.730021
iter 10 value 21.968873
iter 20 value 3.589648
iter 30 value 1.551477
iter 40 value 0.749356
iter 50 value 0.693612
iter 60 value 0.664825
iter 70 value 0.542300
iter 80 value 0.481853
iter 90 value 0.397583
iter 100 value 0.377768
final value 0.377768
stopped after 100 iterations
# weights: 11
initial value 170.842815
iter 10 value 63.619195
iter 20 value 63.071431
final value 63.070932
converged
# weights: 27
initial value 173.302083
iter 10 value 63.313438
iter 20 value 63.042074
iter 30 value 42.158415
iter 40 value 5.062362
iter 50 value 1.804464
iter 60 value 0.222207
iter 70 value 0.000227
final value 0.000064
converged
# weights: 43
initial value 177.874349
iter 10 value 47.783077
iter 20 value 1.795012
iter 30 value 0.000458
final value 0.000070
converged
# weights: 11
initial value 165.747431
iter 10 value 68.699215
iter 20 value 57.511618
final value 57.510006
converged
# weights: 27
initial value 160.770768
iter 10 value 41.674786
iter 20 value 38.192192
iter 30 value 37.959919
iter 40 value 37.950146
final value 37.949865
converged
# weights: 43
initial value 175.417127
iter 10 value 44.473110
iter 20 value 37.601009
iter 30 value 36.875183
iter 40 value 36.696527
iter 50 value 36.690919
iter 60 value 36.689910
iter 70 value 36.689804
final value 36.689779
converged
# weights: 11
initial value 166.118923
iter 10 value 66.697497
iter 20 value 63.250775
iter 30 value 63.235086
iter 40 value 63.123244
iter 50 value 58.939066
iter 60 value 23.957917
iter 70 value 8.158593
iter 80 value 4.211735
iter 90 value 4.053452
iter 100 value 3.778206
final value 3.778206
stopped after 100 iterations
# weights: 27
initial value 187.479597
iter 10 value 25.381142
iter 20 value 2.419795
iter 30 value 1.680262
iter 40 value 1.112283
iter 50 value 1.020927
iter 60 value 0.947877
iter 70 value 0.898593
iter 80 value 0.756543
iter 90 value 0.692280
iter 100 value 0.680198
final value 0.680198
stopped after 100 iterations
# weights: 43
initial value 164.572072
iter 10 value 38.429822
iter 20 value 5.311920
iter 30 value 1.847453
iter 40 value 1.008719
iter 50 value 0.976074
iter 60 value 0.843951
iter 70 value 0.689551
iter 80 value 0.666048
iter 90 value 0.638527
iter 100 value 0.617332
final value 0.617332
stopped after 100 iterations
# weights: 11
initial value 166.062448
iter 10 value 67.244144
iter 20 value 67.231494
final value 67.231147
converged
# weights: 27
initial value 171.138922
iter 10 value 67.743605
iter 20 value 6.007705
iter 30 value 4.922515
iter 40 value 4.903671
iter 50 value 4.865538
iter 60 value 4.817050
iter 70 value 4.700476
iter 80 value 4.604126
iter 90 value 4.344627
iter 100 value 4.139228
final value 4.139228
stopped after 100 iterations
# weights: 43
initial value 170.239586
iter 10 value 20.338507
iter 20 value 4.883610
iter 30 value 4.770534
iter 40 value 3.849325
iter 50 value 3.236014
iter 60 value 2.513732
final value 2.501956
converged
# weights: 11
initial value 170.656972
iter 10 value 92.508495
iter 20 value 74.141070
iter 30 value 58.696467
final value 58.694449
converged
# weights: 27
initial value 167.292769
iter 10 value 74.512661
iter 20 value 45.527839
iter 30 value 42.790961
iter 40 value 41.483958
iter 50 value 40.820725
iter 60 value 39.706247
iter 70 value 38.508273
iter 80 value 38.495394
final value 38.495391
converged
# weights: 43
initial value 182.614082
iter 10 value 71.279545
iter 20 value 39.094396
iter 30 value 38.550299
iter 40 value 37.582270
iter 50 value 37.434308
iter 60 value 37.332658
iter 70 value 37.285001
iter 80 value 37.274061
iter 90 value 37.266190
iter 100 value 37.264278
final value 37.264278
stopped after 100 iterations
# weights: 11
initial value 183.607917
iter 10 value 71.158427
iter 20 value 22.372480
iter 30 value 6.139822
iter 40 value 5.584674
iter 50 value 5.560906
iter 60 value 5.560090
iter 70 value 5.559513
iter 80 value 5.558675
iter 90 value 5.558611
iter 100 value 5.558599
final value 5.558599
stopped after 100 iterations
# weights: 27
initial value 169.283128
iter 10 value 30.288610
iter 20 value 5.531259
iter 30 value 5.271042
iter 40 value 5.138248
iter 50 value 5.058730
iter 60 value 5.014821
iter 70 value 5.004756
iter 80 value 5.002086
iter 90 value 5.000079
iter 100 value 4.995889
final value 4.995889
stopped after 100 iterations
# weights: 43
initial value 194.928894
iter 10 value 18.600278
iter 20 value 5.758886
iter 30 value 4.939325
iter 40 value 4.759724
iter 50 value 4.623922
iter 60 value 4.426704
iter 70 value 4.340829
iter 80 value 4.129580
iter 90 value 2.121406
iter 100 value 1.390049
final value 1.390049
stopped after 100 iterations
# weights: 11
initial value 177.376597
iter 10 value 101.888985
iter 20 value 65.821727
final value 65.803093
converged
# weights: 27
initial value 163.809733
iter 10 value 67.804295
iter 20 value 65.689535
iter 30 value 61.972318
iter 40 value 8.589683
iter 50 value 6.031698
iter 60 value 5.884401
iter 70 value 5.502327
iter 80 value 5.303363
iter 90 value 5.000916
iter 100 value 4.977911
final value 4.977911
stopped after 100 iterations
# weights: 43
initial value 198.698232
iter 10 value 10.945921
iter 20 value 6.202956
iter 30 value 5.831086
iter 40 value 5.574392
iter 50 value 4.992405
iter 60 value 4.907063
iter 70 value 4.902035
iter 80 value 4.901956
final value 4.901956
converged
# weights: 11
initial value 166.221596
iter 10 value 67.137969
iter 20 value 58.426311
final value 58.426302
converged
# weights: 27
initial value 185.542211
iter 10 value 51.167955
iter 20 value 40.292859
iter 30 value 39.138494
iter 40 value 38.960827
iter 50 value 38.908367
iter 60 value 38.845944
iter 70 value 38.844788
final value 38.844786
converged
# weights: 43
initial value 180.048939
iter 10 value 97.092355
iter 20 value 41.728019
iter 30 value 38.230279
iter 40 value 37.901233
iter 50 value 37.896477
iter 60 value 37.896396
iter 70 value 37.894623
iter 80 value 37.893504
final value 37.893489
converged
# weights: 11
initial value 165.855344
iter 10 value 66.848257
iter 20 value 66.237561
iter 30 value 65.549014
iter 40 value 53.424772
iter 50 value 24.242428
iter 60 value 8.683085
iter 70 value 7.404744
iter 80 value 6.938939
iter 90 value 6.825514
iter 100 value 6.774707
final value 6.774707
stopped after 100 iterations
# weights: 27
initial value 171.156792
iter 10 value 15.802985
iter 20 value 6.488969
iter 30 value 6.311927
iter 40 value 6.216708
iter 50 value 6.184759
iter 60 value 6.158342
iter 70 value 6.122215
iter 80 value 6.062148
iter 90 value 5.957552
iter 100 value 4.887974
final value 4.887974
stopped after 100 iterations
# weights: 43
initial value 208.553436
iter 10 value 15.766381
iter 20 value 6.372476
iter 30 value 5.624564
iter 40 value 4.727604
iter 50 value 3.121881
iter 60 value 2.149755
iter 70 value 1.681098
iter 80 value 1.293432
iter 90 value 1.238529
iter 100 value 1.036509
final value 1.036509
stopped after 100 iterations
# weights: 11
initial value 166.145636
iter 10 value 29.217263
iter 20 value 3.814975
iter 30 value 1.228074
iter 40 value 0.843653
iter 50 value 0.735449
iter 60 value 0.722460
iter 70 value 0.414319
iter 80 value 0.281517
iter 90 value 0.227542
iter 100 value 0.187409
final value 0.187409
stopped after 100 iterations
# weights: 27
initial value 181.366489
iter 10 value 16.931792
iter 20 value 0.054024
final value 0.000062
converged
# weights: 43
initial value 203.661172
iter 10 value 26.590264
iter 20 value 0.622882
iter 30 value 0.001646
final value 0.000082
converged
# weights: 11
initial value 174.868310
iter 10 value 107.840279
iter 20 value 70.702273
iter 30 value 57.804463
final value 57.792364
converged
# weights: 27
initial value 186.293452
iter 10 value 80.718408
iter 20 value 40.415141
iter 30 value 37.727665
iter 40 value 36.978306
iter 50 value 36.805206
iter 60 value 36.640100
iter 70 value 36.621030
final value 36.620993
converged
# weights: 43
initial value 180.733732
iter 10 value 64.883905
iter 20 value 37.704885
iter 30 value 35.896746
iter 40 value 35.776779
iter 50 value 35.675180
iter 60 value 35.492450
iter 70 value 35.404595
iter 80 value 35.393602
iter 90 value 35.390608
iter 100 value 35.390161
final value 35.390161
stopped after 100 iterations
# weights: 11
initial value 182.429700
iter 10 value 138.771667
iter 20 value 70.574298
iter 30 value 70.458377
iter 40 value 70.001795
iter 50 value 69.878683
iter 60 value 66.702610
iter 70 value 22.820378
iter 80 value 4.325474
iter 90 value 3.131099
iter 100 value 2.795724
final value 2.795724
stopped after 100 iterations
# weights: 27
initial value 161.467766
iter 10 value 2.823646
iter 20 value 0.860159
iter 30 value 0.819928
iter 40 value 0.729569
iter 50 value 0.534813
iter 60 value 0.503289
iter 70 value 0.489499
iter 80 value 0.480783
iter 90 value 0.471890
iter 100 value 0.464027
final value 0.464027
stopped after 100 iterations
# weights: 43
initial value 176.008570
iter 10 value 71.052995
iter 20 value 4.134089
iter 30 value 1.693798
iter 40 value 1.322544
iter 50 value 1.015631
iter 60 value 0.837231
iter 70 value 0.735354
iter 80 value 0.615369
iter 90 value 0.601087
iter 100 value 0.559887
final value 0.559887
stopped after 100 iterations
# weights: 11
initial value 166.565886
iter 10 value 28.835500
iter 20 value 9.880311
iter 30 value 9.110581
iter 40 value 9.029299
iter 50 value 9.006531
iter 60 value 8.992208
iter 70 value 8.983731
iter 80 value 8.983253
iter 90 value 8.973819
iter 100 value 8.962300
final value 8.962300
stopped after 100 iterations
# weights: 27
initial value 167.405554
iter 10 value 11.849103
iter 20 value 9.090312
iter 30 value 9.049545
iter 40 value 8.857323
iter 50 value 7.864590
iter 60 value 7.359108
iter 70 value 7.045477
iter 80 value 6.627772
iter 90 value 6.238813
iter 100 value 5.829702
final value 5.829702
stopped after 100 iterations
# weights: 43
initial value 199.778223
iter 10 value 11.220255
iter 20 value 9.266682
iter 30 value 9.040310
iter 40 value 8.758852
iter 50 value 7.908913
iter 60 value 7.314245
iter 70 value 7.076545
iter 80 value 6.401605
iter 90 value 6.163521
iter 100 value 5.868033
final value 5.868033
stopped after 100 iterations
# weights: 11
initial value 171.328175
iter 10 value 87.252818
iter 20 value 61.772078
iter 30 value 61.377307
final value 61.377218
converged
# weights: 27
initial value 167.802197
iter 10 value 86.110168
iter 20 value 42.476382
iter 30 value 41.489735
iter 40 value 40.551465
iter 50 value 40.466785
final value 40.466695
converged
# weights: 43
initial value 174.419193
iter 10 value 51.891798
iter 20 value 40.513470
iter 30 value 39.384762
iter 40 value 39.296102
iter 50 value 39.277550
iter 60 value 39.270744
iter 70 value 39.268400
iter 80 value 39.267531
final value 39.267384
converged
# weights: 11
initial value 170.811818
iter 10 value 45.869026
iter 20 value 12.812689
iter 30 value 9.663342
iter 40 value 9.604864
iter 50 value 9.595403
iter 60 value 9.592212
iter 70 value 9.591624
iter 80 value 9.590002
iter 90 value 9.589948
iter 100 value 9.589875
final value 9.589875
stopped after 100 iterations
# weights: 27
initial value 172.342596
iter 10 value 13.097314
iter 20 value 9.383202
iter 30 value 9.210142
iter 40 value 9.177385
iter 50 value 9.136928
iter 60 value 8.924553
iter 70 value 8.403006
iter 80 value 8.191687
iter 90 value 7.164123
iter 100 value 5.503704
final value 5.503704
stopped after 100 iterations
# weights: 43
initial value 198.925192
iter 10 value 19.909947
iter 20 value 9.335371
iter 30 value 9.265608
iter 40 value 9.211898
iter 50 value 9.191171
iter 60 value 9.089231
iter 70 value 8.767930
iter 80 value 7.878137
iter 90 value 7.657638
iter 100 value 7.264857
final value 7.264857
stopped after 100 iterations
# weights: 11
initial value 189.342294
iter 10 value 114.782274
iter 20 value 69.310246
final value 69.294485
converged
# weights: 27
initial value 169.250777
iter 10 value 69.694398
iter 20 value 69.299577
iter 30 value 69.294722
final value 69.294717
converged
# weights: 43
initial value 217.098307
iter 10 value 11.803246
iter 20 value 3.611385
iter 30 value 1.684206
iter 40 value 0.013759
iter 50 value 0.001465
iter 60 value 0.000244
final value 0.000072
converged
# weights: 11
initial value 168.608162
iter 10 value 103.536278
iter 20 value 65.368362
iter 30 value 59.960057
final value 59.942665
converged
# weights: 27
initial value 161.985407
iter 10 value 52.468293
iter 20 value 42.903601
iter 30 value 42.054710
iter 40 value 41.922086
iter 50 value 41.683058
iter 60 value 40.980119
iter 70 value 40.452848
iter 80 value 40.399286
final value 40.399271
converged
# weights: 43
initial value 180.044259
iter 10 value 70.552407
iter 20 value 41.755074
iter 30 value 40.054088
iter 40 value 39.289352
iter 50 value 39.172674
iter 60 value 39.151871
iter 70 value 39.149968
iter 80 value 39.149952
final value 39.149947
converged
# weights: 11
initial value 177.586481
iter 10 value 42.828098
iter 20 value 7.446495
iter 30 value 6.354579
iter 40 value 5.774137
iter 50 value 5.394298
iter 60 value 5.318756
iter 70 value 5.264349
iter 80 value 5.234634
iter 90 value 5.222030
iter 100 value 5.189733
final value 5.189733
stopped after 100 iterations
# weights: 27
initial value 167.749853
iter 10 value 35.873319
iter 20 value 5.394175
iter 30 value 3.750537
iter 40 value 3.226406
iter 50 value 3.132679
iter 60 value 2.967805
iter 70 value 2.853408
iter 80 value 1.828788
iter 90 value 1.690180
iter 100 value 1.405474
final value 1.405474
stopped after 100 iterations
# weights: 43
initial value 184.517984
iter 10 value 45.970619
iter 20 value 4.492463
iter 30 value 3.429528
iter 40 value 3.365246
iter 50 value 3.333392
iter 60 value 3.281690
iter 70 value 3.220901
iter 80 value 3.174111
iter 90 value 3.123173
iter 100 value 2.935630
final value 2.935630
stopped after 100 iterations
# weights: 11
initial value 176.109270
iter 10 value 53.055283
iter 20 value 14.197661
iter 30 value 6.597013
iter 40 value 4.730422
iter 50 value 2.839187
iter 60 value 2.427868
iter 70 value 2.335558
iter 80 value 2.225845
iter 90 value 2.026045
iter 100 value 1.979376
final value 1.979376
stopped after 100 iterations
# weights: 27
initial value 198.207730
iter 10 value 20.943662
iter 20 value 4.726217
iter 30 value 1.583387
iter 40 value 0.000902
final value 0.000062
converged
# weights: 43
initial value 169.773366
iter 10 value 31.859994
iter 20 value 0.569444
iter 30 value 0.000582
final value 0.000095
converged
# weights: 11
initial value 166.645836
iter 10 value 93.242519
iter 20 value 60.400768
iter 30 value 60.301442
final value 60.301420
converged
# weights: 27
initial value 170.020420
iter 10 value 78.611059
iter 20 value 44.550930
iter 30 value 43.072437
iter 40 value 41.073436
iter 50 value 40.927892
final value 40.927411
converged
# weights: 43
initial value 162.189059
iter 10 value 68.221459
iter 20 value 41.611175
iter 30 value 39.963281
iter 40 value 39.680706
iter 50 value 39.671999
iter 60 value 39.669167
iter 70 value 39.667591
final value 39.667270
converged
# weights: 11
initial value 170.821159
iter 10 value 67.902606
iter 20 value 67.780030
iter 30 value 67.761409
iter 40 value 67.743507
iter 50 value 67.669704
iter 60 value 32.472942
iter 70 value 7.541239
iter 80 value 3.978311
iter 90 value 3.910929
iter 100 value 3.857660
final value 3.857660
stopped after 100 iterations
# weights: 27
initial value 171.121511
iter 10 value 64.878179
iter 20 value 39.824122
iter 30 value 10.888144
iter 40 value 5.948034
iter 50 value 5.203224
iter 60 value 4.940571
iter 70 value 4.064553
iter 80 value 3.999980
iter 90 value 3.975341
iter 100 value 3.896268
final value 3.896268
stopped after 100 iterations
# weights: 43
initial value 184.831457
iter 10 value 22.919730
iter 20 value 1.187257
iter 30 value 0.992427
iter 40 value 0.854922
iter 50 value 0.607006
iter 60 value 0.566022
iter 70 value 0.537995
iter 80 value 0.512571
iter 90 value 0.500829
iter 100 value 0.470651
final value 0.470651
stopped after 100 iterations
# weights: 11
initial value 165.991773
iter 10 value 51.365120
iter 20 value 1.593936
iter 30 value 0.361975
iter 40 value 0.150082
iter 50 value 0.125691
iter 60 value 0.106187
iter 70 value 0.073513
iter 80 value 0.070142
iter 90 value 0.065044
iter 100 value 0.058601
final value 0.058601
stopped after 100 iterations
# weights: 27
initial value 168.454418
iter 10 value 51.292083
iter 20 value 0.182414
iter 30 value 0.000117
iter 30 value 0.000059
iter 30 value 0.000058
final value 0.000058
converged
# weights: 43
initial value 167.932864
iter 10 value 24.807414
iter 20 value 0.324580
iter 30 value 0.000233
final value 0.000075
converged
# weights: 11
initial value 166.861287
iter 10 value 62.983643
iter 20 value 59.028484
final value 59.028468
converged
# weights: 27
initial value 167.546484
iter 10 value 67.476138
iter 20 value 39.895433
iter 30 value 38.730300
iter 40 value 38.719856
final value 38.719734
converged
# weights: 43
initial value 175.048747
iter 10 value 54.891662
iter 20 value 38.172427
iter 30 value 37.532610
iter 40 value 37.378435
iter 50 value 37.368921
iter 60 value 37.368588
iter 70 value 37.368386
iter 80 value 37.368372
final value 37.368361
converged
# weights: 11
initial value 176.065973
iter 10 value 73.325464
iter 20 value 71.741041
iter 30 value 71.681782
iter 40 value 71.644952
iter 50 value 70.605741
iter 60 value 15.528406
iter 70 value 1.875206
iter 80 value 1.288893
iter 90 value 1.219211
iter 100 value 1.209421
final value 1.209421
stopped after 100 iterations
# weights: 27
initial value 165.020254
iter 10 value 6.453493
iter 20 value 0.437146
iter 30 value 0.376193
iter 40 value 0.311982
iter 50 value 0.272021
iter 60 value 0.262471
iter 70 value 0.246087
iter 80 value 0.242520
iter 90 value 0.228953
iter 100 value 0.224304
final value 0.224304
stopped after 100 iterations
# weights: 43
initial value 178.998644
iter 10 value 6.924016
iter 20 value 0.822731
iter 30 value 0.639927
iter 40 value 0.440109
iter 50 value 0.390653
iter 60 value 0.316706
iter 70 value 0.297128
iter 80 value 0.289403
iter 90 value 0.282910
iter 100 value 0.274633
final value 0.274633
stopped after 100 iterations
# weights: 11
initial value 167.300662
iter 10 value 70.562606
iter 20 value 66.359761
iter 30 value 66.354747
iter 40 value 66.315284
iter 50 value 66.279788
iter 60 value 66.059743
iter 70 value 62.287300
iter 80 value 49.867481
iter 90 value 38.127345
iter 100 value 29.907556
final value 29.907556
stopped after 100 iterations
# weights: 27
initial value 170.340270
iter 10 value 40.551028
iter 20 value 10.731686
iter 30 value 7.983387
iter 40 value 7.906496
iter 50 value 7.884721
iter 60 value 7.870253
iter 70 value 7.861248
iter 80 value 7.858748
iter 90 value 7.855980
iter 100 value 7.855795
final value 7.855795
stopped after 100 iterations
# weights: 43
initial value 168.898405
iter 10 value 11.087763
iter 20 value 7.907453
iter 30 value 7.871625
iter 40 value 7.860707
iter 50 value 7.858341
iter 60 value 7.857387
iter 70 value 7.856219
iter 80 value 7.855057
iter 90 value 7.853655
iter 100 value 7.853314
final value 7.853314
stopped after 100 iterations
# weights: 11
initial value 167.488232
iter 10 value 83.052141
iter 20 value 61.958497
iter 30 value 61.235261
final value 61.234544
converged
# weights: 27
initial value 181.400922
iter 10 value 74.700049
iter 20 value 44.793964
iter 30 value 43.303089
iter 40 value 43.055943
final value 43.051578
converged
# weights: 43
initial value 178.739337
iter 10 value 77.979446
iter 20 value 44.030553
iter 30 value 43.472710
iter 40 value 43.320998
iter 50 value 43.250602
iter 60 value 43.159533
iter 70 value 43.070635
iter 80 value 43.037125
iter 90 value 43.028946
iter 100 value 43.014114
final value 43.014114
stopped after 100 iterations
# weights: 11
initial value 163.584114
iter 10 value 66.915660
iter 20 value 66.561405
iter 30 value 66.514041
iter 40 value 66.451813
iter 50 value 62.273669
iter 60 value 16.316655
iter 70 value 8.836860
iter 80 value 8.810494
iter 90 value 8.796685
iter 100 value 8.780716
final value 8.780716
stopped after 100 iterations
# weights: 27
initial value 165.928393
iter 10 value 10.305879
iter 20 value 8.441694
iter 30 value 8.028010
iter 40 value 6.887464
iter 50 value 6.727811
iter 60 value 6.130086
iter 70 value 3.030208
iter 80 value 1.030426
iter 90 value 0.903618
iter 100 value 0.883777
final value 0.883777
stopped after 100 iterations
# weights: 43
initial value 190.408558
iter 10 value 17.866000
iter 20 value 8.309634
iter 30 value 8.096605
iter 40 value 7.687700
iter 50 value 6.323314
iter 60 value 2.109635
iter 70 value 1.503617
iter 80 value 1.178133
iter 90 value 1.024526
iter 100 value 0.985592
final value 0.985592
stopped after 100 iterations
# weights: 11
initial value 187.652620
iter 10 value 60.151436
iter 20 value 58.695489
iter 30 value 53.308929
iter 40 value 52.428892
iter 50 value 51.033526
iter 60 value 48.344531
iter 70 value 35.110736
iter 80 value 21.596127
iter 90 value 2.526746
iter 100 value 0.691150
final value 0.691150
stopped after 100 iterations
# weights: 27
initial value 180.759051
iter 10 value 19.031042
iter 20 value 0.032385
final value 0.000076
converged
# weights: 43
initial value 214.842750
iter 10 value 19.666501
iter 20 value 0.016901
final value 0.000089
converged
# weights: 11
initial value 162.821238
iter 10 value 87.990319
iter 20 value 62.891036
iter 30 value 55.034647
final value 55.030366
converged
# weights: 27
initial value 180.391929
iter 10 value 83.888231
iter 20 value 39.399747
iter 30 value 36.055445
iter 40 value 35.840872
iter 50 value 35.710312
iter 60 value 35.605785
iter 70 value 35.601090
final value 35.601085
converged
# weights: 43
initial value 230.782539
iter 10 value 53.642534
iter 20 value 33.306789
iter 30 value 32.725813
iter 40 value 32.691964
iter 50 value 32.686744
iter 60 value 32.686350
iter 70 value 32.685936
iter 80 value 32.685278
final value 32.685048
converged
# weights: 11
initial value 182.073479
iter 10 value 81.273237
iter 20 value 61.306884
iter 30 value 59.860119
iter 40 value 59.794107
iter 50 value 59.674390
iter 60 value 59.653748
iter 70 value 59.638495
iter 80 value 59.618804
iter 90 value 59.604231
iter 100 value 51.768093
final value 51.768093
stopped after 100 iterations
# weights: 27
initial value 184.115917
iter 10 value 59.784240
iter 20 value 38.707491
iter 30 value 1.025346
iter 40 value 0.483031
iter 50 value 0.461926
iter 60 value 0.440489
iter 70 value 0.367348
iter 80 value 0.324412
iter 90 value 0.269270
iter 100 value 0.255511
final value 0.255511
stopped after 100 iterations
# weights: 43
initial value 172.959444
iter 10 value 22.640006
iter 20 value 0.538235
iter 30 value 0.457912
iter 40 value 0.412098
iter 50 value 0.377609
iter 60 value 0.316701
iter 70 value 0.300597
iter 80 value 0.289279
iter 90 value 0.273384
iter 100 value 0.253345
final value 0.253345
stopped after 100 iterations
# weights: 11
initial value 172.361929
iter 10 value 17.251560
iter 20 value 3.423152
iter 30 value 2.025741
iter 40 value 1.757434
iter 50 value 1.540415
iter 60 value 1.257727
iter 70 value 1.080797
iter 80 value 0.958849
iter 90 value 0.859431
iter 100 value 0.818831
final value 0.818831
stopped after 100 iterations
# weights: 27
initial value 164.710799
iter 10 value 39.421370
iter 20 value 1.328849
iter 30 value 0.000377
final value 0.000087
converged
# weights: 43
initial value 179.286451
iter 10 value 25.194524
iter 20 value 0.141208
iter 30 value 0.001106
iter 40 value 0.000452
final value 0.000064
converged
# weights: 11
initial value 188.605687
iter 10 value 72.200475
iter 20 value 56.960396
iter 30 value 56.794309
final value 56.794243
converged
# weights: 27
initial value 187.139286
iter 10 value 60.986046
iter 20 value 42.838778
iter 30 value 37.672178
iter 40 value 36.833382
iter 50 value 36.789977
iter 60 value 36.783215
iter 70 value 36.782506
iter 70 value 36.782505
iter 70 value 36.782505
final value 36.782505
converged
# weights: 43
initial value 174.455736
iter 10 value 50.558470
iter 20 value 37.518645
iter 30 value 36.474041
iter 40 value 36.354440
iter 50 value 36.314698
iter 60 value 36.291536
iter 70 value 36.284745
iter 80 value 36.284518
final value 36.284318
converged
# weights: 11
initial value 171.405283
iter 10 value 25.915620
iter 20 value 4.567167
iter 30 value 2.928484
iter 40 value 2.475880
iter 50 value 2.429107
iter 60 value 2.400589
iter 70 value 2.385633
iter 80 value 2.364427
iter 90 value 2.360752
iter 100 value 2.359938
final value 2.359938
stopped after 100 iterations
# weights: 27
initial value 210.371316
iter 10 value 61.187567
iter 20 value 8.850085
iter 30 value 1.724598
iter 40 value 0.982278
iter 50 value 0.778943
iter 60 value 0.655389
iter 70 value 0.612364
iter 80 value 0.563800
iter 90 value 0.526654
iter 100 value 0.448950
final value 0.448950
stopped after 100 iterations
# weights: 43
initial value 177.506696
iter 10 value 33.286205
iter 20 value 1.557007
iter 30 value 0.781296
iter 40 value 0.718151
iter 50 value 0.499273
iter 60 value 0.453842
iter 70 value 0.445004
iter 80 value 0.431109
iter 90 value 0.425986
iter 100 value 0.419328
final value 0.419328
stopped after 100 iterations
# weights: 11
initial value 190.171446
iter 10 value 120.755464
iter 20 value 24.854423
iter 30 value 4.453764
iter 40 value 0.507778
iter 50 value 0.366890
iter 60 value 0.304312
iter 70 value 0.300434
iter 80 value 0.243847
iter 90 value 0.079645
iter 100 value 0.078758
final value 0.078758
stopped after 100 iterations
# weights: 27
initial value 172.488675
iter 10 value 4.455161
iter 20 value 0.046194
final value 0.000090
converged
# weights: 43
initial value 198.073278
iter 10 value 15.662882
iter 20 value 0.248914
iter 30 value 0.000127
iter 30 value 0.000061
iter 30 value 0.000060
final value 0.000060
converged
# weights: 11
initial value 178.690922
iter 10 value 89.484640
iter 20 value 60.276689
iter 30 value 58.943123
final value 58.942378
converged
# weights: 27
initial value 168.007527
iter 10 value 52.101569
iter 20 value 41.062421
iter 30 value 38.666413
iter 40 value 38.512604
iter 50 value 38.444423
iter 60 value 38.434122
iter 70 value 38.433941
final value 38.433939
converged
# weights: 43
initial value 170.990764
iter 10 value 47.573522
iter 20 value 38.732197
iter 30 value 37.726958
iter 40 value 37.517847
iter 50 value 37.393601
iter 60 value 37.323431
iter 70 value 37.301801
iter 80 value 37.278947
iter 90 value 37.278340
iter 100 value 37.277824
final value 37.277824
stopped after 100 iterations
# weights: 11
initial value 170.756643
iter 10 value 50.654976
iter 20 value 7.631582
iter 30 value 4.828801
iter 40 value 2.663329
iter 50 value 2.511560
iter 60 value 2.434995
iter 70 value 2.396827
iter 80 value 2.361474
iter 90 value 2.351064
iter 100 value 2.350273
final value 2.350273
stopped after 100 iterations
# weights: 27
initial value 169.816474
iter 10 value 25.522223
iter 20 value 1.403863
iter 30 value 1.313722
iter 40 value 1.188286
iter 50 value 0.967861
iter 60 value 0.557168
iter 70 value 0.527796
iter 80 value 0.490513
iter 90 value 0.469197
iter 100 value 0.391838
final value 0.391838
stopped after 100 iterations
# weights: 43
initial value 177.658765
iter 10 value 16.120304
iter 20 value 1.003100
iter 30 value 0.923191
iter 40 value 0.709805
iter 50 value 0.559727
iter 60 value 0.478209
iter 70 value 0.435469
iter 80 value 0.411892
iter 90 value 0.409557
iter 100 value 0.393002
final value 0.393002
stopped after 100 iterations
# weights: 11
initial value 183.947104
iter 10 value 58.383321
iter 20 value 3.495148
iter 30 value 0.063721
iter 40 value 0.047422
iter 50 value 0.019564
iter 60 value 0.016871
iter 70 value 0.015798
iter 80 value 0.015472
iter 90 value 0.015125
iter 100 value 0.008998
final value 0.008998
stopped after 100 iterations
# weights: 27
initial value 185.968574
iter 10 value 40.638710
iter 20 value 0.072532
final value 0.000064
converged
# weights: 43
initial value 167.914384
iter 10 value 14.527043
iter 20 value 0.013095
iter 30 value 0.000136
iter 30 value 0.000068
iter 30 value 0.000068
final value 0.000068
converged
# weights: 11
initial value 164.457443
iter 10 value 77.144755
iter 20 value 59.501584
iter 30 value 59.493791
final value 59.493782
converged
# weights: 27
initial value 166.605113
iter 10 value 68.887834
iter 20 value 43.597806
iter 30 value 39.857290
iter 40 value 39.607112
iter 50 value 39.588274
iter 60 value 39.586435
iter 70 value 39.585616
final value 39.585616
converged
# weights: 43
initial value 187.242537
iter 10 value 74.328267
iter 20 value 42.349393
iter 30 value 40.970505
iter 40 value 40.009976
iter 50 value 39.734851
iter 60 value 39.194712
iter 70 value 38.436083
iter 80 value 38.371649
iter 90 value 38.332831
iter 100 value 38.312732
final value 38.312732
stopped after 100 iterations
# weights: 11
initial value 185.420237
iter 10 value 33.518464
iter 20 value 7.244131
iter 30 value 2.984771
iter 40 value 2.167652
iter 50 value 2.106870
iter 60 value 2.058149
iter 70 value 2.003990
iter 80 value 2.003842
iter 90 value 2.003654
final value 2.003547
converged
# weights: 27
initial value 165.771446
iter 10 value 13.280315
iter 20 value 3.281324
iter 30 value 2.577613
iter 40 value 2.001915
iter 50 value 1.610664
iter 60 value 1.122893
iter 70 value 0.932795
iter 80 value 0.768128
iter 90 value 0.649694
iter 100 value 0.540093
final value 0.540093
stopped after 100 iterations
# weights: 43
initial value 267.240923
iter 10 value 24.976851
iter 20 value 0.770242
iter 30 value 0.738324
iter 40 value 0.686280
iter 50 value 0.594351
iter 60 value 0.576629
iter 70 value 0.548718
iter 80 value 0.527971
iter 90 value 0.501287
iter 100 value 0.446157
final value 0.446157
stopped after 100 iterations
# weights: 11
initial value 164.193228
iter 10 value 69.475326
iter 20 value 68.729656
final value 68.727624
converged
# weights: 27
initial value 175.014977
iter 10 value 22.871826
iter 20 value 0.020640
final value 0.000071
converged
# weights: 43
initial value 171.993946
iter 10 value 8.562135
iter 20 value 0.015351
iter 30 value 0.000339
final value 0.000062
converged
# weights: 11
initial value 173.023025
iter 10 value 63.962070
iter 20 value 54.915722
final value 54.915425
converged
# weights: 27
initial value 180.896064
iter 10 value 52.142307
iter 20 value 36.864206
iter 30 value 36.567998
iter 40 value 36.139290
iter 50 value 36.062024
iter 60 value 36.043169
iter 70 value 36.034974
final value 36.034917
converged
# weights: 43
initial value 179.058722
iter 10 value 64.557902
iter 20 value 36.619041
iter 30 value 35.209328
iter 40 value 34.935533
iter 50 value 34.881318
iter 60 value 34.852743
iter 70 value 34.833531
iter 80 value 34.806644
iter 90 value 34.804146
iter 100 value 34.801247
final value 34.801247
stopped after 100 iterations
# weights: 11
initial value 173.021159
iter 10 value 38.055631
iter 20 value 8.268706
iter 30 value 2.056875
iter 40 value 1.004589
iter 50 value 0.968455
iter 60 value 0.944806
iter 70 value 0.926275
iter 80 value 0.919149
iter 90 value 0.917704
iter 100 value 0.917059
final value 0.917059
stopped after 100 iterations
# weights: 27
initial value 171.391699
iter 10 value 22.487736
iter 20 value 0.374304
iter 30 value 0.300406
iter 40 value 0.279653
iter 50 value 0.250900
iter 60 value 0.215488
iter 70 value 0.203259
iter 80 value 0.195469
iter 90 value 0.192832
iter 100 value 0.189699
final value 0.189699
stopped after 100 iterations
# weights: 43
initial value 184.893867
iter 10 value 4.796140
iter 20 value 0.387317
iter 30 value 0.332704
iter 40 value 0.285429
iter 50 value 0.255239
iter 60 value 0.238819
iter 70 value 0.218883
iter 80 value 0.214755
iter 90 value 0.201441
iter 100 value 0.194590
final value 0.194590
stopped after 100 iterations
# weights: 11
initial value 173.421434
iter 10 value 34.021685
iter 20 value 11.609080
iter 30 value 9.850015
iter 40 value 4.215645
iter 50 value 2.699059
iter 60 value 2.139682
iter 70 value 1.602039
iter 80 value 0.659644
iter 90 value 0.450927
iter 100 value 0.319325
final value 0.319325
stopped after 100 iterations
# weights: 27
initial value 170.216752
iter 10 value 49.826112
iter 20 value 32.834444
iter 30 value 29.135066
iter 40 value 27.403444
iter 50 value 27.391811
final value 27.391808
converged
# weights: 43
initial value 194.080391
iter 10 value 14.460455
iter 20 value 0.282903
iter 30 value 0.003532
final value 0.000083
converged
# weights: 11
initial value 182.641526
iter 10 value 87.951679
iter 20 value 69.670174
iter 30 value 59.357567
final value 59.356650
converged
# weights: 27
initial value 165.830200
iter 10 value 63.120964
iter 20 value 41.594798
iter 30 value 39.187936
iter 40 value 38.927197
iter 50 value 38.891262
final value 38.889649
converged
# weights: 43
initial value 173.046976
iter 10 value 47.504410
iter 20 value 40.565634
iter 30 value 39.265428
iter 40 value 38.570126
iter 50 value 38.440906
iter 60 value 38.376683
iter 70 value 38.349043
iter 80 value 38.342165
iter 90 value 38.340197
iter 100 value 38.338999
final value 38.338999
stopped after 100 iterations
# weights: 11
initial value 205.280728
iter 10 value 70.931573
iter 20 value 70.775432
iter 30 value 70.768811
iter 40 value 70.762399
iter 50 value 69.562925
iter 60 value 38.240136
iter 70 value 11.966118
iter 80 value 4.919919
iter 90 value 4.095092
iter 100 value 2.837109
final value 2.837109
stopped after 100 iterations
# weights: 27
initial value 171.713981
iter 10 value 54.589439
iter 20 value 1.039407
iter 30 value 0.830033
iter 40 value 0.751860
iter 50 value 0.626270
iter 60 value 0.529141
iter 70 value 0.507608
iter 80 value 0.463120
iter 90 value 0.436230
iter 100 value 0.419409
final value 0.419409
stopped after 100 iterations
# weights: 43
initial value 189.012103
iter 10 value 15.187591
iter 20 value 1.826608
iter 30 value 1.277378
iter 40 value 1.004623
iter 50 value 0.863270
iter 60 value 0.819274
iter 70 value 0.772323
iter 80 value 0.736814
iter 90 value 0.698486
iter 100 value 0.621376
final value 0.621376
stopped after 100 iterations
# weights: 11
initial value 167.983981
iter 10 value 82.158509
iter 20 value 69.775909
final value 69.765772
converged
# weights: 27
initial value 186.206338
iter 10 value 48.718727
iter 20 value 5.689997
iter 30 value 1.770922
iter 40 value 0.011425
final value 0.000071
converged
# weights: 43
initial value 185.355083
iter 10 value 7.631542
iter 20 value 1.588380
final value 0.000059
converged
# weights: 11
initial value 165.413368
iter 10 value 63.235967
iter 20 value 61.099314
iter 20 value 61.099314
iter 20 value 61.099314
final value 61.099314
converged
# weights: 27
initial value 200.184621
iter 10 value 66.426159
iter 20 value 44.214804
iter 30 value 42.557323
iter 40 value 42.063450
iter 50 value 42.027638
iter 60 value 42.027033
iter 70 value 42.026851
iter 70 value 42.026851
iter 70 value 42.026851
final value 42.026851
converged
# weights: 43
initial value 179.097473
iter 10 value 52.634072
iter 20 value 40.339492
iter 30 value 39.109446
iter 40 value 38.907011
iter 50 value 38.891832
iter 60 value 38.873055
iter 70 value 38.860954
iter 80 value 38.857970
final value 38.857698
converged
# weights: 11
initial value 167.509366
iter 10 value 60.865804
iter 20 value 17.446929
iter 30 value 7.623782
iter 40 value 5.402424
iter 50 value 5.151664
iter 60 value 4.981340
iter 70 value 4.818636
iter 80 value 4.644031
iter 90 value 4.626743
iter 100 value 4.623801
final value 4.623801
stopped after 100 iterations
# weights: 27
initial value 169.195693
iter 10 value 8.024045
iter 20 value 1.780085
iter 30 value 1.400415
iter 40 value 1.351205
iter 50 value 1.264162
iter 60 value 1.210136
iter 70 value 1.186688
iter 80 value 1.135815
iter 90 value 1.088869
iter 100 value 1.062174
final value 1.062174
stopped after 100 iterations
# weights: 43
initial value 195.913258
iter 10 value 9.176522
iter 20 value 2.565635
iter 30 value 1.550166
iter 40 value 1.441719
iter 50 value 1.371257
iter 60 value 1.271494
iter 70 value 1.229121
iter 80 value 1.206950
iter 90 value 1.191594
iter 100 value 1.120070
final value 1.120070
stopped after 100 iterations
# weights: 11
initial value 163.184592
iter 10 value 43.633316
iter 20 value 1.915952
iter 30 value 0.339378
iter 40 value 0.117879
iter 50 value 0.097430
iter 60 value 0.091199
iter 70 value 0.068999
iter 80 value 0.064984
iter 90 value 0.052850
iter 100 value 0.044869
final value 0.044869
stopped after 100 iterations
# weights: 27
initial value 171.996905
iter 10 value 60.763942
iter 20 value 3.934247
iter 30 value 0.013411
iter 40 value 0.001183
final value 0.000076
converged
# weights: 43
initial value 175.893460
iter 10 value 22.036642
iter 20 value 0.092833
iter 30 value 0.000297
final value 0.000074
converged
# weights: 11
initial value 166.344380
iter 10 value 75.839477
iter 20 value 58.484446
final value 57.193250
converged
# weights: 27
initial value 165.302349
iter 10 value 55.517068
iter 20 value 43.991140
iter 30 value 38.500373
iter 40 value 37.552338
iter 50 value 37.051284
iter 60 value 36.909382
iter 70 value 36.905221
final value 36.905221
converged
# weights: 43
initial value 161.987177
iter 10 value 51.590427
iter 20 value 38.740298
iter 30 value 36.212395
iter 40 value 35.900586
iter 50 value 35.761437
iter 60 value 35.752861
iter 70 value 35.749180
iter 80 value 35.748779
final value 35.748732
converged
# weights: 11
initial value 179.247993
iter 10 value 60.688814
iter 20 value 60.037578
iter 30 value 43.459407
iter 40 value 4.931246
iter 50 value 2.248846
iter 60 value 1.658829
iter 70 value 1.292793
iter 80 value 1.200901
iter 90 value 1.183618
iter 100 value 1.183214
final value 1.183214
stopped after 100 iterations
# weights: 27
initial value 187.481719
iter 10 value 4.420310
iter 20 value 0.591721
iter 30 value 0.478076
iter 40 value 0.361408
iter 50 value 0.307760
iter 60 value 0.280026
iter 70 value 0.269102
iter 80 value 0.237059
iter 90 value 0.226607
iter 100 value 0.213454
final value 0.213454
stopped after 100 iterations
# weights: 43
initial value 193.394004
iter 10 value 57.918600
iter 20 value 12.086580
iter 30 value 3.125000
iter 40 value 2.762071
iter 50 value 1.482410
iter 60 value 0.915483
iter 70 value 0.673184
iter 80 value 0.501945
iter 90 value 0.355269
iter 100 value 0.298482
final value 0.298482
stopped after 100 iterations
# weights: 11
initial value 180.680121
iter 10 value 46.327216
iter 20 value 10.079460
iter 30 value 8.327168
iter 40 value 7.979753
iter 50 value 7.923936
iter 60 value 7.855409
iter 70 value 7.747777
iter 80 value 7.731998
iter 90 value 7.692244
iter 100 value 7.688312
final value 7.688312
stopped after 100 iterations
# weights: 27
initial value 175.210863
iter 10 value 12.084077
iter 20 value 8.335617
iter 30 value 8.167652
iter 40 value 7.682453
iter 50 value 6.535808
iter 60 value 4.336869
iter 70 value 4.154004
iter 80 value 3.972272
iter 90 value 3.269395
iter 100 value 3.021921
final value 3.021921
stopped after 100 iterations
# weights: 43
initial value 166.484769
iter 10 value 28.764316
iter 20 value 8.021733
iter 30 value 7.813536
iter 40 value 7.466409
iter 50 value 7.035876
iter 60 value 5.139077
iter 70 value 5.071674
iter 80 value 5.069029
final value 5.069015
converged
# weights: 11
initial value 174.559262
iter 10 value 148.927635
iter 20 value 82.869913
iter 30 value 62.621242
iter 40 value 62.296777
final value 62.296751
converged
# weights: 27
initial value 175.501047
iter 10 value 57.769610
iter 20 value 44.880164
iter 30 value 42.074553
iter 40 value 41.553817
iter 50 value 41.438417
iter 60 value 41.393681
iter 70 value 41.373716
final value 41.373665
converged
# weights: 43
initial value 170.396492
iter 10 value 88.928387
iter 20 value 47.904142
iter 30 value 42.848013
iter 40 value 41.062731
iter 50 value 40.412950
iter 60 value 40.259420
iter 70 value 40.194191
iter 80 value 40.187317
iter 90 value 40.163716
iter 100 value 40.146208
final value 40.146208
stopped after 100 iterations
# weights: 11
initial value 166.112575
iter 10 value 20.797077
iter 20 value 9.050717
iter 30 value 8.508211
iter 40 value 8.444586
iter 50 value 8.436822
iter 60 value 8.434922
iter 70 value 8.434127
iter 80 value 8.432253
iter 90 value 8.432232
final value 8.432231
converged
# weights: 27
initial value 184.396390
iter 10 value 73.170151
iter 20 value 73.134235
iter 30 value 10.433601
iter 40 value 7.974492
iter 50 value 7.445146
iter 60 value 6.834051
iter 70 value 6.062989
iter 80 value 5.589166
iter 90 value 5.509396
iter 100 value 5.188575
final value 5.188575
stopped after 100 iterations
# weights: 43
initial value 162.766073
iter 10 value 10.274598
iter 20 value 8.154809
iter 30 value 8.011128
iter 40 value 7.891902
iter 50 value 7.618323
iter 60 value 7.046158
iter 70 value 6.655232
iter 80 value 5.986223
iter 90 value 2.635293
iter 100 value 1.794729
final value 1.794729
stopped after 100 iterations
# weights: 11
initial value 173.622918
iter 10 value 81.723891
iter 20 value 20.774253
iter 30 value 0.764523
iter 40 value 0.488829
iter 50 value 0.259150
iter 60 value 0.207886
iter 70 value 0.163847
iter 80 value 0.156479
iter 90 value 0.137344
iter 100 value 0.112679
final value 0.112679
stopped after 100 iterations
# weights: 27
initial value 175.862418
iter 10 value 12.374874
iter 20 value 0.032050
iter 30 value 0.000173
iter 30 value 0.000098
iter 30 value 0.000098
final value 0.000098
converged
# weights: 43
initial value 187.139441
iter 10 value 19.773629
iter 20 value 0.032458
final value 0.000085
converged
# weights: 11
initial value 170.061128
iter 10 value 78.943041
iter 20 value 56.437219
iter 30 value 55.892272
final value 55.891923
converged
# weights: 27
initial value 167.832208
iter 10 value 68.279781
iter 20 value 37.338376
iter 30 value 35.916266
iter 40 value 35.782695
iter 50 value 35.315385
iter 60 value 34.530076
iter 70 value 34.455437
final value 34.452918
converged
# weights: 43
initial value 167.116553
iter 10 value 69.435115
iter 20 value 37.652525
iter 30 value 33.998286
iter 40 value 33.648638
iter 50 value 33.343474
iter 60 value 33.246453
iter 70 value 33.229408
iter 80 value 33.228904
iter 90 value 33.226853
iter 100 value 33.225781
final value 33.225781
stopped after 100 iterations
# weights: 11
initial value 171.369625
iter 10 value 46.078180
iter 20 value 14.500275
iter 30 value 3.598483
iter 40 value 1.571154
iter 50 value 1.124678
iter 60 value 1.083464
iter 70 value 1.075784
iter 80 value 1.074319
iter 90 value 1.066669
iter 100 value 1.064465
final value 1.064465
stopped after 100 iterations
# weights: 27
initial value 190.294034
iter 10 value 16.320382
iter 20 value 0.895280
iter 30 value 0.405546
iter 40 value 0.264509
iter 50 value 0.237819
iter 60 value 0.231691
iter 70 value 0.216746
iter 80 value 0.192058
iter 90 value 0.181843
iter 100 value 0.179654
final value 0.179654
stopped after 100 iterations
# weights: 43
initial value 174.629270
iter 10 value 14.716243
iter 20 value 0.476164
iter 30 value 0.400811
iter 40 value 0.354119
iter 50 value 0.308480
iter 60 value 0.282099
iter 70 value 0.255813
iter 80 value 0.241522
iter 90 value 0.229518
iter 100 value 0.211797
final value 0.211797
stopped after 100 iterations
# weights: 11
initial value 193.061067
iter 10 value 156.752733
iter 20 value 37.692748
iter 30 value 11.939326
iter 40 value 8.935435
iter 50 value 8.001904
iter 60 value 7.825058
iter 70 value 7.779381
iter 80 value 7.774404
iter 90 value 7.770678
iter 100 value 7.735249
final value 7.735249
stopped after 100 iterations
# weights: 27
initial value 170.106245
iter 10 value 36.122150
iter 20 value 8.733209
iter 30 value 8.045071
iter 40 value 7.116066
iter 50 value 5.622205
iter 60 value 5.405502
iter 70 value 5.265659
iter 80 value 5.074268
iter 90 value 4.993188
iter 100 value 4.979532
final value 4.979532
stopped after 100 iterations
# weights: 43
initial value 161.020514
iter 10 value 23.174822
iter 20 value 7.835014
iter 30 value 7.335993
iter 40 value 6.852909
iter 50 value 5.827162
iter 60 value 5.204152
iter 70 value 5.000800
iter 80 value 4.940515
iter 90 value 4.882960
iter 100 value 4.864858
final value 4.864858
stopped after 100 iterations
# weights: 11
initial value 167.890806
iter 10 value 80.389106
iter 20 value 61.350667
final value 61.329717
converged
# weights: 27
initial value 176.506056
iter 10 value 53.807813
iter 20 value 41.248445
iter 30 value 40.414382
iter 40 value 40.347026
final value 40.343765
converged
# weights: 43
initial value 204.265056
iter 10 value 73.015673
iter 20 value 42.382097
iter 30 value 39.958054
iter 40 value 39.503481
iter 50 value 39.333058
iter 60 value 39.308469
iter 70 value 39.308366
iter 80 value 39.307808
iter 90 value 39.307515
iter 100 value 39.307177
final value 39.307177
stopped after 100 iterations
# weights: 11
initial value 174.510007
iter 10 value 68.853300
iter 20 value 68.759513
iter 30 value 68.734219
iter 40 value 68.723582
iter 50 value 62.761561
iter 60 value 18.573878
iter 70 value 9.563621
iter 80 value 8.510867
iter 90 value 8.480445
iter 100 value 8.455056
final value 8.455056
stopped after 100 iterations
# weights: 27
initial value 165.962660
iter 10 value 11.953767
iter 20 value 8.017943
iter 30 value 7.538472
iter 40 value 7.155978
iter 50 value 6.695826
iter 60 value 6.493335
iter 70 value 6.209414
iter 80 value 6.056173
iter 90 value 6.043320
iter 100 value 6.019648
final value 6.019648
stopped after 100 iterations
# weights: 43
initial value 174.819637
iter 10 value 37.069563
iter 20 value 8.615267
iter 30 value 8.090499
iter 40 value 7.194102
iter 50 value 6.722206
iter 60 value 6.054825
iter 70 value 5.821457
iter 80 value 5.767170
iter 90 value 5.673333
iter 100 value 5.646041
final value 5.646041
stopped after 100 iterations
# weights: 11
initial value 184.206673
iter 10 value 31.491609
iter 20 value 11.712955
iter 30 value 6.436374
iter 40 value 3.940247
iter 50 value 1.609925
iter 60 value 1.389097
iter 70 value 1.034024
iter 80 value 0.916707
iter 90 value 0.784682
iter 100 value 0.767991
final value 0.767991
stopped after 100 iterations
# weights: 27
initial value 170.573871
iter 10 value 70.596983
iter 20 value 14.213482
iter 30 value 1.415317
iter 40 value 0.016290
final value 0.000093
converged
# weights: 43
initial value 166.809015
iter 10 value 56.881836
iter 20 value 0.789267
iter 30 value 0.000381
final value 0.000069
converged
# weights: 11
initial value 171.513478
iter 10 value 64.054946
iter 20 value 61.216152
final value 61.216146
converged
# weights: 27
initial value 165.855333
iter 10 value 60.630392
iter 20 value 41.007929
iter 30 value 40.327483
final value 40.317503
converged
# weights: 43
initial value 166.140301
iter 10 value 89.249400
iter 20 value 47.671379
iter 30 value 41.215184
iter 40 value 40.169019
iter 50 value 39.596887
iter 60 value 39.190133
iter 70 value 39.055597
iter 80 value 39.018506
iter 90 value 39.014486
iter 100 value 39.013220
final value 39.013220
stopped after 100 iterations
# weights: 11
initial value 191.420080
iter 10 value 72.227546
iter 20 value 72.040313
iter 30 value 71.982172
iter 40 value 71.919707
iter 50 value 71.871704
iter 60 value 71.862226
iter 70 value 71.835887
iter 80 value 71.710501
iter 90 value 55.788387
iter 100 value 12.921210
final value 12.921210
stopped after 100 iterations
# weights: 27
initial value 169.754605
iter 10 value 73.848226
iter 20 value 69.594915
iter 30 value 13.481833
iter 40 value 7.490719
iter 50 value 4.146525
iter 60 value 4.110215
iter 70 value 3.868423
iter 80 value 3.856984
iter 90 value 3.833940
iter 100 value 3.813080
final value 3.813080
stopped after 100 iterations
# weights: 43
initial value 185.066677
iter 10 value 29.729781
iter 20 value 5.447801
iter 30 value 1.045161
iter 40 value 0.871606
iter 50 value 0.800944
iter 60 value 0.737910
iter 70 value 0.619032
iter 80 value 0.560104
iter 90 value 0.551442
iter 100 value 0.537704
final value 0.537704
stopped after 100 iterations
# weights: 11
initial value 168.125178
iter 10 value 70.369386
iter 20 value 66.525713
final value 66.521577
converged
# weights: 27
initial value 213.346885
iter 10 value 66.043887
iter 20 value 58.485015
iter 30 value 10.287455
iter 40 value 4.398656
iter 50 value 2.529262
iter 60 value 1.460570
iter 70 value 0.726397
iter 80 value 0.404271
iter 90 value 0.050492
iter 100 value 0.048486
final value 0.048486
stopped after 100 iterations
# weights: 43
initial value 217.677890
iter 10 value 18.791970
iter 20 value 1.740520
iter 30 value 0.106743
iter 40 value 0.001708
final value 0.000054
converged
# weights: 11
initial value 220.216354
iter 10 value 82.645168
iter 20 value 57.609177
iter 30 value 57.294305
final value 57.293576
converged
# weights: 27
initial value 229.779944
iter 10 value 68.399809
iter 20 value 41.695075
iter 30 value 40.014497
iter 40 value 39.028014
iter 50 value 38.722327
iter 60 value 38.292240
iter 70 value 38.072997
iter 80 value 38.068629
iter 80 value 38.068629
iter 80 value 38.068629
final value 38.068629
converged
# weights: 43
initial value 220.469437
iter 10 value 87.989431
iter 20 value 40.179892
iter 30 value 37.282442
iter 40 value 37.168645
iter 50 value 37.070325
iter 60 value 36.968633
iter 70 value 36.852013
iter 80 value 36.820837
iter 90 value 36.816624
iter 100 value 36.813446
final value 36.813446
stopped after 100 iterations
# weights: 11
initial value 165.543591
iter 10 value 68.074633
iter 20 value 67.168608
iter 30 value 67.008144
iter 40 value 66.955926
iter 50 value 66.849193
iter 60 value 66.780677
iter 70 value 66.039082
iter 80 value 34.456603
iter 90 value 23.502483
iter 100 value 11.074733
final value 11.074733
stopped after 100 iterations
# weights: 27
initial value 196.714005
iter 10 value 24.276892
iter 20 value 1.594469
iter 30 value 1.184835
iter 40 value 1.058739
iter 50 value 0.817320
iter 60 value 0.760718
iter 70 value 0.722103
iter 80 value 0.708336
iter 90 value 0.647019
iter 100 value 0.628612
final value 0.628612
stopped after 100 iterations
# weights: 43
initial value 188.961275
iter 10 value 18.400869
iter 20 value 2.082491
iter 30 value 0.987920
iter 40 value 0.884247
iter 50 value 0.781586
iter 60 value 0.695717
iter 70 value 0.649068
iter 80 value 0.626968
iter 90 value 0.608303
iter 100 value 0.600116
final value 0.600116
stopped after 100 iterations
# weights: 11
initial value 164.554947
iter 10 value 87.828350
iter 20 value 73.167321
iter 30 value 73.015964
iter 40 value 72.504435
iter 50 value 72.432190
iter 60 value 72.136339
iter 70 value 71.736850
iter 80 value 71.457836
iter 90 value 70.901291
iter 100 value 70.415520
final value 70.415520
stopped after 100 iterations
# weights: 27
initial value 167.049061
iter 10 value 28.024191
iter 20 value 0.029714
final value 0.000050
converged
# weights: 43
initial value 169.151385
iter 10 value 11.914808
iter 20 value 0.006942
final value 0.000087
converged
# weights: 11
initial value 169.820518
iter 10 value 74.464152
iter 20 value 57.980455
final value 57.968639
converged
# weights: 27
initial value 165.277193
iter 10 value 59.625120
iter 20 value 39.510645
iter 30 value 38.708659
iter 40 value 38.687301
final value 38.687276
converged
# weights: 43
initial value 200.630634
iter 10 value 80.442581
iter 20 value 40.346823
iter 30 value 36.690145
iter 40 value 35.679726
iter 50 value 35.513177
iter 60 value 35.351504
iter 70 value 35.220651
iter 80 value 35.207726
iter 90 value 35.206830
final value 35.204971
converged
# weights: 11
initial value 174.045384
iter 10 value 78.068033
iter 20 value 73.337289
iter 30 value 70.539326
iter 40 value 68.567078
iter 50 value 66.582744
iter 60 value 50.521361
iter 70 value 20.985328
iter 80 value 2.269751
iter 90 value 1.297612
iter 100 value 1.210156
final value 1.210156
stopped after 100 iterations
# weights: 27
initial value 192.621956
iter 10 value 70.962170
iter 20 value 2.022168
iter 30 value 0.392529
iter 40 value 0.366241
iter 50 value 0.303998
iter 60 value 0.264566
iter 70 value 0.242111
iter 80 value 0.228590
iter 90 value 0.216414
iter 100 value 0.210625
final value 0.210625
stopped after 100 iterations
# weights: 43
initial value 189.944542
iter 10 value 14.650112
iter 20 value 0.669171
iter 30 value 0.537949
iter 40 value 0.368285
iter 50 value 0.313763
iter 60 value 0.270508
iter 70 value 0.250289
iter 80 value 0.238266
iter 90 value 0.229636
iter 100 value 0.213669
final value 0.213669
stopped after 100 iterations
# weights: 11
initial value 186.563597
iter 10 value 60.086583
iter 20 value 54.826280
iter 30 value 41.404990
iter 40 value 31.357241
iter 50 value 18.473456
iter 60 value 7.038685
iter 70 value 6.310946
iter 80 value 6.266610
iter 90 value 6.250874
iter 100 value 6.232384
final value 6.232384
stopped after 100 iterations
# weights: 27
initial value 182.113000
iter 10 value 59.750907
iter 20 value 59.666633
final value 59.663157
converged
# weights: 43
initial value 167.807984
iter 10 value 13.993651
iter 20 value 6.032532
iter 30 value 5.874248
iter 40 value 5.104005
iter 50 value 3.786869
iter 60 value 2.348917
iter 70 value 0.538348
iter 80 value 0.064823
iter 90 value 0.018882
iter 100 value 0.007853
final value 0.007853
stopped after 100 iterations
# weights: 11
initial value 176.135062
iter 10 value 152.720495
iter 20 value 68.455836
iter 30 value 57.710814
final value 57.685904
converged
# weights: 27
initial value 165.363633
iter 10 value 72.663673
iter 20 value 41.678116
iter 30 value 40.553027
iter 40 value 40.504929
iter 50 value 40.501086
iter 60 value 40.500832
final value 40.500760
converged
# weights: 43
initial value 226.965375
iter 10 value 56.182449
iter 20 value 40.397794
iter 30 value 39.396138
iter 40 value 39.334876
iter 50 value 39.313217
iter 60 value 39.294152
iter 70 value 39.281533
iter 80 value 39.277628
iter 90 value 39.275108
iter 100 value 39.274725
final value 39.274725
stopped after 100 iterations
# weights: 11
initial value 193.589628
iter 10 value 60.653719
iter 20 value 59.805483
iter 30 value 59.796738
iter 40 value 59.763015
iter 50 value 58.299495
iter 60 value 34.432997
iter 70 value 10.859079
iter 80 value 7.106484
iter 90 value 7.093502
iter 100 value 7.081154
final value 7.081154
stopped after 100 iterations
# weights: 27
initial value 163.194019
iter 10 value 33.441930
iter 20 value 10.275424
iter 30 value 8.057394
iter 40 value 7.318262
iter 50 value 6.626893
iter 60 value 6.353010
iter 70 value 6.305179
iter 80 value 6.074528
iter 90 value 6.058630
iter 100 value 5.993807
final value 5.993807
stopped after 100 iterations
# weights: 43
initial value 228.589819
iter 10 value 35.793242
iter 20 value 7.227387
iter 30 value 6.147400
iter 40 value 5.887032
iter 50 value 5.335825
iter 60 value 4.959994
iter 70 value 4.218469
iter 80 value 3.383029
iter 90 value 2.284416
iter 100 value 1.851896
final value 1.851896
stopped after 100 iterations
# weights: 11
initial value 162.790386
iter 10 value 44.683610
iter 20 value 8.425268
iter 30 value 6.113798
iter 40 value 6.104280
iter 50 value 6.072569
iter 60 value 6.064436
iter 70 value 6.062412
iter 80 value 6.061125
iter 90 value 6.054337
iter 100 value 6.050203
final value 6.050203
stopped after 100 iterations
# weights: 27
initial value 175.282119
iter 10 value 61.640382
iter 20 value 26.813310
iter 30 value 6.354777
iter 40 value 6.128337
iter 50 value 6.066313
iter 60 value 6.027409
iter 70 value 5.995121
iter 80 value 5.990965
iter 90 value 5.983588
iter 100 value 5.978650
final value 5.978650
stopped after 100 iterations
# weights: 43
initial value 163.917397
iter 10 value 42.070302
iter 20 value 5.961087
iter 30 value 5.491557
iter 40 value 0.943677
iter 50 value 0.108165
iter 60 value 0.011680
iter 70 value 0.000206
final value 0.000050
converged
# weights: 11
initial value 169.102620
iter 10 value 81.434513
iter 20 value 60.248888
iter 30 value 59.647460
final value 59.644026
converged
# weights: 27
initial value 174.623045
iter 10 value 63.519676
iter 20 value 43.427884
iter 30 value 41.536020
iter 40 value 41.279634
iter 50 value 41.266471
iter 60 value 41.265708
final value 41.265694
converged
# weights: 43
initial value 223.494855
iter 10 value 59.149154
iter 20 value 39.400490
iter 30 value 38.424567
iter 40 value 38.127919
iter 50 value 38.052129
iter 60 value 38.044953
iter 70 value 38.042997
iter 80 value 37.991118
iter 90 value 37.937055
iter 100 value 37.926037
final value 37.926037
stopped after 100 iterations
# weights: 11
initial value 166.123358
iter 10 value 62.202913
iter 20 value 62.006353
iter 30 value 61.957013
iter 40 value 61.898260
iter 50 value 61.399314
iter 60 value 23.357747
iter 70 value 9.072651
iter 80 value 7.097104
iter 90 value 7.034174
iter 100 value 6.964006
final value 6.964006
stopped after 100 iterations
# weights: 27
initial value 199.468716
iter 10 value 11.305111
iter 20 value 6.950620
iter 30 value 6.739247
iter 40 value 6.466589
iter 50 value 5.435333
iter 60 value 4.552046
iter 70 value 2.396681
iter 80 value 1.227611
iter 90 value 0.960219
iter 100 value 0.925741
final value 0.925741
stopped after 100 iterations
# weights: 43
initial value 169.257693
iter 10 value 8.908674
iter 20 value 6.635388
iter 30 value 6.451188
iter 40 value 6.381581
iter 50 value 6.307912
iter 60 value 6.295766
iter 70 value 6.269869
iter 80 value 6.252749
iter 90 value 6.228585
iter 100 value 6.090581
final value 6.090581
stopped after 100 iterations
# weights: 11
initial value 169.078651
iter 10 value 76.636639
iter 20 value 75.513621
final value 75.511871
converged
# weights: 27
initial value 193.959619
iter 10 value 73.055049
iter 20 value 51.316571
iter 30 value 13.304412
iter 40 value 3.123174
iter 50 value 0.658931
iter 60 value 0.186935
iter 70 value 0.138389
iter 80 value 0.085728
iter 90 value 0.069987
iter 100 value 0.049809
final value 0.049809
stopped after 100 iterations
# weights: 43
initial value 180.343387
iter 10 value 11.707383
iter 20 value 1.415647
iter 30 value 0.000943
final value 0.000061
converged
# weights: 11
initial value 167.412206
iter 10 value 70.472865
iter 20 value 60.887534
iter 30 value 60.867058
iter 30 value 60.867058
iter 30 value 60.867058
final value 60.867058
converged
# weights: 27
initial value 169.617125
iter 10 value 72.230725
iter 20 value 46.726468
iter 30 value 42.322150
iter 40 value 41.648652
iter 50 value 41.413146
iter 60 value 41.187312
iter 70 value 40.558781
iter 80 value 40.397717
final value 40.397144
converged
# weights: 43
initial value 194.775412
iter 10 value 67.858478
iter 20 value 41.231254
iter 30 value 39.598936
iter 40 value 39.348873
iter 50 value 39.228941
iter 60 value 39.187622
iter 70 value 39.164916
iter 80 value 39.142995
iter 90 value 39.136606
iter 100 value 39.134924
final value 39.134924
stopped after 100 iterations
# weights: 11
initial value 163.937132
iter 10 value 75.966643
iter 20 value 75.557597
iter 30 value 75.182230
iter 40 value 55.246093
iter 50 value 9.970280
iter 60 value 4.363896
iter 70 value 3.697197
iter 80 value 3.615632
iter 90 value 3.595330
iter 100 value 3.560193
final value 3.560193
stopped after 100 iterations
# weights: 27
initial value 182.448465
iter 10 value 21.356123
iter 20 value 2.342641
iter 30 value 1.621601
iter 40 value 1.384039
iter 50 value 1.283004
iter 60 value 1.086188
iter 70 value 1.007633
iter 80 value 0.942375
iter 90 value 0.863390
iter 100 value 0.828855
final value 0.828855
stopped after 100 iterations
# weights: 43
initial value 172.149818
iter 10 value 7.495317
iter 20 value 2.217815
iter 30 value 1.522722
iter 40 value 1.358842
iter 50 value 0.895815
iter 60 value 0.853165
iter 70 value 0.837782
iter 80 value 0.818562
iter 90 value 0.813786
iter 100 value 0.795995
final value 0.795995
stopped after 100 iterations
# weights: 11
initial value 169.894376
iter 10 value 69.061659
iter 20 value 68.576319
final value 68.576123
converged
# weights: 27
initial value 218.788481
iter 10 value 47.978996
iter 20 value 0.313842
iter 30 value 0.001768
iter 40 value 0.000190
iter 40 value 0.000095
iter 40 value 0.000091
final value 0.000091
converged
# weights: 43
initial value 183.402822
iter 10 value 5.394769
iter 20 value 0.048617
iter 30 value 0.003492
final value 0.000086
converged
# weights: 11
initial value 185.823683
iter 10 value 93.677188
iter 20 value 57.135783
final value 57.013678
converged
# weights: 27
initial value 170.721773
iter 10 value 65.913921
iter 20 value 39.013597
iter 30 value 37.550161
iter 40 value 36.948398
iter 50 value 36.880429
iter 60 value 36.848249
final value 36.847995
converged
# weights: 43
initial value 173.742395
iter 10 value 75.530003
iter 20 value 42.628577
iter 30 value 36.757907
iter 40 value 36.373132
iter 50 value 35.956132
iter 60 value 35.863550
iter 70 value 35.811325
iter 80 value 35.750236
iter 90 value 35.611524
iter 100 value 35.598249
final value 35.598249
stopped after 100 iterations
# weights: 11
initial value 177.707365
iter 10 value 67.287209
iter 20 value 10.595042
iter 30 value 2.151820
iter 40 value 1.571572
iter 50 value 1.530291
iter 60 value 1.511452
iter 70 value 1.492613
iter 80 value 1.480700
iter 90 value 1.476991
iter 100 value 1.476073
final value 1.476073
stopped after 100 iterations
# weights: 27
initial value 174.360395
iter 10 value 35.374240
iter 20 value 1.010115
iter 30 value 0.825964
iter 40 value 0.701252
iter 50 value 0.519356
iter 60 value 0.447873
iter 70 value 0.401595
iter 80 value 0.314246
iter 90 value 0.276254
iter 100 value 0.252668
final value 0.252668
stopped after 100 iterations
# weights: 43
initial value 190.887988
iter 10 value 37.707030
iter 20 value 0.603623
iter 30 value 0.545868
iter 40 value 0.508241
iter 50 value 0.474580
iter 60 value 0.462164
iter 70 value 0.443339
iter 80 value 0.403854
iter 90 value 0.385986
iter 100 value 0.360467
final value 0.360467
stopped after 100 iterations
# weights: 11
initial value 187.704879
iter 10 value 54.377164
iter 20 value 18.116348
iter 30 value 10.174868
iter 40 value 9.228319
iter 50 value 9.165374
iter 60 value 9.146153
iter 70 value 9.128131
iter 80 value 9.121693
iter 90 value 9.119113
iter 100 value 9.118664
final value 9.118664
stopped after 100 iterations
# weights: 27
initial value 176.181564
iter 10 value 19.933056
iter 20 value 9.267164
iter 30 value 9.126359
iter 40 value 9.113786
iter 50 value 9.112460
iter 60 value 9.112251
iter 70 value 9.111369
iter 80 value 9.110101
iter 90 value 9.109041
iter 100 value 9.108763
final value 9.108763
stopped after 100 iterations
# weights: 43
initial value 222.586034
iter 10 value 34.232078
iter 20 value 9.297206
iter 30 value 9.218189
iter 40 value 9.187675
iter 50 value 9.131034
iter 60 value 9.118832
iter 70 value 9.116377
iter 80 value 9.115616
iter 90 value 9.115473
iter 100 value 9.114454
final value 9.114454
stopped after 100 iterations
# weights: 11
initial value 195.347600
iter 10 value 75.877044
iter 20 value 62.269480
iter 30 value 61.107172
final value 61.107133
converged
# weights: 27
initial value 192.940136
iter 10 value 84.477974
iter 20 value 45.065650
iter 30 value 42.685985
iter 40 value 42.542630
iter 50 value 42.321452
iter 60 value 42.180331
iter 70 value 42.125138
final value 42.124898
converged
# weights: 43
initial value 167.252266
iter 10 value 74.678480
iter 20 value 50.290216
iter 30 value 42.883551
iter 40 value 41.748343
iter 50 value 41.248898
iter 60 value 41.168767
iter 70 value 41.156980
iter 80 value 41.149590
iter 90 value 41.149080
iter 100 value 41.148341
final value 41.148341
stopped after 100 iterations
# weights: 11
initial value 167.174676
iter 10 value 81.209732
iter 20 value 67.819586
iter 30 value 67.772671
iter 40 value 67.689047
iter 50 value 67.589811
iter 60 value 64.743085
iter 70 value 27.966120
iter 80 value 11.493136
iter 90 value 9.778128
iter 100 value 9.740424
final value 9.740424
stopped after 100 iterations
# weights: 27
initial value 168.097282
iter 10 value 55.393003
iter 20 value 13.135699
iter 30 value 9.620061
iter 40 value 9.555962
iter 50 value 9.454874
iter 60 value 9.434621
iter 70 value 9.375110
iter 80 value 9.342142
iter 90 value 9.299435
iter 100 value 9.141053
final value 9.141053
stopped after 100 iterations
# weights: 43
initial value 173.825193
iter 10 value 18.795134
iter 20 value 9.336641
iter 30 value 9.149382
iter 40 value 7.951872
iter 50 value 6.984188
iter 60 value 6.674540
iter 70 value 6.442699
iter 80 value 6.392614
iter 90 value 6.350924
iter 100 value 6.200604
final value 6.200604
stopped after 100 iterations
# weights: 11
initial value 167.829108
iter 10 value 124.775672
iter 20 value 76.438766
final value 76.393485
converged
# weights: 27
initial value 179.023950
iter 10 value 77.384694
iter 20 value 76.394950
iter 30 value 76.393416
final value 76.393397
converged
# weights: 43
initial value 185.457747
iter 10 value 44.441169
iter 20 value 6.821911
iter 30 value 6.416866
iter 40 value 4.697221
iter 50 value 2.552749
iter 60 value 2.068062
iter 70 value 1.937422
iter 80 value 1.910009
iter 90 value 1.909543
final value 1.909543
converged
# weights: 11
initial value 163.990551
iter 10 value 98.026035
iter 20 value 66.848890
iter 30 value 62.039902
final value 62.038572
converged
# weights: 27
initial value 165.994004
iter 10 value 97.765212
iter 20 value 47.902699
iter 30 value 43.560890
iter 40 value 43.028301
iter 50 value 42.492095
iter 60 value 42.349995
iter 70 value 42.296091
final value 42.295989
converged
# weights: 43
initial value 221.169662
iter 10 value 52.837916
iter 20 value 41.260067
iter 30 value 41.102361
iter 40 value 40.990969
iter 50 value 40.973905
iter 60 value 40.966291
iter 70 value 40.964037
iter 80 value 40.962465
iter 90 value 40.961697
iter 100 value 40.961585
final value 40.961585
stopped after 100 iterations
# weights: 11
initial value 168.088715
iter 10 value 77.945424
iter 20 value 76.557742
iter 30 value 76.526388
iter 40 value 76.497030
iter 50 value 75.806948
iter 60 value 20.802283
iter 70 value 8.799018
iter 80 value 7.392693
iter 90 value 7.347880
iter 100 value 7.340830
final value 7.340830
stopped after 100 iterations
# weights: 27
initial value 173.460988
iter 10 value 10.776749
iter 20 value 6.801601
iter 30 value 6.735676
iter 40 value 6.682585
iter 50 value 6.612135
iter 60 value 6.534487
iter 70 value 6.482514
iter 80 value 6.451691
iter 90 value 6.433291
iter 100 value 6.416331
final value 6.416331
stopped after 100 iterations
# weights: 43
initial value 176.885539
iter 10 value 7.606749
iter 20 value 6.532763
iter 30 value 5.819002
iter 40 value 5.608437
iter 50 value 5.538252
iter 60 value 5.520635
iter 70 value 5.496723
iter 80 value 5.477127
iter 90 value 5.465791
iter 100 value 5.429309
final value 5.429309
stopped after 100 iterations
# weights: 11
initial value 169.019092
iter 10 value 67.136159
iter 20 value 19.385916
iter 30 value 4.412917
iter 40 value 2.183301
iter 50 value 1.739078
iter 60 value 1.122041
iter 70 value 0.893274
iter 80 value 0.818250
iter 90 value 0.765894
iter 100 value 0.644893
final value 0.644893
stopped after 100 iterations
# weights: 27
initial value 168.351788
iter 10 value 28.188588
iter 20 value 0.729719
iter 30 value 0.003524
final value 0.000066
converged
# weights: 43
initial value 200.381242
iter 10 value 44.196899
iter 20 value 2.042674
iter 30 value 0.010050
iter 40 value 0.000140
final value 0.000066
converged
# weights: 11
initial value 163.030379
iter 10 value 61.321045
iter 20 value 58.642688
final value 58.642560
converged
# weights: 27
initial value 173.958238
iter 10 value 59.987794
iter 20 value 40.267994
iter 30 value 38.802886
iter 40 value 38.682121
iter 50 value 38.330024
iter 60 value 38.266439
iter 70 value 38.265802
final value 38.265800
converged
# weights: 43
initial value 193.365895
iter 10 value 69.485845
iter 20 value 39.658746
iter 30 value 38.713282
iter 40 value 37.987576
iter 50 value 37.473619
iter 60 value 37.362116
iter 70 value 37.325464
iter 80 value 37.317723
iter 90 value 37.311856
iter 100 value 37.302496
final value 37.302496
stopped after 100 iterations
# weights: 11
initial value 172.252816
iter 10 value 69.563969
iter 20 value 69.358188
iter 30 value 69.348980
iter 40 value 68.315354
iter 50 value 22.743481
iter 60 value 4.423015
iter 70 value 2.957336
iter 80 value 2.635187
iter 90 value 2.470475
iter 100 value 2.353002
final value 2.353002
stopped after 100 iterations
# weights: 27
initial value 176.964644
iter 10 value 47.317090
iter 20 value 3.571407
iter 30 value 0.768488
iter 40 value 0.729825
iter 50 value 0.637615
iter 60 value 0.574072
iter 70 value 0.501816
iter 80 value 0.468110
iter 90 value 0.434339
iter 100 value 0.419760
final value 0.419760
stopped after 100 iterations
# weights: 43
initial value 178.870938
iter 10 value 69.824223
iter 20 value 69.527877
iter 30 value 66.640177
iter 40 value 20.634908
iter 50 value 1.028941
iter 60 value 0.751811
iter 70 value 0.702650
iter 80 value 0.652378
iter 90 value 0.490529
iter 100 value 0.431096
final value 0.431096
stopped after 100 iterations
# weights: 11
initial value 166.968548
iter 10 value 45.966517
iter 20 value 3.982898
iter 30 value 2.604087
iter 40 value 1.885012
iter 50 value 1.338223
iter 60 value 0.357763
iter 70 value 0.322035
iter 80 value 0.246038
iter 90 value 0.217457
iter 100 value 0.173922
final value 0.173922
stopped after 100 iterations
# weights: 27
initial value 159.733410
iter 10 value 5.531922
iter 20 value 0.029005
final value 0.000092
converged
# weights: 43
initial value 166.612935
iter 10 value 7.881738
iter 20 value 0.380145
iter 30 value 0.001098
iter 40 value 0.000239
final value 0.000063
converged
# weights: 11
initial value 165.806646
iter 10 value 82.173369
iter 20 value 58.484829
final value 58.466327
converged
# weights: 27
initial value 187.013475
iter 10 value 54.992570
iter 20 value 40.492747
iter 30 value 39.294259
iter 40 value 38.510648
iter 50 value 38.269552
iter 60 value 38.242621
iter 70 value 38.235138
final value 38.235081
converged
# weights: 43
initial value 195.178303
iter 10 value 70.398854
iter 20 value 40.861393
iter 30 value 37.352418
iter 40 value 37.139363
iter 50 value 37.076625
iter 60 value 37.057639
iter 70 value 37.057334
iter 80 value 37.056954
iter 90 value 37.055990
iter 100 value 37.045749
final value 37.045749
stopped after 100 iterations
# weights: 11
initial value 166.955021
iter 10 value 70.836387
iter 20 value 70.500058
iter 30 value 56.177699
iter 40 value 8.375804
iter 50 value 3.636785
iter 60 value 2.372162
iter 70 value 2.282107
iter 80 value 2.236294
iter 90 value 2.165098
iter 100 value 2.159937
final value 2.159937
stopped after 100 iterations
# weights: 27
initial value 225.062181
iter 10 value 56.208074
iter 20 value 5.042663
iter 30 value 1.907675
iter 40 value 1.272839
iter 50 value 1.093211
iter 60 value 0.732045
iter 70 value 0.676296
iter 80 value 0.575600
iter 90 value 0.480218
iter 100 value 0.444728
final value 0.444728
stopped after 100 iterations
# weights: 43
initial value 164.344640
iter 10 value 28.026077
iter 20 value 3.469463
iter 30 value 0.727702
iter 40 value 0.581943
iter 50 value 0.546077
iter 60 value 0.481804
iter 70 value 0.458105
iter 80 value 0.416520
iter 90 value 0.390477
iter 100 value 0.361550
final value 0.361550
stopped after 100 iterations
# weights: 11
initial value 173.156730
iter 10 value 66.914657
iter 20 value 65.791880
final value 65.790273
converged
# weights: 27
initial value 166.487189
iter 10 value 64.909337
iter 20 value 9.747676
iter 30 value 6.923244
iter 40 value 6.408577
iter 50 value 3.880953
iter 60 value 1.892527
iter 70 value 0.805499
iter 80 value 0.146617
iter 90 value 0.055439
iter 100 value 0.005048
final value 0.005048
stopped after 100 iterations
# weights: 43
initial value 195.422343
iter 10 value 49.750847
iter 20 value 7.206297
iter 30 value 7.071003
iter 40 value 6.930979
iter 50 value 6.614555
iter 60 value 6.201382
iter 70 value 6.022991
iter 80 value 5.968477
iter 90 value 5.891087
iter 100 value 5.864857
final value 5.864857
stopped after 100 iterations
# weights: 11
initial value 182.083404
iter 10 value 103.242340
iter 20 value 60.279501
final value 60.276587
converged
# weights: 27
initial value 164.293515
iter 10 value 66.225697
iter 20 value 43.452955
iter 30 value 42.420866
iter 40 value 42.405596
final value 42.405442
converged
# weights: 43
initial value 186.696486
iter 10 value 54.194243
iter 20 value 42.970049
iter 30 value 39.704774
iter 40 value 39.602737
iter 50 value 39.547798
iter 60 value 39.470856
iter 70 value 39.454404
iter 80 value 39.447819
iter 90 value 39.429368
iter 100 value 39.342623
final value 39.342623
stopped after 100 iterations
# weights: 11
initial value 165.394002
iter 10 value 68.159404
iter 20 value 66.132248
iter 30 value 66.033765
iter 40 value 65.794695
iter 50 value 31.566131
iter 60 value 10.737564
iter 70 value 7.748760
iter 80 value 7.575896
iter 90 value 7.528909
iter 100 value 7.504409
final value 7.504409
stopped after 100 iterations
# weights: 27
initial value 169.712875
iter 10 value 24.077782
iter 20 value 7.877434
iter 30 value 7.410336
iter 40 value 7.199493
iter 50 value 7.160431
iter 60 value 7.024942
iter 70 value 6.695526
iter 80 value 6.351834
iter 90 value 6.262782
iter 100 value 6.148162
final value 6.148162
stopped after 100 iterations
# weights: 43
initial value 178.808774
iter 10 value 9.165404
iter 20 value 6.953197
iter 30 value 6.604327
iter 40 value 6.464226
iter 50 value 6.335195
iter 60 value 6.259067
iter 70 value 6.154971
iter 80 value 5.741914
iter 90 value 4.774151
iter 100 value 2.025077
final value 2.025077
stopped after 100 iterations
# weights: 11
initial value 165.778384
iter 10 value 34.294670
iter 20 value 4.663375
iter 30 value 0.847261
iter 40 value 0.468594
iter 50 value 0.401416
iter 60 value 0.374398
iter 70 value 0.298490
iter 80 value 0.287696
iter 90 value 0.225755
iter 100 value 0.210648
final value 0.210648
stopped after 100 iterations
# weights: 27
initial value 166.400487
iter 10 value 28.382952
iter 20 value 10.277457
iter 30 value 2.348486
iter 40 value 0.005958
final value 0.000066
converged
# weights: 43
initial value 171.944242
iter 10 value 6.759531
iter 20 value 0.010509
final value 0.000069
converged
# weights: 11
initial value 208.745752
iter 10 value 77.274541
iter 20 value 61.281940
iter 30 value 61.195218
final value 61.195215
converged
# weights: 27
initial value 175.744949
iter 10 value 53.738675
iter 20 value 41.898890
iter 30 value 41.098340
iter 40 value 40.955388
iter 50 value 40.951961
final value 40.951914
converged
# weights: 43
initial value 174.308398
iter 10 value 54.523463
iter 20 value 39.274170
iter 30 value 38.027470
iter 40 value 38.011673
iter 50 value 38.011531
final value 38.011529
converged
# weights: 11
initial value 183.106138
iter 10 value 28.777243
iter 20 value 10.242043
iter 30 value 5.217660
iter 40 value 4.269534
iter 50 value 4.031691
iter 60 value 3.732018
iter 70 value 3.577110
iter 80 value 3.524125
iter 90 value 3.518907
iter 100 value 3.518723
final value 3.518723
stopped after 100 iterations
# weights: 27
initial value 188.109715
iter 10 value 27.428012
iter 20 value 2.309761
iter 30 value 1.782899
iter 40 value 1.159796
iter 50 value 0.994898
iter 60 value 0.880375
iter 70 value 0.820194
iter 80 value 0.775390
iter 90 value 0.600417
iter 100 value 0.563838
final value 0.563838
stopped after 100 iterations
# weights: 43
initial value 165.160994
iter 10 value 14.938306
iter 20 value 2.114892
iter 30 value 1.206808
iter 40 value 0.777984
iter 50 value 0.616919
iter 60 value 0.572622
iter 70 value 0.536395
iter 80 value 0.508658
iter 90 value 0.499361
iter 100 value 0.484089
final value 0.484089
stopped after 100 iterations
# weights: 11
initial value 176.033570
iter 10 value 65.219500
iter 20 value 62.188783
iter 30 value 62.183256
iter 30 value 62.183256
iter 30 value 62.183256
final value 62.183256
converged
# weights: 27
initial value 180.699518
iter 10 value 5.038930
iter 20 value 0.011236
final value 0.000068
converged
# weights: 43
initial value 167.113590
iter 10 value 24.150482
iter 20 value 0.026135
iter 30 value 0.001929
iter 40 value 0.000294
final value 0.000068
converged
# weights: 11
initial value 170.678024
iter 10 value 64.802377
iter 20 value 53.344475
final value 53.344411
converged
# weights: 27
initial value 162.525779
iter 10 value 72.540059
iter 20 value 37.809658
iter 30 value 34.485681
iter 40 value 34.312430
iter 50 value 34.211998
iter 60 value 34.204404
iter 70 value 34.200040
final value 34.200037
converged
# weights: 43
initial value 218.269325
iter 10 value 56.205699
iter 20 value 38.255430
iter 30 value 34.865550
iter 40 value 33.462700
iter 50 value 33.074481
iter 60 value 33.005257
iter 70 value 32.973180
iter 80 value 32.949877
iter 90 value 32.936283
iter 100 value 32.929557
final value 32.929557
stopped after 100 iterations
# weights: 11
initial value 178.527297
iter 10 value 57.329212
iter 20 value 4.995897
iter 30 value 0.952692
iter 40 value 0.772961
iter 50 value 0.762301
iter 60 value 0.757748
iter 70 value 0.749708
iter 80 value 0.749120
iter 90 value 0.748778
iter 100 value 0.748705
final value 0.748705
stopped after 100 iterations
# weights: 27
initial value 181.349007
iter 10 value 62.578522
iter 20 value 62.439182
iter 30 value 54.929380
iter 40 value 5.663642
iter 50 value 0.947291
iter 60 value 0.918595
iter 70 value 0.754426
iter 80 value 0.682276
iter 90 value 0.450282
iter 100 value 0.405999
final value 0.405999
stopped after 100 iterations
# weights: 43
initial value 160.600178
iter 10 value 8.851138
iter 20 value 0.298018
iter 30 value 0.283041
iter 40 value 0.256950
iter 50 value 0.238857
iter 60 value 0.196862
iter 70 value 0.181255
iter 80 value 0.174328
iter 90 value 0.170512
iter 100 value 0.167885
final value 0.167885
stopped after 100 iterations
# weights: 11
initial value 172.072520
iter 10 value 78.579180
iter 20 value 65.219106
final value 65.203782
converged
# weights: 27
initial value 164.725665
iter 10 value 38.711751
iter 20 value 3.793813
iter 30 value 0.225115
final value 0.000083
converged
# weights: 43
initial value 180.157658
iter 10 value 33.632711
iter 20 value 4.643124
iter 30 value 0.947481
iter 40 value 0.002255
iter 50 value 0.000431
final value 0.000068
converged
# weights: 11
initial value 200.549863
iter 10 value 68.403347
iter 20 value 57.908638
iter 30 value 57.871326
iter 30 value 57.871326
iter 30 value 57.871326
final value 57.871326
converged
# weights: 27
initial value 172.054582
iter 10 value 72.846460
iter 20 value 41.279187
iter 30 value 39.639096
iter 40 value 39.270336
iter 50 value 39.179176
iter 60 value 39.077392
iter 70 value 39.011612
final value 39.011378
converged
# weights: 43
initial value 193.315571
iter 10 value 48.619772
iter 20 value 39.604376
iter 30 value 38.210099
iter 40 value 37.871521
iter 50 value 37.843743
iter 60 value 37.820169
iter 70 value 37.809584
iter 80 value 37.799352
iter 90 value 37.795375
iter 100 value 37.790142
final value 37.790142
stopped after 100 iterations
# weights: 11
initial value 168.651695
iter 10 value 66.069736
iter 20 value 65.660005
iter 30 value 65.508475
iter 40 value 65.468205
iter 50 value 61.486785
iter 60 value 32.704025
iter 70 value 9.168920
iter 80 value 5.156255
iter 90 value 4.512254
iter 100 value 4.098522
final value 4.098522
stopped after 100 iterations
# weights: 27
initial value 171.016988
iter 10 value 39.375956
iter 20 value 2.176623
iter 30 value 0.707525
iter 40 value 0.663537
iter 50 value 0.625146
iter 60 value 0.595602
iter 70 value 0.568151
iter 80 value 0.543028
iter 90 value 0.521257
iter 100 value 0.505241
final value 0.505241
stopped after 100 iterations
# weights: 43
initial value 186.926868
iter 10 value 20.702985
iter 20 value 0.635393
iter 30 value 0.480576
iter 40 value 0.465827
iter 50 value 0.416630
iter 60 value 0.384847
iter 70 value 0.369004
iter 80 value 0.360644
iter 90 value 0.342586
iter 100 value 0.331047
final value 0.331047
stopped after 100 iterations
# weights: 11
initial value 185.821121
iter 10 value 71.033053
iter 20 value 18.846805
iter 30 value 10.467508
iter 40 value 10.327847
iter 50 value 10.319948
iter 60 value 10.293470
iter 70 value 10.285315
iter 80 value 10.283131
iter 90 value 10.282945
iter 100 value 10.280500
final value 10.280500
stopped after 100 iterations
# weights: 27
initial value 168.595877
iter 10 value 19.138775
iter 20 value 10.465140
iter 30 value 10.329769
iter 40 value 10.293186
iter 50 value 10.289240
iter 60 value 10.282074
iter 70 value 10.277548
iter 80 value 10.276361
iter 90 value 10.273226
iter 100 value 10.270586
final value 10.270586
stopped after 100 iterations
# weights: 43
initial value 187.736078
iter 10 value 13.723866
iter 20 value 10.380947
iter 30 value 10.364080
iter 40 value 10.339227
iter 50 value 10.302255
iter 60 value 10.230509
iter 70 value 10.202727
iter 80 value 10.051605
iter 90 value 9.526740
iter 100 value 7.994254
final value 7.994254
stopped after 100 iterations
# weights: 11
initial value 173.721801
iter 10 value 98.223907
iter 20 value 66.012799
iter 30 value 62.609520
final value 62.608651
converged
# weights: 27
initial value 220.343933
iter 10 value 67.512503
iter 20 value 43.919045
iter 30 value 42.940324
iter 40 value 42.349659
iter 50 value 42.197745
iter 60 value 42.187323
iter 70 value 42.184200
final value 42.184195
converged
# weights: 43
initial value 201.342069
iter 10 value 52.024138
iter 20 value 42.731253
iter 30 value 41.046088
iter 40 value 40.954206
iter 50 value 40.940533
iter 60 value 40.938267
iter 70 value 40.936431
iter 80 value 40.936085
iter 90 value 40.935767
iter 100 value 40.935517
final value 40.935517
stopped after 100 iterations
# weights: 11
initial value 173.270427
iter 10 value 63.845927
iter 20 value 11.431171
iter 30 value 10.984889
iter 40 value 10.903840
iter 50 value 10.892047
iter 60 value 10.853232
iter 70 value 10.848371
iter 80 value 10.839298
iter 90 value 10.838503
iter 100 value 10.836602
final value 10.836602
stopped after 100 iterations
# weights: 27
initial value 167.032134
iter 10 value 24.133305
iter 20 value 10.562415
iter 30 value 10.049977
iter 40 value 8.600710
iter 50 value 4.948170
iter 60 value 2.608891
iter 70 value 1.536626
iter 80 value 1.268972
iter 90 value 1.173817
iter 100 value 1.024329
final value 1.024329
stopped after 100 iterations
# weights: 43
initial value 169.019839
iter 10 value 39.191589
iter 20 value 10.982552
iter 30 value 10.851895
iter 40 value 10.663153
iter 50 value 10.642015
iter 60 value 10.461973
iter 70 value 10.297219
iter 80 value 9.685467
iter 90 value 7.759514
iter 100 value 5.749222
final value 5.749222
stopped after 100 iterations
# weights: 11
initial value 180.946167
iter 10 value 72.888161
iter 20 value 72.661612
final value 72.661375
converged
# weights: 27
initial value 176.432211
iter 10 value 13.399691
iter 20 value 0.057751
iter 30 value 0.000209
final value 0.000053
converged
# weights: 43
initial value 162.159058
iter 10 value 6.455496
iter 20 value 0.068121
iter 30 value 0.000119
iter 30 value 0.000075
iter 30 value 0.000074
final value 0.000074
converged
# weights: 11
initial value 166.652043
iter 10 value 108.134473
iter 20 value 60.136302
iter 30 value 59.810818
final value 59.809578
converged
# weights: 27
initial value 169.926616
iter 10 value 90.010545
iter 20 value 44.428309
iter 30 value 39.298287
iter 40 value 39.115664
iter 50 value 39.040474
final value 39.040146
converged
# weights: 43
initial value 184.872585
iter 10 value 90.005973
iter 20 value 43.248442
iter 30 value 38.327061
iter 40 value 37.845185
iter 50 value 37.837520
iter 60 value 37.826100
iter 70 value 37.823331
iter 80 value 37.823285
iter 90 value 37.822994
final value 37.822799
converged
# weights: 11
initial value 182.485326
iter 10 value 60.955931
iter 20 value 6.392559
iter 30 value 4.085556
iter 40 value 2.118661
iter 50 value 2.015948
iter 60 value 1.999242
iter 70 value 1.988125
iter 80 value 1.986896
iter 90 value 1.986804
iter 100 value 1.986658
final value 1.986658
stopped after 100 iterations
# weights: 27
initial value 176.030070
iter 10 value 73.466105
iter 20 value 66.308660
iter 30 value 6.847805
iter 40 value 1.037120
iter 50 value 0.825145
iter 60 value 0.655863
iter 70 value 0.575161
iter 80 value 0.451313
iter 90 value 0.430632
iter 100 value 0.394166
final value 0.394166
stopped after 100 iterations
# weights: 43
initial value 163.834533
iter 10 value 37.566446
iter 20 value 0.730256
iter 30 value 0.472830
iter 40 value 0.423316
iter 50 value 0.362384
iter 60 value 0.333769
iter 70 value 0.325071
iter 80 value 0.306074
iter 90 value 0.299616
iter 100 value 0.294221
final value 0.294221
stopped after 100 iterations
# weights: 11
initial value 172.563571
iter 10 value 81.864606
iter 20 value 67.216352
iter 30 value 67.196208
iter 40 value 67.188966
final value 67.188878
converged
# weights: 27
initial value 162.559134
iter 10 value 6.450964
iter 20 value 2.292706
iter 30 value 0.364504
iter 40 value 0.000510
final value 0.000064
converged
# weights: 43
initial value 171.214531
iter 10 value 54.587887
iter 20 value 4.200394
iter 30 value 2.051186
iter 40 value 0.868508
iter 50 value 0.004820
iter 60 value 0.002052
iter 70 value 0.000546
iter 80 value 0.000167
iter 90 value 0.000111
final value 0.000091
converged
# weights: 11
initial value 175.704300
iter 10 value 62.278383
iter 20 value 58.353053
final value 58.351017
converged
# weights: 27
initial value 191.201155
iter 10 value 71.913730
iter 20 value 42.929725
iter 30 value 40.828910
iter 40 value 39.556782
iter 50 value 38.788502
iter 60 value 38.502805
iter 70 value 38.423452
iter 80 value 38.418332
iter 80 value 38.418332
iter 80 value 38.418332
final value 38.418332
converged
# weights: 43
initial value 190.185730
iter 10 value 58.739592
iter 20 value 39.435532
iter 30 value 37.685173
iter 40 value 37.239308
iter 50 value 37.189506
iter 60 value 37.176751
iter 70 value 37.173517
iter 80 value 37.173009
iter 90 value 37.172758
iter 100 value 37.172573
final value 37.172573
stopped after 100 iterations
# weights: 11
initial value 171.620690
iter 10 value 67.972075
iter 20 value 59.652411
iter 30 value 51.968911
iter 40 value 15.805854
iter 50 value 5.926608
iter 60 value 4.741151
iter 70 value 4.259452
iter 80 value 4.228364
iter 90 value 4.182847
iter 100 value 4.126437
final value 4.126437
stopped after 100 iterations
# weights: 27
initial value 173.071353
iter 10 value 28.732338
iter 20 value 4.700549
iter 30 value 3.601323
iter 40 value 3.381712
iter 50 value 3.224378
iter 60 value 3.124542
iter 70 value 2.894897
iter 80 value 2.714462
iter 90 value 2.642707
iter 100 value 2.611182
final value 2.611182
stopped after 100 iterations
# weights: 43
initial value 164.527023
iter 10 value 6.540842
iter 20 value 2.828165
iter 30 value 2.766027
iter 40 value 2.701683
iter 50 value 2.600645
iter 60 value 2.508673
iter 70 value 2.478251
iter 80 value 2.440353
iter 90 value 2.074305
iter 100 value 1.702396
final value 1.702396
stopped after 100 iterations
# weights: 11
initial value 169.316509
iter 10 value 82.748021
iter 20 value 71.187260
final value 71.174747
converged
# weights: 27
initial value 168.246769
iter 10 value 22.610031
iter 20 value 6.307712
iter 30 value 5.482515
iter 40 value 5.385342
iter 50 value 5.169757
iter 60 value 5.133519
iter 70 value 5.070855
iter 80 value 5.029830
iter 90 value 4.982712
iter 100 value 4.920274
final value 4.920274
stopped after 100 iterations
# weights: 43
initial value 177.461961
iter 10 value 51.664926
iter 20 value 8.111264
iter 30 value 7.960269
iter 40 value 7.519282
iter 50 value 6.957922
iter 60 value 5.886290
iter 70 value 4.777083
iter 80 value 4.750114
final value 4.749481
converged
# weights: 11
initial value 187.960013
iter 10 value 88.384232
iter 20 value 63.739366
final value 63.735756
converged
# weights: 27
initial value 180.745671
iter 10 value 77.505802
iter 20 value 44.972916
iter 30 value 44.189298
iter 40 value 44.169453
final value 44.169421
converged
# weights: 43
initial value 189.869312
iter 10 value 57.934922
iter 20 value 47.973326
iter 30 value 45.743015
iter 40 value 44.601012
iter 50 value 44.016116
iter 60 value 43.634484
iter 70 value 42.913003
iter 80 value 42.858856
iter 90 value 42.843324
iter 100 value 42.823340
final value 42.823340
stopped after 100 iterations
# weights: 11
initial value 169.519373
iter 10 value 73.681151
iter 20 value 71.276325
iter 30 value 71.273519
iter 40 value 71.261222
iter 50 value 66.807269
iter 60 value 19.180278
iter 70 value 8.576810
iter 80 value 8.474366
iter 90 value 8.464213
iter 100 value 8.461809
final value 8.461809
stopped after 100 iterations
# weights: 27
initial value 177.489202
iter 10 value 59.650991
iter 20 value 8.122660
iter 30 value 7.927679
iter 40 value 7.698513
iter 50 value 5.057695
iter 60 value 3.767564
iter 70 value 2.630105
iter 80 value 2.380968
iter 90 value 1.980542
iter 100 value 1.766692
final value 1.766692
stopped after 100 iterations
# weights: 43
initial value 203.134646
iter 10 value 13.983270
iter 20 value 8.409866
iter 30 value 8.222697
iter 40 value 8.105568
iter 50 value 7.863129
iter 60 value 7.797095
iter 70 value 7.742349
iter 80 value 7.676941
iter 90 value 7.449159
iter 100 value 6.315519
final value 6.315519
stopped after 100 iterations
# weights: 11
initial value 167.659007
iter 10 value 76.155540
iter 20 value 72.386856
iter 30 value 36.637259
iter 40 value 19.951730
iter 50 value 14.240634
iter 60 value 13.487988
iter 70 value 13.347413
iter 80 value 13.251443
iter 90 value 13.162847
iter 100 value 13.155177
final value 13.155177
stopped after 100 iterations
# weights: 27
initial value 227.919247
iter 10 value 15.342852
iter 20 value 13.404057
iter 30 value 13.221657
iter 40 value 13.165747
iter 50 value 13.154657
iter 60 value 13.154301
iter 70 value 13.151729
iter 80 value 13.151638
iter 90 value 12.982748
iter 100 value 11.938574
final value 11.938574
stopped after 100 iterations
# weights: 43
initial value 173.127164
iter 10 value 60.461044
iter 20 value 14.701179
iter 30 value 13.748021
iter 40 value 13.613874
iter 50 value 13.334934
iter 60 value 13.197701
iter 70 value 13.189574
iter 80 value 13.173468
iter 90 value 13.164546
iter 100 value 13.154907
final value 13.154907
stopped after 100 iterations
# weights: 11
initial value 191.478283
iter 10 value 144.322486
iter 20 value 66.358844
iter 30 value 62.811421
final value 62.811359
converged
# weights: 27
initial value 188.650645
iter 10 value 86.000039
iter 20 value 47.966801
iter 30 value 45.511581
iter 40 value 45.376845
iter 50 value 44.911709
iter 60 value 44.493396
iter 70 value 44.288491
final value 44.286198
converged
# weights: 43
initial value 167.665449
iter 10 value 59.724279
iter 20 value 44.763165
iter 30 value 43.662651
iter 40 value 43.390069
iter 50 value 43.323150
iter 60 value 43.217703
iter 70 value 43.135646
iter 80 value 43.115970
iter 90 value 43.103971
iter 100 value 43.100138
final value 43.100138
stopped after 100 iterations
# weights: 11
initial value 164.132541
iter 10 value 26.550349
iter 20 value 14.486130
iter 30 value 13.763644
iter 40 value 13.668540
iter 50 value 13.661988
iter 60 value 13.658205
iter 70 value 13.657557
iter 80 value 13.657432
iter 90 value 13.657208
final value 13.657188
converged
# weights: 27
initial value 163.174627
iter 10 value 27.624258
iter 20 value 18.496351
iter 30 value 14.861908
iter 40 value 14.586347
iter 50 value 14.415332
iter 60 value 14.333377
iter 70 value 14.126821
iter 80 value 14.015196
iter 90 value 13.900166
iter 100 value 13.758332
final value 13.758332
stopped after 100 iterations
# weights: 43
initial value 186.899404
iter 10 value 19.026181
iter 20 value 13.500924
iter 30 value 13.161092
iter 40 value 12.666605
iter 50 value 12.304786
iter 60 value 11.937607
iter 70 value 11.657921
iter 80 value 11.397635
iter 90 value 11.373271
iter 100 value 11.337052
final value 11.337052
stopped after 100 iterations
# weights: 11
initial value 174.890088
iter 10 value 69.483958
iter 20 value 69.407869
final value 69.407678
converged
# weights: 27
initial value 183.704406
iter 10 value 69.464908
iter 20 value 69.407704
final value 69.407607
converged
# weights: 43
initial value 180.297706
iter 10 value 10.558552
iter 20 value 5.647972
iter 30 value 5.233899
iter 40 value 4.764396
iter 50 value 4.448955
iter 60 value 4.205806
iter 70 value 3.511735
iter 80 value 3.368851
iter 90 value 3.352535
iter 100 value 3.337349
final value 3.337349
stopped after 100 iterations
# weights: 11
initial value 167.845185
iter 10 value 64.486499
iter 20 value 61.251458
final value 61.250841
converged
# weights: 27
initial value 185.012038
iter 10 value 95.802303
iter 20 value 50.697106
iter 30 value 42.462405
iter 40 value 41.905786
iter 50 value 41.332308
iter 60 value 41.215715
iter 70 value 40.447384
iter 80 value 40.301729
final value 40.301059
converged
# weights: 43
initial value 194.659006
iter 10 value 66.185268
iter 20 value 41.642180
iter 30 value 40.680962
iter 40 value 39.675568
iter 50 value 39.409530
iter 60 value 39.375870
iter 70 value 39.345482
iter 80 value 39.306663
iter 90 value 39.263486
iter 100 value 39.249494
final value 39.249494
stopped after 100 iterations
# weights: 11
initial value 188.382085
iter 10 value 69.547796
iter 20 value 59.668254
iter 30 value 11.535068
iter 40 value 6.345944
iter 50 value 6.192677
iter 60 value 6.186712
iter 70 value 6.179342
iter 80 value 6.179273
iter 90 value 6.179195
iter 100 value 6.179169
final value 6.179169
stopped after 100 iterations
# weights: 27
initial value 188.097402
iter 10 value 48.448486
iter 20 value 8.505072
iter 30 value 6.685247
iter 40 value 5.971963
iter 50 value 5.739097
iter 60 value 5.258705
iter 70 value 4.886385
iter 80 value 4.666449
iter 90 value 4.615901
iter 100 value 4.410333
final value 4.410333
stopped after 100 iterations
# weights: 43
initial value 182.090880
iter 10 value 21.427365
iter 20 value 6.435214
iter 30 value 6.112517
iter 40 value 6.014076
iter 50 value 5.641070
iter 60 value 5.330561
iter 70 value 4.741099
iter 80 value 4.296248
iter 90 value 3.856853
iter 100 value 3.821462
final value 3.821462
stopped after 100 iterations
# weights: 11
initial value 176.278667
iter 10 value 55.200022
iter 20 value 14.323856
iter 30 value 3.213518
iter 40 value 2.103432
iter 50 value 1.862757
iter 60 value 1.796246
iter 70 value 1.776530
iter 80 value 1.402699
iter 90 value 1.390744
iter 100 value 1.280478
final value 1.280478
stopped after 100 iterations
# weights: 27
initial value 179.432182
iter 10 value 49.021218
iter 20 value 10.413635
iter 30 value 2.080302
iter 40 value 0.015819
final value 0.000041
converged
# weights: 43
initial value 185.537175
iter 10 value 9.785669
iter 20 value 1.625985
iter 30 value 0.014842
final value 0.000067
converged
# weights: 11
initial value 184.975240
iter 10 value 99.547690
iter 20 value 81.152651
iter 30 value 60.920280
final value 60.624646
converged
# weights: 27
initial value 196.498573
iter 10 value 88.788597
iter 20 value 50.416187
iter 30 value 43.797340
iter 40 value 41.267922
iter 50 value 39.652428
iter 60 value 39.126486
iter 70 value 39.088812
final value 39.087488
converged
# weights: 43
initial value 172.756445
iter 10 value 48.516814
iter 20 value 38.291370
iter 30 value 38.099946
iter 40 value 38.006230
iter 50 value 37.965031
iter 60 value 37.955838
iter 70 value 37.924520
iter 80 value 37.917040
final value 37.915895
converged
# weights: 11
initial value 181.731589
iter 10 value 72.653643
iter 20 value 56.028500
iter 30 value 10.943300
iter 40 value 3.965704
iter 50 value 3.744388
iter 60 value 3.718528
iter 70 value 3.717783
iter 80 value 3.716627
iter 90 value 3.714888
iter 100 value 3.714866
final value 3.714866
stopped after 100 iterations
# weights: 27
initial value 172.206159
iter 10 value 30.731133
iter 20 value 3.496725
iter 30 value 3.024055
iter 40 value 2.611209
iter 50 value 2.264134
iter 60 value 1.905584
iter 70 value 1.676443
iter 80 value 1.391948
iter 90 value 1.300021
iter 100 value 1.243645
final value 1.243645
stopped after 100 iterations
# weights: 43
initial value 169.693780
iter 10 value 16.603538
iter 20 value 2.754248
iter 30 value 1.557439
iter 40 value 1.143335
iter 50 value 1.058103
iter 60 value 1.033462
iter 70 value 1.019242
iter 80 value 1.003840
iter 90 value 0.991246
iter 100 value 0.973504
final value 0.973504
stopped after 100 iterations
# weights: 11
initial value 193.417372
iter 10 value 75.785298
iter 20 value 6.538948
iter 30 value 1.687675
iter 40 value 1.375869
iter 50 value 1.148081
iter 60 value 1.064931
iter 70 value 0.949963
iter 80 value 0.348296
iter 90 value 0.253131
iter 100 value 0.226276
final value 0.226276
stopped after 100 iterations
# weights: 27
initial value 207.666710
iter 10 value 63.592336
iter 20 value 4.672507
iter 30 value 1.391457
iter 40 value 0.015367
final value 0.000051
converged
# weights: 43
initial value 207.894671
iter 10 value 20.155179
iter 20 value 1.099338
iter 30 value 0.014948
iter 40 value 0.000419
final value 0.000062
converged
# weights: 11
initial value 180.965891
iter 10 value 75.100333
iter 20 value 57.004169
final value 57.004106
converged
# weights: 27
initial value 177.075523
iter 10 value 56.954324
iter 20 value 40.713180
iter 30 value 37.826962
iter 40 value 37.345596
iter 50 value 37.118391
iter 60 value 36.840877
iter 70 value 36.803467
final value 36.803442
converged
# weights: 43
initial value 184.911564
iter 10 value 69.381833
iter 20 value 39.507602
iter 30 value 36.348982
iter 40 value 35.652460
iter 50 value 35.525766
iter 60 value 35.503871
iter 70 value 35.492674
iter 80 value 35.487841
iter 90 value 35.478482
iter 100 value 35.475842
final value 35.475842
stopped after 100 iterations
# weights: 11
initial value 164.331299
iter 10 value 63.550818
iter 20 value 30.467316
iter 30 value 10.088856
iter 40 value 4.886073
iter 50 value 3.360077
iter 60 value 2.982077
iter 70 value 2.911846
iter 80 value 2.910286
iter 90 value 2.907591
iter 100 value 2.907340
final value 2.907340
stopped after 100 iterations
# weights: 27
initial value 172.919634
iter 10 value 8.147264
iter 20 value 1.578471
iter 30 value 1.141591
iter 40 value 0.912706
iter 50 value 0.681256
iter 60 value 0.563058
iter 70 value 0.535779
iter 80 value 0.486859
iter 90 value 0.454397
iter 100 value 0.447154
final value 0.447154
stopped after 100 iterations
# weights: 43
initial value 162.695994
iter 10 value 6.079660
iter 20 value 1.014008
iter 30 value 0.804293
iter 40 value 0.761112
iter 50 value 0.725696
iter 60 value 0.710357
iter 70 value 0.662501
iter 80 value 0.619550
iter 90 value 0.578493
iter 100 value 0.534637
final value 0.534637
stopped after 100 iterations
# weights: 11
initial value 163.467051
iter 10 value 60.947129
iter 20 value 17.177553
iter 30 value 2.696160
iter 40 value 1.709616
iter 50 value 1.431506
iter 60 value 1.335368
iter 70 value 1.139117
iter 80 value 0.917189
iter 90 value 0.741817
iter 100 value 0.619225
final value 0.619225
stopped after 100 iterations
# weights: 27
initial value 172.555364
iter 10 value 56.444299
iter 20 value 6.949466
iter 30 value 1.518174
iter 40 value 0.005878
final value 0.000000
converged
# weights: 43
initial value 166.565148
iter 10 value 13.053494
iter 20 value 1.126277
iter 30 value 0.006604
iter 40 value 0.001152
iter 50 value 0.000326
final value 0.000088
converged
# weights: 11
initial value 170.102331
iter 10 value 82.934039
iter 20 value 57.897681
iter 30 value 57.895158
final value 57.895152
converged
# weights: 27
initial value 170.341427
iter 10 value 60.054942
iter 20 value 44.470740
iter 30 value 40.172970
iter 40 value 39.972715
iter 50 value 39.956732
final value 39.956532
converged
# weights: 43
initial value 175.221174
iter 10 value 62.259015
iter 20 value 40.306876
iter 30 value 37.606539
iter 40 value 37.254268
iter 50 value 37.122993
iter 60 value 37.056127
iter 70 value 37.041525
iter 80 value 37.022091
iter 90 value 37.019582
iter 100 value 37.016820
final value 37.016820
stopped after 100 iterations
# weights: 11
initial value 183.580311
iter 10 value 58.677002
iter 20 value 9.136733
iter 30 value 4.378489
iter 40 value 3.024824
iter 50 value 2.766368
iter 60 value 2.521676
iter 70 value 2.402373
iter 80 value 2.392877
iter 90 value 2.391786
iter 100 value 2.391585
final value 2.391585
stopped after 100 iterations
# weights: 27
initial value 169.914401
iter 10 value 6.997718
iter 20 value 3.132196
iter 30 value 1.153142
iter 40 value 0.821864
iter 50 value 0.622884
iter 60 value 0.582794
iter 70 value 0.561316
iter 80 value 0.538073
iter 90 value 0.514763
iter 100 value 0.487753
final value 0.487753
stopped after 100 iterations
# weights: 43
initial value 177.396037
iter 10 value 44.985507
iter 20 value 1.395117
iter 30 value 1.215953
iter 40 value 1.043836
iter 50 value 0.684137
iter 60 value 0.607645
iter 70 value 0.592945
iter 80 value 0.578953
iter 90 value 0.560660
iter 100 value 0.536295
final value 0.536295
stopped after 100 iterations
# weights: 11
initial value 183.530859
iter 10 value 69.979805
iter 20 value 56.516682
iter 30 value 29.759917
iter 40 value 8.974542
iter 50 value 4.989400
iter 60 value 4.732021
iter 70 value 4.533065
iter 80 value 4.368425
iter 90 value 4.178597
iter 100 value 4.088794
final value 4.088794
stopped after 100 iterations
# weights: 27
initial value 183.702624
iter 10 value 66.963218
iter 20 value 9.399785
iter 30 value 3.370961
iter 40 value 1.541491
iter 50 value 0.073912
iter 60 value 0.009059
iter 70 value 0.001008
iter 80 value 0.000313
iter 90 value 0.000301
final value 0.000100
converged
# weights: 43
initial value 160.655843
iter 10 value 6.546316
iter 20 value 4.013376
iter 30 value 3.993933
iter 40 value 3.911516
iter 50 value 3.772674
iter 60 value 0.180710
iter 70 value 0.003215
iter 80 value 0.000669
iter 90 value 0.000388
final value 0.000080
converged
# weights: 11
initial value 173.728238
iter 10 value 83.621700
iter 20 value 56.975868
iter 30 value 56.950236
final value 56.950224
converged
# weights: 27
initial value 175.816023
iter 10 value 66.183780
iter 20 value 42.475052
iter 30 value 40.624307
iter 40 value 39.816051
iter 50 value 39.637471
iter 60 value 39.618385
final value 39.618121
converged
# weights: 43
initial value 176.853877
iter 10 value 51.706305
iter 20 value 36.245594
iter 30 value 36.078488
iter 40 value 36.051745
iter 50 value 36.046874
iter 60 value 36.046615
iter 70 value 36.046561
final value 36.046513
converged
# weights: 11
initial value 202.290187
iter 10 value 28.060637
iter 20 value 5.214380
iter 30 value 5.040947
iter 40 value 4.991275
iter 50 value 4.980704
iter 60 value 4.971716
iter 70 value 4.971518
iter 80 value 4.971238
iter 90 value 4.971190
final value 4.971118
converged
# weights: 27
initial value 168.879437
iter 10 value 8.667457
iter 20 value 4.470101
iter 30 value 4.335911
iter 40 value 4.206514
iter 50 value 4.160066
iter 60 value 4.138120
iter 70 value 3.988369
iter 80 value 3.744691
iter 90 value 3.012294
iter 100 value 1.683191
final value 1.683191
stopped after 100 iterations
# weights: 43
initial value 181.286373
iter 10 value 7.804307
iter 20 value 4.117567
iter 30 value 3.723268
iter 40 value 1.715742
iter 50 value 1.214356
iter 60 value 1.009211
iter 70 value 0.838955
iter 80 value 0.775781
iter 90 value 0.742137
iter 100 value 0.703075
final value 0.703075
stopped after 100 iterations
# weights: 11
initial value 168.959744
iter 10 value 70.460705
iter 20 value 70.387089
final value 70.387028
converged
# weights: 27
initial value 165.060512
iter 10 value 23.042483
iter 20 value 2.497081
iter 30 value 0.635996
iter 40 value 0.001744
final value 0.000065
converged
# weights: 43
initial value 174.758799
iter 10 value 5.130911
iter 20 value 1.696362
iter 30 value 0.000558
final value 0.000019
converged
# weights: 11
initial value 196.319683
iter 10 value 126.090655
iter 20 value 60.389359
final value 60.338842
converged
# weights: 27
initial value 173.725934
iter 10 value 68.859316
iter 20 value 43.240435
iter 30 value 41.590722
iter 40 value 40.611498
iter 50 value 40.568151
iter 60 value 40.567167
iter 70 value 40.566867
iter 70 value 40.566866
iter 70 value 40.566866
final value 40.566866
converged
# weights: 43
initial value 245.242636
iter 10 value 82.252335
iter 20 value 43.370736
iter 30 value 40.603969
iter 40 value 40.207249
iter 50 value 40.129087
iter 60 value 40.106684
iter 70 value 40.094474
iter 80 value 40.089043
iter 90 value 40.085577
iter 100 value 40.084171
final value 40.084171
stopped after 100 iterations
# weights: 11
initial value 165.692077
iter 10 value 55.640586
iter 20 value 8.864037
iter 30 value 4.844326
iter 40 value 4.715772
iter 50 value 4.690160
iter 60 value 4.684285
iter 70 value 4.680975
iter 80 value 4.677386
iter 90 value 4.677286
final value 4.677286
converged
# weights: 27
initial value 172.514708
iter 10 value 54.343646
iter 20 value 4.306156
iter 30 value 3.348299
iter 40 value 3.104512
iter 50 value 2.855776
iter 60 value 2.777603
iter 70 value 2.629249
iter 80 value 2.387222
iter 90 value 2.275380
iter 100 value 2.165532
final value 2.165532
stopped after 100 iterations
# weights: 43
initial value 190.298757
iter 10 value 34.573233
iter 20 value 3.614642
iter 30 value 2.586879
iter 40 value 2.175964
iter 50 value 2.158277
iter 60 value 2.116531
iter 70 value 2.057329
iter 80 value 2.019510
iter 90 value 1.683531
iter 100 value 1.316251
final value 1.316251
stopped after 100 iterations
# weights: 11
initial value 181.316772
iter 10 value 73.005137
iter 20 value 65.936294
iter 30 value 12.932338
iter 40 value 5.695721
iter 50 value 4.532819
iter 60 value 4.050285
iter 70 value 2.167184
iter 80 value 2.034205
iter 90 value 1.842419
iter 100 value 1.824028
final value 1.824028
stopped after 100 iterations
# weights: 27
initial value 163.412677
iter 10 value 56.599671
iter 20 value 3.448259
iter 30 value 0.028844
final value 0.000071
converged
# weights: 43
initial value 172.319011
iter 10 value 69.757853
iter 20 value 39.636874
iter 30 value 6.897666
iter 40 value 4.663900
iter 50 value 3.348556
iter 60 value 2.579490
iter 70 value 0.323537
iter 80 value 0.168789
iter 90 value 0.000217
final value 0.000056
converged
# weights: 11
initial value 168.722634
iter 10 value 70.802023
iter 20 value 60.106872
iter 30 value 60.046002
final value 60.045998
converged
# weights: 27
initial value 164.648728
iter 10 value 72.112944
iter 20 value 40.451432
iter 30 value 39.583469
iter 40 value 39.542780
iter 50 value 39.532669
iter 60 value 39.532041
iter 70 value 39.531927
final value 39.531925
converged
# weights: 43
initial value 211.961286
iter 10 value 69.691276
iter 20 value 40.736625
iter 30 value 38.708895
iter 40 value 38.503766
iter 50 value 38.418582
iter 60 value 38.393346
iter 70 value 38.368928
iter 80 value 38.341936
iter 90 value 38.332325
iter 100 value 38.312221
final value 38.312221
stopped after 100 iterations
# weights: 11
initial value 164.475257
iter 10 value 75.110436
iter 20 value 74.415849
iter 30 value 74.333413
iter 40 value 74.280472
iter 50 value 68.975467
iter 60 value 44.251116
iter 70 value 11.261884
iter 80 value 5.999788
iter 90 value 5.188430
iter 100 value 4.503111
final value 4.503111
stopped after 100 iterations
# weights: 27
initial value 176.739385
iter 10 value 85.811498
iter 20 value 6.274733
iter 30 value 2.491627
iter 40 value 1.679367
iter 50 value 1.481075
iter 60 value 1.363666
iter 70 value 1.216509
iter 80 value 1.097738
iter 90 value 1.005082
iter 100 value 0.985012
final value 0.985012
stopped after 100 iterations
# weights: 43
initial value 217.574296
iter 10 value 8.099203
iter 20 value 2.200409
iter 30 value 1.892473
iter 40 value 1.689461
iter 50 value 1.163271
iter 60 value 0.971020
iter 70 value 0.882232
iter 80 value 0.771882
iter 90 value 0.726502
iter 100 value 0.653811
final value 0.653811
stopped after 100 iterations
# weights: 11
initial value 170.769919
iter 10 value 73.960944
iter 20 value 72.394722
final value 72.394147
converged
# weights: 27
initial value 260.681184
iter 10 value 76.154189
iter 20 value 4.472327
iter 30 value 0.241795
iter 40 value 0.001036
iter 50 value 0.000676
iter 60 value 0.000290
iter 70 value 0.000162
iter 80 value 0.000119
iter 90 value 0.000100
iter 90 value 0.000095
iter 90 value 0.000095
final value 0.000095
converged
# weights: 43
initial value 169.930044
iter 10 value 8.879173
iter 20 value 0.237613
final value 0.000084
converged
# weights: 11
initial value 191.657208
iter 10 value 89.915665
iter 20 value 59.694110
final value 59.361621
converged
# weights: 27
initial value 183.882652
iter 10 value 72.329062
iter 20 value 42.545309
iter 30 value 40.065632
iter 40 value 39.634168
iter 50 value 39.053837
iter 60 value 38.849297
iter 70 value 38.839218
iter 70 value 38.839218
iter 70 value 38.839218
final value 38.839218
converged
# weights: 43
initial value 178.111460
iter 10 value 65.973385
iter 20 value 40.587883
iter 30 value 38.695522
iter 40 value 38.448033
iter 50 value 38.389030
iter 60 value 38.382521
iter 70 value 38.382469
final value 38.382468
converged
# weights: 11
initial value 180.856370
iter 10 value 71.028792
iter 20 value 60.871920
iter 30 value 46.777520
iter 40 value 13.913985
iter 50 value 4.820480
iter 60 value 3.831072
iter 70 value 3.666615
iter 80 value 3.457126
iter 90 value 3.356109
iter 100 value 3.111920
final value 3.111920
stopped after 100 iterations
# weights: 27
initial value 181.332964
iter 10 value 21.337803
iter 20 value 3.888349
iter 30 value 2.661148
iter 40 value 0.918648
iter 50 value 0.847612
iter 60 value 0.718751
iter 70 value 0.620695
iter 80 value 0.593549
iter 90 value 0.561672
iter 100 value 0.526392
final value 0.526392
stopped after 100 iterations
# weights: 43
initial value 172.481904
iter 10 value 8.803025
iter 20 value 2.536939
iter 30 value 1.208338
iter 40 value 0.937061
iter 50 value 0.862258
iter 60 value 0.680250
iter 70 value 0.626109
iter 80 value 0.611905
iter 90 value 0.562256
iter 100 value 0.542030
final value 0.542030
stopped after 100 iterations
# weights: 11
initial value 168.868098
iter 10 value 72.508085
iter 20 value 65.808327
final value 65.802042
converged
# weights: 27
initial value 178.391955
iter 10 value 25.238617
iter 20 value 1.363344
iter 30 value 0.005292
iter 40 value 0.000639
iter 50 value 0.000164
final value 0.000075
converged
# weights: 43
initial value 196.289513
iter 10 value 21.018186
iter 20 value 0.223783
final value 0.000086
converged
# weights: 11
initial value 184.925458
iter 10 value 70.884552
iter 20 value 58.566751
iter 30 value 58.461958
final value 58.461951
converged
# weights: 27
initial value 171.661569
iter 10 value 63.889933
iter 20 value 42.306297
iter 30 value 40.251070
iter 40 value 39.698083
iter 50 value 38.806762
iter 60 value 38.789628
final value 38.789161
converged
# weights: 43
initial value 177.937695
iter 10 value 60.236509
iter 20 value 38.420450
iter 30 value 37.698307
iter 40 value 37.581359
iter 50 value 37.558312
iter 60 value 37.555900
iter 70 value 37.555471
final value 37.555430
converged
# weights: 11
initial value 184.143005
iter 10 value 66.153120
iter 20 value 65.974896
iter 30 value 50.637411
iter 40 value 12.178110
iter 50 value 6.582826
iter 60 value 4.731876
iter 70 value 3.835498
iter 80 value 3.231496
iter 90 value 3.083829
iter 100 value 3.078855
final value 3.078855
stopped after 100 iterations
# weights: 27
initial value 182.515871
iter 10 value 66.065998
iter 20 value 66.002561
iter 30 value 65.964848
iter 40 value 50.897539
iter 50 value 1.186388
iter 60 value 0.771553
iter 70 value 0.733345
iter 80 value 0.563173
iter 90 value 0.555750
iter 100 value 0.537694
final value 0.537694
stopped after 100 iterations
# weights: 43
initial value 187.899694
iter 10 value 37.842050
iter 20 value 1.930621
iter 30 value 1.000230
iter 40 value 0.864926
iter 50 value 0.759131
iter 60 value 0.645489
iter 70 value 0.569392
iter 80 value 0.520144
iter 90 value 0.504434
iter 100 value 0.488598
final value 0.488598
stopped after 100 iterations
# weights: 11
initial value 163.690940
iter 10 value 14.658440
iter 20 value 7.149018
iter 30 value 6.726282
iter 40 value 6.695739
iter 50 value 6.671725
iter 60 value 6.659976
iter 70 value 6.590287
iter 80 value 6.581270
iter 90 value 6.543613
iter 100 value 6.529910
final value 6.529910
stopped after 100 iterations
# weights: 27
initial value 168.576130
iter 10 value 47.088764
iter 20 value 8.557305
iter 30 value 7.214798
iter 40 value 6.203851
iter 50 value 5.102667
iter 60 value 5.070304
final value 5.070295
converged
# weights: 43
initial value 169.206566
iter 10 value 14.395058
iter 20 value 6.839136
iter 30 value 6.417657
iter 40 value 5.870317
iter 50 value 4.849729
iter 60 value 2.077841
iter 70 value 0.104633
iter 80 value 0.009786
iter 90 value 0.002088
iter 100 value 0.001127
final value 0.001127
stopped after 100 iterations
# weights: 11
initial value 167.774054
iter 10 value 84.932914
iter 20 value 60.105186
iter 30 value 60.025627
iter 30 value 60.025626
iter 30 value 60.025626
final value 60.025626
converged
# weights: 27
initial value 192.631265
iter 10 value 67.077657
iter 20 value 43.723342
iter 30 value 41.293406
iter 40 value 40.836903
iter 50 value 40.489070
iter 60 value 40.417333
iter 70 value 40.377983
final value 40.377971
converged
# weights: 43
initial value 239.683826
iter 10 value 59.341106
iter 20 value 42.013982
iter 30 value 40.488900
iter 40 value 39.634661
iter 50 value 39.322581
iter 60 value 39.267516
iter 70 value 39.226859
iter 80 value 39.194433
iter 90 value 39.138158
iter 100 value 39.129000
final value 39.129000
stopped after 100 iterations
# weights: 11
initial value 177.507491
iter 10 value 69.976583
iter 20 value 69.881058
iter 30 value 69.854426
iter 40 value 69.797748
iter 50 value 68.586586
iter 60 value 36.882116
iter 70 value 9.235469
iter 80 value 7.548975
iter 90 value 7.533625
iter 100 value 7.510153
final value 7.510153
stopped after 100 iterations
# weights: 27
initial value 166.505844
iter 10 value 20.614243
iter 20 value 7.744564
iter 30 value 7.071537
iter 40 value 6.624309
iter 50 value 6.197839
iter 60 value 6.180823
iter 70 value 6.139655
iter 80 value 6.091524
iter 90 value 6.075758
iter 100 value 6.018029
final value 6.018029
stopped after 100 iterations
# weights: 43
initial value 167.310826
iter 10 value 25.540805
iter 20 value 7.042154
iter 30 value 6.843128
iter 40 value 6.180602
iter 50 value 4.040080
iter 60 value 2.573643
iter 70 value 1.849356
iter 80 value 1.509984
iter 90 value 1.419232
iter 100 value 1.300269
final value 1.300269
stopped after 100 iterations
# weights: 11
initial value 170.741949
iter 10 value 67.336607
iter 20 value 29.807949
iter 30 value 11.759109
iter 40 value 7.725162
iter 50 value 7.535577
iter 60 value 7.329637
iter 70 value 7.306727
iter 80 value 7.234982
iter 90 value 7.217632
iter 100 value 7.204374
final value 7.204374
stopped after 100 iterations
# weights: 27
initial value 176.599338
iter 10 value 73.173558
final value 73.171459
converged
# weights: 43
initial value 191.656902
iter 10 value 14.222423
iter 20 value 7.067994
iter 30 value 6.651814
iter 40 value 5.200356
iter 50 value 5.054845
iter 60 value 5.051806
iter 70 value 5.051775
final value 5.051772
converged
# weights: 11
initial value 177.999926
iter 10 value 63.545335
iter 20 value 62.635462
final value 62.635458
converged
# weights: 27
initial value 174.278477
iter 10 value 55.179647
iter 20 value 44.237376
iter 30 value 43.326010
iter 40 value 43.272115
iter 50 value 43.267281
final value 43.267277
converged
# weights: 43
initial value 175.443602
iter 10 value 56.104700
iter 20 value 43.573959
iter 30 value 42.342681
iter 40 value 42.087293
iter 50 value 41.986418
iter 60 value 41.980981
iter 70 value 41.980947
iter 80 value 41.980897
final value 41.980879
converged
# weights: 11
initial value 170.681566
iter 10 value 105.143914
iter 20 value 41.520134
iter 30 value 28.320189
iter 40 value 10.463471
iter 50 value 8.361717
iter 60 value 8.256931
iter 70 value 8.179246
iter 80 value 8.156727
iter 90 value 8.138907
final value 8.138905
converged
# weights: 27
initial value 177.612970
iter 10 value 28.598593
iter 20 value 7.487786
iter 30 value 7.432884
iter 40 value 7.386196
iter 50 value 7.009894
iter 60 value 6.841419
iter 70 value 6.805728
iter 80 value 6.584709
iter 90 value 6.492248
iter 100 value 6.470706
final value 6.470706
stopped after 100 iterations
# weights: 43
initial value 201.105605
iter 10 value 29.294641
iter 20 value 6.941475
iter 30 value 5.154665
iter 40 value 4.013304
iter 50 value 3.017154
iter 60 value 2.566271
iter 70 value 1.938746
iter 80 value 1.724805
iter 90 value 1.578222
iter 100 value 1.393509
final value 1.393509
stopped after 100 iterations
# weights: 11
initial value 178.592968
iter 10 value 62.647979
iter 20 value 62.371453
final value 62.371156
converged
# weights: 27
initial value 186.605836
iter 10 value 2.705882
iter 20 value 0.034320
iter 30 value 0.000274
final value 0.000065
converged
# weights: 43
initial value 191.426451
iter 10 value 4.543917
iter 20 value 0.014603
final value 0.000060
converged
# weights: 11
initial value 169.714907
iter 10 value 94.147601
iter 20 value 71.878108
iter 30 value 53.365425
final value 53.360067
converged
# weights: 27
initial value 182.149873
iter 10 value 46.727576
iter 20 value 36.721792
iter 30 value 36.644599
iter 40 value 36.617765
iter 50 value 36.613840
final value 36.612865
converged
# weights: 43
initial value 164.280347
iter 10 value 49.888821
iter 20 value 36.066499
iter 30 value 34.248427
iter 40 value 33.550724
iter 50 value 33.481041
iter 60 value 33.464162
iter 70 value 33.459044
iter 80 value 33.457157
iter 90 value 33.452168
iter 100 value 33.450775
final value 33.450775
stopped after 100 iterations
# weights: 11
initial value 177.921328
iter 10 value 93.261209
iter 20 value 62.064983
iter 30 value 52.601960
iter 40 value 31.971898
iter 50 value 10.901559
iter 60 value 2.338356
iter 70 value 1.332221
iter 80 value 1.237854
iter 90 value 1.211921
iter 100 value 1.203569
final value 1.203569
stopped after 100 iterations
# weights: 27
initial value 162.491800
iter 10 value 5.601092
iter 20 value 0.747989
iter 30 value 0.649894
iter 40 value 0.471593
iter 50 value 0.374430
iter 60 value 0.352994
iter 70 value 0.327147
iter 80 value 0.303579
iter 90 value 0.267362
iter 100 value 0.233042
final value 0.233042
stopped after 100 iterations
# weights: 43
initial value 170.938967
iter 10 value 11.359385
iter 20 value 0.590135
iter 30 value 0.522931
iter 40 value 0.413159
iter 50 value 0.379507
iter 60 value 0.321857
iter 70 value 0.284957
iter 80 value 0.274071
iter 90 value 0.269838
iter 100 value 0.254560
final value 0.254560
stopped after 100 iterations
# weights: 11
initial value 170.682237
iter 10 value 77.828084
iter 20 value 73.297824
iter 30 value 73.289055
iter 40 value 73.258252
iter 50 value 70.875338
iter 60 value 69.146747
iter 70 value 63.246586
iter 80 value 37.855549
iter 90 value 11.892689
iter 100 value 5.226249
final value 5.226249
stopped after 100 iterations
# weights: 27
initial value 163.623374
iter 10 value 48.798591
iter 20 value 9.055238
iter 30 value 0.157160
iter 40 value 0.052373
iter 50 value 0.032550
iter 60 value 0.024989
iter 70 value 0.016851
iter 80 value 0.005006
iter 90 value 0.004433
iter 100 value 0.001733
final value 0.001733
stopped after 100 iterations
# weights: 43
initial value 199.561152
iter 10 value 20.826527
iter 20 value 2.074752
iter 30 value 0.024659
final value 0.000055
converged
# weights: 11
initial value 186.633834
iter 10 value 71.647237
iter 20 value 60.225969
iter 30 value 60.174872
final value 60.174871
converged
# weights: 27
initial value 198.759564
iter 10 value 68.150523
iter 20 value 41.009624
iter 30 value 39.048852
iter 40 value 38.861334
iter 50 value 38.810217
iter 60 value 38.805488
iter 70 value 38.803272
final value 38.803272
converged
# weights: 43
initial value 185.397247
iter 10 value 64.367565
iter 20 value 39.580853
iter 30 value 38.236407
iter 40 value 37.747983
iter 50 value 37.672271
iter 60 value 37.638489
iter 70 value 37.611065
iter 80 value 37.585793
iter 90 value 37.574274
iter 100 value 37.573467
final value 37.573467
stopped after 100 iterations
# weights: 11
initial value 178.074067
iter 10 value 123.489125
iter 20 value 22.875503
iter 30 value 5.768915
iter 40 value 3.965829
iter 50 value 3.227970
iter 60 value 2.883547
iter 70 value 2.749406
iter 80 value 2.707218
iter 90 value 2.677961
iter 100 value 2.671898
final value 2.671898
stopped after 100 iterations
# weights: 27
initial value 168.901048
iter 10 value 19.176341
iter 20 value 3.941558
iter 30 value 2.841629
iter 40 value 2.099858
iter 50 value 1.434786
iter 60 value 1.180404
iter 70 value 1.016181
iter 80 value 0.909673
iter 90 value 0.742724
iter 100 value 0.687623
final value 0.687623
stopped after 100 iterations
# weights: 43
initial value 182.038511
iter 10 value 9.699878
iter 20 value 0.821665
iter 30 value 0.673042
iter 40 value 0.588521
iter 50 value 0.487039
iter 60 value 0.437512
iter 70 value 0.366541
iter 80 value 0.345826
iter 90 value 0.329440
iter 100 value 0.311284
final value 0.311284
stopped after 100 iterations
# weights: 11
initial value 174.302737
iter 10 value 73.849060
iter 20 value 13.379557
iter 30 value 9.203775
iter 40 value 9.126763
iter 50 value 9.069601
iter 60 value 9.038644
iter 70 value 9.021532
iter 80 value 9.001624
iter 90 value 8.997422
iter 100 value 8.988755
final value 8.988755
stopped after 100 iterations
# weights: 27
initial value 190.663732
iter 10 value 69.584893
iter 20 value 10.331496
iter 30 value 9.161783
iter 40 value 8.699665
iter 50 value 7.911440
iter 60 value 5.807171
iter 70 value 5.228096
iter 80 value 5.214231
iter 90 value 5.190324
iter 100 value 5.184099
final value 5.184099
stopped after 100 iterations
# weights: 43
initial value 169.677363
iter 10 value 18.482205
iter 20 value 8.966256
iter 30 value 7.956596
iter 40 value 6.861017
iter 50 value 5.310567
iter 60 value 3.983218
iter 70 value 3.513178
iter 80 value 3.402548
iter 90 value 3.381433
iter 100 value 3.378862
final value 3.378862
stopped after 100 iterations
# weights: 11
initial value 174.634907
iter 10 value 96.989383
iter 20 value 72.740516
iter 30 value 62.870533
final value 62.851552
converged
# weights: 27
initial value 192.338145
iter 10 value 66.677629
iter 20 value 46.606395
iter 30 value 44.209930
iter 40 value 43.849733
iter 50 value 43.762148
iter 60 value 43.654334
iter 70 value 43.614290
final value 43.614284
converged
# weights: 43
initial value 183.532454
iter 10 value 61.821451
iter 20 value 44.373165
iter 30 value 43.209881
iter 40 value 42.667668
iter 50 value 42.650818
iter 60 value 42.645853
iter 70 value 42.639438
iter 80 value 42.638214
iter 90 value 42.634137
iter 100 value 42.632159
final value 42.632159
stopped after 100 iterations
# weights: 11
initial value 170.606338
iter 10 value 77.246034
iter 20 value 27.791784
iter 30 value 14.888050
iter 40 value 10.172127
iter 50 value 9.897580
iter 60 value 9.880895
iter 70 value 9.852113
iter 80 value 9.851649
iter 90 value 9.850759
iter 100 value 9.850021
final value 9.850021
stopped after 100 iterations
# weights: 27
initial value 179.208309
iter 10 value 29.858072
iter 20 value 9.280452
iter 30 value 9.028500
iter 40 value 8.760961
iter 50 value 8.254718
iter 60 value 7.666255
iter 70 value 4.926602
iter 80 value 2.064470
iter 90 value 1.440645
iter 100 value 1.348511
final value 1.348511
stopped after 100 iterations
# weights: 43
initial value 208.746462
iter 10 value 14.158358
iter 20 value 10.009182
iter 30 value 9.078678
iter 40 value 8.786807
iter 50 value 8.583769
iter 60 value 8.285830
iter 70 value 7.164327
iter 80 value 2.915081
iter 90 value 1.682345
iter 100 value 1.507493
final value 1.507493
stopped after 100 iterations
# weights: 11
initial value 164.237649
iter 10 value 84.185592
iter 20 value 71.296002
iter 30 value 70.946648
iter 40 value 69.438106
iter 50 value 68.887729
iter 60 value 67.364692
iter 70 value 66.966182
iter 80 value 65.780744
iter 90 value 48.750430
iter 100 value 24.096580
final value 24.096580
stopped after 100 iterations
# weights: 27
initial value 183.961463
iter 10 value 75.204329
iter 20 value 74.784011
iter 30 value 15.631046
iter 40 value 0.512769
iter 50 value 0.000582
final value 0.000086
converged
# weights: 43
initial value 177.899851
iter 10 value 31.511845
iter 20 value 8.248387
iter 30 value 3.717293
iter 40 value 0.107587
iter 50 value 0.005310
iter 60 value 0.000420
iter 70 value 0.000189
final value 0.000086
converged
# weights: 11
initial value 173.162186
iter 10 value 62.074220
iter 20 value 61.570006
final value 61.569840
converged
# weights: 27
initial value 172.567064
iter 10 value 69.190748
iter 20 value 41.532448
iter 30 value 39.996010
iter 40 value 39.970070
iter 50 value 39.968608
iter 60 value 39.968528
final value 39.968520
converged
# weights: 43
initial value 172.925551
iter 10 value 50.669947
iter 20 value 41.493831
iter 30 value 40.260300
iter 40 value 39.575927
iter 50 value 39.243672
iter 60 value 39.004378
iter 70 value 38.891390
iter 80 value 38.866358
iter 90 value 38.863777
iter 90 value 38.863777
iter 90 value 38.863777
final value 38.863777
converged
# weights: 11
initial value 204.400386
iter 10 value 75.218887
iter 20 value 74.882265
iter 30 value 68.866887
iter 40 value 26.970774
iter 50 value 4.788920
iter 60 value 2.249262
iter 70 value 2.100328
iter 80 value 2.081091
iter 90 value 2.071337
iter 100 value 2.048359
final value 2.048359
stopped after 100 iterations
# weights: 27
initial value 164.415946
iter 10 value 75.161717
iter 20 value 75.006447
iter 30 value 48.077673
iter 40 value 1.506523
iter 50 value 0.574329
iter 60 value 0.545097
iter 70 value 0.479760
iter 80 value 0.451637
iter 90 value 0.421755
iter 100 value 0.396923
final value 0.396923
stopped after 100 iterations
# weights: 43
initial value 167.802745
iter 10 value 51.984298
iter 20 value 5.256885
iter 30 value 0.951724
iter 40 value 0.825557
iter 50 value 0.751151
iter 60 value 0.688013
iter 70 value 0.513436
iter 80 value 0.416072
iter 90 value 0.404530
iter 100 value 0.383197
final value 0.383197
stopped after 100 iterations
# weights: 11
initial value 176.601164
iter 10 value 73.411474
iter 20 value 73.364936
iter 30 value 73.359336
iter 40 value 73.327204
iter 50 value 72.098001
iter 60 value 65.447223
iter 70 value 21.591725
iter 80 value 7.429201
iter 90 value 6.976817
iter 100 value 6.957045
final value 6.957045
stopped after 100 iterations
# weights: 27
initial value 172.209814
iter 10 value 61.137919
iter 20 value 7.438040
iter 30 value 6.938774
iter 40 value 6.347000
iter 50 value 4.962606
iter 60 value 4.866461
iter 70 value 4.866028
iter 80 value 4.864211
iter 90 value 4.861884
final value 4.861689
converged
# weights: 43
initial value 226.618323
iter 10 value 20.061348
iter 20 value 5.693276
iter 30 value 5.163817
iter 40 value 4.199869
iter 50 value 3.731576
iter 60 value 3.615384
iter 70 value 3.538913
iter 80 value 3.527445
final value 3.526647
converged
# weights: 11
initial value 171.798431
iter 10 value 84.828561
iter 20 value 62.477380
iter 30 value 62.459967
final value 62.459960
converged
# weights: 27
initial value 181.282620
iter 10 value 86.906709
iter 20 value 61.409485
iter 30 value 46.358498
iter 40 value 43.559138
iter 50 value 43.358190
iter 60 value 43.273722
iter 70 value 42.457104
iter 80 value 42.043425
iter 90 value 41.985415
final value 41.984826
converged
# weights: 43
initial value 167.663402
iter 10 value 84.781106
iter 20 value 47.965383
iter 30 value 42.683031
iter 40 value 41.265569
iter 50 value 41.098612
iter 60 value 41.056392
iter 70 value 41.020009
iter 80 value 40.992876
iter 90 value 40.923781
iter 100 value 40.887455
final value 40.887455
stopped after 100 iterations
# weights: 11
initial value 165.509957
iter 10 value 73.697337
iter 20 value 71.281429
iter 30 value 70.255990
iter 40 value 18.262987
iter 50 value 8.366563
iter 60 value 7.788336
iter 70 value 7.747545
iter 80 value 7.711996
iter 90 value 7.710783
iter 100 value 7.710563
final value 7.710563
stopped after 100 iterations
# weights: 27
initial value 164.708874
iter 10 value 52.424091
iter 20 value 8.755904
iter 30 value 7.138295
iter 40 value 7.058352
iter 50 value 6.784130
iter 60 value 6.516102
iter 70 value 6.471950
iter 80 value 6.446098
iter 90 value 6.366404
iter 100 value 6.190781
final value 6.190781
stopped after 100 iterations
# weights: 43
initial value 173.156115
iter 10 value 9.629438
iter 20 value 7.392237
iter 30 value 6.733649
iter 40 value 6.242051
iter 50 value 5.976952
iter 60 value 5.905848
iter 70 value 5.720822
iter 80 value 5.259505
iter 90 value 3.236970
iter 100 value 1.786840
final value 1.786840
stopped after 100 iterations
# weights: 11
initial value 196.364453
iter 10 value 90.773101
iter 20 value 73.885276
iter 30 value 73.241406
iter 40 value 72.545479
iter 50 value 72.401436
iter 60 value 72.396668
iter 70 value 72.396307
iter 80 value 72.394379
iter 80 value 72.394379
final value 72.394379
converged
# weights: 27
initial value 162.453725
iter 10 value 19.822048
iter 20 value 9.567064
iter 30 value 9.215964
iter 40 value 8.898378
iter 50 value 8.807331
iter 60 value 8.784299
iter 70 value 8.717205
iter 80 value 8.638389
iter 90 value 8.543154
iter 100 value 8.478996
final value 8.478996
stopped after 100 iterations
# weights: 43
initial value 182.035462
iter 10 value 32.615041
iter 20 value 8.910214
iter 30 value 8.469597
iter 40 value 7.902976
iter 50 value 6.475720
iter 60 value 5.576523
iter 70 value 4.430734
iter 80 value 3.557158
iter 90 value 3.403805
iter 100 value 3.215196
final value 3.215196
stopped after 100 iterations
# weights: 11
initial value 170.575207
iter 10 value 138.416431
iter 20 value 64.942425
iter 30 value 62.037903
final value 62.037902
converged
# weights: 27
initial value 167.941593
iter 10 value 100.720846
iter 20 value 51.489521
iter 30 value 45.860322
iter 40 value 45.026530
iter 50 value 44.962969
iter 60 value 44.957681
iter 70 value 44.925659
iter 80 value 44.859487
final value 44.859463
converged
# weights: 43
initial value 175.625108
iter 10 value 56.103354
iter 20 value 44.717966
iter 30 value 41.641074
iter 40 value 41.324838
iter 50 value 41.176943
iter 60 value 41.159850
iter 70 value 41.155588
iter 80 value 41.152984
final value 41.152915
converged
# weights: 11
initial value 172.462363
iter 10 value 75.503680
iter 20 value 74.131541
iter 30 value 74.103041
iter 40 value 74.083353
iter 50 value 74.029027
iter 60 value 73.565585
iter 70 value 56.502453
iter 80 value 12.893019
iter 90 value 10.185966
iter 100 value 9.679630
final value 9.679630
stopped after 100 iterations
# weights: 27
initial value 192.065269
iter 10 value 73.442694
iter 20 value 14.001039
iter 30 value 9.529742
iter 40 value 9.274143
iter 50 value 9.182665
iter 60 value 9.067927
iter 70 value 9.034012
iter 80 value 8.918608
iter 90 value 8.793339
iter 100 value 8.773763
final value 8.773763
stopped after 100 iterations
# weights: 43
initial value 178.119602
iter 10 value 22.258228
iter 20 value 9.332278
iter 30 value 8.970516
iter 40 value 8.658274
iter 50 value 8.497329
iter 60 value 7.510866
iter 70 value 6.714326
iter 80 value 6.124541
iter 90 value 5.253068
iter 100 value 4.741190
final value 4.741190
stopped after 100 iterations
# weights: 11
initial value 169.791608
iter 10 value 14.391390
iter 20 value 2.375105
iter 30 value 0.715930
iter 40 value 0.234546
iter 50 value 0.205816
iter 60 value 0.182963
iter 70 value 0.101643
iter 80 value 0.083535
iter 90 value 0.056127
iter 100 value 0.044137
final value 0.044137
stopped after 100 iterations
# weights: 27
initial value 188.374810
iter 10 value 3.717753
iter 20 value 0.018586
final value 0.000065
converged
# weights: 43
initial value 177.530346
iter 10 value 23.687441
iter 20 value 0.026796
final value 0.000093
converged
# weights: 11
initial value 173.420264
iter 10 value 58.935256
iter 20 value 56.290235
final value 56.290223
converged
# weights: 27
initial value 164.213521
iter 10 value 74.540946
iter 20 value 42.095563
iter 30 value 37.910785
iter 40 value 37.415667
iter 50 value 36.666257
iter 60 value 36.275773
iter 70 value 36.215770
iter 80 value 36.205571
final value 36.205561
converged
# weights: 43
initial value 182.971739
iter 10 value 81.055510
iter 20 value 40.117586
iter 30 value 36.821585
iter 40 value 35.759912
iter 50 value 35.489082
iter 60 value 35.330538
iter 70 value 35.099685
iter 80 value 35.019345
iter 90 value 34.993930
iter 100 value 34.986005
final value 34.986005
stopped after 100 iterations
# weights: 11
initial value 178.750430
iter 10 value 23.033604
iter 20 value 2.029513
iter 30 value 1.441421
iter 40 value 1.348728
iter 50 value 1.339508
iter 60 value 1.339368
iter 70 value 1.338848
iter 80 value 1.338834
iter 90 value 1.338822
iter 100 value 1.338812
final value 1.338812
stopped after 100 iterations
# weights: 27
initial value 170.319376
iter 10 value 2.348680
iter 20 value 0.594487
iter 30 value 0.525621
iter 40 value 0.405088
iter 50 value 0.370412
iter 60 value 0.345200
iter 70 value 0.319870
iter 80 value 0.296595
iter 90 value 0.255295
iter 100 value 0.225693
final value 0.225693
stopped after 100 iterations
# weights: 43
initial value 164.818901
iter 10 value 23.875858
iter 20 value 0.312512
iter 30 value 0.278023
iter 40 value 0.268338
iter 50 value 0.252941
iter 60 value 0.226911
iter 70 value 0.217076
iter 80 value 0.213870
iter 90 value 0.208893
iter 100 value 0.205305
final value 0.205305
stopped after 100 iterations
# weights: 11
initial value 167.321522
iter 10 value 67.240200
iter 20 value 66.982677
final value 66.982481
converged
# weights: 27
initial value 178.158603
iter 10 value 20.908968
iter 20 value 0.254363
iter 30 value 0.000525
final value 0.000056
converged
# weights: 43
initial value 183.797261
iter 10 value 6.050798
iter 20 value 0.019347
iter 30 value 0.000126
iter 30 value 0.000075
iter 30 value 0.000075
final value 0.000075
converged
# weights: 11
initial value 181.239879
iter 10 value 82.791158
iter 20 value 64.163170
iter 30 value 56.385276
final value 56.382197
converged
# weights: 27
initial value 165.435177
iter 10 value 65.921623
iter 20 value 43.865261
iter 30 value 37.789055
iter 40 value 36.355392
iter 50 value 35.995757
iter 60 value 35.988663
iter 70 value 35.985529
final value 35.985527
converged
# weights: 43
initial value 189.529277
iter 10 value 44.532325
iter 20 value 36.111251
iter 30 value 34.910685
iter 40 value 34.763282
iter 50 value 34.741676
iter 60 value 34.727008
iter 70 value 34.722770
iter 80 value 34.722407
final value 34.722279
converged
# weights: 11
initial value 163.637711
iter 10 value 59.048747
iter 20 value 4.851547
iter 30 value 1.185052
iter 40 value 1.107549
iter 50 value 1.085039
iter 60 value 1.080752
iter 70 value 1.080124
iter 80 value 1.080114
iter 80 value 1.080114
final value 1.080114
converged
# weights: 27
initial value 191.712261
iter 10 value 11.180967
iter 20 value 0.716698
iter 30 value 0.529925
iter 40 value 0.454675
iter 50 value 0.380834
iter 60 value 0.314767
iter 70 value 0.295556
iter 80 value 0.285518
iter 90 value 0.268242
iter 100 value 0.254628
final value 0.254628
stopped after 100 iterations
# weights: 43
initial value 164.182682
iter 10 value 5.773129
iter 20 value 0.358885
iter 30 value 0.325127
iter 40 value 0.288819
iter 50 value 0.281651
iter 60 value 0.266135
iter 70 value 0.255269
iter 80 value 0.242692
iter 90 value 0.235916
iter 100 value 0.229675
final value 0.229675
stopped after 100 iterations
# weights: 11
initial value 166.366479
iter 10 value 73.681282
iter 20 value 72.547890
final value 72.546227
converged
# weights: 27
initial value 181.674425
iter 10 value 62.850125
iter 20 value 0.584809
iter 30 value 0.000803
final value 0.000091
converged
# weights: 43
initial value 194.138384
iter 10 value 21.300281
iter 20 value 0.269084
iter 30 value 0.006721
final value 0.000075
converged
# weights: 11
initial value 182.990754
iter 10 value 85.644020
iter 20 value 60.544854
final value 60.466008
converged
# weights: 27
initial value 192.484254
iter 10 value 58.859861
iter 20 value 41.022583
iter 30 value 39.579622
iter 40 value 39.523015
iter 50 value 39.496890
iter 60 value 39.496298
iter 70 value 39.496275
iter 70 value 39.496275
iter 70 value 39.496275
final value 39.496275
converged
# weights: 43
initial value 177.386833
iter 10 value 64.811882
iter 20 value 42.399103
iter 30 value 40.335592
iter 40 value 38.954295
iter 50 value 38.450354
iter 60 value 38.365408
iter 70 value 38.343502
iter 80 value 38.307937
iter 90 value 38.292711
iter 100 value 38.288189
final value 38.288189
stopped after 100 iterations
# weights: 11
initial value 193.806544
iter 10 value 120.889697
iter 20 value 30.106842
iter 30 value 5.582332
iter 40 value 3.610264
iter 50 value 3.118483
iter 60 value 2.794853
iter 70 value 2.706447
iter 80 value 2.628866
iter 90 value 2.626479
iter 100 value 2.623126
final value 2.623126
stopped after 100 iterations
# weights: 27
initial value 182.126028
iter 10 value 47.422819
iter 20 value 5.147646
iter 30 value 2.497546
iter 40 value 1.973999
iter 50 value 0.919829
iter 60 value 0.854734
iter 70 value 0.772456
iter 80 value 0.705885
iter 90 value 0.617034
iter 100 value 0.596960
final value 0.596960
stopped after 100 iterations
# weights: 43
initial value 184.348199
iter 10 value 9.536137
iter 20 value 1.021859
iter 30 value 0.698462
iter 40 value 0.632355
iter 50 value 0.468893
iter 60 value 0.453916
iter 70 value 0.428861
iter 80 value 0.417944
iter 90 value 0.396010
iter 100 value 0.387984
final value 0.387984
stopped after 100 iterations
# weights: 11
initial value 166.828249
iter 10 value 70.142346
iter 20 value 69.235613
final value 69.234754
converged
# weights: 27
initial value 181.285759
iter 10 value 7.651863
iter 20 value 0.004840
final value 0.000062
converged
# weights: 43
initial value 194.786382
iter 10 value 11.870105
iter 20 value 0.262927
iter 30 value 0.001574
final value 0.000051
converged
# weights: 11
initial value 166.505026
iter 10 value 106.427840
iter 20 value 61.446613
iter 30 value 59.731688
final value 59.731630
converged
# weights: 27
initial value 180.539813
iter 10 value 53.302739
iter 20 value 41.043836
iter 30 value 39.504649
iter 40 value 39.376504
iter 50 value 39.338779
iter 60 value 39.335035
final value 39.332044
converged
# weights: 43
initial value 167.672593
iter 10 value 70.079990
iter 20 value 39.660834
iter 30 value 38.594869
iter 40 value 38.429695
iter 50 value 38.384696
iter 60 value 38.245214
iter 70 value 38.144449
iter 80 value 38.126147
iter 90 value 38.122031
iter 100 value 38.112146
final value 38.112146
stopped after 100 iterations
# weights: 11
initial value 169.356605
iter 10 value 88.067118
iter 20 value 70.390376
iter 30 value 69.960978
iter 40 value 69.921404
iter 50 value 69.554013
iter 60 value 69.399398
iter 70 value 41.006522
iter 80 value 6.017298
iter 90 value 3.586889
iter 100 value 2.844536
final value 2.844536
stopped after 100 iterations
# weights: 27
initial value 172.963910
iter 10 value 43.075883
iter 20 value 2.412122
iter 30 value 0.786472
iter 40 value 0.760617
iter 50 value 0.538475
iter 60 value 0.415926
iter 70 value 0.380988
iter 80 value 0.368425
iter 90 value 0.353272
iter 100 value 0.349904
final value 0.349904
stopped after 100 iterations
# weights: 43
initial value 183.353333
iter 10 value 27.570552
iter 20 value 2.030934
iter 30 value 1.126924
iter 40 value 0.982875
iter 50 value 0.730727
iter 60 value 0.602011
iter 70 value 0.525729
iter 80 value 0.506190
iter 90 value 0.496899
iter 100 value 0.464055
final value 0.464055
stopped after 100 iterations
# weights: 11
initial value 174.269759
iter 10 value 74.045770
iter 20 value 73.400964
iter 30 value 73.398544
final value 73.398543
converged
# weights: 27
initial value 185.079764
iter 10 value 32.773403
iter 20 value 6.054449
iter 30 value 5.726977
iter 40 value 5.414249
iter 50 value 5.253877
iter 60 value 5.084339
iter 70 value 5.083336
iter 80 value 5.081872
iter 90 value 5.077475
iter 100 value 5.021268
final value 5.021268
stopped after 100 iterations
# weights: 43
initial value 171.013023
iter 10 value 9.646735
iter 20 value 5.733832
iter 30 value 5.658771
iter 40 value 5.339031
iter 50 value 4.077579
iter 60 value 2.800354
iter 70 value 2.523014
final value 2.502013
converged
# weights: 11
initial value 161.289796
iter 10 value 64.434603
iter 20 value 61.703465
final value 61.703454
converged
# weights: 27
initial value 169.468480
iter 10 value 80.559834
iter 20 value 46.276498
iter 30 value 43.743787
iter 40 value 42.761642
iter 50 value 42.265693
iter 60 value 42.201189
iter 70 value 41.982694
iter 80 value 41.978557
iter 80 value 41.978557
iter 80 value 41.978557
final value 41.978557
converged
# weights: 43
initial value 204.784602
iter 10 value 80.712058
iter 20 value 49.138774
iter 30 value 44.134367
iter 40 value 41.388298
iter 50 value 41.104494
iter 60 value 41.013504
iter 70 value 40.979097
iter 80 value 40.975518
iter 90 value 40.972597
iter 100 value 40.954401
final value 40.954401
stopped after 100 iterations
# weights: 11
initial value 172.081342
iter 10 value 74.001750
iter 20 value 73.708090
iter 30 value 73.535083
iter 40 value 65.654787
iter 50 value 30.434619
iter 60 value 9.844240
iter 70 value 6.753947
iter 80 value 6.699896
iter 90 value 6.606714
iter 100 value 6.601766
final value 6.601766
stopped after 100 iterations
# weights: 27
initial value 186.213281
iter 10 value 14.723238
iter 20 value 7.198243
iter 30 value 6.769238
iter 40 value 6.600327
iter 50 value 6.229637
iter 60 value 6.158592
iter 70 value 6.019350
iter 80 value 5.954401
iter 90 value 5.879823
iter 100 value 5.474981
final value 5.474981
stopped after 100 iterations
# weights: 43
initial value 233.955747
iter 10 value 20.013831
iter 20 value 6.135686
iter 30 value 5.988648
iter 40 value 5.432649
iter 50 value 4.670826
iter 60 value 4.186923
iter 70 value 3.266622
iter 80 value 1.579946
iter 90 value 1.504843
iter 100 value 1.389226
final value 1.389226
stopped after 100 iterations
# weights: 11
initial value 173.621265
iter 10 value 53.346230
iter 20 value 13.084310
iter 30 value 1.949888
iter 40 value 0.185981
iter 50 value 0.179257
iter 60 value 0.143747
iter 70 value 0.142420
iter 80 value 0.044596
iter 90 value 0.023550
iter 100 value 0.021503
final value 0.021503
stopped after 100 iterations
# weights: 27
initial value 169.039966
iter 10 value 32.750970
iter 20 value 0.273904
iter 30 value 0.000613
final value 0.000067
converged
# weights: 43
initial value 174.550206
iter 10 value 39.198652
iter 20 value 0.236921
iter 30 value 0.006594
final value 0.000049
converged
# weights: 11
initial value 174.018930
iter 10 value 89.996849
iter 20 value 61.013356
iter 30 value 60.783088
final value 60.783068
converged
# weights: 27
initial value 181.017867
iter 10 value 56.147379
iter 20 value 41.034650
iter 30 value 40.156378
iter 40 value 40.109747
iter 50 value 40.108677
final value 40.108657
converged
# weights: 43
initial value 167.558283
iter 10 value 83.898578
iter 20 value 45.495678
iter 30 value 40.802857
iter 40 value 39.507963
iter 50 value 39.114044
iter 60 value 38.957010
iter 70 value 38.938965
iter 80 value 38.937057
iter 90 value 38.936194
iter 100 value 38.922046
final value 38.922046
stopped after 100 iterations
# weights: 11
initial value 186.292155
iter 10 value 145.824579
iter 20 value 27.502184
iter 30 value 8.429521
iter 40 value 4.243745
iter 50 value 2.893601
iter 60 value 2.772301
iter 70 value 2.686880
iter 80 value 2.683246
iter 90 value 2.682819
iter 100 value 2.682549
final value 2.682549
stopped after 100 iterations
# weights: 27
initial value 164.601571
iter 10 value 13.485074
iter 20 value 1.111996
iter 30 value 1.004263
iter 40 value 0.888469
iter 50 value 0.659433
iter 60 value 0.602189
iter 70 value 0.554180
iter 80 value 0.489773
iter 90 value 0.448582
iter 100 value 0.429351
final value 0.429351
stopped after 100 iterations
# weights: 43
initial value 165.334220
iter 10 value 45.773927
iter 20 value 1.419221
iter 30 value 0.551375
iter 40 value 0.513166
iter 50 value 0.491844
iter 60 value 0.439840
iter 70 value 0.403721
iter 80 value 0.388508
iter 90 value 0.381747
iter 100 value 0.377282
final value 0.377282
stopped after 100 iterations
# weights: 11
initial value 177.844464
iter 10 value 60.079168
iter 20 value 24.891300
iter 30 value 1.418705
iter 40 value 0.091735
iter 50 value 0.054432
iter 60 value 0.040638
iter 70 value 0.039616
iter 80 value 0.036662
iter 90 value 0.031184
iter 100 value 0.028956
final value 0.028956
stopped after 100 iterations
# weights: 27
initial value 182.794437
iter 10 value 27.395218
iter 20 value 0.033313
final value 0.000082
converged
# weights: 43
initial value 207.827258
iter 10 value 15.269453
iter 20 value 0.024155
final value 0.000064
converged
# weights: 11
initial value 188.944837
iter 10 value 104.018490
iter 20 value 54.612652
final value 54.560804
converged
# weights: 27
initial value 161.377926
iter 10 value 66.389158
iter 20 value 40.443281
iter 30 value 36.575638
iter 40 value 34.774852
iter 50 value 33.510166
iter 60 value 33.433586
iter 70 value 33.419828
iter 70 value 33.419827
iter 70 value 33.419827
final value 33.419827
converged
# weights: 43
initial value 165.356086
iter 10 value 62.364173
iter 20 value 34.339966
iter 30 value 32.836092
iter 40 value 32.550310
iter 50 value 32.444895
iter 60 value 32.411997
iter 70 value 32.378696
iter 80 value 32.327381
iter 90 value 32.289170
iter 100 value 32.276324
final value 32.276324
stopped after 100 iterations
# weights: 11
initial value 181.490452
iter 10 value 62.826818
iter 20 value 62.459836
iter 30 value 42.371608
iter 40 value 4.198873
iter 50 value 0.999351
iter 60 value 0.949904
iter 70 value 0.919622
iter 80 value 0.876027
iter 90 value 0.873637
iter 100 value 0.867465
final value 0.867465
stopped after 100 iterations
# weights: 27
initial value 171.340702
iter 10 value 12.474804
iter 20 value 0.458088
iter 30 value 0.425656
iter 40 value 0.337171
iter 50 value 0.311460
iter 60 value 0.267730
iter 70 value 0.253250
iter 80 value 0.204542
iter 90 value 0.189597
iter 100 value 0.180203
final value 0.180203
stopped after 100 iterations
# weights: 43
initial value 166.685805
iter 10 value 27.434105
iter 20 value 0.823729
iter 30 value 0.651799
iter 40 value 0.555110
iter 50 value 0.432974
iter 60 value 0.300473
iter 70 value 0.209049
iter 80 value 0.163711
iter 90 value 0.148481
iter 100 value 0.137889
final value 0.137889
stopped after 100 iterations
# weights: 11
initial value 166.390058
iter 10 value 36.229105
iter 20 value 10.778100
iter 30 value 5.177284
iter 40 value 4.507978
iter 50 value 3.466851
iter 60 value 3.134766
iter 70 value 3.004922
iter 80 value 2.781438
iter 90 value 1.325571
iter 100 value 0.299361
final value 0.299361
stopped after 100 iterations
# weights: 27
initial value 187.284394
iter 10 value 63.062619
iter 20 value 62.357295
iter 30 value 62.345535
iter 40 value 62.341071
iter 50 value 62.331632
iter 60 value 62.311633
iter 70 value 62.204763
iter 80 value 33.458020
iter 90 value 6.172688
iter 100 value 1.743355
final value 1.743355
stopped after 100 iterations
# weights: 43
initial value 184.837355
iter 10 value 43.126283
iter 20 value 5.201168
iter 30 value 0.074682
iter 40 value 0.000839
final value 0.000066
converged
# weights: 11
initial value 195.204228
iter 10 value 83.715100
iter 20 value 59.375750
iter 30 value 57.372429
final value 57.371474
converged
# weights: 27
initial value 159.773261
iter 10 value 48.640025
iter 20 value 40.540975
iter 30 value 39.501899
iter 40 value 38.476903
iter 50 value 37.764833
iter 60 value 37.653650
iter 70 value 37.653257
iter 70 value 37.653257
iter 70 value 37.653257
final value 37.653257
converged
# weights: 43
initial value 224.248090
iter 10 value 62.230184
iter 20 value 39.879018
iter 30 value 37.076898
iter 40 value 36.695228
iter 50 value 36.663592
iter 60 value 36.646160
iter 70 value 36.636123
iter 80 value 36.578756
iter 90 value 36.533057
iter 100 value 36.502348
final value 36.502348
stopped after 100 iterations
# weights: 11
initial value 165.456611
iter 10 value 55.305419
iter 20 value 22.460763
iter 30 value 9.552882
iter 40 value 5.606621
iter 50 value 5.087740
iter 60 value 4.913405
iter 70 value 4.508932
iter 80 value 4.282973
iter 90 value 4.225862
iter 100 value 4.204653
final value 4.204653
stopped after 100 iterations
# weights: 27
initial value 168.286629
iter 10 value 16.476398
iter 20 value 2.441109
iter 30 value 1.143173
iter 40 value 0.886206
iter 50 value 0.649928
iter 60 value 0.535747
iter 70 value 0.491801
iter 80 value 0.452906
iter 90 value 0.397792
iter 100 value 0.382527
final value 0.382527
stopped after 100 iterations
# weights: 43
initial value 204.425320
iter 10 value 7.860136
iter 20 value 0.750937
iter 30 value 0.604980
iter 40 value 0.548079
iter 50 value 0.488001
iter 60 value 0.437899
iter 70 value 0.382880
iter 80 value 0.321350
iter 90 value 0.312392
iter 100 value 0.300494
final value 0.300494
stopped after 100 iterations
# weights: 11
initial value 177.464838
iter 10 value 46.243458
iter 20 value 25.707682
iter 30 value 15.607589
iter 40 value 5.458663
iter 50 value 4.625795
iter 60 value 4.271968
iter 70 value 3.141905
iter 80 value 2.850140
iter 90 value 2.607556
iter 100 value 2.540062
final value 2.540062
stopped after 100 iterations
# weights: 27
initial value 195.637325
iter 10 value 25.179501
iter 20 value 4.697810
iter 30 value 1.899618
iter 40 value 0.735976
iter 50 value 0.009313
final value 0.000095
converged
# weights: 43
initial value 187.016656
iter 10 value 6.713611
iter 20 value 0.259423
iter 30 value 0.000123
iter 30 value 0.000060
iter 30 value 0.000059
final value 0.000059
converged
# weights: 11
initial value 165.652032
iter 10 value 65.854248
iter 20 value 58.161302
final value 58.161181
converged
# weights: 27
initial value 187.192462
iter 10 value 89.552017
iter 20 value 43.384075
iter 30 value 41.162923
iter 40 value 40.565734
iter 50 value 40.370613
iter 60 value 40.060138
iter 70 value 39.326784
iter 80 value 39.271852
final value 39.271822
converged
# weights: 43
initial value 190.211182
iter 10 value 49.409570
iter 20 value 39.269649
iter 30 value 38.752535
iter 40 value 38.455215
iter 50 value 38.334103
iter 60 value 38.266638
iter 70 value 38.190667
iter 80 value 38.086376
iter 90 value 38.044825
iter 100 value 38.041318
final value 38.041318
stopped after 100 iterations
# weights: 11
initial value 170.847261
iter 10 value 73.138331
iter 20 value 70.947264
iter 30 value 70.934395
iter 40 value 70.922238
iter 50 value 70.753996
iter 60 value 42.313739
iter 70 value 11.560043
iter 80 value 5.690616
iter 90 value 5.193702
iter 100 value 4.622409
final value 4.622409
stopped after 100 iterations
# weights: 27
initial value 181.557828
iter 10 value 13.979593
iter 20 value 3.654371
iter 30 value 1.620066
iter 40 value 1.464147
iter 50 value 1.288859
iter 60 value 1.080437
iter 70 value 0.992754
iter 80 value 0.900924
iter 90 value 0.871499
iter 100 value 0.825614
final value 0.825614
stopped after 100 iterations
# weights: 43
initial value 172.757587
iter 10 value 29.533296
iter 20 value 3.720058
iter 30 value 1.497965
iter 40 value 0.906770
iter 50 value 0.697301
iter 60 value 0.649572
iter 70 value 0.607447
iter 80 value 0.594523
iter 90 value 0.546152
iter 100 value 0.522671
final value 0.522671
stopped after 100 iterations
# weights: 11
initial value 170.629445
iter 10 value 35.436772
iter 20 value 8.503988
iter 30 value 6.117703
iter 40 value 5.122633
iter 50 value 4.551681
iter 60 value 4.082413
iter 70 value 3.523206
iter 80 value 3.216166
iter 90 value 3.111679
iter 100 value 3.083062
final value 3.083062
stopped after 100 iterations
# weights: 27
initial value 189.287678
iter 10 value 69.129160
iter 20 value 68.815767
iter 30 value 68.813884
final value 68.813882
converged
# weights: 43
initial value 197.663091
iter 10 value 59.394421
iter 20 value 10.788865
iter 30 value 2.515053
iter 40 value 0.012469
iter 50 value 0.003113
iter 60 value 0.000624
iter 70 value 0.000463
iter 80 value 0.000177
final value 0.000094
converged
# weights: 11
initial value 170.031257
iter 10 value 91.767424
iter 20 value 64.200257
iter 30 value 60.845591
final value 60.842817
converged
# weights: 27
initial value 174.715213
iter 10 value 72.767306
iter 20 value 45.304418
iter 30 value 42.176613
iter 40 value 41.737931
iter 50 value 41.638325
iter 60 value 41.538690
iter 70 value 41.537360
final value 41.537359
converged
# weights: 43
initial value 171.512043
iter 10 value 79.897668
iter 20 value 45.261476
iter 30 value 40.951079
iter 40 value 40.569347
iter 50 value 40.384393
iter 60 value 40.287529
iter 70 value 40.281395
iter 80 value 40.280281
final value 40.280139
converged
# weights: 11
initial value 167.096559
iter 10 value 52.680397
iter 20 value 7.814304
iter 30 value 5.329304
iter 40 value 5.129484
iter 50 value 5.041723
iter 60 value 5.040471
iter 70 value 5.033248
iter 80 value 5.027399
iter 90 value 5.027303
iter 100 value 5.027279
final value 5.027279
stopped after 100 iterations
# weights: 27
initial value 190.808175
iter 10 value 11.352487
iter 20 value 4.132109
iter 30 value 3.832765
iter 40 value 3.489993
iter 50 value 3.246726
iter 60 value 3.146742
iter 70 value 3.061870
iter 80 value 2.913605
iter 90 value 2.879293
iter 100 value 2.798220
final value 2.798220
stopped after 100 iterations
# weights: 43
initial value 189.775481
iter 10 value 26.917294
iter 20 value 3.877862
iter 30 value 3.570784
iter 40 value 3.410888
iter 50 value 3.243535
iter 60 value 3.140628
iter 70 value 3.081075
iter 80 value 2.956668
iter 90 value 1.389867
iter 100 value 1.253002
final value 1.253002
stopped after 100 iterations
# weights: 11
initial value 191.042340
iter 10 value 64.815989
iter 10 value 64.815989
iter 10 value 64.815989
final value 64.815989
converged
# weights: 27
initial value 174.307211
iter 10 value 11.608823
iter 20 value 6.665832
iter 30 value 6.469932
iter 40 value 6.467855
iter 50 value 6.433104
iter 60 value 6.243308
iter 70 value 6.214667
iter 80 value 5.245086
iter 90 value 4.942386
final value 4.941611
converged
# weights: 43
initial value 176.786907
iter 10 value 33.607087
iter 20 value 6.800661
iter 30 value 6.585092
iter 40 value 6.509852
iter 50 value 6.465391
iter 60 value 6.459166
iter 70 value 6.454828
iter 80 value 6.329621
iter 90 value 5.030898
iter 100 value 4.942908
final value 4.942908
stopped after 100 iterations
# weights: 11
initial value 167.560470
iter 10 value 74.795054
iter 20 value 59.743231
iter 30 value 59.299449
final value 59.299295
converged
# weights: 27
initial value 192.774105
iter 10 value 51.141969
iter 20 value 42.930833
iter 30 value 41.610160
iter 40 value 40.942996
iter 50 value 40.834529
final value 40.834360
converged
# weights: 43
initial value 174.186502
iter 10 value 80.595407
iter 20 value 40.758838
iter 30 value 39.972081
iter 40 value 39.651589
iter 50 value 39.613050
iter 60 value 39.606713
iter 70 value 39.606642
iter 70 value 39.606642
iter 70 value 39.606642
final value 39.606642
converged
# weights: 11
initial value 177.284247
iter 10 value 106.947786
iter 20 value 12.448255
iter 30 value 8.792720
iter 40 value 7.514986
iter 50 value 7.354693
iter 60 value 7.314780
iter 70 value 7.310138
iter 80 value 7.309979
iter 90 value 7.309871
iter 100 value 7.309701
final value 7.309701
stopped after 100 iterations
# weights: 27
initial value 188.673358
iter 10 value 22.246351
iter 20 value 7.045416
iter 30 value 6.797482
iter 40 value 6.566608
iter 50 value 6.477333
iter 60 value 6.318649
iter 70 value 6.267524
iter 80 value 6.212571
iter 90 value 6.094191
iter 100 value 6.054599
final value 6.054599
stopped after 100 iterations
# weights: 43
initial value 168.769657
iter 10 value 29.887706
iter 20 value 6.956484
iter 30 value 6.814927
iter 40 value 6.645556
iter 50 value 6.314602
iter 60 value 5.809895
iter 70 value 5.780915
iter 80 value 5.719404
iter 90 value 5.702371
iter 100 value 5.649681
final value 5.649681
stopped after 100 iterations
# weights: 11
initial value 203.108064
iter 10 value 84.898144
iter 20 value 66.842572
final value 66.819026
converged
# weights: 27
initial value 171.275166
iter 10 value 118.278891
iter 20 value 0.519354
iter 30 value 0.000296
final value 0.000077
converged
# weights: 43
initial value 247.326179
iter 10 value 16.008639
iter 20 value 0.103737
iter 30 value 0.000394
final value 0.000081
converged
# weights: 11
initial value 166.043581
iter 10 value 90.861418
iter 20 value 62.003749
iter 30 value 58.299896
final value 58.298593
converged
# weights: 27
initial value 200.170423
iter 10 value 72.876442
iter 20 value 41.462141
iter 30 value 39.061355
iter 40 value 38.855481
iter 50 value 38.854576
iter 50 value 38.854576
iter 50 value 38.854576
final value 38.854576
converged
# weights: 43
initial value 207.133943
iter 10 value 73.608261
iter 20 value 40.106285
iter 30 value 37.867051
iter 40 value 37.605526
iter 50 value 37.547113
iter 60 value 37.540940
iter 70 value 37.540802
final value 37.540797
converged
# weights: 11
initial value 165.104922
iter 10 value 54.325244
iter 20 value 8.618522
iter 30 value 2.549247
iter 40 value 1.581034
iter 50 value 1.515793
iter 60 value 1.490520
iter 70 value 1.469232
iter 80 value 1.450667
iter 90 value 1.448841
iter 100 value 1.447776
final value 1.447776
stopped after 100 iterations
# weights: 27
initial value 180.374363
iter 10 value 24.818776
iter 20 value 0.462708
iter 30 value 0.364885
iter 40 value 0.334973
iter 50 value 0.295980
iter 60 value 0.285218
iter 70 value 0.262600
iter 80 value 0.254278
iter 90 value 0.247137
iter 100 value 0.241115
final value 0.241115
stopped after 100 iterations
# weights: 43
initial value 173.079659
iter 10 value 3.736725
iter 20 value 0.595545
iter 30 value 0.378342
iter 40 value 0.305946
iter 50 value 0.287160
iter 60 value 0.256970
iter 70 value 0.252071
iter 80 value 0.246982
iter 90 value 0.241167
iter 100 value 0.237487
final value 0.237487
stopped after 100 iterations
# weights: 11
initial value 193.596967
iter 10 value 60.551149
iter 20 value 11.203160
iter 30 value 0.759924
iter 40 value 0.044309
iter 50 value 0.035448
iter 60 value 0.023541
iter 70 value 0.021695
iter 80 value 0.021205
iter 90 value 0.021041
iter 100 value 0.020424
final value 0.020424
stopped after 100 iterations
# weights: 27
initial value 165.609209
iter 10 value 4.614029
iter 20 value 0.012884
iter 30 value 0.000187
iter 30 value 0.000097
iter 30 value 0.000086
final value 0.000086
converged
# weights: 43
initial value 169.715743
iter 10 value 5.101095
iter 20 value 0.032319
iter 30 value 0.000537
iter 40 value 0.000172
iter 40 value 0.000096
iter 40 value 0.000096
final value 0.000096
converged
# weights: 11
initial value 165.499845
iter 10 value 73.334558
iter 20 value 56.693162
final value 56.636249
converged
# weights: 27
initial value 205.080039
iter 10 value 80.471231
iter 20 value 41.360570
iter 30 value 38.644803
iter 40 value 38.003622
iter 50 value 37.235949
iter 60 value 36.409879
iter 70 value 36.388419
final value 36.388388
converged
# weights: 43
initial value 173.430691
iter 10 value 44.808009
iter 20 value 36.283321
iter 30 value 35.626464
iter 40 value 35.306064
iter 50 value 35.188402
iter 60 value 35.172094
iter 70 value 35.165370
iter 80 value 35.152194
iter 90 value 35.132097
iter 100 value 35.113252
final value 35.113252
stopped after 100 iterations
# weights: 11
initial value 181.389738
iter 10 value 69.261309
iter 20 value 68.527384
iter 30 value 68.085015
iter 40 value 66.195212
iter 50 value 44.203093
iter 60 value 7.360902
iter 70 value 2.387501
iter 80 value 1.750445
iter 90 value 1.513777
iter 100 value 1.444560
final value 1.444560
stopped after 100 iterations
# weights: 27
initial value 174.425251
iter 10 value 25.576055
iter 20 value 0.932028
iter 30 value 0.793137
iter 40 value 0.591995
iter 50 value 0.540144
iter 60 value 0.461112
iter 70 value 0.404470
iter 80 value 0.373248
iter 90 value 0.326585
iter 100 value 0.287779
final value 0.287779
stopped after 100 iterations
# weights: 43
initial value 162.247613
iter 10 value 10.270325
iter 20 value 0.543656
iter 30 value 0.456543
iter 40 value 0.405921
iter 50 value 0.326408
iter 60 value 0.305639
iter 70 value 0.284421
iter 80 value 0.273750
iter 90 value 0.256715
iter 100 value 0.242164
final value 0.242164
stopped after 100 iterations
# weights: 11
initial value 178.311471
iter 10 value 67.324016
iter 20 value 66.982825
final value 66.982501
converged
# weights: 27
initial value 180.091819
iter 10 value 43.489453
iter 20 value 4.493256
iter 30 value 4.427908
iter 40 value 4.409912
iter 50 value 4.406961
iter 60 value 4.389392
iter 70 value 4.389156
iter 80 value 4.374078
iter 90 value 4.362992
iter 100 value 4.359716
final value 4.359716
stopped after 100 iterations
# weights: 43
initial value 165.674786
iter 10 value 8.763150
iter 20 value 4.527552
iter 30 value 3.666052
iter 40 value 0.363039
iter 50 value 0.001604
final value 0.000091
converged
# weights: 11
initial value 168.569234
iter 10 value 77.190761
iter 20 value 58.854377
iter 30 value 58.810383
final value 58.810371
converged
# weights: 27
initial value 167.066632
iter 10 value 57.552961
iter 20 value 41.373501
iter 30 value 40.988244
iter 40 value 40.942010
iter 50 value 40.937696
final value 40.936813
converged
# weights: 43
initial value 185.642848
iter 10 value 69.163809
iter 20 value 40.347065
iter 30 value 38.450008
iter 40 value 38.294391
iter 50 value 38.255686
iter 60 value 38.226446
iter 70 value 38.203113
iter 80 value 38.187553
iter 90 value 38.183350
iter 100 value 38.183092
final value 38.183092
stopped after 100 iterations
# weights: 11
initial value 176.193261
iter 10 value 162.026438
iter 20 value 40.655546
iter 30 value 10.614401
iter 40 value 6.355459
iter 50 value 6.070215
iter 60 value 5.969108
iter 70 value 5.899120
iter 80 value 5.882607
iter 90 value 5.873828
iter 100 value 5.871148
final value 5.871148
stopped after 100 iterations
# weights: 27
initial value 190.321297
iter 10 value 27.938554
iter 20 value 6.825446
iter 30 value 6.231372
iter 40 value 6.138435
iter 50 value 5.967537
iter 60 value 5.957046
iter 70 value 5.892201
iter 80 value 5.854728
iter 90 value 5.831402
iter 100 value 5.786433
final value 5.786433
stopped after 100 iterations
# weights: 43
initial value 174.066737
iter 10 value 16.637077
iter 20 value 4.875771
iter 30 value 4.610222
iter 40 value 3.699661
iter 50 value 2.871708
iter 60 value 1.802139
iter 70 value 1.627711
iter 80 value 1.436174
iter 90 value 1.298717
iter 100 value 1.212944
final value 1.212944
stopped after 100 iterations
# weights: 11
initial value 182.700904
iter 10 value 58.133612
iter 20 value 18.625364
iter 30 value 7.994686
iter 40 value 6.610808
iter 50 value 6.562931
iter 60 value 6.431178
iter 70 value 6.396232
iter 80 value 6.271347
iter 90 value 6.208038
iter 100 value 6.200238
final value 6.200238
stopped after 100 iterations
# weights: 27
initial value 189.207624
iter 10 value 11.374050
iter 20 value 6.842018
iter 30 value 6.094559
iter 40 value 5.550100
iter 50 value 4.915081
iter 60 value 4.882315
iter 70 value 4.882268
final value 4.882185
converged
# weights: 43
initial value 162.498280
iter 10 value 24.000942
iter 20 value 7.043639
iter 30 value 6.626394
iter 40 value 5.076808
iter 50 value 4.883731
iter 60 value 4.881621
iter 70 value 4.881546
iter 70 value 4.881546
iter 70 value 4.881546
final value 4.881546
converged
# weights: 11
initial value 168.964467
iter 10 value 99.380453
iter 20 value 73.674484
iter 30 value 61.619974
final value 61.608322
converged
# weights: 27
initial value 173.923195
iter 10 value 53.707215
iter 20 value 42.834830
iter 30 value 41.585738
iter 40 value 41.337255
iter 50 value 41.317842
iter 60 value 41.316774
iter 70 value 41.316565
iter 70 value 41.316565
iter 70 value 41.316565
final value 41.316565
converged
# weights: 43
initial value 168.345658
iter 10 value 77.122041
iter 20 value 42.495806
iter 30 value 40.559433
iter 40 value 40.184533
iter 50 value 40.089354
iter 60 value 40.048530
iter 70 value 40.046765
iter 80 value 40.046430
iter 90 value 40.046284
iter 100 value 40.045515
final value 40.045515
stopped after 100 iterations
# weights: 11
initial value 194.229125
iter 10 value 30.389325
iter 20 value 8.881588
iter 30 value 7.351958
iter 40 value 7.248432
iter 50 value 7.247286
iter 60 value 7.246707
iter 70 value 7.246417
iter 80 value 7.245702
iter 90 value 7.245697
final value 7.245685
converged
# weights: 27
initial value 181.155206
iter 10 value 26.054350
iter 20 value 6.759242
iter 30 value 6.672499
iter 40 value 6.598300
iter 50 value 6.410903
iter 60 value 6.277930
iter 70 value 6.197283
iter 80 value 6.141711
iter 90 value 6.062762
iter 100 value 5.976848
final value 5.976848
stopped after 100 iterations
# weights: 43
initial value 169.806360
iter 10 value 14.144520
iter 20 value 6.621037
iter 30 value 5.210887
iter 40 value 4.884469
iter 50 value 4.731884
iter 60 value 4.095512
iter 70 value 2.618509
iter 80 value 2.027204
iter 90 value 1.679886
iter 100 value 1.499834
final value 1.499834
stopped after 100 iterations
# weights: 11
initial value 177.933219
iter 10 value 68.125407
iter 20 value 68.009307
final value 68.009203
converged
# weights: 27
initial value 168.457617
iter 10 value 23.199518
iter 20 value 1.438200
iter 30 value 0.039208
iter 40 value 0.000416
final value 0.000091
converged
# weights: 43
initial value 178.052765
iter 10 value 68.031143
iter 20 value 7.731819
iter 30 value 0.362151
iter 40 value 0.002035
iter 50 value 0.001120
iter 60 value 0.000125
iter 70 value 0.000110
final value 0.000094
converged
# weights: 11
initial value 173.634127
iter 10 value 79.278870
iter 20 value 59.451539
iter 30 value 59.426511
final value 59.426353
converged
# weights: 27
initial value 166.344517
iter 10 value 50.872517
iter 20 value 40.238051
iter 30 value 40.140150
iter 40 value 40.125663
iter 50 value 40.121081
final value 40.121040
converged
# weights: 43
initial value 189.248587
iter 10 value 66.957952
iter 20 value 38.157221
iter 30 value 37.311242
iter 40 value 37.248999
iter 50 value 37.246886
iter 60 value 37.245474
iter 70 value 37.245370
iter 80 value 37.244526
iter 90 value 37.242509
iter 100 value 37.241748
final value 37.241748
stopped after 100 iterations
# weights: 11
initial value 172.254451
iter 10 value 30.795046
iter 20 value 8.413714
iter 30 value 4.462273
iter 40 value 3.105930
iter 50 value 2.316770
iter 60 value 2.121319
iter 70 value 2.074735
iter 80 value 2.050998
iter 90 value 2.044087
iter 100 value 2.030161
final value 2.030161
stopped after 100 iterations
# weights: 27
initial value 177.372406
iter 10 value 9.542585
iter 20 value 2.598967
iter 30 value 1.323568
iter 40 value 1.030275
iter 50 value 0.825075
iter 60 value 0.729687
iter 70 value 0.675901
iter 80 value 0.589690
iter 90 value 0.546387
iter 100 value 0.437125
final value 0.437125
stopped after 100 iterations
# weights: 43
initial value 179.524546
iter 10 value 53.758846
iter 20 value 4.612849
iter 30 value 1.251034
iter 40 value 0.968847
iter 50 value 0.921381
iter 60 value 0.594729
iter 70 value 0.445581
iter 80 value 0.412055
iter 90 value 0.381189
iter 100 value 0.368667
final value 0.368667
stopped after 100 iterations
# weights: 11
initial value 169.736283
iter 10 value 69.047631
iter 20 value 67.847976
final value 67.846838
converged
# weights: 27
initial value 157.650653
iter 10 value 9.810206
iter 20 value 0.061440
final value 0.000074
converged
# weights: 43
initial value 160.574286
iter 10 value 19.666706
iter 20 value 0.815565
iter 30 value 0.029486
iter 40 value 0.000443
iter 50 value 0.000102
final value 0.000099
converged
# weights: 11
initial value 169.873699
iter 10 value 62.955862
iter 20 value 57.485684
final value 57.485202
converged
# weights: 27
initial value 182.227049
iter 10 value 64.677578
iter 20 value 38.409564
iter 30 value 37.023399
iter 40 value 36.829530
iter 50 value 36.790000
iter 60 value 36.780663
iter 70 value 36.780527
iter 70 value 36.780527
iter 70 value 36.780527
final value 36.780527
converged
# weights: 43
initial value 173.692070
iter 10 value 54.579570
iter 20 value 38.592685
iter 30 value 36.342729
iter 40 value 36.054643
iter 50 value 35.742936
iter 60 value 35.652359
iter 70 value 35.622226
iter 80 value 35.587360
iter 90 value 35.572696
iter 100 value 35.569693
final value 35.569693
stopped after 100 iterations
# weights: 11
initial value 164.709207
iter 10 value 67.842606
iter 20 value 38.306176
iter 30 value 4.898503
iter 40 value 2.537821
iter 50 value 2.308733
iter 60 value 2.270259
iter 70 value 2.262289
iter 80 value 2.247528
iter 90 value 2.228377
iter 100 value 2.227502
final value 2.227502
stopped after 100 iterations
# weights: 27
initial value 179.856502
iter 10 value 42.708120
iter 20 value 3.012274
iter 30 value 0.911070
iter 40 value 0.791766
iter 50 value 0.704131
iter 60 value 0.548290
iter 70 value 0.516978
iter 80 value 0.477417
iter 90 value 0.454437
iter 100 value 0.434328
final value 0.434328
stopped after 100 iterations
# weights: 43
initial value 188.131769
iter 10 value 7.404549
iter 20 value 1.020606
iter 30 value 0.848264
iter 40 value 0.748580
iter 50 value 0.591238
iter 60 value 0.494185
iter 70 value 0.474359
iter 80 value 0.445045
iter 90 value 0.437215
iter 100 value 0.429579
final value 0.429579
stopped after 100 iterations
# weights: 11
initial value 166.628425
iter 10 value 42.892371
iter 20 value 9.225190
iter 30 value 8.573229
iter 40 value 8.534729
iter 50 value 8.528256
iter 60 value 8.524603
iter 70 value 8.522585
iter 80 value 8.521959
iter 90 value 8.520449
iter 100 value 8.518667
final value 8.518667
stopped after 100 iterations
# weights: 27
initial value 171.531511
iter 10 value 28.998982
iter 20 value 8.637113
iter 30 value 8.592715
iter 40 value 8.538497
iter 50 value 8.529939
iter 60 value 8.526554
iter 70 value 8.525602
iter 80 value 8.516355
iter 90 value 8.511055
iter 100 value 8.508001
final value 8.508001
stopped after 100 iterations
# weights: 43
initial value 200.795851
iter 10 value 51.498638
iter 20 value 8.647575
iter 30 value 8.511174
iter 40 value 7.692642
iter 50 value 6.154612
iter 60 value 2.672406
iter 70 value 0.206493
iter 80 value 0.037927
iter 90 value 0.003843
iter 100 value 0.001247
final value 0.001247
stopped after 100 iterations
# weights: 11
initial value 164.547376
iter 10 value 65.515488
iter 20 value 59.018575
final value 59.016795
converged
# weights: 27
initial value 177.908070
iter 10 value 82.438924
iter 20 value 43.466547
iter 30 value 40.747388
iter 40 value 40.347596
iter 50 value 40.260376
iter 60 value 40.221652
iter 70 value 40.207632
final value 40.207546
converged
# weights: 43
initial value 194.415187
iter 10 value 51.641289
iter 20 value 40.068439
iter 30 value 39.040099
iter 40 value 38.946203
iter 50 value 38.910565
iter 60 value 38.901405
iter 70 value 38.890801
iter 80 value 38.882736
iter 90 value 38.876556
iter 100 value 38.876207
final value 38.876207
stopped after 100 iterations
# weights: 11
initial value 185.081738
iter 10 value 74.287938
iter 20 value 69.352497
iter 30 value 69.336184
iter 40 value 69.297042
iter 50 value 69.214633
iter 60 value 61.593100
iter 70 value 17.975248
iter 80 value 10.225934
iter 90 value 9.118357
iter 100 value 9.086732
final value 9.086732
stopped after 100 iterations
# weights: 27
initial value 178.848776
iter 10 value 69.985973
iter 20 value 68.675294
iter 30 value 56.204947
iter 40 value 14.162456
iter 50 value 10.671200
iter 60 value 9.042576
iter 70 value 8.916580
iter 80 value 8.861758
iter 90 value 8.822777
iter 100 value 8.798171
final value 8.798171
stopped after 100 iterations
# weights: 43
initial value 169.184990
iter 10 value 13.880413
iter 20 value 8.861338
iter 30 value 8.791620
iter 40 value 8.456256
iter 50 value 7.466800
iter 60 value 5.788208
iter 70 value 2.956848
iter 80 value 1.965851
iter 90 value 1.654697
iter 100 value 1.376638
final value 1.376638
stopped after 100 iterations
# weights: 11
initial value 180.693156
iter 10 value 55.210337
iter 20 value 12.542667
iter 30 value 6.646128
iter 40 value 4.833951
iter 50 value 4.072128
iter 60 value 3.835788
iter 70 value 3.413951
iter 80 value 3.073005
iter 90 value 2.964650
iter 100 value 2.939878
final value 2.939878
stopped after 100 iterations
# weights: 27
initial value 163.076905
iter 10 value 6.810369
iter 20 value 2.594158
iter 30 value 1.047439
iter 40 value 0.591465
iter 50 value 0.246035
iter 60 value 0.015000
final value 0.000047
converged
# weights: 43
initial value 189.645153
iter 10 value 7.459264
iter 20 value 3.140257
iter 30 value 1.729551
iter 40 value 1.187953
iter 50 value 0.984853
iter 60 value 0.002248
final value 0.000052
converged
# weights: 11
initial value 166.944276
iter 10 value 94.629342
iter 20 value 68.824449
iter 30 value 58.894971
final value 58.894781
converged
# weights: 27
initial value 185.353752
iter 10 value 61.856377
iter 20 value 41.242782
iter 30 value 38.838630
iter 40 value 38.648185
iter 50 value 38.622667
iter 60 value 38.618377
iter 70 value 38.615315
final value 38.615294
converged
# weights: 43
initial value 163.358503
iter 10 value 69.764832
iter 20 value 40.938318
iter 30 value 38.019787
iter 40 value 37.638300
iter 50 value 37.388354
iter 60 value 37.375580
iter 70 value 37.375093
iter 80 value 37.374825
iter 90 value 37.374689
iter 100 value 37.374613
final value 37.374613
stopped after 100 iterations
# weights: 11
initial value 166.673324
iter 10 value 63.621583
iter 20 value 9.114127
iter 30 value 4.686681
iter 40 value 4.404975
iter 50 value 4.338645
iter 60 value 4.330717
iter 70 value 4.324390
iter 80 value 4.319624
iter 90 value 4.318090
iter 100 value 4.317669
final value 4.317669
stopped after 100 iterations
# weights: 27
initial value 188.548488
iter 10 value 10.945109
iter 20 value 3.315594
iter 30 value 2.219855
iter 40 value 2.116549
iter 50 value 2.000725
iter 60 value 1.854791
iter 70 value 1.618644
iter 80 value 1.475659
iter 90 value 1.350387
iter 100 value 1.294871
final value 1.294871
stopped after 100 iterations
# weights: 43
initial value 199.091952
iter 10 value 20.250579
iter 20 value 3.330580
iter 30 value 2.698121
iter 40 value 1.998732
iter 50 value 1.944679
iter 60 value 1.789263
iter 70 value 1.628153
iter 80 value 1.518662
iter 90 value 1.457721
iter 100 value 1.405790
final value 1.405790
stopped after 100 iterations
# weights: 11
initial value 174.278450
iter 10 value 62.489011
iter 20 value 58.229458
iter 30 value 56.540186
iter 40 value 54.624585
iter 50 value 38.969827
iter 60 value 14.089351
iter 70 value 8.734405
iter 80 value 7.235792
iter 90 value 7.104885
final value 7.103039
converged
# weights: 27
initial value 176.564888
iter 10 value 63.756065
iter 20 value 23.839599
iter 30 value 10.306984
iter 40 value 7.883728
iter 50 value 7.284203
iter 60 value 7.246784
iter 70 value 7.243386
iter 80 value 7.203195
iter 90 value 7.176896
iter 100 value 7.113594
final value 7.113594
stopped after 100 iterations
# weights: 43
initial value 182.303638
iter 10 value 25.653445
iter 20 value 7.251197
iter 30 value 6.778849
iter 40 value 6.708221
iter 50 value 6.479219
iter 60 value 5.935344
iter 70 value 5.547391
iter 80 value 5.212387
iter 90 value 5.093290
iter 100 value 5.069712
final value 5.069712
stopped after 100 iterations
# weights: 11
initial value 174.590399
iter 10 value 94.858489
iter 20 value 59.774290
final value 58.753633
converged
# weights: 27
initial value 183.127797
iter 10 value 70.552686
iter 20 value 43.119416
iter 30 value 42.224129
iter 40 value 41.943866
iter 50 value 41.850281
iter 60 value 41.838397
iter 70 value 41.833566
final value 41.833564
converged
# weights: 43
initial value 183.146393
iter 10 value 60.811289
iter 20 value 39.926510
iter 30 value 38.988543
iter 40 value 38.718377
iter 50 value 38.624393
iter 60 value 38.568396
iter 70 value 38.524592
iter 80 value 38.483897
iter 90 value 38.447287
iter 100 value 38.417967
final value 38.417967
stopped after 100 iterations
# weights: 11
initial value 175.074735
iter 10 value 157.232315
iter 20 value 64.005581
iter 30 value 63.955029
iter 40 value 63.933590
iter 50 value 63.896834
iter 60 value 60.923289
iter 70 value 15.324857
iter 80 value 8.136105
iter 90 value 8.019741
iter 100 value 8.002848
final value 8.002848
stopped after 100 iterations
# weights: 27
initial value 199.622859
iter 10 value 21.993181
iter 20 value 8.610896
iter 30 value 8.359171
iter 40 value 8.287580
iter 50 value 7.941148
iter 60 value 7.676188
iter 70 value 7.538793
iter 80 value 7.422916
iter 90 value 7.229363
iter 100 value 7.167644
final value 7.167644
stopped after 100 iterations
# weights: 43
initial value 169.302567
iter 10 value 11.224878
iter 20 value 7.534538
iter 30 value 7.322352
iter 40 value 6.955076
iter 50 value 5.963447
iter 60 value 5.876393
iter 70 value 5.730386
iter 80 value 5.603849
iter 90 value 5.488768
iter 100 value 5.222871
final value 5.222871
stopped after 100 iterations
# weights: 11
initial value 172.997854
iter 10 value 65.062532
iter 20 value 11.968376
iter 30 value 5.456784
iter 40 value 4.609316
iter 50 value 4.511702
iter 60 value 4.490809
iter 70 value 4.469966
iter 80 value 4.465326
iter 90 value 4.460932
iter 100 value 4.458228
final value 4.458228
stopped after 100 iterations
# weights: 27
initial value 179.548405
iter 10 value 9.025716
iter 20 value 4.658181
iter 30 value 4.538191
iter 40 value 4.448800
iter 50 value 4.436685
iter 60 value 4.430203
iter 70 value 4.427813
iter 80 value 4.424767
iter 90 value 4.424092
iter 100 value 4.417419
final value 4.417419
stopped after 100 iterations
# weights: 43
initial value 172.639051
iter 10 value 15.430190
iter 20 value 4.548950
iter 30 value 4.491728
iter 40 value 4.427091
iter 50 value 3.847986
iter 60 value 3.591215
iter 70 value 2.897062
iter 80 value 2.460386
iter 90 value 1.913973
iter 100 value 1.593248
final value 1.593248
stopped after 100 iterations
# weights: 11
initial value 169.567778
iter 10 value 84.798504
iter 20 value 58.996819
iter 30 value 56.623909
final value 56.620505
converged
# weights: 27
initial value 170.585075
iter 10 value 53.249342
iter 20 value 40.035252
iter 30 value 39.307534
iter 40 value 39.287506
iter 50 value 39.286425
final value 39.286402
converged
# weights: 43
initial value 158.990883
iter 10 value 52.932012
iter 20 value 39.485384
iter 30 value 36.722575
iter 40 value 36.478285
iter 50 value 36.433095
iter 60 value 36.423273
iter 70 value 36.420457
iter 80 value 36.418397
iter 90 value 36.417302
iter 100 value 36.403406
final value 36.403406
stopped after 100 iterations
# weights: 11
initial value 200.287605
iter 10 value 55.554163
iter 20 value 7.541248
iter 30 value 5.438945
iter 40 value 5.254884
iter 50 value 5.205860
iter 60 value 5.177520
iter 70 value 5.148930
iter 80 value 5.137647
iter 90 value 5.123612
iter 100 value 5.115669
final value 5.115669
stopped after 100 iterations
# weights: 27
initial value 170.418531
iter 10 value 69.817451
iter 20 value 24.988391
iter 30 value 5.253956
iter 40 value 4.933003
iter 50 value 4.698220
iter 60 value 4.639086
iter 70 value 4.613652
iter 80 value 4.603054
iter 90 value 4.575266
iter 100 value 4.250264
final value 4.250264
stopped after 100 iterations
# weights: 43
initial value 186.347865
iter 10 value 8.143130
iter 20 value 4.863788
iter 30 value 4.793177
iter 40 value 4.720305
iter 50 value 4.653725
iter 60 value 4.611181
iter 70 value 4.585537
iter 80 value 4.447950
iter 90 value 4.055634
iter 100 value 3.886048
final value 3.886048
stopped after 100 iterations
# weights: 11
initial value 192.178258
iter 10 value 68.722812
iter 20 value 67.217116
iter 30 value 13.821599
iter 40 value 6.890238
iter 50 value 6.824333
iter 60 value 6.818243
iter 70 value 6.815903
iter 80 value 6.813825
iter 90 value 6.810290
iter 100 value 6.807064
final value 6.807064
stopped after 100 iterations
# weights: 27
initial value 164.703230
iter 10 value 7.197901
iter 20 value 6.833906
iter 30 value 6.798834
iter 40 value 6.719471
iter 50 value 6.552136
iter 60 value 6.370181
iter 70 value 6.304881
iter 80 value 6.224122
iter 90 value 5.902399
iter 100 value 5.746152
final value 5.746152
stopped after 100 iterations
# weights: 43
initial value 165.541995
iter 10 value 13.323197
iter 20 value 6.969823
iter 30 value 6.909445
iter 40 value 6.865459
iter 50 value 6.802446
iter 60 value 5.385454
iter 70 value 1.983643
iter 80 value 0.396579
iter 90 value 0.004382
iter 100 value 0.000499
final value 0.000499
stopped after 100 iterations
# weights: 11
initial value 166.584604
iter 10 value 97.073291
iter 20 value 64.951598
iter 30 value 58.970222
final value 58.962772
converged
# weights: 27
initial value 185.598298
iter 10 value 80.356772
iter 20 value 44.763396
iter 30 value 40.179375
iter 40 value 39.765653
iter 50 value 39.755087
iter 60 value 39.753228
iter 70 value 39.752479
iter 70 value 39.752479
iter 70 value 39.752479
final value 39.752479
converged
# weights: 43
initial value 177.610791
iter 10 value 59.693712
iter 20 value 41.192884
iter 30 value 39.164567
iter 40 value 38.575520
iter 50 value 38.450339
iter 60 value 38.449427
iter 70 value 38.448389
iter 80 value 38.447823
iter 90 value 38.447602
iter 100 value 38.447246
final value 38.447246
stopped after 100 iterations
# weights: 11
initial value 183.406851
iter 10 value 78.863498
iter 20 value 68.374828
iter 30 value 68.287408
iter 40 value 60.031601
iter 50 value 18.815922
iter 60 value 7.698796
iter 70 value 7.403232
iter 80 value 7.378571
iter 90 value 7.353636
iter 100 value 7.352275
final value 7.352275
stopped after 100 iterations
# weights: 27
initial value 201.651291
iter 10 value 17.738590
iter 20 value 7.633415
iter 30 value 7.205251
iter 40 value 6.969645
iter 50 value 6.846323
iter 60 value 6.678394
iter 70 value 6.620834
iter 80 value 6.575138
iter 90 value 6.547730
iter 100 value 6.535590
final value 6.535590
stopped after 100 iterations
# weights: 43
initial value 184.107600
iter 10 value 69.604469
iter 20 value 65.121359
iter 30 value 20.637242
iter 40 value 7.665747
iter 50 value 7.383982
iter 60 value 7.291399
iter 70 value 7.128487
iter 80 value 7.097324
iter 90 value 6.965432
iter 100 value 6.580059
final value 6.580059
stopped after 100 iterations
# weights: 11
initial value 169.225245
iter 10 value 71.382030
iter 20 value 63.258165
iter 30 value 63.248161
final value 63.247748
converged
# weights: 27
initial value 168.036617
iter 10 value 51.239937
iter 20 value 23.318791
iter 30 value 6.780673
iter 40 value 5.964611
iter 50 value 5.910946
iter 60 value 5.827019
iter 70 value 5.788501
iter 80 value 5.697387
iter 90 value 5.603835
iter 100 value 5.581671
final value 5.581671
stopped after 100 iterations
# weights: 43
initial value 175.006724
iter 10 value 10.792744
iter 20 value 5.946374
iter 30 value 5.748212
iter 40 value 5.123954
iter 50 value 3.868202
iter 60 value 3.025004
iter 70 value 2.919239
iter 80 value 2.853474
iter 90 value 2.538638
iter 100 value 2.520505
final value 2.520505
stopped after 100 iterations
# weights: 11
initial value 197.939039
iter 10 value 81.084602
iter 20 value 59.595610
iter 30 value 57.410897
iter 30 value 57.410897
iter 30 value 57.410896
final value 57.410896
converged
# weights: 27
initial value 215.108459
iter 10 value 71.932957
iter 20 value 41.242273
iter 30 value 40.453539
iter 40 value 39.975600
iter 50 value 39.662132
iter 60 value 39.411926
iter 70 value 39.385784
final value 39.385139
converged
# weights: 43
initial value 207.741281
iter 10 value 64.581013
iter 20 value 40.982021
iter 30 value 38.556430
iter 40 value 38.488420
iter 50 value 38.392591
iter 60 value 38.347808
iter 70 value 38.336971
iter 80 value 38.324148
iter 90 value 38.313126
iter 100 value 38.294156
final value 38.294156
stopped after 100 iterations
# weights: 11
initial value 172.810549
iter 10 value 78.425728
iter 20 value 46.170186
iter 30 value 9.015265
iter 40 value 6.658929
iter 50 value 6.647746
iter 60 value 6.647118
iter 70 value 6.646815
iter 80 value 6.646786
iter 90 value 6.646751
iter 100 value 6.646749
final value 6.646749
stopped after 100 iterations
# weights: 27
initial value 166.028784
iter 10 value 29.054762
iter 20 value 6.425381
iter 30 value 6.253026
iter 40 value 5.850497
iter 50 value 5.815735
iter 60 value 5.788264
iter 70 value 5.777023
iter 80 value 5.741732
iter 90 value 5.414839
iter 100 value 4.940925
final value 4.940925
stopped after 100 iterations
# weights: 43
initial value 165.840468
iter 10 value 9.255522
iter 20 value 6.133075
iter 30 value 5.844934
iter 40 value 5.773660
iter 50 value 5.319342
iter 60 value 4.901681
iter 70 value 4.627173
iter 80 value 4.448046
iter 90 value 4.427119
iter 100 value 4.393152
final value 4.393152
stopped after 100 iterations
# weights: 11
initial value 166.181179
iter 10 value 72.771668
iter 20 value 43.435523
iter 30 value 11.488129
iter 40 value 5.819496
iter 50 value 5.531502
iter 60 value 5.472719
iter 70 value 5.457573
iter 80 value 5.425204
iter 90 value 5.411830
iter 100 value 5.403553
final value 5.403553
stopped after 100 iterations
# weights: 27
initial value 165.310027
iter 10 value 67.017828
iter 20 value 66.817486
final value 66.817150
converged
# weights: 43
initial value 187.402313
iter 10 value 7.885893
iter 20 value 5.357152
iter 30 value 5.346336
iter 40 value 5.283032
iter 50 value 5.029991
iter 60 value 4.824365
iter 70 value 4.795634
iter 80 value 4.795471
final value 4.795468
converged
# weights: 11
initial value 176.570326
iter 10 value 90.992041
iter 20 value 62.109341
iter 30 value 59.483070
final value 59.444958
converged
# weights: 27
initial value 188.471676
iter 10 value 61.080266
iter 20 value 41.108917
iter 30 value 40.539057
iter 40 value 40.144485
iter 50 value 39.492284
iter 60 value 39.253502
iter 70 value 39.111562
iter 80 value 39.093249
final value 39.093235
converged
# weights: 43
initial value 184.278563
iter 10 value 65.114129
iter 20 value 41.272275
iter 30 value 38.526090
iter 40 value 38.151666
iter 50 value 38.032545
iter 60 value 38.013627
iter 70 value 38.007019
iter 80 value 37.976756
iter 90 value 37.961725
iter 100 value 37.955743
final value 37.955743
stopped after 100 iterations
# weights: 11
initial value 167.083512
iter 10 value 37.450371
iter 20 value 8.766724
iter 30 value 6.080691
iter 40 value 6.056304
iter 50 value 6.050271
iter 60 value 6.048180
iter 70 value 6.047101
iter 80 value 6.045058
iter 90 value 6.044978
iter 100 value 6.044885
final value 6.044885
stopped after 100 iterations
# weights: 27
initial value 170.460921
iter 10 value 15.166731
iter 20 value 5.620825
iter 30 value 5.540438
iter 40 value 4.991760
iter 50 value 4.820639
iter 60 value 4.791914
iter 70 value 4.699025
iter 80 value 4.489441
iter 90 value 4.089160
iter 100 value 3.854538
final value 3.854538
stopped after 100 iterations
# weights: 43
initial value 170.925848
iter 10 value 7.923744
iter 20 value 5.629143
iter 30 value 5.543560
iter 40 value 4.979121
iter 50 value 4.612340
iter 60 value 4.275744
iter 70 value 3.592909
iter 80 value 2.230816
iter 90 value 1.660646
iter 100 value 1.179081
final value 1.179081
stopped after 100 iterations
# weights: 11
initial value 179.802552
iter 10 value 75.060237
iter 20 value 61.591339
final value 61.581520
converged
# weights: 27
initial value 189.174191
iter 10 value 14.538875
iter 20 value 4.935192
iter 30 value 4.865671
iter 40 value 4.845405
iter 50 value 4.797381
iter 60 value 4.793085
iter 70 value 4.793045
iter 80 value 4.792919
iter 90 value 4.792909
iter 100 value 4.792643
final value 4.792643
stopped after 100 iterations
# weights: 43
initial value 203.683661
iter 10 value 33.606228
iter 20 value 4.936153
iter 30 value 4.814890
iter 40 value 4.606266
iter 50 value 4.225853
iter 60 value 3.936494
iter 70 value 3.661692
iter 80 value 3.563380
iter 90 value 3.549659
iter 100 value 3.548610
final value 3.548610
stopped after 100 iterations
# weights: 11
initial value 164.564577
iter 10 value 85.272213
iter 20 value 63.288970
iter 30 value 56.249381
final value 56.248304
converged
# weights: 27
initial value 171.089946
iter 10 value 61.515615
iter 20 value 41.686296
iter 30 value 39.319653
iter 40 value 39.181475
iter 50 value 39.163479
iter 60 value 39.161407
iter 70 value 39.160627
final value 39.160623
converged
# weights: 43
initial value 173.857967
iter 10 value 53.007841
iter 20 value 38.791064
iter 30 value 37.484953
iter 40 value 36.717075
iter 50 value 36.593797
iter 60 value 36.553665
iter 70 value 36.527193
iter 80 value 36.476572
iter 90 value 36.437912
iter 100 value 36.398695
final value 36.398695
stopped after 100 iterations
# weights: 11
initial value 185.749179
iter 10 value 76.570324
iter 20 value 8.871616
iter 30 value 6.080641
iter 40 value 5.425643
iter 50 value 5.412944
iter 60 value 5.375862
iter 70 value 5.363897
iter 80 value 5.362086
iter 90 value 5.360838
iter 100 value 5.358892
final value 5.358892
stopped after 100 iterations
# weights: 27
initial value 201.755508
iter 10 value 7.777675
iter 20 value 5.386518
iter 30 value 5.294196
iter 40 value 5.208658
iter 50 value 5.116056
iter 60 value 5.075281
iter 70 value 5.058918
iter 80 value 5.016017
iter 90 value 4.986833
iter 100 value 4.929870
final value 4.929870
stopped after 100 iterations
# weights: 43
initial value 175.852853
iter 10 value 13.623159
iter 20 value 5.263140
iter 30 value 5.192503
iter 40 value 5.037849
iter 50 value 5.007654
iter 60 value 4.994724
iter 70 value 4.984654
iter 80 value 4.973699
iter 90 value 4.971560
iter 100 value 4.958654
final value 4.958654
stopped after 100 iterations
# weights: 11
initial value 182.320212
iter 10 value 69.055366
iter 20 value 66.395416
iter 30 value 57.349561
iter 40 value 29.065400
iter 50 value 12.423153
iter 60 value 8.789103
iter 70 value 8.413138
iter 80 value 8.309133
iter 90 value 8.219650
iter 100 value 8.111770
final value 8.111770
stopped after 100 iterations
# weights: 27
initial value 168.083240
iter 10 value 44.157181
iter 20 value 8.430300
iter 30 value 8.324227
iter 40 value 8.033412
iter 50 value 7.973195
iter 60 value 7.956267
iter 70 value 7.853512
iter 80 value 7.464982
iter 90 value 7.248374
iter 100 value 7.077499
final value 7.077499
stopped after 100 iterations
# weights: 43
initial value 172.826555
iter 10 value 10.215707
iter 20 value 7.708375
iter 30 value 6.410455
iter 40 value 4.877874
iter 50 value 4.840479
iter 60 value 4.839565
final value 4.839553
converged
# weights: 11
initial value 179.634602
iter 10 value 79.519002
iter 20 value 62.137634
iter 30 value 62.108047
final value 62.107607
converged
# weights: 27
initial value 179.260598
iter 10 value 95.215915
iter 20 value 55.442756
iter 30 value 46.475164
iter 40 value 45.187099
iter 50 value 43.808398
iter 60 value 43.027950
iter 70 value 42.261225
iter 80 value 42.030578
final value 42.027682
converged
# weights: 43
initial value 168.490411
iter 10 value 68.786204
iter 20 value 47.849526
iter 30 value 42.071771
iter 40 value 41.026259
iter 50 value 40.806605
iter 60 value 40.754657
iter 70 value 40.752750
iter 80 value 40.750978
iter 90 value 40.743966
iter 100 value 40.743100
final value 40.743100
stopped after 100 iterations
# weights: 11
initial value 166.143479
iter 10 value 56.446706
iter 20 value 16.418645
iter 30 value 9.213347
iter 40 value 9.017215
iter 50 value 8.971791
iter 60 value 8.940548
iter 70 value 8.907108
iter 80 value 8.872681
iter 90 value 8.836674
iter 100 value 8.827476
final value 8.827476
stopped after 100 iterations
# weights: 27
initial value 176.519315
iter 10 value 84.723260
iter 20 value 9.446030
iter 30 value 7.196153
iter 40 value 5.147042
iter 50 value 4.231513
iter 60 value 4.103553
iter 70 value 3.911689
iter 80 value 3.712874
iter 90 value 3.548993
iter 100 value 3.485326
final value 3.485326
stopped after 100 iterations
# weights: 43
initial value 215.401724
iter 10 value 66.942678
iter 20 value 45.915241
iter 30 value 24.615633
iter 40 value 13.357127
iter 50 value 10.137811
iter 60 value 9.988586
iter 70 value 9.132106
iter 80 value 8.755341
iter 90 value 8.453631
iter 100 value 8.297187
final value 8.297187
stopped after 100 iterations
# weights: 11
initial value 174.677417
iter 10 value 16.733707
iter 20 value 6.732096
iter 30 value 4.916541
iter 40 value 4.836767
iter 50 value 4.822313
iter 60 value 4.818699
iter 70 value 4.794189
iter 80 value 4.793679
iter 90 value 4.792640
iter 100 value 4.792544
final value 4.792544
stopped after 100 iterations
# weights: 27
initial value 220.408830
iter 10 value 59.578851
iter 20 value 7.257735
iter 30 value 4.880417
iter 40 value 4.840500
iter 50 value 4.803345
iter 60 value 4.796393
iter 70 value 4.795826
iter 80 value 4.794074
iter 90 value 4.792330
iter 100 value 4.790911
final value 4.790911
stopped after 100 iterations
# weights: 43
initial value 185.300231
iter 10 value 69.712791
iter 20 value 6.289498
iter 30 value 4.939938
iter 40 value 4.882693
iter 50 value 4.858893
iter 60 value 4.663829
iter 70 value 3.421083
iter 80 value 1.196015
iter 90 value 0.001061
iter 100 value 0.000177
final value 0.000177
stopped after 100 iterations
# weights: 11
initial value 166.235995
iter 10 value 62.819756
iter 20 value 60.325228
final value 60.325213
converged
# weights: 27
initial value 183.607195
iter 10 value 59.996867
iter 20 value 43.858695
iter 30 value 41.976908
iter 40 value 39.842418
iter 50 value 39.369150
iter 60 value 39.288191
iter 70 value 39.233911
final value 39.233841
converged
# weights: 43
initial value 204.511782
iter 10 value 51.841649
iter 20 value 39.347010
iter 30 value 38.424873
iter 40 value 38.159231
iter 50 value 38.064340
iter 60 value 38.009261
iter 70 value 37.992325
iter 80 value 37.991617
iter 90 value 37.991474
final value 37.991473
converged
# weights: 11
initial value 171.024223
iter 10 value 28.297097
iter 20 value 7.230155
iter 30 value 5.718394
iter 40 value 5.609809
iter 50 value 5.583992
iter 60 value 5.559482
iter 70 value 5.542553
iter 80 value 5.531126
iter 90 value 5.530156
iter 100 value 5.527618
final value 5.527618
stopped after 100 iterations
# weights: 27
initial value 176.972638
iter 10 value 17.745926
iter 20 value 4.983608
iter 30 value 4.953274
iter 40 value 4.729049
iter 50 value 3.937585
iter 60 value 3.842910
iter 70 value 3.684126
iter 80 value 3.362667
iter 90 value 1.970345
iter 100 value 1.091641
final value 1.091641
stopped after 100 iterations
# weights: 43
initial value 171.863285
iter 10 value 66.194603
iter 20 value 10.309500
iter 30 value 5.142974
iter 40 value 4.142419
iter 50 value 3.626961
iter 60 value 3.580396
iter 70 value 3.487410
iter 80 value 3.439560
iter 90 value 3.372728
iter 100 value 3.298196
final value 3.298196
stopped after 100 iterations
# weights: 11
initial value 171.221648
iter 10 value 58.342252
iter 20 value 11.569509
iter 30 value 8.915644
iter 40 value 8.745745
iter 50 value 8.671746
iter 60 value 8.655718
iter 70 value 8.626811
iter 80 value 8.620961
iter 90 value 8.596734
iter 100 value 8.593177
final value 8.593177
stopped after 100 iterations
# weights: 27
initial value 194.090317
iter 10 value 15.050449
iter 20 value 7.517569
iter 30 value 5.421613
iter 40 value 5.036534
iter 50 value 5.034278
final value 5.034228
converged
# weights: 43
initial value 167.204388
iter 10 value 12.424513
iter 20 value 8.896754
iter 30 value 7.701937
iter 40 value 4.084521
iter 50 value 3.378811
iter 60 value 3.169558
iter 70 value 3.139629
final value 3.139489
converged
# weights: 11
initial value 181.788565
iter 10 value 66.932629
iter 20 value 63.376171
final value 63.375379
converged
# weights: 27
initial value 185.712359
iter 10 value 61.530770
iter 20 value 45.533711
iter 30 value 44.591492
iter 40 value 44.342011
iter 50 value 44.323388
iter 60 value 44.317262
final value 44.317256
converged
# weights: 43
initial value 200.388467
iter 10 value 76.414168
iter 20 value 43.683668
iter 30 value 41.953733
iter 40 value 41.425340
iter 50 value 41.215691
iter 60 value 41.159464
iter 70 value 41.148570
iter 80 value 41.139086
iter 90 value 41.138007
iter 100 value 41.137706
final value 41.137706
stopped after 100 iterations
# weights: 11
initial value 180.006377
iter 10 value 79.479597
iter 20 value 21.364181
iter 30 value 11.425685
iter 40 value 9.953856
iter 50 value 9.451401
iter 60 value 9.413968
iter 70 value 9.410992
iter 80 value 9.410502
iter 90 value 9.410420
final value 9.410344
converged
# weights: 27
initial value 168.013652
iter 10 value 18.676957
iter 20 value 9.809735
iter 30 value 9.210646
iter 40 value 8.767038
iter 50 value 8.475816
iter 60 value 7.890106
iter 70 value 7.320061
iter 80 value 6.889024
iter 90 value 6.605538
iter 100 value 6.335532
final value 6.335532
stopped after 100 iterations
# weights: 43
initial value 164.431273
iter 10 value 27.276165
iter 20 value 9.118993
iter 30 value 8.750331
iter 40 value 8.116264
iter 50 value 6.200822
iter 60 value 2.971819
iter 70 value 1.616078
iter 80 value 1.311961
iter 90 value 1.183925
iter 100 value 1.141582
final value 1.141582
stopped after 100 iterations
# weights: 11
initial value 164.787941
iter 10 value 63.347535
iter 20 value 7.482478
iter 30 value 3.527645
iter 40 value 2.760932
iter 50 value 2.460364
iter 60 value 2.317552
iter 70 value 2.141510
iter 80 value 1.449291
iter 90 value 1.170814
iter 100 value 0.954436
final value 0.954436
stopped after 100 iterations
# weights: 27
initial value 166.094250
iter 10 value 45.785460
iter 20 value 6.821780
iter 30 value 3.146013
iter 40 value 1.012429
iter 50 value 0.002449
iter 60 value 0.000135
final value 0.000081
converged
# weights: 43
initial value 195.449834
iter 10 value 65.726448
iter 20 value 48.562506
iter 30 value 4.669839
iter 40 value 2.666248
iter 50 value 0.008925
iter 60 value 0.004490
iter 70 value 0.000301
final value 0.000093
converged
# weights: 11
initial value 184.713176
iter 10 value 86.791251
iter 20 value 56.286251
iter 30 value 55.983176
final value 55.982817
converged
# weights: 27
initial value 168.084271
iter 10 value 52.620131
iter 20 value 40.158562
iter 30 value 39.657513
iter 40 value 39.654647
final value 39.654338
converged
# weights: 43
initial value 176.270712
iter 10 value 45.027955
iter 20 value 38.565859
iter 30 value 37.421334
iter 40 value 37.292796
iter 50 value 37.254526
iter 60 value 37.203186
iter 70 value 37.093851
iter 80 value 37.063424
iter 90 value 36.639509
iter 100 value 36.147963
final value 36.147963
stopped after 100 iterations
# weights: 11
initial value 164.246665
iter 10 value 75.276022
iter 20 value 7.166540
iter 30 value 5.205099
iter 40 value 4.512454
iter 50 value 4.390647
iter 60 value 4.233788
iter 70 value 4.166181
iter 80 value 4.090885
iter 90 value 4.067396
iter 100 value 4.034234
final value 4.034234
stopped after 100 iterations
# weights: 27
initial value 204.462215
iter 10 value 25.946669
iter 20 value 2.934833
iter 30 value 1.330371
iter 40 value 1.291077
iter 50 value 1.100393
iter 60 value 0.981575
iter 70 value 0.940166
iter 80 value 0.896967
iter 90 value 0.850844
iter 100 value 0.787186
final value 0.787186
stopped after 100 iterations
# weights: 43
initial value 180.981198
iter 10 value 5.580721
iter 20 value 2.710668
iter 30 value 1.760318
iter 40 value 1.217551
iter 50 value 1.177997
iter 60 value 0.851810
iter 70 value 0.819443
iter 80 value 0.735747
iter 90 value 0.718518
iter 100 value 0.712037
final value 0.712037
stopped after 100 iterations
# weights: 11
initial value 175.511870
iter 10 value 74.491190
iter 20 value 73.003106
final value 73.001329
converged
# weights: 27
initial value 175.176180
iter 10 value 74.095445
iter 20 value 60.449506
iter 30 value 0.464066
iter 40 value 0.008320
iter 50 value 0.002564
iter 60 value 0.000494
final value 0.000063
converged
# weights: 43
initial value 164.195270
iter 10 value 45.019043
iter 20 value 0.022409
iter 30 value 0.003185
iter 40 value 0.001505
final value 0.000080
converged
# weights: 11
initial value 205.223907
iter 10 value 95.077785
iter 20 value 58.424110
iter 30 value 56.904612
final value 56.903911
converged
# weights: 27
initial value 203.681239
iter 10 value 51.405777
iter 20 value 36.677765
iter 30 value 35.484669
iter 40 value 35.299985
iter 50 value 34.233399
iter 60 value 33.810398
iter 70 value 33.776748
final value 33.776024
converged
# weights: 43
initial value 177.383996
iter 10 value 54.864656
iter 20 value 34.584330
iter 30 value 33.061679
iter 40 value 32.691590
iter 50 value 32.632329
iter 60 value 32.610175
iter 70 value 32.597263
iter 80 value 32.578967
iter 90 value 32.558744
iter 100 value 32.541719
final value 32.541719
stopped after 100 iterations
# weights: 11
initial value 165.693766
iter 10 value 75.302732
iter 20 value 73.423448
iter 30 value 73.306231
iter 40 value 73.223610
iter 50 value 73.203466
iter 60 value 73.153549
iter 70 value 73.113203
iter 80 value 73.104280
iter 90 value 43.647347
iter 100 value 3.534465
final value 3.534465
stopped after 100 iterations
# weights: 27
initial value 184.186579
iter 10 value 3.671552
iter 20 value 0.794427
iter 30 value 0.557137
iter 40 value 0.421771
iter 50 value 0.386184
iter 60 value 0.320864
iter 70 value 0.307496
iter 80 value 0.243800
iter 90 value 0.188776
iter 100 value 0.176779
final value 0.176779
stopped after 100 iterations
# weights: 43
initial value 167.343538
iter 10 value 3.479896
iter 20 value 1.167675
iter 30 value 0.911732
iter 40 value 0.612617
iter 50 value 0.349168
iter 60 value 0.267047
iter 70 value 0.244486
iter 80 value 0.223331
iter 90 value 0.209746
iter 100 value 0.196256
final value 0.196256
stopped after 100 iterations
# weights: 11
initial value 179.579022
iter 10 value 85.241345
iter 20 value 70.154684
iter 30 value 59.007574
iter 40 value 28.759440
iter 50 value 7.604521
iter 60 value 5.470940
iter 70 value 5.407025
iter 80 value 5.360630
iter 90 value 5.327333
iter 100 value 5.306228
final value 5.306228
stopped after 100 iterations
# weights: 27
initial value 225.238688
iter 10 value 34.449192
iter 20 value 5.810926
iter 30 value 5.257990
iter 40 value 5.148102
iter 50 value 4.969530
iter 60 value 4.961952
iter 70 value 4.958368
iter 80 value 4.958017
iter 90 value 4.956651
iter 100 value 4.955339
final value 4.955339
stopped after 100 iterations
# weights: 43
initial value 190.363820
iter 10 value 7.222328
iter 20 value 5.571430
iter 30 value 3.944132
iter 40 value 1.989357
iter 50 value 1.910567
iter 60 value 1.909545
final value 1.909544
converged
# weights: 11
initial value 164.384003
iter 10 value 78.381274
iter 20 value 58.151661
iter 30 value 58.025983
final value 58.025972
converged
# weights: 27
initial value 167.305447
iter 10 value 61.034841
iter 20 value 41.460508
iter 30 value 39.831110
iter 40 value 39.642227
iter 50 value 39.633258
final value 39.633134
converged
# weights: 43
initial value 180.704559
iter 10 value 77.106584
iter 20 value 41.169135
iter 30 value 37.289029
iter 40 value 37.040413
iter 50 value 36.568763
iter 60 value 36.441131
iter 70 value 36.392951
iter 80 value 36.379593
iter 90 value 36.374968
iter 100 value 36.361158
final value 36.361158
stopped after 100 iterations
# weights: 11
initial value 174.520492
iter 10 value 72.381764
iter 20 value 70.872946
iter 30 value 70.820516
iter 40 value 70.792161
iter 50 value 70.739659
iter 60 value 70.714838
iter 70 value 70.702392
iter 80 value 21.851247
iter 90 value 6.899165
iter 100 value 6.127675
final value 6.127675
stopped after 100 iterations
# weights: 27
initial value 194.299967
iter 10 value 33.559569
iter 20 value 6.024198
iter 30 value 5.623085
iter 40 value 5.476567
iter 50 value 5.430610
iter 60 value 5.375975
iter 70 value 5.320620
iter 80 value 5.119648
iter 90 value 4.333769
iter 100 value 1.563338
final value 1.563338
stopped after 100 iterations
# weights: 43
initial value 168.997242
iter 10 value 14.484662
iter 20 value 5.710710
iter 30 value 3.697086
iter 40 value 1.640565
iter 50 value 1.193965
iter 60 value 0.991819
iter 70 value 0.807173
iter 80 value 0.721032
iter 90 value 0.659046
iter 100 value 0.641925
final value 0.641925
stopped after 100 iterations
# weights: 11
initial value 168.786582
iter 10 value 69.973293
iter 20 value 69.233428
final value 69.233247
converged
# weights: 27
initial value 186.421228
iter 10 value 35.530429
iter 20 value 4.821741
iter 30 value 4.729518
iter 40 value 4.686079
iter 50 value 4.590793
iter 60 value 4.588559
iter 70 value 4.587725
iter 80 value 4.587150
iter 90 value 4.575254
iter 100 value 4.569247
final value 4.569247
stopped after 100 iterations
# weights: 43
initial value 170.580140
iter 10 value 11.595922
iter 20 value 4.912798
iter 30 value 4.665742
iter 40 value 4.616924
iter 50 value 4.586727
iter 60 value 4.566653
iter 70 value 4.535327
iter 80 value 4.441801
iter 90 value 4.419896
iter 100 value 4.368598
final value 4.368598
stopped after 100 iterations
# weights: 11
initial value 176.138920
iter 10 value 80.744332
iter 20 value 60.347077
iter 30 value 60.061935
final value 60.061849
converged
# weights: 27
initial value 165.742336
iter 10 value 69.852639
iter 20 value 41.447125
iter 30 value 41.049211
iter 40 value 40.608383
iter 50 value 39.740781
iter 60 value 39.650531
iter 70 value 39.611063
final value 39.610798
converged
# weights: 43
initial value 164.100003
iter 10 value 70.063791
iter 20 value 40.619736
iter 30 value 39.185753
iter 40 value 38.552338
iter 50 value 38.503309
iter 60 value 38.446857
iter 70 value 38.420481
iter 80 value 38.419237
iter 90 value 38.418805
iter 100 value 38.414821
final value 38.414821
stopped after 100 iterations
# weights: 11
initial value 168.155603
iter 10 value 72.819899
iter 20 value 69.751787
iter 30 value 69.491032
iter 40 value 68.469228
iter 50 value 62.079146
iter 60 value 17.378373
iter 70 value 7.215251
iter 80 value 5.939414
iter 90 value 5.669275
iter 100 value 5.590226
final value 5.590226
stopped after 100 iterations
# weights: 27
initial value 179.715145
iter 10 value 69.822331
iter 20 value 54.454688
iter 30 value 13.423797
iter 40 value 5.585299
iter 50 value 5.558117
iter 60 value 5.504490
iter 70 value 5.479249
iter 80 value 5.164949
iter 90 value 5.048375
iter 100 value 5.014591
final value 5.014591
stopped after 100 iterations
# weights: 43
initial value 180.212441
iter 10 value 6.983266
iter 20 value 6.095645
iter 30 value 5.150361
iter 40 value 4.996655
iter 50 value 4.802516
iter 60 value 4.366188
iter 70 value 4.133178
iter 80 value 3.821741
iter 90 value 3.515827
iter 100 value 3.327495
final value 3.327495
stopped after 100 iterations
# weights: 11
initial value 166.017575
iter 10 value 86.532156
iter 20 value 66.998901
final value 66.983518
converged
# weights: 27
initial value 169.780436
iter 10 value 43.849349
iter 20 value 1.762991
iter 30 value 0.010240
final value 0.000050
converged
# weights: 43
initial value 179.037879
iter 10 value 32.557595
iter 20 value 4.897105
iter 30 value 0.317501
iter 40 value 0.001139
final value 0.000085
converged
# weights: 11
initial value 182.876376
iter 10 value 74.565767
iter 20 value 59.719151
iter 30 value 59.663735
final value 59.663731
converged
# weights: 27
initial value 170.464045
iter 10 value 66.425024
iter 20 value 42.344997
iter 30 value 40.126545
iter 40 value 39.277183
iter 50 value 39.274106
final value 39.273633
converged
# weights: 43
initial value 186.504294
iter 10 value 55.637686
iter 20 value 39.099377
iter 30 value 38.268481
iter 40 value 38.087787
iter 50 value 38.058521
iter 60 value 38.054546
iter 70 value 38.053045
iter 80 value 38.053000
final value 38.052987
converged
# weights: 11
initial value 171.843931
iter 10 value 67.357996
iter 20 value 67.185669
iter 30 value 67.107193
iter 40 value 67.067219
iter 50 value 67.032493
iter 60 value 66.321416
iter 70 value 31.249446
iter 80 value 5.696424
iter 90 value 3.362527
iter 100 value 3.027553
final value 3.027553
stopped after 100 iterations
# weights: 27
initial value 174.679503
iter 10 value 67.111217
iter 20 value 37.121831
iter 30 value 2.678424
iter 40 value 0.833079
iter 50 value 0.680411
iter 60 value 0.622301
iter 70 value 0.598493
iter 80 value 0.561340
iter 90 value 0.547937
iter 100 value 0.500597
final value 0.500597
stopped after 100 iterations
# weights: 43
initial value 187.372771
iter 10 value 17.103073
iter 20 value 1.853147
iter 30 value 0.888976
iter 40 value 0.808674
iter 50 value 0.646381
iter 60 value 0.565853
iter 70 value 0.522382
iter 80 value 0.480500
iter 90 value 0.461276
iter 100 value 0.443145
final value 0.443145
stopped after 100 iterations
# weights: 11
initial value 173.015905
iter 10 value 52.740974
iter 20 value 9.124737
iter 30 value 6.291267
iter 40 value 6.222146
iter 50 value 6.218247
iter 60 value 6.215947
iter 70 value 6.214151
iter 80 value 6.209475
iter 90 value 6.208809
iter 100 value 6.205276
final value 6.205276
stopped after 100 iterations
# weights: 27
initial value 175.398679
iter 10 value 10.330911
iter 20 value 6.244471
iter 30 value 6.243337
iter 40 value 6.229091
iter 50 value 6.220046
iter 60 value 6.213372
iter 70 value 6.210735
iter 80 value 6.204837
iter 90 value 6.201219
iter 100 value 6.197255
final value 6.197255
stopped after 100 iterations
# weights: 43
initial value 175.655850
iter 10 value 63.656099
iter 20 value 20.786707
iter 30 value 16.909590
iter 40 value 16.791527
iter 50 value 15.861507
iter 60 value 15.132973
iter 70 value 14.611550
iter 80 value 11.339704
iter 90 value 5.926306
iter 100 value 5.708922
final value 5.708922
stopped after 100 iterations
# weights: 11
initial value 166.670634
iter 10 value 93.111307
iter 20 value 61.522734
iter 30 value 61.000431
final value 60.999885
converged
# weights: 27
initial value 164.381769
iter 10 value 74.451597
iter 20 value 45.429423
iter 30 value 43.202824
iter 40 value 43.038479
iter 50 value 42.971660
iter 60 value 42.960900
final value 42.960501
converged
# weights: 43
initial value 204.041478
iter 10 value 93.529625
iter 20 value 48.860199
iter 30 value 43.896852
iter 40 value 40.294844
iter 50 value 40.154104
iter 60 value 40.090465
iter 70 value 40.081241
iter 80 value 40.075665
iter 90 value 40.074171
iter 100 value 40.051063
final value 40.051063
stopped after 100 iterations
# weights: 11
initial value 171.939604
iter 10 value 72.727398
iter 20 value 70.918600
iter 30 value 70.378413
iter 40 value 70.006543
iter 50 value 69.944918
iter 60 value 69.859894
iter 70 value 69.825127
iter 80 value 69.811726
iter 90 value 69.786149
iter 100 value 69.780164
final value 69.780164
stopped after 100 iterations
# weights: 27
initial value 182.147406
iter 10 value 10.500378
iter 20 value 6.822816
iter 30 value 6.527811
iter 40 value 6.446724
iter 50 value 6.395179
iter 60 value 6.334042
iter 70 value 6.280580
iter 80 value 6.106044
iter 90 value 5.619915
iter 100 value 4.804445
final value 4.804445
stopped after 100 iterations
# weights: 43
initial value 194.201680
iter 10 value 16.743433
iter 20 value 6.628266
iter 30 value 6.574900
iter 40 value 6.498964
iter 50 value 6.417892
iter 60 value 6.403316
iter 70 value 6.321491
iter 80 value 5.963331
iter 90 value 5.913236
iter 100 value 5.892465
final value 5.892465
stopped after 100 iterations
# weights: 11
initial value 188.078618
iter 10 value 29.266735
iter 20 value 9.385558
iter 30 value 8.671575
iter 40 value 8.477584
iter 50 value 8.371749
iter 60 value 8.329281
iter 70 value 8.234115
iter 80 value 8.181753
iter 90 value 8.168188
iter 100 value 8.114820
final value 8.114820
stopped after 100 iterations
# weights: 27
initial value 163.365521
iter 10 value 24.966071
iter 20 value 9.264838
iter 30 value 8.675710
iter 40 value 8.280506
iter 50 value 8.187574
iter 60 value 8.161523
iter 70 value 8.026350
iter 80 value 7.835514
iter 90 value 7.366754
iter 100 value 6.072632
final value 6.072632
stopped after 100 iterations
# weights: 43
initial value 190.046150
iter 10 value 15.422749
iter 20 value 7.089016
iter 30 value 5.297372
iter 40 value 5.019478
iter 50 value 5.010772
iter 60 value 5.005222
iter 70 value 5.004839
iter 80 value 5.002817
iter 90 value 5.002716
iter 100 value 5.002552
final value 5.002552
stopped after 100 iterations
# weights: 11
initial value 187.570516
iter 10 value 75.069254
iter 20 value 62.012700
final value 62.012657
converged
# weights: 27
initial value 174.014331
iter 10 value 60.828746
iter 20 value 46.496548
iter 30 value 43.708788
iter 40 value 42.077656
iter 50 value 41.258244
iter 60 value 41.151135
iter 70 value 41.096821
final value 41.091891
converged
# weights: 43
initial value 169.433919
iter 10 value 47.511150
iter 20 value 40.669965
iter 30 value 40.024214
iter 40 value 39.950706
iter 50 value 39.912121
iter 60 value 39.894401
iter 70 value 39.891258
final value 39.891252
converged
# weights: 11
initial value 168.789524
iter 10 value 51.930434
iter 20 value 14.494594
iter 30 value 10.252437
iter 40 value 9.450806
iter 50 value 9.308088
iter 60 value 9.226600
iter 70 value 9.140560
iter 80 value 9.133369
iter 90 value 9.095646
iter 100 value 9.087794
final value 9.087794
stopped after 100 iterations
# weights: 27
initial value 165.744501
iter 10 value 73.347132
iter 20 value 72.970366
iter 30 value 72.870106
iter 40 value 21.280122
iter 50 value 8.337306
iter 60 value 6.635245
iter 70 value 6.290720
iter 80 value 6.255898
iter 90 value 6.121037
iter 100 value 5.962278
final value 5.962278
stopped after 100 iterations
# weights: 43
initial value 159.981224
iter 10 value 41.694497
iter 20 value 8.731819
iter 30 value 7.286678
iter 40 value 6.695314
iter 50 value 5.851022
iter 60 value 5.439688
iter 70 value 5.134675
iter 80 value 4.778586
iter 90 value 4.632565
iter 100 value 4.160030
final value 4.160030
stopped after 100 iterations
# weights: 11
initial value 170.301557
iter 10 value 76.553647
iter 20 value 75.955569
final value 75.955060
converged
# weights: 27
initial value 166.178895
iter 10 value 70.837105
iter 20 value 5.120464
iter 30 value 0.048518
iter 40 value 0.000898
final value 0.000052
converged
# weights: 43
initial value 183.030833
iter 10 value 60.900865
iter 20 value 3.856104
iter 30 value 0.208107
iter 40 value 0.006948
iter 50 value 0.001228
iter 60 value 0.000757
final value 0.000064
converged
# weights: 11
initial value 186.604499
iter 10 value 100.202843
iter 20 value 61.981452
final value 61.943413
converged
# weights: 27
initial value 176.103882
iter 10 value 48.867030
iter 20 value 42.637333
iter 30 value 40.481049
iter 40 value 40.455681
iter 50 value 40.455109
final value 40.454980
converged
# weights: 43
initial value 182.259274
iter 10 value 69.058398
iter 20 value 46.019987
iter 30 value 40.515969
iter 40 value 39.649026
iter 50 value 39.351291
iter 60 value 39.302089
iter 70 value 39.276709
iter 80 value 39.268848
iter 90 value 39.263917
iter 100 value 39.245216
final value 39.245216
stopped after 100 iterations
# weights: 11
initial value 165.775609
iter 10 value 62.845809
iter 20 value 16.864177
iter 30 value 5.596111
iter 40 value 4.329349
iter 50 value 3.671834
iter 60 value 3.427337
iter 70 value 3.373306
iter 80 value 3.337484
iter 90 value 3.306419
iter 100 value 3.253537
final value 3.253537
stopped after 100 iterations
# weights: 27
initial value 169.246262
iter 10 value 74.858423
iter 20 value 3.189619
iter 30 value 1.261266
iter 40 value 0.952425
iter 50 value 0.786308
iter 60 value 0.659092
iter 70 value 0.599091
iter 80 value 0.558958
iter 90 value 0.537025
iter 100 value 0.513262
final value 0.513262
stopped after 100 iterations
# weights: 43
initial value 179.701654
iter 10 value 66.625494
iter 20 value 4.212638
iter 30 value 0.566504
iter 40 value 0.548425
iter 50 value 0.511358
iter 60 value 0.478682
iter 70 value 0.448787
iter 80 value 0.418350
iter 90 value 0.413518
iter 100 value 0.410600
final value 0.410600
stopped after 100 iterations
# weights: 11
initial value 172.042977
iter 10 value 43.364708
iter 20 value 12.307543
iter 30 value 9.861711
iter 40 value 9.261813
iter 50 value 8.999436
iter 60 value 8.934759
iter 70 value 8.884509
iter 80 value 8.823753
iter 90 value 8.799510
iter 100 value 8.777707
final value 8.777707
stopped after 100 iterations
# weights: 27
initial value 187.031212
iter 10 value 21.475947
iter 20 value 10.198913
iter 30 value 9.689442
iter 40 value 9.035982
iter 50 value 8.876250
iter 60 value 8.399876
iter 70 value 7.572852
iter 80 value 6.102530
iter 90 value 4.780390
iter 100 value 3.904972
final value 3.904972
stopped after 100 iterations
# weights: 43
initial value 174.049165
iter 10 value 26.337642
iter 20 value 8.840660
iter 30 value 8.608218
iter 40 value 8.581723
iter 50 value 8.527720
iter 60 value 7.822707
iter 70 value 5.973052
iter 80 value 5.050813
iter 90 value 4.854403
iter 100 value 4.848096
final value 4.848096
stopped after 100 iterations
# weights: 11
initial value 165.525527
iter 10 value 80.933392
iter 20 value 63.775946
iter 30 value 62.970540
final value 62.969728
converged
# weights: 27
initial value 179.637113
iter 10 value 86.773340
iter 20 value 49.725651
iter 30 value 46.942385
iter 40 value 46.052212
iter 50 value 45.785743
iter 60 value 45.715302
iter 70 value 45.690345
final value 45.690342
converged
# weights: 43
initial value 183.460824
iter 10 value 77.907295
iter 20 value 46.659363
iter 30 value 43.457235
iter 40 value 42.565450
iter 50 value 42.203168
iter 60 value 42.061123
iter 70 value 42.047095
iter 80 value 42.045755
iter 90 value 42.045494
iter 100 value 42.044948
final value 42.044948
stopped after 100 iterations
# weights: 11
initial value 170.278398
iter 10 value 73.093146
iter 20 value 71.812329
iter 30 value 71.585371
iter 40 value 71.516083
iter 50 value 71.472804
iter 60 value 71.332132
iter 70 value 71.247057
iter 80 value 71.227296
iter 90 value 70.600508
iter 100 value 32.673386
final value 32.673386
stopped after 100 iterations
# weights: 27
initial value 164.824697
iter 10 value 41.894694
iter 20 value 9.142625
iter 30 value 6.793395
iter 40 value 5.906626
iter 50 value 5.636775
iter 60 value 5.585449
iter 70 value 5.495036
iter 80 value 5.201201
iter 90 value 3.086369
iter 100 value 1.704882
final value 1.704882
stopped after 100 iterations
# weights: 43
initial value 172.536425
iter 10 value 40.099939
iter 20 value 6.968158
iter 30 value 5.795223
iter 40 value 5.473790
iter 50 value 5.282343
iter 60 value 5.216050
iter 70 value 4.972839
iter 80 value 4.812861
iter 90 value 4.724766
iter 100 value 4.538931
final value 4.538931
stopped after 100 iterations
# weights: 11
initial value 165.748634
iter 10 value 62.144767
iter 10 value 62.144767
iter 10 value 62.144767
final value 62.144767
converged
# weights: 27
initial value 207.797123
iter 10 value 12.102663
iter 20 value 0.125793
iter 30 value 0.002863
final value 0.000089
converged
# weights: 43
initial value 171.182499
iter 10 value 15.161549
iter 20 value 0.376050
iter 30 value 0.002123
final value 0.000075
converged
# weights: 11
initial value 173.482069
iter 10 value 75.715114
iter 20 value 56.449742
iter 30 value 55.663465
final value 55.662209
converged
# weights: 27
initial value 182.660030
iter 10 value 63.304906
iter 20 value 38.197592
iter 30 value 36.528319
iter 40 value 36.517961
iter 50 value 36.509946
iter 60 value 36.509441
final value 36.509409
converged
# weights: 43
initial value 196.790255
iter 10 value 53.585032
iter 20 value 36.820299
iter 30 value 36.131693
iter 40 value 35.702735
iter 50 value 35.471269
iter 60 value 35.306941
iter 70 value 35.271040
iter 80 value 35.259923
iter 90 value 35.255202
iter 100 value 35.233691
final value 35.233691
stopped after 100 iterations
# weights: 11
initial value 184.469077
iter 10 value 62.453223
iter 20 value 62.258161
final value 62.240005
converged
# weights: 27
initial value 172.892493
iter 10 value 5.262450
iter 20 value 1.173886
iter 30 value 0.917075
iter 40 value 0.719720
iter 50 value 0.681486
iter 60 value 0.610527
iter 70 value 0.583238
iter 80 value 0.492964
iter 90 value 0.440224
iter 100 value 0.407410
final value 0.407410
stopped after 100 iterations
# weights: 43
initial value 179.167290
iter 10 value 8.285546
iter 20 value 0.783549
iter 30 value 0.590154
iter 40 value 0.500814
iter 50 value 0.469225
iter 60 value 0.454535
iter 70 value 0.436220
iter 80 value 0.422903
iter 90 value 0.405032
iter 100 value 0.392900
final value 0.392900
stopped after 100 iterations
# weights: 11
initial value 175.832089
iter 10 value 59.814883
iter 20 value 5.463762
iter 30 value 1.824831
iter 40 value 1.478602
iter 50 value 1.192708
iter 60 value 1.178354
iter 70 value 1.023648
iter 80 value 0.900208
iter 90 value 0.824228
iter 100 value 0.713748
final value 0.713748
stopped after 100 iterations
# weights: 27
initial value 168.621685
iter 10 value 37.582595
iter 20 value 2.028486
iter 30 value 0.042920
iter 40 value 0.000653
iter 50 value 0.000311
final value 0.000081
converged
# weights: 43
initial value 190.979442
iter 10 value 48.672841
iter 20 value 3.879182
iter 30 value 0.756763
iter 40 value 0.000125
iter 40 value 0.000061
iter 40 value 0.000061
final value 0.000061
converged
# weights: 11
initial value 182.846378
iter 10 value 79.988761
iter 20 value 59.368022
iter 30 value 59.217071
final value 59.216962
converged
# weights: 27
initial value 167.424723
iter 10 value 82.154066
iter 20 value 43.710558
iter 30 value 40.631409
iter 40 value 40.018980
iter 50 value 39.396501
iter 60 value 39.297404
iter 70 value 39.227121
iter 80 value 39.224149
final value 39.224149
converged
# weights: 43
initial value 221.809430
iter 10 value 70.720221
iter 20 value 44.399876
iter 30 value 39.150528
iter 40 value 38.861467
iter 50 value 38.778593
iter 60 value 38.767960
iter 70 value 38.762344
iter 80 value 38.760547
iter 90 value 38.759829
final value 38.759758
converged
# weights: 11
initial value 169.831435
iter 10 value 67.994873
iter 20 value 66.745238
iter 30 value 66.651153
iter 40 value 66.532106
iter 50 value 26.111030
iter 60 value 6.652580
iter 70 value 4.054834
iter 80 value 3.735925
iter 90 value 3.625573
iter 100 value 3.518417
final value 3.518417
stopped after 100 iterations
# weights: 27
initial value 202.634726
iter 10 value 20.648978
iter 20 value 3.226008
iter 30 value 1.757063
iter 40 value 1.410414
iter 50 value 1.180855
iter 60 value 1.069024
iter 70 value 0.981832
iter 80 value 0.730842
iter 90 value 0.587610
iter 100 value 0.560793
final value 0.560793
stopped after 100 iterations
# weights: 43
initial value 182.399192
iter 10 value 15.024387
iter 20 value 1.195996
iter 30 value 0.937616
iter 40 value 0.846875
iter 50 value 0.598375
iter 60 value 0.491049
iter 70 value 0.453735
iter 80 value 0.441569
iter 90 value 0.426144
iter 100 value 0.421490
final value 0.421490
stopped after 100 iterations
# weights: 11
initial value 167.875295
iter 10 value 78.656636
iter 20 value 13.296760
iter 30 value 2.189111
iter 40 value 0.371905
iter 50 value 0.272526
iter 60 value 0.226835
iter 70 value 0.213631
iter 80 value 0.162443
iter 90 value 0.158343
iter 100 value 0.151097
final value 0.151097
stopped after 100 iterations
# weights: 27
initial value 169.249319
iter 10 value 66.356486
iter 20 value 11.619822
iter 30 value 0.614850
iter 40 value 0.012581
iter 50 value 0.000227
iter 60 value 0.000137
final value 0.000099
converged
# weights: 43
initial value 178.794960
iter 10 value 13.131078
iter 20 value 3.254787
iter 30 value 0.051016
iter 40 value 0.000157
final value 0.000091
converged
# weights: 11
initial value 167.474245
iter 10 value 96.114453
iter 20 value 63.538621
iter 30 value 62.609543
final value 62.609518
converged
# weights: 27
initial value 172.283698
iter 10 value 87.402132
iter 20 value 45.017865
iter 30 value 42.731584
iter 40 value 41.427174
iter 50 value 41.347379
iter 60 value 41.335212
iter 70 value 41.332542
final value 41.332539
converged
# weights: 43
initial value 173.401752
iter 10 value 58.359086
iter 20 value 40.603981
iter 30 value 40.174873
iter 40 value 40.171033
iter 50 value 40.169063
iter 60 value 40.160349
iter 70 value 40.154271
iter 80 value 40.153041
iter 90 value 40.152528
iter 100 value 40.152134
final value 40.152134
stopped after 100 iterations
# weights: 11
initial value 166.199575
iter 10 value 76.446690
iter 20 value 75.805675
iter 30 value 75.768940
iter 40 value 75.747027
iter 50 value 75.716796
iter 60 value 75.698340
iter 70 value 75.622203
iter 80 value 54.419420
iter 90 value 11.723109
iter 100 value 4.363822
final value 4.363822
stopped after 100 iterations
# weights: 27
initial value 171.026519
iter 10 value 74.126005
iter 20 value 7.695176
iter 30 value 1.056687
iter 40 value 0.835500
iter 50 value 0.750324
iter 60 value 0.726368
iter 70 value 0.639794
iter 80 value 0.603374
iter 90 value 0.583286
iter 100 value 0.549955
final value 0.549955
stopped after 100 iterations
# weights: 43
initial value 189.409936
iter 10 value 13.017475
iter 20 value 2.673318
iter 30 value 1.862708
iter 40 value 1.014474
iter 50 value 0.754214
iter 60 value 0.639517
iter 70 value 0.577741
iter 80 value 0.537382
iter 90 value 0.518394
iter 100 value 0.489827
final value 0.489827
stopped after 100 iterations
# weights: 11
initial value 179.268329
iter 10 value 72.150373
iter 20 value 17.115111
iter 30 value 1.459849
iter 40 value 0.128943
iter 50 value 0.096131
iter 60 value 0.083199
iter 70 value 0.074578
iter 80 value 0.063065
iter 90 value 0.054060
iter 100 value 0.053630
final value 0.053630
stopped after 100 iterations
# weights: 27
initial value 169.761851
iter 10 value 70.472088
iter 20 value 3.127113
iter 30 value 0.257863
iter 40 value 0.008682
iter 50 value 0.002244
final value 0.000086
converged
# weights: 43
initial value 176.296331
iter 10 value 26.342394
iter 20 value 0.839481
iter 30 value 0.044973
iter 40 value 0.000354
iter 50 value 0.000207
final value 0.000100
converged
# weights: 11
initial value 169.184356
iter 10 value 79.162332
iter 20 value 59.558492
final value 59.555835
converged
# weights: 27
initial value 173.767185
iter 10 value 54.875188
iter 20 value 44.827734
iter 30 value 38.850254
iter 40 value 38.253008
iter 50 value 37.938881
iter 60 value 37.925156
final value 37.925073
converged
# weights: 43
initial value 199.313142
iter 10 value 53.093743
iter 20 value 38.899647
iter 30 value 37.342698
iter 40 value 36.939533
iter 50 value 36.923344
iter 60 value 36.915070
iter 70 value 36.912678
iter 80 value 36.911039
final value 36.910749
converged
# weights: 11
initial value 179.310305
iter 10 value 41.913935
iter 20 value 6.290533
iter 30 value 3.249458
iter 40 value 2.424709
iter 50 value 2.328566
iter 60 value 2.244812
iter 70 value 2.173761
iter 80 value 2.146664
iter 90 value 2.131311
iter 100 value 2.125325
final value 2.125325
stopped after 100 iterations
# weights: 27
initial value 191.873117
iter 10 value 54.492177
iter 20 value 7.002575
iter 30 value 2.610534
iter 40 value 1.820180
iter 50 value 1.525728
iter 60 value 0.781362
iter 70 value 0.679666
iter 80 value 0.647644
iter 90 value 0.574183
iter 100 value 0.485478
final value 0.485478
stopped after 100 iterations
# weights: 43
initial value 182.779776
iter 10 value 7.561246
iter 20 value 1.830274
iter 30 value 1.176475
iter 40 value 0.748180
iter 50 value 0.600558
iter 60 value 0.511104
iter 70 value 0.476035
iter 80 value 0.444658
iter 90 value 0.433086
iter 100 value 0.409928
final value 0.409928
stopped after 100 iterations
# weights: 11
initial value 205.380653
iter 10 value 141.257247
iter 20 value 15.334973
iter 30 value 0.609255
iter 40 value 0.184366
iter 50 value 0.124996
iter 60 value 0.116297
iter 70 value 0.082552
iter 80 value 0.070677
iter 90 value 0.061201
iter 100 value 0.053624
final value 0.053624
stopped after 100 iterations
# weights: 27
initial value 174.229699
iter 10 value 17.753343
iter 20 value 0.041311
final value 0.000086
converged
# weights: 43
initial value 183.314339
iter 10 value 17.988024
iter 20 value 0.129175
iter 30 value 0.003486
final value 0.000079
converged
# weights: 11
initial value 164.273552
iter 10 value 85.974465
iter 20 value 70.544021
iter 30 value 56.066090
final value 56.066055
converged
# weights: 27
initial value 162.046317
iter 10 value 67.380454
iter 20 value 37.926500
iter 30 value 37.300365
iter 40 value 37.288780
iter 50 value 37.285633
iter 60 value 37.284401
final value 37.284380
converged
# weights: 43
initial value 208.418201
iter 10 value 77.103438
iter 20 value 42.533010
iter 30 value 38.204853
iter 40 value 35.553782
iter 50 value 34.613367
iter 60 value 34.438333
iter 70 value 34.347609
iter 80 value 34.302826
iter 90 value 34.215948
iter 100 value 34.182306
final value 34.182306
stopped after 100 iterations
# weights: 11
initial value 172.329066
iter 10 value 80.159562
iter 20 value 16.897363
iter 30 value 3.478104
iter 40 value 1.461923
iter 50 value 1.408056
iter 60 value 1.375530
iter 70 value 1.369399
iter 80 value 1.368228
iter 90 value 1.368188
iter 100 value 1.367972
final value 1.367972
stopped after 100 iterations
# weights: 27
initial value 181.997067
iter 10 value 59.737435
iter 20 value 1.193107
iter 30 value 0.317232
iter 40 value 0.274367
iter 50 value 0.258912
iter 60 value 0.218387
iter 70 value 0.196353
iter 80 value 0.186680
iter 90 value 0.182795
iter 100 value 0.178009
final value 0.178009
stopped after 100 iterations
# weights: 43
initial value 191.592245
iter 10 value 1.469405
iter 20 value 0.528223
iter 30 value 0.392485
iter 40 value 0.342579
iter 50 value 0.279991
iter 60 value 0.262173
iter 70 value 0.240751
iter 80 value 0.225895
iter 90 value 0.215489
iter 100 value 0.201670
final value 0.201670
stopped after 100 iterations
# weights: 11
initial value 163.974680
iter 10 value 16.927049
iter 20 value 0.299678
iter 30 value 0.038964
iter 40 value 0.027954
iter 50 value 0.025302
iter 60 value 0.022239
iter 70 value 0.020064
iter 80 value 0.018553
iter 90 value 0.017412
iter 100 value 0.016924
final value 0.016924
stopped after 100 iterations
# weights: 27
initial value 205.850145
iter 10 value 57.770794
iter 20 value 25.614148
iter 30 value 3.269849
iter 40 value 0.252824
iter 50 value 0.003058
final value 0.000071
converged
# weights: 43
initial value 192.782360
iter 10 value 7.054367
iter 20 value 0.024254
iter 30 value 0.000284
iter 40 value 0.000118
iter 40 value 0.000062
iter 40 value 0.000062
final value 0.000062
converged
# weights: 11
initial value 184.540955
iter 10 value 62.588446
iter 20 value 54.647482
final value 54.646203
converged
# weights: 27
initial value 186.169933
iter 10 value 75.694677
iter 20 value 40.274690
iter 30 value 36.433843
iter 40 value 35.578167
iter 50 value 35.539685
iter 60 value 35.538292
iter 70 value 35.536559
final value 35.536558
converged
# weights: 43
initial value 219.000215
iter 10 value 71.776332
iter 20 value 36.264487
iter 30 value 34.811755
iter 40 value 34.398579
iter 50 value 34.294848
iter 60 value 34.233519
iter 70 value 34.228475
iter 80 value 34.225244
iter 90 value 34.222218
iter 100 value 34.220214
final value 34.220214
stopped after 100 iterations
# weights: 11
initial value 171.301233
iter 10 value 70.514059
iter 20 value 64.876070
iter 30 value 64.847970
iter 40 value 64.813056
iter 50 value 64.761810
iter 60 value 64.745385
iter 70 value 64.342948
iter 80 value 13.496519
iter 90 value 1.513951
iter 100 value 1.058955
final value 1.058955
stopped after 100 iterations
# weights: 27
initial value 165.301939
iter 10 value 2.526564
iter 20 value 0.343926
iter 30 value 0.321966
iter 40 value 0.297359
iter 50 value 0.283572
iter 60 value 0.270253
iter 70 value 0.250783
iter 80 value 0.240799
iter 90 value 0.216139
iter 100 value 0.200014
final value 0.200014
stopped after 100 iterations
# weights: 43
initial value 185.386859
iter 10 value 37.368424
iter 20 value 0.308912
iter 30 value 0.282080
iter 40 value 0.237475
iter 50 value 0.224140
iter 60 value 0.190889
iter 70 value 0.182950
iter 80 value 0.172814
iter 90 value 0.169967
iter 100 value 0.169044
final value 0.169044
stopped after 100 iterations
# weights: 11
initial value 174.498151
iter 10 value 52.853164
iter 20 value 15.106152
iter 30 value 5.574342
iter 40 value 4.677880
iter 50 value 4.538450
iter 60 value 4.526885
iter 70 value 4.504386
iter 80 value 4.498629
iter 90 value 4.490407
iter 100 value 4.490073
final value 4.490073
stopped after 100 iterations
# weights: 27
initial value 178.659572
iter 10 value 12.476706
iter 20 value 4.976296
iter 30 value 4.679509
iter 40 value 4.613396
iter 50 value 4.534959
iter 60 value 4.522690
iter 70 value 4.518780
iter 80 value 4.516852
iter 90 value 4.507760
iter 100 value 4.496578
final value 4.496578
stopped after 100 iterations
# weights: 43
initial value 194.501044
iter 10 value 39.783734
iter 20 value 4.601044
iter 30 value 4.527418
iter 40 value 4.518981
iter 50 value 4.505590
iter 60 value 4.427777
iter 70 value 4.344705
iter 80 value 4.131614
iter 90 value 3.728061
iter 100 value 2.985257
final value 2.985257
stopped after 100 iterations
# weights: 11
initial value 176.180140
iter 10 value 94.215238
iter 20 value 60.643399
iter 30 value 58.971407
final value 58.971330
converged
# weights: 27
initial value 173.697500
iter 10 value 67.624857
iter 20 value 40.867176
iter 30 value 40.552779
iter 40 value 40.488394
final value 40.488057
converged
# weights: 43
initial value 165.154497
iter 10 value 68.147252
iter 20 value 47.355784
iter 30 value 39.563326
iter 40 value 38.731477
iter 50 value 37.988752
iter 60 value 37.677089
iter 70 value 37.661116
iter 80 value 37.648999
iter 90 value 37.637258
iter 100 value 37.622087
final value 37.622087
stopped after 100 iterations
# weights: 11
initial value 169.581159
iter 10 value 20.437024
iter 20 value 8.005339
iter 30 value 5.554195
iter 40 value 5.370716
iter 50 value 5.347312
iter 60 value 5.320786
iter 70 value 5.285588
iter 80 value 5.264175
iter 90 value 5.250061
iter 100 value 5.215954
final value 5.215954
stopped after 100 iterations
# weights: 27
initial value 218.381692
iter 10 value 38.858973
iter 20 value 7.904211
iter 30 value 5.507328
iter 40 value 4.924944
iter 50 value 4.838072
iter 60 value 4.778834
iter 70 value 4.752195
iter 80 value 4.718357
iter 90 value 4.699388
iter 100 value 4.686632
final value 4.686632
stopped after 100 iterations
# weights: 43
initial value 176.997232
iter 10 value 49.758197
iter 20 value 5.309017
iter 30 value 4.921178
iter 40 value 4.797108
iter 50 value 4.712899
iter 60 value 4.699869
iter 70 value 4.669529
iter 80 value 4.659826
iter 90 value 4.654056
iter 100 value 4.643985
final value 4.643985
stopped after 100 iterations
# weights: 11
initial value 164.354359
final value 66.020350
converged
# weights: 27
initial value 169.266724
iter 10 value 62.755737
iter 20 value 8.114460
iter 30 value 6.479545
iter 40 value 6.086143
iter 50 value 5.913746
iter 60 value 5.877200
iter 70 value 5.869587
iter 80 value 5.824318
iter 90 value 5.798874
iter 100 value 5.758296
final value 5.758296
stopped after 100 iterations
# weights: 43
initial value 191.653991
iter 10 value 45.511277
iter 20 value 6.194638
iter 30 value 6.092983
iter 40 value 5.861326
iter 50 value 4.943355
iter 60 value 3.434602
iter 70 value 3.079291
iter 80 value 2.816598
iter 90 value 2.772727
iter 100 value 2.772716
final value 2.772716
stopped after 100 iterations
# weights: 11
initial value 164.696917
iter 10 value 80.116109
iter 20 value 58.095346
iter 30 value 57.548670
final value 57.543499
converged
# weights: 27
initial value 204.935517
iter 10 value 61.515223
iter 20 value 39.466819
iter 30 value 38.197993
iter 40 value 37.831972
iter 50 value 37.809546
iter 60 value 37.804371
final value 37.804248
converged
# weights: 43
initial value 202.220009
iter 10 value 45.022269
iter 20 value 36.940372
iter 30 value 36.684331
iter 40 value 36.624080
iter 50 value 36.619618
iter 60 value 36.608526
iter 70 value 36.607521
iter 80 value 36.607399
iter 90 value 36.607357
iter 100 value 36.607250
final value 36.607250
stopped after 100 iterations
# weights: 11
initial value 172.723672
iter 10 value 31.360597
iter 20 value 6.722285
iter 30 value 6.622508
iter 40 value 6.550258
iter 50 value 6.546007
iter 60 value 6.545995
iter 70 value 6.545981
iter 80 value 6.545953
iter 90 value 6.545949
iter 100 value 6.545937
final value 6.545937
stopped after 100 iterations
# weights: 27
initial value 184.539894
iter 10 value 58.190680
iter 20 value 8.067781
iter 30 value 6.660374
iter 40 value 6.563954
iter 50 value 6.524455
iter 60 value 6.459887
iter 70 value 6.381563
iter 80 value 6.301652
iter 90 value 6.224821
iter 100 value 6.122888
final value 6.122888
stopped after 100 iterations
# weights: 43
initial value 164.486214
iter 10 value 7.014297
iter 20 value 6.237556
iter 30 value 6.104401
iter 40 value 6.017730
iter 50 value 5.877735
iter 60 value 5.008391
iter 70 value 4.531470
iter 80 value 4.113741
iter 90 value 3.292318
iter 100 value 1.706724
final value 1.706724
stopped after 100 iterations
# weights: 11
initial value 170.784574
iter 10 value 6.619921
iter 20 value 4.555228
iter 30 value 3.473591
iter 40 value 3.096154
iter 50 value 2.176908
iter 60 value 2.137510
iter 70 value 2.017021
iter 80 value 1.995040
iter 90 value 1.911256
iter 100 value 1.904640
final value 1.904640
stopped after 100 iterations
# weights: 27
initial value 178.321036
iter 10 value 53.083291
iter 20 value 6.709988
iter 30 value 3.724990
iter 40 value 2.124224
iter 50 value 0.006231
final value 0.000039
converged
# weights: 43
initial value 166.769473
iter 10 value 8.723139
iter 20 value 1.989785
iter 30 value 0.019883
iter 40 value 0.000170
final value 0.000045
converged
# weights: 11
initial value 168.290507
iter 10 value 93.972088
iter 20 value 61.763828
iter 30 value 57.651112
final value 57.651028
converged
# weights: 27
initial value 187.007206
iter 10 value 49.830368
iter 20 value 40.117579
iter 30 value 38.863824
iter 40 value 38.775090
final value 38.775050
converged
# weights: 43
initial value 183.235913
iter 10 value 64.257354
iter 20 value 39.972663
iter 30 value 37.773903
iter 40 value 37.633627
iter 50 value 37.604314
iter 60 value 37.571403
iter 70 value 37.561548
iter 80 value 37.558775
iter 90 value 37.558410
iter 100 value 37.557477
final value 37.557477
stopped after 100 iterations
# weights: 11
initial value 191.413783
iter 10 value 73.847218
iter 20 value 66.011220
iter 30 value 65.971119
iter 40 value 63.409488
iter 50 value 13.482662
iter 60 value 5.330842
iter 70 value 4.454310
iter 80 value 4.314948
iter 90 value 4.306894
iter 100 value 4.300232
final value 4.300232
stopped after 100 iterations
# weights: 27
initial value 188.118877
iter 10 value 26.724177
iter 20 value 4.073049
iter 30 value 2.803470
iter 40 value 2.024272
iter 50 value 1.745705
iter 60 value 1.278277
iter 70 value 1.206623
iter 80 value 1.073716
iter 90 value 1.011703
iter 100 value 0.890823
final value 0.890823
stopped after 100 iterations
# weights: 43
initial value 198.438218
iter 10 value 37.687793
iter 20 value 4.531792
iter 30 value 3.272109
iter 40 value 2.744821
iter 50 value 2.353211
iter 60 value 1.800137
iter 70 value 1.671968
iter 80 value 1.522115
iter 90 value 1.461867
iter 100 value 1.207262
final value 1.207262
stopped after 100 iterations
# weights: 11
initial value 166.787164
iter 10 value 76.698762
iter 20 value 75.513085
final value 75.511837
converged
# weights: 27
initial value 185.194272
iter 10 value 21.757779
iter 20 value 7.743347
iter 30 value 7.602680
iter 40 value 7.244028
iter 50 value 5.876610
iter 60 value 5.062803
iter 70 value 5.054651
iter 80 value 5.054260
iter 90 value 5.053009
iter 100 value 5.052241
final value 5.052241
stopped after 100 iterations
# weights: 43
initial value 181.145654
iter 10 value 11.194590
iter 20 value 7.564316
iter 30 value 6.271905
iter 40 value 3.855029
iter 50 value 2.151672
iter 60 value 1.924369
iter 70 value 1.918791
iter 80 value 1.912509
iter 90 value 1.909791
final value 1.909757
converged
# weights: 11
initial value 169.540258
iter 10 value 77.877681
iter 20 value 60.856902
final value 60.849256
converged
# weights: 27
initial value 193.933499
iter 10 value 65.029121
iter 20 value 44.899604
iter 30 value 42.448423
iter 40 value 42.091655
iter 50 value 41.711210
iter 60 value 40.950785
iter 70 value 40.712159
iter 80 value 40.709290
iter 80 value 40.709290
iter 80 value 40.709290
final value 40.709290
converged
# weights: 43
initial value 166.446412
iter 10 value 69.698135
iter 20 value 42.082559
iter 30 value 40.373672
iter 40 value 40.029050
iter 50 value 39.943714
iter 60 value 39.798563
iter 70 value 39.663729
iter 80 value 39.625972
iter 90 value 39.585963
iter 100 value 39.503556
final value 39.503556
stopped after 100 iterations
# weights: 11
initial value 170.974416
iter 10 value 93.030364
iter 20 value 15.980839
iter 30 value 9.476919
iter 40 value 8.337653
iter 50 value 8.322304
iter 60 value 8.299035
iter 70 value 8.277387
iter 80 value 8.276338
iter 90 value 8.276246
iter 100 value 8.276069
final value 8.276069
stopped after 100 iterations
# weights: 27
initial value 168.498410
iter 10 value 34.039239
iter 20 value 8.338570
iter 30 value 8.068440
iter 40 value 7.554106
iter 50 value 7.385414
iter 60 value 7.137678
iter 70 value 6.425415
iter 80 value 5.788064
iter 90 value 4.810219
iter 100 value 3.718150
final value 3.718150
stopped after 100 iterations
# weights: 43
initial value 180.008802
iter 10 value 63.913552
iter 20 value 9.414615
iter 30 value 8.473239
iter 40 value 8.011163
iter 50 value 6.619618
iter 60 value 6.170758
iter 70 value 5.938380
iter 80 value 5.754572
iter 90 value 4.952856
iter 100 value 3.140429
final value 3.140429
stopped after 100 iterations
# weights: 11
initial value 174.879152
iter 10 value 24.518633
iter 20 value 4.209236
iter 30 value 1.409657
iter 40 value 0.629082
iter 50 value 0.294232
iter 60 value 0.253504
iter 70 value 0.208181
iter 80 value 0.186035
iter 90 value 0.148540
iter 100 value 0.058750
final value 0.058750
stopped after 100 iterations
# weights: 27
initial value 180.555189
iter 10 value 9.075117
iter 20 value 0.085969
iter 30 value 0.000530
final value 0.000070
converged
# weights: 43
initial value 193.293475
iter 10 value 18.983157
iter 20 value 0.147767
iter 30 value 0.000128
iter 30 value 0.000058
iter 30 value 0.000057
final value 0.000057
converged
# weights: 11
initial value 170.617130
iter 10 value 84.503827
iter 20 value 61.447496
iter 30 value 61.241567
final value 61.241547
converged
# weights: 27
initial value 183.870800
iter 10 value 90.145856
iter 20 value 48.348671
iter 30 value 43.013330
iter 40 value 40.350999
iter 50 value 40.302178
iter 60 value 40.294932
iter 70 value 40.294675
final value 40.294674
converged
# weights: 43
initial value 182.376541
iter 10 value 56.354654
iter 20 value 40.742166
iter 30 value 39.677159
iter 40 value 39.500489
iter 50 value 39.410262
iter 60 value 39.399976
iter 70 value 39.393035
iter 80 value 39.388315
iter 90 value 39.362049
iter 100 value 39.351918
final value 39.351918
stopped after 100 iterations
# weights: 11
initial value 185.943370
iter 10 value 128.133954
iter 20 value 22.495012
iter 30 value 4.045016
iter 40 value 3.237716
iter 50 value 2.818815
iter 60 value 2.784516
iter 70 value 2.757339
iter 80 value 2.733313
iter 90 value 2.718662
iter 100 value 2.718336
final value 2.718336
stopped after 100 iterations
# weights: 27
initial value 182.094425
iter 10 value 5.535703
iter 20 value 1.592299
iter 30 value 1.021210
iter 40 value 0.763135
iter 50 value 0.593685
iter 60 value 0.493296
iter 70 value 0.457413
iter 80 value 0.447639
iter 90 value 0.416048
iter 100 value 0.410841
final value 0.410841
stopped after 100 iterations
# weights: 43
initial value 162.753923
iter 10 value 17.430649
iter 20 value 0.942262
iter 30 value 0.892468
iter 40 value 0.744309
iter 50 value 0.599138
iter 60 value 0.545993
iter 70 value 0.520587
iter 80 value 0.482283
iter 90 value 0.478931
iter 100 value 0.459431
final value 0.459431
stopped after 100 iterations
# weights: 11
initial value 183.797848
iter 10 value 73.068412
iter 20 value 72.664792
iter 30 value 68.839231
iter 40 value 15.966082
iter 50 value 8.086248
iter 60 value 6.995504
iter 70 value 6.756609
iter 80 value 6.520771
iter 90 value 6.337184
iter 100 value 6.311414
final value 6.311414
stopped after 100 iterations
# weights: 27
initial value 189.410960
iter 10 value 50.548377
iter 20 value 7.406739
iter 30 value 6.015645
iter 40 value 5.837320
iter 50 value 5.834739
iter 60 value 5.793243
iter 70 value 5.779341
iter 80 value 5.757308
iter 90 value 5.725278
iter 100 value 5.717358
final value 5.717358
stopped after 100 iterations
# weights: 43
initial value 221.819560
iter 10 value 69.307413
iter 20 value 43.152593
iter 30 value 6.183911
iter 40 value 5.661614
iter 50 value 5.564727
iter 60 value 5.385014
iter 70 value 5.226418
iter 80 value 1.607690
iter 90 value 0.368927
iter 100 value 0.067570
final value 0.067570
stopped after 100 iterations
# weights: 11
initial value 204.017392
iter 10 value 66.588890
iter 20 value 61.304205
final value 61.304164
converged
# weights: 27
initial value 163.409025
iter 10 value 78.112995
iter 20 value 43.430462
iter 30 value 41.248708
iter 40 value 40.985917
iter 50 value 40.973231
iter 60 value 40.973040
final value 40.973019
converged
# weights: 43
initial value 189.656083
iter 10 value 69.265004
iter 20 value 46.044422
iter 30 value 43.235337
iter 40 value 41.187429
iter 50 value 40.005545
iter 60 value 39.696880
iter 70 value 39.690996
iter 80 value 39.689576
iter 90 value 39.686435
iter 100 value 39.680689
final value 39.680689
stopped after 100 iterations
# weights: 11
initial value 170.959836
iter 10 value 18.315475
iter 20 value 8.996698
iter 30 value 7.853900
iter 40 value 7.663119
iter 50 value 7.476425
iter 60 value 7.392317
iter 70 value 7.388783
iter 80 value 7.386555
iter 90 value 7.376126
iter 100 value 7.371822
final value 7.371822
stopped after 100 iterations
# weights: 27
initial value 174.321422
iter 10 value 73.029622
iter 20 value 72.795155
iter 30 value 72.703655
iter 40 value 7.800764
iter 50 value 6.107747
iter 60 value 6.017701
iter 70 value 5.886998
iter 80 value 5.867228
iter 90 value 5.765203
iter 100 value 4.418309
final value 4.418309
stopped after 100 iterations
# weights: 43
initial value 166.682770
iter 10 value 8.711465
iter 20 value 6.572128
iter 30 value 6.344940
iter 40 value 5.773429
iter 50 value 5.405633
iter 60 value 5.176620
iter 70 value 3.766632
iter 80 value 2.153144
iter 90 value 1.998416
iter 100 value 1.851504
final value 1.851504
stopped after 100 iterations
# weights: 11
initial value 176.425368
iter 10 value 150.334705
iter 20 value 38.843435
iter 30 value 13.047669
iter 40 value 8.704052
iter 50 value 8.485279
iter 60 value 8.288756
iter 70 value 8.183567
iter 80 value 8.171979
iter 90 value 8.098135
iter 100 value 8.076455
final value 8.076455
stopped after 100 iterations
# weights: 27
initial value 169.501362
iter 10 value 37.296375
iter 20 value 10.149321
iter 30 value 8.837887
iter 40 value 8.474921
iter 50 value 7.811240
iter 60 value 7.214756
iter 70 value 4.686858
iter 80 value 4.403676
iter 90 value 4.185030
iter 100 value 4.017480
final value 4.017480
stopped after 100 iterations
# weights: 43
initial value 176.303092
iter 10 value 38.221444
iter 20 value 6.152033
iter 30 value 4.376796
iter 40 value 4.210569
iter 50 value 4.041105
iter 60 value 3.698147
iter 70 value 3.371769
iter 80 value 2.741437
iter 90 value 1.785104
iter 100 value 0.665669
final value 0.665669
stopped after 100 iterations
# weights: 11
initial value 192.392940
iter 10 value 120.403023
iter 20 value 61.772547
iter 30 value 61.623863
iter 30 value 61.623863
final value 61.623863
converged
# weights: 27
initial value 177.747785
iter 10 value 61.270923
iter 20 value 42.863590
iter 30 value 41.024880
iter 40 value 40.797780
iter 50 value 40.769225
iter 60 value 40.763280
final value 40.763255
converged
# weights: 43
initial value 184.892708
iter 10 value 74.788570
iter 20 value 41.245638
iter 30 value 40.274217
iter 40 value 39.761447
iter 50 value 39.660869
iter 60 value 39.613499
iter 70 value 39.593008
iter 80 value 39.582369
iter 90 value 39.580363
iter 100 value 39.576697
final value 39.576697
stopped after 100 iterations
# weights: 11
initial value 167.048674
iter 10 value 68.610794
iter 20 value 53.862792
iter 30 value 20.871339
iter 40 value 10.756955
iter 50 value 9.446253
iter 60 value 9.041086
iter 70 value 8.934202
iter 80 value 8.884731
iter 90 value 8.881865
iter 100 value 8.881377
final value 8.881377
stopped after 100 iterations
# weights: 27
initial value 204.484391
iter 10 value 16.486431
iter 20 value 8.833811
iter 30 value 7.846514
iter 40 value 6.884400
iter 50 value 6.762641
iter 60 value 6.612638
iter 70 value 6.491833
iter 80 value 6.251087
iter 90 value 5.909075
iter 100 value 5.478034
final value 5.478034
stopped after 100 iterations
# weights: 43
initial value 180.818347
iter 10 value 18.307179
iter 20 value 8.522835
iter 30 value 7.693946
iter 40 value 6.014393
iter 50 value 4.879831
iter 60 value 4.389989
iter 70 value 3.639299
iter 80 value 2.783914
iter 90 value 2.240567
iter 100 value 1.994207
final value 1.994207
stopped after 100 iterations
# weights: 11
initial value 172.701560
iter 10 value 98.130414
iter 20 value 75.989724
iter 30 value 75.955401
final value 75.955377
converged
# weights: 27
initial value 170.012453
iter 10 value 15.805092
iter 20 value 11.877456
iter 30 value 4.955854
iter 40 value 2.248775
iter 50 value 0.064270
iter 60 value 0.001916
iter 70 value 0.000246
final value 0.000095
converged
# weights: 43
initial value 187.123616
iter 10 value 14.393136
iter 20 value 0.782493
iter 30 value 0.002514
iter 40 value 0.000420
final value 0.000049
converged
# weights: 11
initial value 170.907207
iter 10 value 75.201629
iter 20 value 61.003326
final value 61.001643
converged
# weights: 27
initial value 172.796440
iter 10 value 64.545642
iter 20 value 42.441970
iter 30 value 41.412411
iter 40 value 41.255582
iter 50 value 41.240097
iter 60 value 41.237089
final value 41.236511
converged
# weights: 43
initial value 173.840885
iter 10 value 66.740939
iter 20 value 41.571058
iter 30 value 40.266698
iter 40 value 40.237862
iter 50 value 40.232616
iter 60 value 40.231609
iter 70 value 40.231087
iter 80 value 40.219527
iter 90 value 40.077444
iter 100 value 39.988210
final value 39.988210
stopped after 100 iterations
# weights: 11
initial value 184.675410
iter 10 value 16.275705
iter 20 value 8.815428
iter 30 value 5.148280
iter 40 value 4.890726
iter 50 value 4.611381
iter 60 value 4.354908
iter 70 value 4.299026
iter 80 value 4.280062
iter 90 value 4.266531
iter 100 value 4.249961
final value 4.249961
stopped after 100 iterations
# weights: 27
initial value 175.602437
iter 10 value 27.335326
iter 20 value 6.938489
iter 30 value 5.045494
iter 40 value 3.597001
iter 50 value 2.290482
iter 60 value 1.289266
iter 70 value 1.137054
iter 80 value 1.087438
iter 90 value 0.984903
iter 100 value 0.905928
final value 0.905928
stopped after 100 iterations
# weights: 43
initial value 166.979345
iter 10 value 12.381264
iter 20 value 1.840264
iter 30 value 1.284897
iter 40 value 1.172485
iter 50 value 1.062006
iter 60 value 0.983694
iter 70 value 0.942499
iter 80 value 0.847182
iter 90 value 0.798121
iter 100 value 0.721851
final value 0.721851
stopped after 100 iterations
# weights: 11
initial value 175.284510
iter 10 value 56.461992
iter 20 value 11.673332
iter 30 value 3.155698
iter 40 value 2.161904
iter 50 value 1.440963
iter 60 value 1.147631
iter 70 value 0.873237
iter 80 value 0.814065
iter 90 value 0.709120
iter 100 value 0.635788
final value 0.635788
stopped after 100 iterations
# weights: 27
initial value 196.218271
iter 10 value 63.951434
iter 20 value 63.787668
iter 30 value 63.786947
iter 40 value 61.756484
iter 50 value 45.003202
iter 60 value 16.753384
iter 70 value 3.529486
iter 80 value 1.286739
iter 90 value 0.212218
iter 100 value 0.007628
final value 0.007628
stopped after 100 iterations
# weights: 43
initial value 170.778586
iter 10 value 11.401501
iter 20 value 0.134821
final value 0.000055
converged
# weights: 11
initial value 171.447895
iter 10 value 70.148791
iter 20 value 57.575106
final value 57.567140
converged
# weights: 27
initial value 178.243999
iter 10 value 56.600707
iter 20 value 39.031017
iter 30 value 38.532876
iter 40 value 37.896061
iter 50 value 37.506789
iter 60 value 36.978498
iter 70 value 36.608683
iter 80 value 36.584370
final value 36.584321
converged
# weights: 43
initial value 164.914105
iter 10 value 52.640021
iter 20 value 36.741576
iter 30 value 35.864708
iter 40 value 35.424868
iter 50 value 35.411171
iter 60 value 35.404464
iter 70 value 35.391542
iter 80 value 35.388359
final value 35.388335
converged
# weights: 11
initial value 170.667297
iter 10 value 38.428122
iter 20 value 4.443330
iter 30 value 2.501175
iter 40 value 1.878160
iter 50 value 1.849193
iter 60 value 1.828458
iter 70 value 1.810055
iter 80 value 1.797412
iter 90 value 1.792325
iter 100 value 1.786999
final value 1.786999
stopped after 100 iterations
# weights: 27
initial value 177.771356
iter 10 value 9.599955
iter 20 value 1.176791
iter 30 value 0.900930
iter 40 value 0.566591
iter 50 value 0.506833
iter 60 value 0.459181
iter 70 value 0.441262
iter 80 value 0.412676
iter 90 value 0.393491
iter 100 value 0.378242
final value 0.378242
stopped after 100 iterations
# weights: 43
initial value 187.550636
iter 10 value 22.172034
iter 20 value 1.693043
iter 30 value 1.294030
iter 40 value 0.867321
iter 50 value 0.754653
iter 60 value 0.547734
iter 70 value 0.474207
iter 80 value 0.440264
iter 90 value 0.422941
iter 100 value 0.397123
final value 0.397123
stopped after 100 iterations
# weights: 11
initial value 164.918296
iter 10 value 68.839462
iter 20 value 68.616762
final value 68.616537
converged
# weights: 27
initial value 190.786999
iter 10 value 8.929821
iter 20 value 0.013444
final value 0.000050
converged
# weights: 43
initial value 169.706930
iter 10 value 68.700919
iter 20 value 67.616547
iter 30 value 43.368245
iter 40 value 3.425670
iter 50 value 0.070249
iter 60 value 0.016545
iter 70 value 0.002666
iter 80 value 0.000538
iter 90 value 0.000507
final value 0.000063
converged
# weights: 11
initial value 191.603882
iter 10 value 78.088959
iter 20 value 57.534141
iter 30 value 57.528667
iter 30 value 57.528667
iter 30 value 57.528667
final value 57.528667
converged
# weights: 27
initial value 178.455253
iter 10 value 55.940164
iter 20 value 40.525043
iter 30 value 39.004594
iter 40 value 38.952267
iter 50 value 38.951742
final value 38.951716
converged
# weights: 43
initial value 180.696921
iter 10 value 47.461501
iter 20 value 38.487132
iter 30 value 36.336557
iter 40 value 35.698839
iter 50 value 35.636839
iter 60 value 35.609037
iter 70 value 35.602404
iter 80 value 35.560418
iter 90 value 35.547789
iter 100 value 35.544653
final value 35.544653
stopped after 100 iterations
# weights: 11
initial value 162.104679
iter 10 value 68.938797
iter 20 value 68.818995
iter 30 value 68.755012
iter 40 value 68.742625
iter 50 value 66.562037
iter 60 value 6.603177
iter 70 value 1.409973
iter 80 value 1.236311
iter 90 value 1.232780
iter 100 value 1.223536
final value 1.223536
stopped after 100 iterations
# weights: 27
initial value 191.661335
iter 10 value 14.395272
iter 20 value 1.660921
iter 30 value 0.622179
iter 40 value 0.490312
iter 50 value 0.382162
iter 60 value 0.328717
iter 70 value 0.314134
iter 80 value 0.279788
iter 90 value 0.261883
iter 100 value 0.248024
final value 0.248024
stopped after 100 iterations
# weights: 43
initial value 227.170448
iter 10 value 22.927843
iter 20 value 0.751988
iter 30 value 0.619108
iter 40 value 0.488839
iter 50 value 0.375338
iter 60 value 0.352230
iter 70 value 0.342028
iter 80 value 0.299634
iter 90 value 0.288434
iter 100 value 0.271119
final value 0.271119
stopped after 100 iterations
# weights: 11
initial value 167.825334
iter 10 value 83.636414
iter 20 value 67.929393
iter 30 value 67.928425
iter 30 value 67.928424
iter 30 value 67.928424
final value 67.928424
converged
# weights: 27
initial value 176.390749
iter 10 value 54.766093
iter 20 value 0.225722
iter 30 value 0.000589
final value 0.000075
converged
# weights: 43
initial value 193.524615
iter 10 value 23.145184
iter 20 value 0.142659
iter 30 value 0.000539
final value 0.000079
converged
# weights: 11
initial value 192.120107
iter 10 value 69.728453
iter 20 value 57.780728
iter 30 value 57.653121
final value 57.653054
converged
# weights: 27
initial value 166.385989
iter 10 value 66.531281
iter 20 value 40.621718
iter 30 value 38.156988
iter 40 value 37.534483
iter 50 value 37.425009
iter 60 value 37.203371
iter 70 value 37.152540
final value 37.152416
converged
# weights: 43
initial value 173.190047
iter 10 value 73.309730
iter 20 value 39.284243
iter 30 value 37.092894
iter 40 value 36.176865
iter 50 value 35.967702
iter 60 value 35.947335
iter 70 value 35.938231
iter 80 value 35.937394
iter 90 value 35.937194
iter 100 value 35.937147
final value 35.937147
stopped after 100 iterations
# weights: 11
initial value 167.054426
iter 10 value 68.383047
iter 20 value 68.319824
iter 30 value 68.172693
iter 40 value 68.130453
iter 50 value 68.056499
iter 60 value 68.035510
iter 70 value 44.820108
iter 80 value 5.478828
iter 90 value 1.625127
iter 100 value 1.450255
final value 1.450255
stopped after 100 iterations
# weights: 27
initial value 176.949646
iter 10 value 67.881552
iter 20 value 1.404251
iter 30 value 0.433882
iter 40 value 0.401314
iter 50 value 0.360693
iter 60 value 0.321186
iter 70 value 0.266479
iter 80 value 0.244598
iter 90 value 0.233757
iter 100 value 0.218022
final value 0.218022
stopped after 100 iterations
# weights: 43
initial value 201.848756
iter 10 value 6.166800
iter 20 value 0.672136
iter 30 value 0.457717
iter 40 value 0.373435
iter 50 value 0.297733
iter 60 value 0.241577
iter 70 value 0.225309
iter 80 value 0.218258
iter 90 value 0.213865
iter 100 value 0.208904
final value 0.208904
stopped after 100 iterations
# weights: 11
initial value 181.632992
iter 10 value 63.661758
iter 20 value 61.079396
iter 30 value 20.851152
iter 40 value 9.616667
iter 50 value 7.415997
iter 60 value 7.021568
iter 70 value 6.761422
iter 80 value 6.630014
iter 90 value 6.606536
iter 100 value 6.598319
final value 6.598319
stopped after 100 iterations
# weights: 27
initial value 188.236582
iter 10 value 13.305672
iter 20 value 6.612896
iter 30 value 6.554237
iter 40 value 6.267513
iter 50 value 5.998322
iter 60 value 5.793687
iter 70 value 5.225197
iter 80 value 4.640087
iter 90 value 4.137301
iter 100 value 3.599155
final value 3.599155
stopped after 100 iterations
# weights: 43
initial value 202.566065
iter 10 value 38.523522
iter 20 value 6.803983
iter 30 value 6.621110
iter 40 value 6.428157
iter 50 value 5.335371
iter 60 value 5.002421
iter 70 value 4.961755
iter 80 value 4.954480
iter 90 value 4.945658
iter 100 value 4.941962
final value 4.941962
stopped after 100 iterations
# weights: 11
initial value 170.841320
iter 10 value 72.378157
iter 20 value 57.003414
final value 57.002716
converged
# weights: 27
initial value 195.023289
iter 10 value 64.688911
iter 20 value 55.590722
iter 30 value 41.396767
iter 40 value 39.983077
iter 50 value 39.069854
iter 60 value 39.007871
final value 39.007851
converged
# weights: 43
initial value 211.710050
iter 10 value 60.694529
iter 20 value 40.733628
iter 30 value 38.165804
iter 40 value 37.752691
iter 50 value 37.728541
iter 60 value 37.715795
iter 70 value 37.714042
iter 80 value 37.713468
final value 37.713449
converged
# weights: 11
initial value 195.115382
iter 10 value 67.613846
iter 20 value 16.268385
iter 30 value 8.377292
iter 40 value 7.274192
iter 50 value 7.243948
iter 60 value 7.229996
iter 70 value 7.221147
iter 80 value 7.221101
iter 90 value 7.221038
iter 100 value 7.220999
final value 7.220999
stopped after 100 iterations
# weights: 27
initial value 174.873865
iter 10 value 65.952107
iter 20 value 63.935770
iter 30 value 61.250868
iter 40 value 39.220788
iter 50 value 11.838546
iter 60 value 7.706014
iter 70 value 7.232112
iter 80 value 7.222666
iter 90 value 7.119345
iter 100 value 6.880202
final value 6.880202
stopped after 100 iterations
# weights: 43
initial value 189.859143
iter 10 value 33.155955
iter 20 value 6.338188
iter 30 value 5.673470
iter 40 value 4.931548
iter 50 value 4.787254
iter 60 value 4.652449
iter 70 value 4.587961
iter 80 value 4.349459
iter 90 value 3.587925
iter 100 value 3.034348
final value 3.034348
stopped after 100 iterations
# weights: 11
initial value 166.761486
iter 10 value 63.140835
iter 20 value 2.673777
iter 30 value 0.074702
iter 40 value 0.042131
iter 50 value 0.032029
iter 60 value 0.031210
iter 70 value 0.029428
iter 80 value 0.026709
iter 90 value 0.024980
iter 100 value 0.024770
final value 0.024770
stopped after 100 iterations
# weights: 27
initial value 166.115994
iter 10 value 16.745554
iter 20 value 0.069256
final value 0.000050
converged
# weights: 43
initial value 168.563086
iter 10 value 76.784282
iter 20 value 15.533853
iter 30 value 0.068520
final value 0.000056
converged
# weights: 11
initial value 184.052191
iter 10 value 86.741861
iter 20 value 59.250168
final value 59.153464
converged
# weights: 27
initial value 191.763828
iter 10 value 78.607807
iter 20 value 41.763617
iter 30 value 38.249946
iter 40 value 37.911972
iter 50 value 37.771294
iter 60 value 37.595831
iter 70 value 37.475117
final value 37.474875
converged
# weights: 43
initial value 175.753877
iter 10 value 58.366193
iter 20 value 37.252050
iter 30 value 36.523167
iter 40 value 36.389506
iter 50 value 36.341120
iter 60 value 36.327435
iter 70 value 36.323743
iter 80 value 36.321756
iter 90 value 36.320756
iter 100 value 36.318891
final value 36.318891
stopped after 100 iterations
# weights: 11
initial value 176.513014
iter 10 value 23.472469
iter 20 value 2.178457
iter 30 value 1.644333
iter 40 value 1.559279
iter 50 value 1.552525
iter 60 value 1.539681
iter 70 value 1.528669
iter 80 value 1.523617
iter 90 value 1.518230
iter 100 value 1.514771
final value 1.514771
stopped after 100 iterations
# weights: 27
initial value 165.933277
iter 10 value 7.943580
iter 20 value 0.657495
iter 30 value 0.481563
iter 40 value 0.423084
iter 50 value 0.333272
iter 60 value 0.280457
iter 70 value 0.271610
iter 80 value 0.261627
iter 90 value 0.253779
iter 100 value 0.247329
final value 0.247329
stopped after 100 iterations
# weights: 43
initial value 183.934909
iter 10 value 8.632990
iter 20 value 0.547713
iter 30 value 0.454436
iter 40 value 0.412246
iter 50 value 0.372831
iter 60 value 0.340378
iter 70 value 0.323248
iter 80 value 0.308975
iter 90 value 0.301953
iter 100 value 0.281936
final value 0.281936
stopped after 100 iterations
# weights: 11
initial value 187.215024
iter 10 value 74.057953
iter 20 value 74.050069
final value 74.049913
converged
# weights: 27
initial value 180.920174
iter 10 value 9.855031
iter 20 value 7.046092
iter 30 value 5.467722
iter 40 value 4.242891
iter 50 value 3.468658
iter 60 value 3.367000
iter 70 value 3.365968
iter 80 value 3.365896
final value 3.365880
converged
# weights: 43
initial value 167.055249
iter 10 value 30.303248
iter 20 value 6.807271
iter 30 value 6.420284
iter 40 value 5.405086
iter 50 value 3.977629
iter 60 value 3.075809
iter 70 value 2.840481
iter 80 value 2.765510
iter 90 value 2.720956
iter 100 value 2.715295
final value 2.715295
stopped after 100 iterations
# weights: 11
initial value 179.885895
iter 10 value 77.449760
iter 20 value 62.944600
final value 62.907879
converged
# weights: 27
initial value 173.347861
iter 10 value 66.950076
iter 20 value 45.630156
iter 30 value 42.752441
iter 40 value 42.203765
iter 50 value 42.195056
iter 60 value 42.193931
iter 60 value 42.193931
final value 42.193931
converged
# weights: 43
initial value 218.054661
iter 10 value 52.928209
iter 20 value 41.694839
iter 30 value 41.387629
iter 40 value 41.258139
iter 50 value 41.217800
iter 60 value 41.211245
iter 70 value 41.204747
iter 80 value 41.183498
iter 90 value 41.128352
iter 100 value 41.050164
final value 41.050164
stopped after 100 iterations
# weights: 11
initial value 180.430139
iter 10 value 74.986517
iter 20 value 74.171331
iter 30 value 74.147237
iter 40 value 74.142357
iter 50 value 74.131630
iter 60 value 70.224871
iter 70 value 16.411779
iter 80 value 8.172742
iter 90 value 7.785047
iter 100 value 7.755436
final value 7.755436
stopped after 100 iterations
# weights: 27
initial value 168.156426
iter 10 value 51.877688
iter 20 value 8.562669
iter 30 value 6.844868
iter 40 value 6.270927
iter 50 value 5.919807
iter 60 value 5.867264
iter 70 value 5.844199
iter 80 value 5.803387
iter 90 value 5.784525
iter 100 value 5.730899
final value 5.730899
stopped after 100 iterations
# weights: 43
initial value 162.861723
iter 10 value 9.532994
iter 20 value 7.538267
iter 30 value 7.378900
iter 40 value 7.188355
iter 50 value 7.147086
iter 60 value 7.116741
iter 70 value 6.780963
iter 80 value 5.087733
iter 90 value 3.471714
iter 100 value 2.211477
final value 2.211477
stopped after 100 iterations
# weights: 11
initial value 184.007244
iter 10 value 43.928901
iter 20 value 17.366125
iter 30 value 5.288874
iter 40 value 1.838563
iter 50 value 0.802980
iter 60 value 0.210163
iter 70 value 0.116541
iter 80 value 0.090345
iter 90 value 0.072485
iter 100 value 0.070518
final value 0.070518
stopped after 100 iterations
# weights: 27
initial value 215.405760
iter 10 value 58.843150
iter 20 value 6.268651
iter 30 value 0.067620
iter 40 value 0.005877
iter 50 value 0.002044
final value 0.000057
converged
# weights: 43
initial value 162.461569
iter 10 value 52.702488
iter 20 value 1.033320
iter 30 value 0.001114
final value 0.000085
converged
# weights: 11
initial value 171.345839
iter 10 value 76.644024
iter 20 value 59.713891
final value 59.612867
converged
# weights: 27
initial value 172.398628
iter 10 value 67.711396
iter 20 value 41.460703
iter 30 value 41.128138
iter 40 value 40.699312
iter 50 value 39.726867
iter 60 value 39.584644
iter 70 value 39.478411
iter 80 value 39.470333
final value 39.470331
converged
# weights: 43
initial value 168.644824
iter 10 value 52.581996
iter 20 value 39.693172
iter 30 value 39.121573
iter 40 value 39.043522
iter 50 value 39.016436
iter 60 value 39.014981
iter 70 value 39.014674
iter 80 value 39.014642
final value 39.014620
converged
# weights: 11
initial value 183.254971
iter 10 value 125.753802
iter 20 value 29.335910
iter 30 value 5.606390
iter 40 value 3.246676
iter 50 value 2.274412
iter 60 value 1.920986
iter 70 value 1.844384
iter 80 value 1.833920
iter 90 value 1.830981
iter 100 value 1.820464
final value 1.820464
stopped after 100 iterations
# weights: 27
initial value 171.991958
iter 10 value 16.694188
iter 20 value 1.893178
iter 30 value 0.731227
iter 40 value 0.653487
iter 50 value 0.547386
iter 60 value 0.510531
iter 70 value 0.459155
iter 80 value 0.413909
iter 90 value 0.331232
iter 100 value 0.306049
final value 0.306049
stopped after 100 iterations
# weights: 43
initial value 184.182049
iter 10 value 11.016823
iter 20 value 0.862317
iter 30 value 0.693601
iter 40 value 0.591292
iter 50 value 0.462591
iter 60 value 0.430678
iter 70 value 0.390574
iter 80 value 0.374236
iter 90 value 0.366035
iter 100 value 0.345075
final value 0.345075
stopped after 100 iterations
# weights: 11
initial value 174.831628
iter 10 value 26.861115
iter 20 value 10.379922
iter 30 value 8.953350
iter 40 value 7.280153
iter 50 value 7.213650
iter 60 value 7.127524
iter 70 value 7.023261
iter 80 value 7.016761
iter 90 value 7.013824
iter 100 value 7.005292
final value 7.005292
stopped after 100 iterations
# weights: 27
initial value 164.609129
iter 10 value 18.295372
iter 20 value 7.839140
iter 30 value 7.423040
iter 40 value 6.584906
iter 50 value 4.990445
iter 60 value 4.779184
iter 70 value 4.779024
iter 80 value 4.778618
iter 90 value 4.778491
iter 100 value 4.777192
final value 4.777192
stopped after 100 iterations
# weights: 43
initial value 163.490113
iter 10 value 31.558649
iter 20 value 7.120831
iter 30 value 6.120988
iter 40 value 4.550441
iter 50 value 0.309184
iter 60 value 0.008884
iter 70 value 0.002235
final value 0.000082
converged
# weights: 11
initial value 169.991884
iter 10 value 154.494738
iter 20 value 78.720228
iter 30 value 59.990964
final value 59.773195
converged
# weights: 27
initial value 164.498844
iter 10 value 71.953171
iter 20 value 44.342172
iter 30 value 41.921728
iter 40 value 41.817960
iter 50 value 41.774617
iter 60 value 41.756830
iter 70 value 41.756306
final value 41.756305
converged
# weights: 43
initial value 206.585557
iter 10 value 72.856706
iter 20 value 41.828143
iter 30 value 39.153744
iter 40 value 38.509551
iter 50 value 38.492135
iter 60 value 38.491048
iter 70 value 38.490613
iter 80 value 38.489923
final value 38.489418
converged
# weights: 11
initial value 186.193842
iter 10 value 114.624966
iter 20 value 65.008070
iter 30 value 63.288057
iter 40 value 56.853123
iter 50 value 13.203817
iter 60 value 9.231580
iter 70 value 8.507753
iter 80 value 8.202302
iter 90 value 8.054748
iter 100 value 8.050225
final value 8.050225
stopped after 100 iterations
# weights: 27
initial value 168.197164
iter 10 value 41.565486
iter 20 value 7.389674
iter 30 value 7.281871
iter 40 value 7.128446
iter 50 value 6.752561
iter 60 value 6.366913
iter 70 value 6.347670
iter 80 value 6.254394
iter 90 value 6.177160
iter 100 value 6.167889
final value 6.167889
stopped after 100 iterations
# weights: 43
initial value 191.925042
iter 10 value 14.554501
iter 20 value 7.622178
iter 30 value 7.344672
iter 40 value 6.362456
iter 50 value 5.468058
iter 60 value 3.823223
iter 70 value 2.016068
iter 80 value 1.275976
iter 90 value 0.989826
iter 100 value 0.901484
final value 0.901484
stopped after 100 iterations
# weights: 11
initial value 193.497895
iter 10 value 67.909766
iter 20 value 22.758304
iter 30 value 7.003931
iter 40 value 4.135031
iter 50 value 3.261002
iter 60 value 2.937840
iter 70 value 1.533450
iter 80 value 1.139697
iter 90 value 0.851705
iter 100 value 0.832762
final value 0.832762
stopped after 100 iterations
# weights: 27
initial value 187.584812
iter 10 value 42.699159
iter 20 value 4.943170
iter 30 value 1.897482
iter 40 value 0.000958
final value 0.000060
converged
# weights: 43
initial value 186.610645
iter 10 value 14.681771
iter 20 value 0.344783
iter 30 value 0.000191
iter 30 value 0.000092
iter 30 value 0.000091
final value 0.000091
converged
# weights: 11
initial value 166.237673
iter 10 value 85.074735
iter 20 value 62.870210
iter 30 value 58.202704
final value 58.197275
converged
# weights: 27
initial value 176.561516
iter 10 value 81.141130
iter 20 value 43.232469
iter 30 value 39.182084
iter 40 value 36.915693
iter 50 value 36.783695
iter 60 value 36.773698
iter 70 value 36.773148
iter 70 value 36.773148
iter 70 value 36.773148
final value 36.773148
converged
# weights: 43
initial value 181.654143
iter 10 value 48.980450
iter 20 value 35.920860
iter 30 value 35.610515
iter 40 value 35.499355
iter 50 value 35.484983
iter 60 value 35.480552
iter 70 value 35.480466
iter 80 value 35.480192
final value 35.480174
converged
# weights: 11
initial value 166.557432
iter 10 value 67.260236
iter 20 value 15.563641
iter 30 value 4.245807
iter 40 value 3.795834
iter 50 value 3.596391
iter 60 value 3.589177
iter 70 value 3.574547
iter 80 value 3.523338
iter 90 value 3.517817
iter 100 value 3.515218
final value 3.515218
stopped after 100 iterations
# weights: 27
initial value 170.127228
iter 10 value 30.228789
iter 20 value 4.068627
iter 30 value 2.014603
iter 40 value 1.712362
iter 50 value 1.410168
iter 60 value 1.223068
iter 70 value 1.119444
iter 80 value 0.994930
iter 90 value 0.894884
iter 100 value 0.842604
final value 0.842604
stopped after 100 iterations
# weights: 43
initial value 189.154739
iter 10 value 14.895474
iter 20 value 1.828860
iter 30 value 1.226711
iter 40 value 0.956958
iter 50 value 0.706905
iter 60 value 0.643832
iter 70 value 0.606995
iter 80 value 0.552950
iter 90 value 0.515575
iter 100 value 0.494170
final value 0.494170
stopped after 100 iterations
# weights: 11
initial value 171.311657
iter 10 value 73.512079
iter 20 value 69.609741
final value 69.606382
converged
# weights: 27
initial value 172.499234
iter 10 value 35.481254
iter 20 value 8.070976
iter 30 value 6.843532
iter 40 value 6.839222
iter 50 value 6.791176
iter 60 value 6.730563
iter 70 value 6.684661
iter 80 value 5.231741
iter 90 value 4.972089
iter 100 value 4.877752
final value 4.877752
stopped after 100 iterations
# weights: 43
initial value 179.212666
iter 10 value 28.459316
iter 20 value 7.166496
iter 30 value 6.808229
iter 40 value 6.757490
iter 50 value 5.905260
iter 60 value 4.852339
iter 70 value 4.840048
iter 80 value 4.839434
final value 4.839433
converged
# weights: 11
initial value 164.165997
iter 10 value 84.954418
iter 20 value 60.875903
iter 30 value 60.816821
final value 60.816815
converged
# weights: 27
initial value 183.141721
iter 10 value 111.762354
iter 20 value 52.866880
iter 30 value 42.688571
iter 40 value 41.843342
iter 50 value 41.514995
iter 60 value 41.312775
iter 70 value 41.241947
final value 41.241334
converged
# weights: 43
initial value 166.449658
iter 10 value 68.493697
iter 20 value 41.658934
iter 30 value 40.119399
iter 40 value 40.003000
iter 50 value 39.969280
iter 60 value 39.968885
iter 70 value 39.968788
iter 80 value 39.968757
final value 39.968732
converged
# weights: 11
initial value 179.869864
iter 10 value 14.282399
iter 20 value 7.682542
iter 30 value 7.653763
iter 40 value 7.610599
iter 50 value 7.561766
iter 60 value 7.553044
iter 70 value 7.532040
iter 80 value 7.530803
iter 90 value 7.529805
iter 100 value 7.529114
final value 7.529114
stopped after 100 iterations
# weights: 27
initial value 229.619066
iter 10 value 60.661628
iter 20 value 8.222075
iter 30 value 7.086841
iter 40 value 6.968888
iter 50 value 6.574651
iter 60 value 5.361525
iter 70 value 4.972772
iter 80 value 4.802303
iter 90 value 4.727740
iter 100 value 4.536205
final value 4.536205
stopped after 100 iterations
# weights: 43
initial value 163.124441
iter 10 value 61.458206
iter 20 value 10.292774
iter 30 value 8.005098
iter 40 value 6.503152
iter 50 value 5.353614
iter 60 value 4.801557
iter 70 value 3.405072
iter 80 value 1.902561
iter 90 value 1.518186
iter 100 value 1.398812
final value 1.398812
stopped after 100 iterations
# weights: 11
initial value 164.508841
iter 10 value 43.254491
iter 20 value 7.831481
iter 30 value 6.596389
iter 40 value 6.464015
iter 50 value 6.444005
iter 60 value 6.435899
iter 70 value 6.425985
iter 80 value 6.419169
iter 90 value 6.411981
iter 100 value 6.409484
final value 6.409484
stopped after 100 iterations
# weights: 27
initial value 170.555221
iter 10 value 45.048172
iter 20 value 6.317559
iter 30 value 6.235767
iter 40 value 5.739766
iter 50 value 4.985837
iter 60 value 4.945689
iter 70 value 4.925876
iter 80 value 4.909960
iter 90 value 4.881783
iter 100 value 4.880711
final value 4.880711
stopped after 100 iterations
# weights: 43
initial value 186.322320
iter 10 value 24.452381
iter 20 value 6.873961
iter 30 value 6.626259
iter 40 value 6.415524
iter 50 value 6.265518
iter 60 value 6.188527
iter 70 value 6.024222
iter 80 value 5.570321
iter 90 value 2.509158
iter 100 value 0.597523
final value 0.597523
stopped after 100 iterations
# weights: 11
initial value 179.463317
iter 10 value 80.862724
iter 20 value 58.575488
iter 30 value 58.433967
final value 58.433894
converged
# weights: 27
initial value 166.475071
iter 10 value 70.135457
iter 20 value 40.809116
iter 30 value 38.501296
iter 40 value 38.430561
iter 50 value 38.414766
iter 60 value 38.408374
iter 70 value 38.408149
final value 38.408146
converged
# weights: 43
initial value 222.207652
iter 10 value 82.313642
iter 20 value 44.056732
iter 30 value 38.048624
iter 40 value 37.641001
iter 50 value 37.482749
iter 60 value 37.373599
iter 70 value 37.354063
iter 80 value 37.341869
iter 90 value 37.332889
iter 100 value 37.325519
final value 37.325519
stopped after 100 iterations
# weights: 11
initial value 177.301591
iter 10 value 60.873751
iter 20 value 14.896924
iter 30 value 7.315330
iter 40 value 7.244601
iter 50 value 7.222365
iter 60 value 7.222169
iter 70 value 7.222060
iter 80 value 7.221721
iter 90 value 7.221707
final value 7.221693
converged
# weights: 27
initial value 161.544152
iter 10 value 27.011476
iter 20 value 9.464864
iter 30 value 7.209659
iter 40 value 6.791418
iter 50 value 6.702336
iter 60 value 6.604606
iter 70 value 6.485620
iter 80 value 6.324702
iter 90 value 6.152626
iter 100 value 5.385628
final value 5.385628
stopped after 100 iterations
# weights: 43
initial value 195.339878
iter 10 value 64.554443
iter 20 value 8.479735
iter 30 value 6.292400
iter 40 value 5.106142
iter 50 value 4.555926
iter 60 value 2.222218
iter 70 value 1.287195
iter 80 value 1.066933
iter 90 value 0.954768
iter 100 value 0.893342
final value 0.893342
stopped after 100 iterations
# weights: 11
initial value 163.807399
iter 10 value 69.465608
iter 20 value 69.238679
final value 69.238327
converged
# weights: 27
initial value 171.713271
iter 10 value 59.851596
iter 20 value 0.182054
iter 30 value 0.000588
final value 0.000067
converged
# weights: 43
initial value 174.754956
iter 10 value 4.534899
iter 20 value 0.031677
iter 30 value 0.000593
iter 40 value 0.000269
iter 50 value 0.000165
final value 0.000085
converged
# weights: 11
initial value 163.344954
iter 10 value 95.442909
iter 20 value 57.906193
iter 30 value 55.869939
final value 55.863797
converged
# weights: 27
initial value 164.744770
iter 10 value 84.584479
iter 20 value 41.605470
iter 30 value 39.226392
iter 40 value 37.857351
iter 50 value 37.633650
iter 60 value 37.528173
iter 70 value 37.481694
final value 37.481620
converged
# weights: 43
initial value 179.510434
iter 10 value 57.890078
iter 20 value 40.607595
iter 30 value 37.217284
iter 40 value 36.378930
iter 50 value 36.183822
iter 60 value 36.137772
iter 70 value 36.133531
iter 80 value 36.131342
iter 90 value 36.131316
iter 100 value 36.131287
final value 36.131287
stopped after 100 iterations
# weights: 11
initial value 163.506856
iter 10 value 43.253379
iter 20 value 3.352894
iter 30 value 1.593580
iter 40 value 1.286821
iter 50 value 1.249595
iter 60 value 1.246456
iter 70 value 1.235572
iter 80 value 1.230940
iter 90 value 1.229836
iter 100 value 1.229671
final value 1.229671
stopped after 100 iterations
# weights: 27
initial value 196.480502
iter 10 value 11.373463
iter 20 value 0.594562
iter 30 value 0.555836
iter 40 value 0.458092
iter 50 value 0.389128
iter 60 value 0.338442
iter 70 value 0.309707
iter 80 value 0.286768
iter 90 value 0.265370
iter 100 value 0.260220
final value 0.260220
stopped after 100 iterations
# weights: 43
initial value 169.199703
iter 10 value 58.772572
iter 20 value 3.676904
iter 30 value 0.603302
iter 40 value 0.466199
iter 50 value 0.434307
iter 60 value 0.362962
iter 70 value 0.325199
iter 80 value 0.296268
iter 90 value 0.277233
iter 100 value 0.259711
final value 0.259711
stopped after 100 iterations
# weights: 11
initial value 177.315449
iter 10 value 78.742597
iter 20 value 27.157433
iter 30 value 11.064913
iter 40 value 8.986288
iter 50 value 8.748757
iter 60 value 8.604115
iter 70 value 8.548736
iter 80 value 8.523976
iter 90 value 8.517426
iter 100 value 8.471932
final value 8.471932
stopped after 100 iterations
# weights: 27
initial value 203.028440
iter 10 value 13.644853
iter 20 value 8.395986
iter 30 value 7.192725
iter 40 value 6.317062
iter 50 value 5.968072
iter 60 value 5.819534
iter 70 value 5.690708
iter 80 value 5.585999
iter 90 value 5.486306
iter 100 value 5.340721
final value 5.340721
stopped after 100 iterations
# weights: 43
initial value 165.844231
iter 10 value 9.426909
iter 20 value 8.401602
iter 30 value 6.717844
iter 40 value 4.053494
iter 50 value 2.208123
iter 60 value 0.110917
iter 70 value 0.000274
final value 0.000058
converged
# weights: 11
initial value 202.446870
iter 10 value 81.474308
iter 20 value 63.800473
iter 30 value 63.048893
final value 63.048133
converged
# weights: 27
initial value 202.245395
iter 10 value 48.612539
iter 20 value 44.253463
iter 30 value 43.496665
iter 40 value 43.220141
iter 50 value 42.614961
iter 60 value 42.326804
iter 70 value 42.265282
final value 42.264260
converged
# weights: 43
initial value 167.883238
iter 10 value 67.517424
iter 20 value 46.745241
iter 30 value 42.453552
iter 40 value 41.466705
iter 50 value 41.012387
iter 60 value 40.999152
iter 70 value 40.993749
iter 80 value 40.991995
final value 40.991807
converged
# weights: 11
initial value 170.923039
iter 10 value 63.840995
iter 20 value 11.765850
iter 30 value 9.546043
iter 40 value 9.380848
iter 50 value 9.332395
iter 60 value 9.294331
iter 70 value 9.277800
iter 80 value 9.225945
iter 90 value 9.217895
iter 100 value 9.213650
final value 9.213650
stopped after 100 iterations
# weights: 27
initial value 163.410945
iter 10 value 15.501811
iter 20 value 9.255050
iter 30 value 8.509029
iter 40 value 7.397072
iter 50 value 6.538695
iter 60 value 4.490306
iter 70 value 3.260741
iter 80 value 2.749614
iter 90 value 2.339341
iter 100 value 2.189863
final value 2.189863
stopped after 100 iterations
# weights: 43
initial value 176.997579
iter 10 value 55.729083
iter 20 value 9.839111
iter 30 value 8.346267
iter 40 value 7.821450
iter 50 value 7.556247
iter 60 value 7.250423
iter 70 value 6.830668
iter 80 value 6.320769
iter 90 value 6.274062
iter 100 value 6.052616
final value 6.052616
stopped after 100 iterations
# weights: 11
initial value 164.993710
iter 10 value 67.648220
iter 20 value 66.813879
final value 66.808940
converged
# weights: 27
initial value 167.724857
iter 10 value 61.930669
iter 20 value 0.699519
iter 30 value 0.002572
final value 0.000074
converged
# weights: 43
initial value 189.776974
iter 10 value 37.694024
iter 20 value 5.191898
iter 30 value 0.044942
final value 0.000047
converged
# weights: 11
initial value 166.806041
iter 10 value 87.651050
iter 20 value 57.644045
iter 30 value 55.526468
final value 55.523287
converged
# weights: 27
initial value 184.838414
iter 10 value 68.883496
iter 20 value 42.836465
iter 30 value 39.584038
iter 40 value 38.170454
iter 50 value 38.053076
iter 60 value 37.954570
iter 70 value 37.909422
final value 37.909378
converged
# weights: 43
initial value 163.860252
iter 10 value 73.077047
iter 20 value 40.044088
iter 30 value 37.496472
iter 40 value 36.879781
iter 50 value 36.757781
iter 60 value 36.728828
iter 70 value 36.673636
iter 80 value 36.653256
iter 90 value 36.644456
iter 100 value 36.641668
final value 36.641668
stopped after 100 iterations
# weights: 11
initial value 185.908119
iter 10 value 111.877264
iter 20 value 61.747090
iter 30 value 42.442801
iter 40 value 26.474553
iter 50 value 9.760497
iter 60 value 3.294549
iter 70 value 2.211777
iter 80 value 2.038973
iter 90 value 1.858361
iter 100 value 1.740341
final value 1.740341
stopped after 100 iterations
# weights: 27
initial value 158.515824
iter 10 value 17.945587
iter 20 value 1.136537
iter 30 value 0.733192
iter 40 value 0.644489
iter 50 value 0.603999
iter 60 value 0.524071
iter 70 value 0.503852
iter 80 value 0.470730
iter 90 value 0.423330
iter 100 value 0.400207
final value 0.400207
stopped after 100 iterations
# weights: 43
initial value 188.195695
iter 10 value 11.092649
iter 20 value 0.896698
iter 30 value 0.764475
iter 40 value 0.481007
iter 50 value 0.460584
iter 60 value 0.434026
iter 70 value 0.404541
iter 80 value 0.391392
iter 90 value 0.366451
iter 100 value 0.348545
final value 0.348545
stopped after 100 iterations
# weights: 11
initial value 174.204562
iter 10 value 32.663475
iter 20 value 9.360854
iter 30 value 8.937943
iter 40 value 8.934795
iter 50 value 8.930646
iter 60 value 8.926844
iter 70 value 8.925893
iter 80 value 8.925267
iter 90 value 8.919670
iter 100 value 8.917706
final value 8.917706
stopped after 100 iterations
# weights: 27
initial value 206.111290
iter 10 value 10.710208
iter 20 value 6.820106
iter 30 value 5.007346
iter 40 value 3.314600
iter 50 value 3.273563
iter 60 value 3.212056
iter 70 value 3.009840
iter 80 value 2.810606
iter 90 value 2.593556
iter 100 value 2.391286
final value 2.391286
stopped after 100 iterations
# weights: 43
initial value 203.760048
iter 10 value 12.816511
iter 20 value 7.570146
iter 30 value 6.919322
iter 40 value 4.728088
iter 50 value 2.355467
iter 60 value 0.330056
iter 70 value 0.002406
iter 80 value 0.001852
iter 90 value 0.000902
iter 100 value 0.000865
final value 0.000865
stopped after 100 iterations
# weights: 11
initial value 164.204248
iter 10 value 113.609004
iter 20 value 78.040294
iter 30 value 60.434582
final value 60.427683
converged
# weights: 27
initial value 220.399199
iter 10 value 64.956646
iter 20 value 45.116083
iter 30 value 43.846134
iter 40 value 43.735435
iter 50 value 43.158359
iter 60 value 42.721775
iter 70 value 41.857856
iter 80 value 41.764502
final value 41.763411
converged
# weights: 43
initial value 172.316576
iter 10 value 63.494651
iter 20 value 42.714601
iter 30 value 41.568958
iter 40 value 41.397690
iter 50 value 41.369822
iter 60 value 41.348198
iter 70 value 41.342986
iter 80 value 41.341361
final value 41.341343
converged
# weights: 11
initial value 168.602500
iter 10 value 24.734668
iter 20 value 9.887559
iter 30 value 9.532575
iter 40 value 9.520984
iter 50 value 9.509107
iter 60 value 9.509013
iter 70 value 9.508817
iter 70 value 9.508817
final value 9.508817
converged
# weights: 27
initial value 179.644921
iter 10 value 72.139933
iter 20 value 14.572124
iter 30 value 9.306271
iter 40 value 9.200298
iter 50 value 9.130895
iter 60 value 9.106864
iter 70 value 9.087216
iter 80 value 8.798725
iter 90 value 6.732747
iter 100 value 4.122247
final value 4.122247
stopped after 100 iterations
# weights: 43
initial value 210.916265
iter 10 value 45.169894
iter 20 value 9.170714
iter 30 value 8.790091
iter 40 value 7.880153
iter 50 value 7.296445
iter 60 value 6.994808
iter 70 value 6.936923
iter 80 value 6.888679
iter 90 value 6.826269
iter 100 value 6.800786
final value 6.800786
stopped after 100 iterations
# weights: 11
initial value 170.488352
iter 10 value 59.263754
iter 20 value 58.771821
final value 58.770833
converged
# weights: 27
initial value 167.542317
iter 10 value 10.751851
iter 20 value 6.211035
iter 30 value 5.958689
iter 40 value 5.229552
iter 50 value 4.922652
iter 60 value 4.903733
iter 70 value 4.903337
iter 80 value 4.902769
iter 90 value 4.901972
final value 4.901964
converged
# weights: 43
initial value 214.539103
iter 10 value 26.434687
iter 20 value 6.747954
iter 30 value 6.447249
iter 40 value 5.055261
iter 50 value 4.905187
iter 60 value 4.902076
iter 70 value 4.901956
final value 4.901956
converged
# weights: 11
initial value 170.586234
iter 10 value 65.127956
iter 20 value 57.765617
final value 57.761223
converged
# weights: 27
initial value 176.801658
iter 10 value 62.794657
iter 20 value 43.633739
iter 30 value 40.106825
iter 40 value 39.697484
iter 50 value 39.663703
iter 60 value 39.663427
final value 39.663379
converged
# weights: 43
initial value 201.103360
iter 10 value 58.135858
iter 20 value 40.593281
iter 30 value 38.733092
iter 40 value 38.501372
iter 50 value 38.431709
iter 60 value 38.414771
iter 70 value 38.403920
iter 80 value 38.399175
iter 90 value 38.396729
iter 100 value 38.396437
final value 38.396437
stopped after 100 iterations
# weights: 11
initial value 176.210797
iter 10 value 82.174871
iter 20 value 58.882523
iter 30 value 58.872080
iter 40 value 58.856064
iter 50 value 58.774121
iter 60 value 56.793754
iter 70 value 43.806834
iter 80 value 12.318650
iter 90 value 7.505654
iter 100 value 7.222759
final value 7.222759
stopped after 100 iterations
# weights: 27
initial value 180.177431
iter 10 value 26.164821
iter 20 value 6.642218
iter 30 value 6.612185
iter 40 value 6.519248
iter 50 value 6.331259
iter 60 value 6.252462
iter 70 value 6.216818
iter 80 value 6.160791
iter 90 value 6.123455
iter 100 value 6.087617
final value 6.087617
stopped after 100 iterations
# weights: 43
initial value 162.525589
iter 10 value 43.788986
iter 20 value 8.955011
iter 30 value 7.084372
iter 40 value 6.789036
iter 50 value 6.641916
iter 60 value 6.266089
iter 70 value 5.730212
iter 80 value 4.926280
iter 90 value 4.032080
iter 100 value 2.769302
final value 2.769302
stopped after 100 iterations
# weights: 11
initial value 167.785931
iter 10 value 80.144096
iter 20 value 21.514677
iter 30 value 11.267193
iter 40 value 9.016331
iter 50 value 8.960322
iter 60 value 8.910130
iter 70 value 8.879605
iter 80 value 8.866283
iter 90 value 8.847571
iter 100 value 8.844152
final value 8.844152
stopped after 100 iterations
# weights: 27
initial value 182.229948
final value 67.230122
converged
# weights: 43
initial value 183.208200
iter 10 value 18.119670
iter 20 value 8.759645
iter 30 value 7.199018
iter 40 value 1.582883
iter 50 value 0.007442
iter 60 value 0.002204
iter 70 value 0.000867
iter 80 value 0.000457
iter 90 value 0.000105
final value 0.000098
converged
# weights: 11
initial value 169.199848
iter 10 value 75.716557
iter 20 value 61.330761
iter 30 value 61.315597
final value 61.315571
converged
# weights: 27
initial value 185.343712
iter 10 value 74.664794
iter 20 value 43.917458
iter 30 value 42.554675
iter 40 value 42.469085
iter 50 value 42.458521
iter 60 value 42.457091
final value 42.456878
converged
# weights: 43
initial value 201.215873
iter 10 value 74.408647
iter 20 value 43.508922
iter 30 value 42.301598
iter 40 value 41.613706
iter 50 value 41.255622
iter 60 value 41.164661
iter 70 value 41.152478
iter 80 value 41.143902
iter 90 value 41.132876
iter 100 value 41.130828
final value 41.130828
stopped after 100 iterations
# weights: 11
initial value 164.227139
iter 10 value 67.280398
iter 20 value 35.036598
iter 30 value 11.990660
iter 40 value 9.752798
iter 50 value 9.690545
iter 60 value 9.669418
iter 70 value 9.644747
iter 80 value 9.644028
iter 90 value 9.643958
iter 100 value 9.643943
final value 9.643943
stopped after 100 iterations
# weights: 27
initial value 180.268706
iter 10 value 20.326551
iter 20 value 9.623808
iter 30 value 9.391894
iter 40 value 9.132440
iter 50 value 8.995901
iter 60 value 8.933461
iter 70 value 8.713547
iter 80 value 8.242020
iter 90 value 8.018007
iter 100 value 7.815477
final value 7.815477
stopped after 100 iterations
# weights: 43
initial value 190.077514
iter 10 value 23.337862
iter 20 value 9.255074
iter 30 value 8.795675
iter 40 value 3.243613
iter 50 value 2.135341
iter 60 value 1.701303
iter 70 value 1.127520
iter 80 value 1.009228
iter 90 value 0.955792
iter 100 value 0.929829
final value 0.929829
stopped after 100 iterations
# weights: 11
initial value 169.150026
iter 10 value 64.929866
iter 20 value 62.813871
final value 62.807390
converged
# weights: 27
initial value 202.366095
iter 10 value 17.566083
iter 20 value 3.292327
iter 30 value 0.007909
final value 0.000090
converged
# weights: 43
initial value 189.017522
iter 10 value 47.560488
iter 20 value 4.133962
iter 30 value 0.213247
iter 40 value 0.000282
final value 0.000058
converged
# weights: 11
initial value 171.890328
iter 10 value 89.673584
iter 20 value 68.435886
iter 30 value 57.924654
final value 57.922398
converged
# weights: 27
initial value 166.330396
iter 10 value 74.044205
iter 20 value 44.099952
iter 30 value 41.532486
iter 40 value 40.540406
iter 50 value 39.674699
iter 60 value 39.482881
iter 70 value 39.397981
final value 39.397611
converged
# weights: 43
initial value 212.577492
iter 10 value 56.224139
iter 20 value 40.327693
iter 30 value 38.729703
iter 40 value 38.186343
iter 50 value 38.153675
iter 60 value 38.146667
iter 70 value 38.142389
iter 80 value 38.136267
iter 90 value 38.134067
iter 100 value 38.133838
final value 38.133838
stopped after 100 iterations
# weights: 11
initial value 182.088163
iter 10 value 108.882675
iter 20 value 63.080410
iter 30 value 62.987988
iter 40 value 62.970686
iter 50 value 62.811891
iter 60 value 35.372646
iter 70 value 12.013105
iter 80 value 8.055659
iter 90 value 5.557160
iter 100 value 5.440916
final value 5.440916
stopped after 100 iterations
# weights: 27
initial value 186.478873
iter 10 value 10.152618
iter 20 value 3.888409
iter 30 value 3.071465
iter 40 value 2.337615
iter 50 value 1.920275
iter 60 value 1.814085
iter 70 value 1.571605
iter 80 value 1.384274
iter 90 value 1.248689
iter 100 value 1.183434
final value 1.183434
stopped after 100 iterations
# weights: 43
initial value 205.863309
iter 10 value 13.434734
iter 20 value 4.533890
iter 30 value 3.463840
iter 40 value 3.260334
iter 50 value 1.747655
iter 60 value 1.176284
iter 70 value 1.034057
iter 80 value 0.950818
iter 90 value 0.867286
iter 100 value 0.835222
final value 0.835222
stopped after 100 iterations
# weights: 11
initial value 180.101420
iter 10 value 68.098527
iter 20 value 67.847036
final value 67.846786
converged
# weights: 27
initial value 160.287126
iter 10 value 9.745641
iter 20 value 8.576421
iter 30 value 8.168192
iter 40 value 7.952320
iter 50 value 7.946712
iter 60 value 7.944334
iter 70 value 7.930870
iter 80 value 7.921438
iter 90 value 7.916374
iter 100 value 7.915894
final value 7.915894
stopped after 100 iterations
# weights: 43
initial value 170.535885
iter 10 value 67.626735
iter 20 value 10.069067
iter 30 value 9.127702
iter 40 value 8.753405
iter 50 value 8.693503
iter 60 value 8.656054
iter 70 value 8.651065
iter 80 value 8.650153
iter 90 value 8.649578
final value 8.649569
converged
# weights: 11
initial value 187.134296
iter 10 value 77.965002
iter 20 value 60.374386
final value 60.269705
converged
# weights: 27
initial value 165.913240
iter 10 value 73.498218
iter 20 value 43.550024
iter 30 value 42.722800
iter 40 value 42.721951
final value 42.721951
converged
# weights: 43
initial value 179.092671
iter 10 value 58.673593
iter 20 value 42.708100
iter 30 value 39.897077
iter 40 value 39.409433
iter 50 value 39.254133
iter 60 value 39.241141
iter 70 value 39.229670
iter 80 value 39.220633
iter 90 value 39.220233
iter 100 value 39.220003
final value 39.220003
stopped after 100 iterations
# weights: 11
initial value 169.502611
iter 10 value 68.383051
iter 20 value 66.368749
iter 30 value 22.030678
iter 40 value 9.676172
iter 50 value 9.318340
iter 60 value 9.291028
iter 70 value 9.288857
iter 80 value 9.288004
iter 90 value 9.287467
iter 100 value 9.287225
final value 9.287225
stopped after 100 iterations
# weights: 27
initial value 179.759543
iter 10 value 11.082309
iter 20 value 9.053714
iter 30 value 8.932444
iter 40 value 8.880568
iter 50 value 8.853234
iter 60 value 8.816649
iter 70 value 8.623982
iter 80 value 8.399868
iter 90 value 7.891634
iter 100 value 6.919804
final value 6.919804
stopped after 100 iterations
# weights: 43
initial value 177.526080
iter 10 value 26.018246
iter 20 value 9.033135
iter 30 value 8.937230
iter 40 value 8.747780
iter 50 value 6.644157
iter 60 value 3.204601
iter 70 value 2.097533
iter 80 value 1.649721
iter 90 value 1.369627
iter 100 value 1.197156
final value 1.197156
stopped after 100 iterations
# weights: 11
initial value 170.715737
iter 10 value 62.634735
iter 20 value 62.630644
final value 62.630613
converged
# weights: 27
initial value 174.576019
iter 10 value 10.113429
iter 20 value 0.044003
iter 30 value 0.001232
final value 0.000043
converged
# weights: 43
initial value 170.209287
iter 10 value 62.016598
iter 20 value 4.985109
iter 30 value 0.129091
iter 40 value 0.002942
iter 50 value 0.000865
final value 0.000087
converged
# weights: 11
initial value 170.002995
iter 10 value 126.828151
iter 20 value 57.508651
iter 30 value 56.475513
final value 56.474751
converged
# weights: 27
initial value 167.256536
iter 10 value 68.341725
iter 20 value 44.857279
iter 30 value 39.298299
iter 40 value 38.244466
iter 50 value 38.024680
iter 60 value 38.011754
iter 60 value 38.011754
iter 60 value 38.011754
final value 38.011754
converged
# weights: 43
initial value 173.698394
iter 10 value 67.956664
iter 20 value 40.315731
iter 30 value 37.465494
iter 40 value 37.070163
iter 50 value 36.870834
iter 60 value 36.836658
iter 70 value 36.831521
iter 80 value 36.830091
iter 90 value 36.829404
iter 100 value 36.828230
final value 36.828230
stopped after 100 iterations
# weights: 11
initial value 183.599488
iter 10 value 63.431686
iter 20 value 62.744980
iter 30 value 62.723125
iter 40 value 62.475055
iter 50 value 38.356786
iter 60 value 8.479163
iter 70 value 2.502374
iter 80 value 2.163351
iter 90 value 2.142416
iter 100 value 2.119803
final value 2.119803
stopped after 100 iterations
# weights: 27
initial value 184.567401
iter 10 value 41.583841
iter 20 value 0.897769
iter 30 value 0.572558
iter 40 value 0.544343
iter 50 value 0.524033
iter 60 value 0.508597
iter 70 value 0.487884
iter 80 value 0.452031
iter 90 value 0.431285
iter 100 value 0.403053
final value 0.403053
stopped after 100 iterations
# weights: 43
initial value 164.986201
iter 10 value 28.488214
iter 20 value 1.257454
iter 30 value 0.713319
iter 40 value 0.621250
iter 50 value 0.534932
iter 60 value 0.438893
iter 70 value 0.425887
iter 80 value 0.414695
iter 90 value 0.394492
iter 100 value 0.385442
final value 0.385442
stopped after 100 iterations
# weights: 11
initial value 166.435515
iter 10 value 58.808567
iter 20 value 58.770422
final value 58.770370
converged
# weights: 27
initial value 177.000305
iter 10 value 58.770367
iter 10 value 58.770367
iter 10 value 58.770367
final value 58.770367
converged
# weights: 43
initial value 215.855005
iter 10 value 58.470538
iter 20 value 10.962461
iter 30 value 6.507363
iter 40 value 4.864660
iter 50 value 4.699593
iter 60 value 4.682864
iter 70 value 4.645488
iter 80 value 4.608729
iter 90 value 4.532837
iter 100 value 4.216444
final value 4.216444
stopped after 100 iterations
# weights: 11
initial value 168.340457
iter 10 value 76.647063
iter 20 value 60.408881
iter 30 value 56.882015
final value 56.879998
converged
# weights: 27
initial value 181.431445
iter 10 value 68.427199
iter 20 value 39.520762
iter 30 value 38.617033
iter 40 value 38.389498
iter 50 value 38.379457
iter 60 value 38.376772
final value 38.376763
converged
# weights: 43
initial value 171.572104
iter 10 value 69.550536
iter 20 value 38.893285
iter 30 value 37.363565
iter 40 value 37.206599
iter 50 value 37.144791
iter 60 value 37.136116
iter 70 value 37.135673
iter 80 value 37.135596
iter 90 value 37.135269
iter 100 value 37.135111
final value 37.135111
stopped after 100 iterations
# weights: 11
initial value 172.490194
iter 10 value 63.796936
iter 20 value 49.532006
iter 30 value 10.738454
iter 40 value 7.561699
iter 50 value 7.289718
iter 60 value 7.196023
iter 70 value 7.195327
iter 80 value 7.189345
iter 90 value 7.187929
iter 100 value 7.187907
final value 7.187907
stopped after 100 iterations
# weights: 27
initial value 164.948473
iter 10 value 8.297272
iter 20 value 6.758513
iter 30 value 6.042162
iter 40 value 5.384686
iter 50 value 5.084971
iter 60 value 5.024537
iter 70 value 4.924137
iter 80 value 4.843426
iter 90 value 4.758388
iter 100 value 4.705024
final value 4.705024
stopped after 100 iterations
# weights: 43
initial value 167.086198
iter 10 value 10.912565
iter 20 value 7.206764
iter 30 value 5.901289
iter 40 value 5.282895
iter 50 value 4.365273
iter 60 value 3.131718
iter 70 value 1.802056
iter 80 value 1.521087
iter 90 value 1.276534
iter 100 value 1.177531
final value 1.177531
stopped after 100 iterations
# weights: 11
initial value 178.689544
iter 10 value 66.547869
iter 20 value 65.719646
final value 65.717415
converged
# weights: 27
initial value 172.416404
iter 10 value 47.402877
iter 20 value 6.128352
iter 30 value 5.983983
iter 40 value 5.816633
iter 50 value 4.913597
iter 60 value 4.832596
iter 70 value 4.830203
iter 80 value 4.821959
iter 90 value 4.821510
iter 100 value 4.821295
final value 4.821295
stopped after 100 iterations
# weights: 43
initial value 167.559533
iter 10 value 49.595655
iter 20 value 6.313534
iter 30 value 6.036602
iter 40 value 5.805401
iter 50 value 4.843029
iter 60 value 3.280391
iter 70 value 0.502382
iter 80 value 0.024399
iter 90 value 0.000182
final value 0.000082
converged
# weights: 11
initial value 165.084236
iter 10 value 88.513070
iter 20 value 60.410755
final value 60.372113
converged
# weights: 27
initial value 173.325163
iter 10 value 60.751568
iter 20 value 43.506844
iter 30 value 42.053685
iter 40 value 41.647197
iter 50 value 41.139288
iter 60 value 41.012201
iter 70 value 40.924511
final value 40.920546
converged
# weights: 43
initial value 191.587674
iter 10 value 55.609262
iter 20 value 43.635102
iter 30 value 41.818344
iter 40 value 40.472243
iter 50 value 40.348984
iter 60 value 40.112250
iter 70 value 39.899965
iter 80 value 39.875944
iter 90 value 39.848311
iter 100 value 39.821237
final value 39.821237
stopped after 100 iterations
# weights: 11
initial value 181.706653
iter 10 value 107.378800
iter 20 value 66.356198
iter 30 value 66.259906
iter 40 value 66.233517
iter 50 value 65.879540
iter 60 value 65.832187
iter 70 value 62.319186
iter 80 value 16.530717
iter 90 value 7.343681
iter 100 value 6.918690
final value 6.918690
stopped after 100 iterations
# weights: 27
initial value 178.276462
iter 10 value 48.449243
iter 20 value 6.855437
iter 30 value 6.636286
iter 40 value 6.406390
iter 50 value 6.280018
iter 60 value 6.252118
iter 70 value 6.202416
iter 80 value 6.002799
iter 90 value 5.895510
iter 100 value 5.875094
final value 5.875094
stopped after 100 iterations
# weights: 43
initial value 171.779550
iter 10 value 38.452946
iter 20 value 6.650898
iter 30 value 5.514476
iter 40 value 4.379247
iter 50 value 3.146393
iter 60 value 2.660117
iter 70 value 2.011309
iter 80 value 1.978319
iter 90 value 1.881189
iter 100 value 1.804013
final value 1.804013
stopped after 100 iterations
# weights: 11
initial value 171.811814
iter 10 value 64.932478
iter 20 value 62.811708
final value 62.807353
converged
# weights: 27
initial value 163.718111
iter 10 value 16.466930
iter 20 value 0.142644
final value 0.000080
converged
# weights: 43
initial value 156.501151
iter 10 value 43.667020
iter 20 value 1.454333
iter 30 value 0.001040
final value 0.000094
converged
# weights: 11
initial value 193.684358
iter 10 value 77.558377
iter 20 value 55.969691
iter 30 value 55.949150
final value 55.949133
converged
# weights: 27
initial value 179.916600
iter 10 value 79.835197
iter 20 value 41.757499
iter 30 value 38.723078
iter 40 value 38.529199
iter 50 value 38.087231
iter 60 value 37.583405
iter 70 value 37.228099
iter 80 value 37.201885
final value 37.201880
converged
# weights: 43
initial value 176.239823
iter 10 value 47.440420
iter 20 value 37.894373
iter 30 value 36.475194
iter 40 value 36.416928
iter 50 value 36.345144
iter 60 value 36.042480
iter 70 value 35.985690
iter 80 value 35.985539
iter 90 value 35.984344
iter 100 value 35.984227
final value 35.984227
stopped after 100 iterations
# weights: 11
initial value 165.560164
iter 10 value 36.612985
iter 20 value 11.374564
iter 30 value 5.168555
iter 40 value 3.307827
iter 50 value 2.934642
iter 60 value 2.805978
iter 70 value 2.549881
iter 80 value 2.421096
iter 90 value 2.358358
iter 100 value 2.357190
final value 2.357190
stopped after 100 iterations
# weights: 27
initial value 179.168357
iter 10 value 64.275542
iter 20 value 17.877550
iter 30 value 0.680985
iter 40 value 0.519559
iter 50 value 0.507689
iter 60 value 0.474323
iter 70 value 0.442234
iter 80 value 0.415549
iter 90 value 0.394364
iter 100 value 0.373520
final value 0.373520
stopped after 100 iterations
# weights: 43
initial value 185.467495
iter 10 value 16.151766
iter 20 value 0.832553
iter 30 value 0.700507
iter 40 value 0.624670
iter 50 value 0.556619
iter 60 value 0.501499
iter 70 value 0.455248
iter 80 value 0.414308
iter 90 value 0.407419
iter 100 value 0.393084
final value 0.393084
stopped after 100 iterations
# weights: 11
initial value 183.965555
iter 10 value 66.208982
iter 20 value 8.731649
iter 30 value 8.417134
iter 40 value 8.376103
iter 50 value 8.370299
iter 60 value 8.366802
iter 70 value 8.365190
iter 80 value 8.361131
iter 90 value 8.359454
iter 100 value 8.357465
final value 8.357465
stopped after 100 iterations
# weights: 27
initial value 167.768518
iter 10 value 78.309598
iter 20 value 35.680883
iter 30 value 8.640100
iter 40 value 8.574917
iter 50 value 8.405392
iter 60 value 8.351872
iter 70 value 8.339583
iter 80 value 8.338880
iter 90 value 8.336559
iter 100 value 8.335010
final value 8.335010
stopped after 100 iterations
# weights: 43
initial value 186.324613
iter 10 value 44.629640
iter 20 value 8.503240
iter 30 value 8.338555
iter 40 value 7.766783
iter 50 value 6.941621
iter 60 value 5.313061
iter 70 value 5.210575
iter 80 value 4.223861
iter 90 value 4.202908
iter 100 value 4.192039
final value 4.192039
stopped after 100 iterations
# weights: 11
initial value 188.183414
iter 10 value 87.211903
iter 20 value 60.885485
iter 30 value 59.542490
final value 59.542034
converged
# weights: 27
initial value 179.727897
iter 10 value 68.163789
iter 20 value 43.448322
iter 30 value 41.655042
iter 40 value 40.939517
iter 50 value 40.245186
iter 60 value 39.768035
iter 70 value 39.752763
final value 39.752649
converged
# weights: 43
initial value 174.921626
iter 10 value 47.484291
iter 20 value 39.405801
iter 30 value 38.682694
iter 40 value 38.499502
iter 50 value 38.490881
iter 60 value 38.488283
iter 70 value 38.483511
iter 80 value 38.482740
final value 38.482730
converged
# weights: 11
initial value 170.263216
iter 10 value 41.367092
iter 20 value 12.741079
iter 30 value 10.657119
iter 40 value 10.294826
iter 50 value 10.193718
iter 60 value 9.831579
iter 70 value 9.007516
iter 80 value 8.991994
iter 90 value 8.933066
iter 100 value 8.891586
final value 8.891586
stopped after 100 iterations
# weights: 27
initial value 175.282020
iter 10 value 69.706025
iter 20 value 10.508469
iter 30 value 9.473669
iter 40 value 9.164419
iter 50 value 8.957757
iter 60 value 8.904303
iter 70 value 8.790636
iter 80 value 8.725212
iter 90 value 8.531165
iter 100 value 8.504343
final value 8.504343
stopped after 100 iterations
# weights: 43
initial value 176.659654
iter 10 value 46.617809
iter 20 value 11.849702
iter 30 value 9.763727
iter 40 value 8.749245
iter 50 value 8.594646
iter 60 value 8.471071
iter 70 value 8.006274
iter 80 value 5.188754
iter 90 value 2.787100
iter 100 value 2.268755
final value 2.268755
stopped after 100 iterations
# weights: 11
initial value 170.929237
iter 10 value 131.253594
iter 20 value 22.851161
iter 30 value 8.711695
iter 40 value 7.236679
iter 50 value 6.981882
iter 60 value 6.938252
iter 70 value 6.918239
iter 80 value 6.901495
iter 90 value 6.872920
iter 100 value 6.866542
final value 6.866542
stopped after 100 iterations
# weights: 27
initial value 170.986285
iter 10 value 69.014045
iter 20 value 68.994423
final value 68.994356
converged
# weights: 43
initial value 170.689101
iter 10 value 67.259938
iter 20 value 7.639261
iter 30 value 7.032515
iter 40 value 6.507416
iter 50 value 5.919700
iter 60 value 4.688850
iter 70 value 2.223780
iter 80 value 0.033410
iter 90 value 0.000130
iter 90 value 0.000058
iter 90 value 0.000057
final value 0.000057
converged
# weights: 11
initial value 176.330991
iter 10 value 88.089889
iter 20 value 60.687480
iter 30 value 58.405217
final value 58.405035
converged
# weights: 27
initial value 166.633306
iter 10 value 56.864603
iter 20 value 39.937646
iter 30 value 39.393172
iter 40 value 39.390811
iter 50 value 39.389521
final value 39.389517
converged
# weights: 43
initial value 199.001859
iter 10 value 51.713486
iter 20 value 39.836750
iter 30 value 39.076695
iter 40 value 38.525013
iter 50 value 38.330665
iter 60 value 38.214527
iter 70 value 38.169710
iter 80 value 38.150370
iter 90 value 38.148249
iter 100 value 38.146645
final value 38.146645
stopped after 100 iterations
# weights: 11
initial value 199.055019
iter 10 value 69.240220
iter 20 value 68.481724
iter 30 value 41.290203
iter 40 value 9.299951
iter 50 value 7.595676
iter 60 value 7.519810
iter 70 value 7.462013
iter 80 value 7.458044
iter 90 value 7.456885
iter 100 value 7.456054
final value 7.456054
stopped after 100 iterations
# weights: 27
initial value 197.121962
iter 10 value 22.005079
iter 20 value 7.350022
iter 30 value 7.144915
iter 40 value 7.057271
iter 50 value 6.994017
iter 60 value 6.946422
iter 70 value 6.787294
iter 80 value 6.510965
iter 90 value 5.953037
iter 100 value 5.148932
final value 5.148932
stopped after 100 iterations
# weights: 43
initial value 178.591826
iter 10 value 47.415945
iter 20 value 8.448667
iter 30 value 7.668350
iter 40 value 7.025945
iter 50 value 6.131048
iter 60 value 5.894912
iter 70 value 5.673769
iter 80 value 5.508715
iter 90 value 5.301352
iter 100 value 5.068390
final value 5.068390
stopped after 100 iterations
# weights: 11
initial value 163.972287
iter 10 value 77.894964
iter 20 value 76.827922
final value 76.826764
converged
# weights: 27
initial value 168.969775
iter 10 value 23.982301
iter 20 value 0.908847
iter 30 value 0.000880
final value 0.000016
converged
# weights: 43
initial value 183.170294
iter 10 value 9.604197
iter 20 value 2.074345
iter 30 value 0.004161
iter 40 value 0.000203
final value 0.000052
converged
# weights: 11
initial value 182.706127
iter 10 value 73.085511
iter 20 value 60.713224
final value 60.706997
converged
# weights: 27
initial value 166.479933
iter 10 value 64.660567
iter 20 value 39.704081
iter 30 value 38.926639
iter 40 value 38.873014
iter 50 value 38.863243
iter 60 value 38.862645
iter 70 value 38.862406
final value 38.862402
converged
# weights: 43
initial value 169.288143
iter 10 value 62.545750
iter 20 value 40.569789
iter 30 value 38.062242
iter 40 value 37.991531
iter 50 value 37.967532
iter 60 value 37.966642
iter 70 value 37.954735
iter 80 value 37.920903
iter 90 value 37.898262
iter 100 value 37.867650
final value 37.867650
stopped after 100 iterations
# weights: 11
initial value 202.842947
iter 10 value 97.660633
iter 20 value 7.385089
iter 30 value 4.170950
iter 40 value 4.037157
iter 50 value 3.982856
iter 60 value 3.957699
iter 70 value 3.926047
iter 80 value 3.914559
iter 90 value 3.911543
iter 100 value 3.898534
final value 3.898534
stopped after 100 iterations
# weights: 27
initial value 171.846643
iter 10 value 35.605404
iter 20 value 3.850996
iter 30 value 2.434679
iter 40 value 1.898365
iter 50 value 1.653009
iter 60 value 1.482672
iter 70 value 1.384346
iter 80 value 1.292413
iter 90 value 1.183640
iter 100 value 1.155160
final value 1.155160
stopped after 100 iterations
# weights: 43
initial value 179.967325
iter 10 value 23.775694
iter 20 value 3.064621
iter 30 value 2.410735
iter 40 value 2.210599
iter 50 value 1.859692
iter 60 value 1.605352
iter 70 value 1.477603
iter 80 value 1.357710
iter 90 value 1.295778
iter 100 value 1.190420
final value 1.190420
stopped after 100 iterations
# weights: 11
initial value 163.497373
iter 10 value 136.008786
iter 20 value 19.851700
iter 30 value 4.015691
iter 40 value 1.730163
iter 50 value 1.404320
iter 60 value 0.788276
iter 70 value 0.620484
iter 80 value 0.526289
iter 90 value 0.493962
iter 100 value 0.390096
final value 0.390096
stopped after 100 iterations
# weights: 27
initial value 183.018963
iter 10 value 18.099756
iter 20 value 0.084239
iter 30 value 0.000168
final value 0.000078
converged
# weights: 43
initial value 163.045380
iter 10 value 64.380502
iter 20 value 0.663600
iter 30 value 0.007054
iter 40 value 0.002111
final value 0.000070
converged
# weights: 11
initial value 169.002700
iter 10 value 91.324206
iter 20 value 63.655704
iter 30 value 62.705458
final value 62.705298
converged
# weights: 27
initial value 165.264508
iter 10 value 55.863680
iter 20 value 42.720641
iter 30 value 41.153550
iter 40 value 40.744798
iter 50 value 40.583365
iter 60 value 40.573897
iter 70 value 40.573737
iter 70 value 40.573737
iter 70 value 40.573737
final value 40.573737
converged
# weights: 43
initial value 168.991686
iter 10 value 69.502450
iter 20 value 42.557395
iter 30 value 40.073037
iter 40 value 39.800468
iter 50 value 39.714162
iter 60 value 39.671283
iter 70 value 39.650034
iter 80 value 39.644123
iter 90 value 39.641940
iter 100 value 39.630952
final value 39.630952
stopped after 100 iterations
# weights: 11
initial value 180.464784
iter 10 value 75.480201
iter 20 value 74.760583
iter 30 value 74.724559
iter 40 value 74.624166
iter 50 value 23.782393
iter 60 value 4.738210
iter 70 value 2.927817
iter 80 value 2.599437
iter 90 value 2.587585
iter 100 value 2.541422
final value 2.541422
stopped after 100 iterations
# weights: 27
initial value 164.710452
iter 10 value 16.776641
iter 20 value 3.580081
iter 30 value 2.634587
iter 40 value 2.515381
iter 50 value 2.284850
iter 60 value 2.105039
iter 70 value 1.253092
iter 80 value 1.160481
iter 90 value 0.901227
iter 100 value 0.756068
final value 0.756068
stopped after 100 iterations
# weights: 43
initial value 172.891827
iter 10 value 29.098602
iter 20 value 1.357623
iter 30 value 0.826846
iter 40 value 0.702919
iter 50 value 0.636460
iter 60 value 0.557694
iter 70 value 0.446193
iter 80 value 0.424516
iter 90 value 0.419726
iter 100 value 0.394340
final value 0.394340
stopped after 100 iterations
# weights: 11
initial value 162.819118
iter 10 value 68.057265
iter 20 value 65.424443
final value 65.422181
converged
# weights: 27
initial value 183.041451
iter 10 value 18.857736
iter 20 value 0.392582
iter 30 value 0.002452
iter 40 value 0.000149
iter 40 value 0.000071
iter 40 value 0.000071
final value 0.000071
converged
# weights: 43
initial value 185.489889
iter 10 value 6.533380
iter 20 value 0.120719
iter 30 value 0.000431
final value 0.000059
converged
# weights: 11
initial value 171.806516
iter 10 value 87.284477
iter 20 value 58.033290
iter 30 value 57.230371
final value 57.229927
converged
# weights: 27
initial value 202.810690
iter 10 value 97.941278
iter 20 value 42.146599
iter 30 value 40.270843
iter 40 value 39.141210
iter 50 value 38.608397
iter 60 value 38.411930
iter 70 value 38.296710
final value 38.296382
converged
# weights: 43
initial value 196.918972
iter 10 value 51.883621
iter 20 value 38.523230
iter 30 value 37.914226
iter 40 value 37.357849
iter 50 value 37.277594
iter 60 value 37.196609
iter 70 value 37.159717
iter 80 value 37.130711
iter 90 value 37.088677
iter 100 value 37.082311
final value 37.082311
stopped after 100 iterations
# weights: 11
initial value 172.861129
iter 10 value 38.943583
iter 20 value 5.165510
iter 30 value 4.259269
iter 40 value 2.845995
iter 50 value 2.588253
iter 60 value 2.522974
iter 70 value 2.298644
iter 80 value 2.233785
iter 90 value 2.222302
iter 100 value 2.190702
final value 2.190702
stopped after 100 iterations
# weights: 27
initial value 183.229889
iter 10 value 49.694591
iter 20 value 2.115719
iter 30 value 1.426360
iter 40 value 0.842758
iter 50 value 0.736084
iter 60 value 0.633554
iter 70 value 0.553101
iter 80 value 0.485565
iter 90 value 0.431803
iter 100 value 0.408547
final value 0.408547
stopped after 100 iterations
# weights: 43
initial value 175.384441
iter 10 value 9.158271
iter 20 value 0.708330
iter 30 value 0.611164
iter 40 value 0.508807
iter 50 value 0.395991
iter 60 value 0.373130
iter 70 value 0.355713
iter 80 value 0.338656
iter 90 value 0.335502
iter 100 value 0.328531
final value 0.328531
stopped after 100 iterations
# weights: 11
initial value 163.838858
iter 10 value 73.562944
iter 20 value 73.433841
iter 30 value 73.420665
iter 40 value 73.384544
iter 50 value 72.813754
iter 60 value 27.508215
iter 70 value 12.338134
iter 80 value 8.452774
iter 90 value 7.545482
iter 100 value 7.331617
final value 7.331617
stopped after 100 iterations
# weights: 27
initial value 169.821443
iter 10 value 14.292258
iter 20 value 8.236205
iter 30 value 5.427126
iter 40 value 2.220508
iter 50 value 0.333322
iter 60 value 0.079652
iter 70 value 0.069151
iter 80 value 0.057357
iter 90 value 0.056554
iter 100 value 0.055337
final value 0.055337
stopped after 100 iterations
# weights: 43
initial value 212.046699
iter 10 value 11.685971
iter 20 value 5.728901
iter 30 value 0.270036
iter 40 value 0.007084
iter 50 value 0.001408
final value 0.000045
converged
# weights: 11
initial value 178.157098
iter 10 value 67.703522
iter 20 value 60.689485
final value 60.689249
converged
# weights: 27
initial value 168.693476
iter 10 value 57.148823
iter 20 value 45.848452
iter 30 value 41.267757
iter 40 value 40.262264
iter 50 value 40.125644
iter 60 value 40.121340
iter 70 value 40.119889
final value 40.119881
converged
# weights: 43
initial value 187.846191
iter 10 value 55.835794
iter 20 value 41.483780
iter 30 value 39.789181
iter 40 value 39.017150
iter 50 value 38.973423
iter 60 value 38.917755
iter 70 value 38.908804
iter 80 value 38.902759
iter 90 value 38.891256
iter 100 value 38.879548
final value 38.879548
stopped after 100 iterations
# weights: 11
initial value 165.634694
iter 10 value 75.276074
iter 20 value 74.129076
iter 30 value 73.921895
iter 40 value 51.861645
iter 50 value 10.953560
iter 60 value 8.709892
iter 70 value 8.127049
iter 80 value 8.026698
iter 90 value 7.904922
iter 100 value 7.845358
final value 7.845358
stopped after 100 iterations
# weights: 27
initial value 181.930106
iter 10 value 51.054623
iter 20 value 14.130023
iter 30 value 7.059037
iter 40 value 6.823752
iter 50 value 6.616428
iter 60 value 2.633713
iter 70 value 1.966384
iter 80 value 1.785360
iter 90 value 1.686764
iter 100 value 1.306381
final value 1.306381
stopped after 100 iterations
# weights: 43
initial value 217.182091
iter 10 value 11.904850
iter 20 value 4.839762
iter 30 value 2.165533
iter 40 value 1.690236
iter 50 value 1.510800
iter 60 value 1.249028
iter 70 value 1.096862
iter 80 value 0.995558
iter 90 value 0.972980
iter 100 value 0.928413
final value 0.928413
stopped after 100 iterations
# weights: 11
initial value 166.687505
iter 10 value 38.081941
iter 20 value 11.229510
iter 30 value 3.354411
iter 40 value 2.880230
iter 50 value 2.775533
iter 60 value 2.728886
iter 70 value 2.635906
iter 80 value 2.577543
iter 90 value 2.542120
iter 100 value 2.528877
final value 2.528877
stopped after 100 iterations
# weights: 27
initial value 213.599811
iter 10 value 15.115303
iter 20 value 2.441747
iter 30 value 0.029692
final value 0.000089
converged
# weights: 43
initial value 169.335768
iter 10 value 68.035867
iter 20 value 12.359731
iter 30 value 4.533488
iter 40 value 2.168512
iter 50 value 1.699987
iter 60 value 1.426119
iter 70 value 0.631496
iter 80 value 0.000390
iter 90 value 0.000355
iter 100 value 0.000317
final value 0.000317
stopped after 100 iterations
# weights: 11
initial value 175.143265
iter 10 value 123.717551
iter 20 value 62.304820
iter 30 value 59.996997
final value 59.993612
converged
# weights: 27
initial value 166.932637
iter 10 value 73.422197
iter 20 value 48.555707
iter 30 value 38.920824
iter 40 value 38.556080
iter 50 value 38.516462
iter 60 value 38.506293
iter 70 value 38.501969
final value 38.501949
converged
# weights: 43
initial value 188.802608
iter 10 value 53.481211
iter 20 value 37.773756
iter 30 value 37.407449
iter 40 value 37.313199
iter 50 value 37.300218
iter 60 value 37.290625
iter 70 value 37.284983
iter 80 value 37.282748
iter 90 value 37.280992
iter 100 value 37.280849
final value 37.280849
stopped after 100 iterations
# weights: 11
initial value 171.660294
iter 10 value 74.804875
iter 20 value 73.364168
iter 30 value 73.208240
iter 40 value 20.576728
iter 50 value 6.745127
iter 60 value 4.274122
iter 70 value 3.917648
iter 80 value 3.775489
iter 90 value 3.765175
iter 100 value 3.763251
final value 3.763251
stopped after 100 iterations
# weights: 27
initial value 171.276620
iter 10 value 54.580218
iter 20 value 2.962899
iter 30 value 2.737723
iter 40 value 2.540736
iter 50 value 2.372519
iter 60 value 2.331460
iter 70 value 2.295017
iter 80 value 2.263830
iter 90 value 2.215307
iter 100 value 2.109676
final value 2.109676
stopped after 100 iterations
# weights: 43
initial value 235.201997
iter 10 value 10.058286
iter 20 value 3.165293
iter 30 value 2.885903
iter 40 value 2.684858
iter 50 value 2.506533
iter 60 value 2.379053
iter 70 value 2.038755
iter 80 value 1.158963
iter 90 value 0.801513
iter 100 value 0.756781
final value 0.756781
stopped after 100 iterations
# weights: 11
initial value 171.149028
iter 10 value 88.520385
iter 20 value 10.419340
iter 30 value 6.852040
iter 40 value 6.815638
iter 50 value 6.761165
iter 60 value 6.758687
iter 70 value 6.741827
iter 80 value 6.739612
iter 90 value 6.738208
iter 100 value 6.735996
final value 6.735996
stopped after 100 iterations
# weights: 27
initial value 181.778919
iter 10 value 11.484628
iter 20 value 6.980274
iter 30 value 6.843581
iter 40 value 6.804952
iter 50 value 6.353292
iter 60 value 5.034512
iter 70 value 5.011965
iter 80 value 5.004580
iter 90 value 5.002532
iter 100 value 4.823230
final value 4.823230
stopped after 100 iterations
# weights: 43
initial value 179.244127
iter 10 value 19.866415
iter 20 value 7.061275
iter 30 value 6.896410
iter 40 value 6.753557
iter 50 value 6.397052
iter 60 value 5.967460
iter 70 value 4.257000
iter 80 value 3.488698
iter 90 value 3.281760
iter 100 value 3.219518
final value 3.219518
stopped after 100 iterations
# weights: 11
initial value 165.104671
iter 10 value 82.309210
iter 20 value 62.137679
iter 30 value 60.254048
final value 60.253493
converged
# weights: 27
initial value 179.861542
iter 10 value 73.736787
iter 20 value 43.235018
iter 30 value 40.894609
iter 40 value 40.851846
iter 50 value 40.844623
iter 60 value 40.842138
final value 40.842108
converged
# weights: 43
initial value 188.876781
iter 10 value 60.083581
iter 20 value 42.200480
iter 30 value 40.195655
iter 40 value 39.885342
iter 50 value 39.726253
iter 60 value 39.667130
iter 70 value 39.649347
iter 80 value 39.648784
final value 39.648469
converged
# weights: 11
initial value 175.201222
iter 10 value 63.466821
iter 20 value 28.273749
iter 30 value 9.842432
iter 40 value 7.623313
iter 50 value 7.561036
iter 60 value 7.513193
iter 70 value 7.510065
iter 80 value 7.509093
iter 90 value 7.508720
iter 100 value 7.508670
final value 7.508670
stopped after 100 iterations
# weights: 27
initial value 181.253165
iter 10 value 46.048261
iter 20 value 8.785817
iter 30 value 7.761630
iter 40 value 7.138372
iter 50 value 6.997284
iter 60 value 6.964370
iter 70 value 6.900941
iter 80 value 6.870403
iter 90 value 6.801453
iter 100 value 6.768467
final value 6.768467
stopped after 100 iterations
# weights: 43
initial value 163.625488
iter 10 value 49.941795
iter 20 value 7.391040
iter 30 value 6.871499
iter 40 value 6.404478
iter 50 value 5.682883
iter 60 value 3.189511
iter 70 value 2.129887
iter 80 value 1.881214
iter 90 value 1.766964
iter 100 value 1.683011
final value 1.683011
stopped after 100 iterations
# weights: 11
initial value 191.660919
iter 10 value 47.879385
iter 20 value 2.284716
iter 30 value 0.138462
iter 40 value 0.054155
iter 50 value 0.051131
iter 60 value 0.046513
iter 70 value 0.043789
iter 80 value 0.042659
iter 90 value 0.039943
iter 100 value 0.036637
final value 0.036637
stopped after 100 iterations
# weights: 27
initial value 183.338657
iter 10 value 65.569577
iter 20 value 56.411752
iter 30 value 6.318004
iter 40 value 0.287505
iter 50 value 0.063443
iter 60 value 0.009403
iter 70 value 0.001154
iter 80 value 0.000121
final value 0.000091
converged
# weights: 43
initial value 161.638862
iter 10 value 7.739092
iter 20 value 0.062506
iter 30 value 0.001393
iter 40 value 0.000519
final value 0.000040
converged
# weights: 11
initial value 175.997077
iter 10 value 82.174849
iter 20 value 56.854437
final value 56.575134
converged
# weights: 27
initial value 207.277952
iter 10 value 63.066874
iter 20 value 39.012397
iter 30 value 38.203883
iter 40 value 37.881619
iter 50 value 37.798492
iter 60 value 37.784610
final value 37.784588
converged
# weights: 43
initial value 188.338980
iter 10 value 57.009418
iter 20 value 38.641527
iter 30 value 36.696576
iter 40 value 36.561170
iter 50 value 36.543202
iter 60 value 36.516816
iter 70 value 36.490980
iter 80 value 36.476330
iter 90 value 36.475543
iter 100 value 36.474964
final value 36.474964
stopped after 100 iterations
# weights: 11
initial value 178.802120
iter 10 value 52.579190
iter 20 value 5.629504
iter 30 value 4.232395
iter 40 value 2.443654
iter 50 value 2.265897
iter 60 value 2.162354
iter 70 value 1.485901
iter 80 value 1.467726
iter 90 value 1.457070
iter 100 value 1.444686
final value 1.444686
stopped after 100 iterations
# weights: 27
initial value 181.346231
iter 10 value 46.789488
iter 20 value 2.173147
iter 30 value 0.645570
iter 40 value 0.559245
iter 50 value 0.467880
iter 60 value 0.386433
iter 70 value 0.377200
iter 80 value 0.358196
iter 90 value 0.344027
iter 100 value 0.321956
final value 0.321956
stopped after 100 iterations
# weights: 43
initial value 174.875280
iter 10 value 9.769309
iter 20 value 1.182477
iter 30 value 0.856197
iter 40 value 0.635606
iter 50 value 0.479522
iter 60 value 0.447226
iter 70 value 0.401939
iter 80 value 0.388769
iter 90 value 0.380344
iter 100 value 0.348492
final value 0.348492
stopped after 100 iterations
# weights: 11
initial value 178.015602
iter 10 value 72.121402
iter 20 value 51.613426
iter 30 value 11.945616
iter 40 value 1.337260
iter 50 value 0.217920
iter 60 value 0.176338
iter 70 value 0.127257
iter 80 value 0.123263
iter 90 value 0.098516
iter 100 value 0.083948
final value 0.083948
stopped after 100 iterations
# weights: 27
initial value 174.171936
iter 10 value 41.445857
iter 20 value 0.274503
iter 30 value 0.001492
final value 0.000093
converged
# weights: 43
initial value 178.715442
iter 10 value 51.968348
iter 20 value 1.160650
iter 30 value 0.012672
final value 0.000055
converged
# weights: 11
initial value 180.053347
iter 10 value 135.525377
iter 20 value 63.048463
iter 30 value 60.663260
final value 60.660933
converged
# weights: 27
initial value 170.201901
iter 10 value 76.758976
iter 20 value 56.964733
iter 30 value 43.360104
iter 40 value 41.890001
iter 50 value 41.502924
iter 60 value 41.405372
iter 70 value 41.262363
iter 80 value 41.256308
final value 41.256305
converged
# weights: 43
initial value 180.095204
iter 10 value 55.223924
iter 20 value 41.294479
iter 30 value 40.807223
iter 40 value 40.505769
iter 50 value 40.384192
iter 60 value 40.319374
iter 70 value 40.306161
iter 80 value 40.300426
iter 90 value 40.300096
iter 100 value 40.300009
final value 40.300009
stopped after 100 iterations
# weights: 11
initial value 179.233373
iter 10 value 73.070215
iter 20 value 72.229031
iter 30 value 72.159038
iter 40 value 71.705323
iter 50 value 67.340850
iter 60 value 23.289138
iter 70 value 5.497883
iter 80 value 2.278719
iter 90 value 1.816809
iter 100 value 1.603994
final value 1.603994
stopped after 100 iterations
# weights: 27
initial value 214.578377
iter 10 value 7.455159
iter 20 value 0.772166
iter 30 value 0.614899
iter 40 value 0.449194
iter 50 value 0.394138
iter 60 value 0.344454
iter 70 value 0.331701
iter 80 value 0.322522
iter 90 value 0.307120
iter 100 value 0.290337
final value 0.290337
stopped after 100 iterations
# weights: 43
initial value 192.948995
iter 10 value 42.420293
iter 20 value 0.811807
iter 30 value 0.691560
iter 40 value 0.565146
iter 50 value 0.485663
iter 60 value 0.438250
iter 70 value 0.347379
iter 80 value 0.337153
iter 90 value 0.318985
iter 100 value 0.310635
final value 0.310635
stopped after 100 iterations
# weights: 11
initial value 163.713599
iter 10 value 66.642965
iter 20 value 66.266314
final value 66.265963
converged
# weights: 27
initial value 181.580483
iter 10 value 28.840744
iter 20 value 7.153557
iter 30 value 6.728480
iter 40 value 6.414158
iter 50 value 5.337362
iter 60 value 4.747805
iter 70 value 4.710109
iter 80 value 4.709438
iter 90 value 4.707976
iter 100 value 4.706204
final value 4.706204
stopped after 100 iterations
# weights: 43
initial value 193.361909
iter 10 value 12.254084
iter 20 value 7.668221
iter 30 value 7.234229
iter 40 value 6.566671
iter 50 value 5.784927
iter 60 value 5.711392
iter 70 value 5.652092
iter 80 value 5.405397
iter 90 value 2.563739
iter 100 value 0.216656
final value 0.216656
stopped after 100 iterations
# weights: 11
initial value 179.423709
iter 10 value 77.859694
iter 20 value 60.632162
iter 30 value 60.498098
final value 60.497864
converged
# weights: 27
initial value 195.606812
iter 10 value 78.191485
iter 20 value 50.544904
iter 30 value 43.460191
iter 40 value 41.517345
iter 50 value 41.339342
iter 60 value 41.280507
iter 70 value 41.224812
final value 41.224606
converged
# weights: 43
initial value 179.069844
iter 10 value 63.569781
iter 20 value 44.022044
iter 30 value 40.398027
iter 40 value 40.208475
iter 50 value 40.081868
iter 60 value 40.029582
iter 70 value 40.005916
iter 80 value 39.994116
iter 90 value 39.977576
iter 100 value 39.964715
final value 39.964715
stopped after 100 iterations
# weights: 11
initial value 192.002157
iter 10 value 70.265164
iter 20 value 55.155633
iter 30 value 26.989423
iter 40 value 10.748727
iter 50 value 8.083017
iter 60 value 7.972667
iter 70 value 7.915272
iter 80 value 7.913795
iter 90 value 7.912965
iter 100 value 7.911960
final value 7.911960
stopped after 100 iterations
# weights: 27
initial value 165.779187
iter 10 value 16.875503
iter 20 value 7.715566
iter 30 value 7.054129
iter 40 value 6.825269
iter 50 value 6.773041
iter 60 value 6.743383
iter 70 value 6.669402
iter 80 value 6.621561
iter 90 value 6.585213
iter 100 value 6.542913
final value 6.542913
stopped after 100 iterations
# weights: 43
initial value 171.838657
iter 10 value 14.265917
iter 20 value 7.430647
iter 30 value 7.301009
iter 40 value 6.956276
iter 50 value 6.625920
iter 60 value 5.880515
iter 70 value 4.931029
iter 80 value 3.861774
iter 90 value 2.701231
iter 100 value 1.913687
final value 1.913687
stopped after 100 iterations
# weights: 11
initial value 169.378834
iter 10 value 49.815689
iter 20 value 11.143990
iter 30 value 3.052136
iter 40 value 1.668801
iter 50 value 1.189256
iter 60 value 1.062193
iter 70 value 1.012786
iter 80 value 0.053669
iter 90 value 0.051349
iter 100 value 0.050305
final value 0.050305
stopped after 100 iterations
# weights: 27
initial value 177.443700
iter 10 value 12.545653
iter 20 value 1.640088
iter 30 value 0.000474
final value 0.000050
converged
# weights: 43
initial value 176.745688
iter 10 value 38.933257
iter 20 value 3.543367
iter 30 value 0.227033
iter 40 value 0.030639
iter 50 value 0.010766
iter 60 value 0.000672
final value 0.000093
converged
# weights: 11
initial value 177.698174
iter 10 value 58.695818
iter 20 value 57.777616
final value 57.777211
converged
# weights: 27
initial value 166.163433
iter 10 value 64.368038
iter 20 value 41.274097
iter 30 value 39.686477
iter 40 value 39.288678
iter 50 value 37.765828
iter 60 value 37.563545
iter 70 value 37.499078
final value 37.499012
converged
# weights: 43
initial value 176.816862
iter 10 value 50.575651
iter 20 value 37.153336
iter 30 value 36.614398
iter 40 value 36.484440
iter 50 value 36.457224
iter 60 value 36.445921
iter 70 value 36.421256
iter 80 value 36.401171
iter 90 value 36.399387
iter 100 value 36.399288
final value 36.399288
stopped after 100 iterations
# weights: 11
initial value 180.988478
iter 10 value 53.243340
iter 20 value 4.799850
iter 30 value 3.628116
iter 40 value 3.592490
iter 50 value 3.572719
iter 60 value 3.564401
iter 70 value 3.564226
final value 3.564079
converged
# weights: 27
initial value 166.298161
iter 10 value 48.589468
iter 20 value 3.761048
iter 30 value 1.071701
iter 40 value 0.976829
iter 50 value 0.874806
iter 60 value 0.796183
iter 70 value 0.763317
iter 80 value 0.702523
iter 90 value 0.674375
iter 100 value 0.644261
final value 0.644261
stopped after 100 iterations
# weights: 43
initial value 169.337262
iter 10 value 53.820675
iter 20 value 5.743585
iter 30 value 0.825945
iter 40 value 0.788296
iter 50 value 0.722180
iter 60 value 0.662510
iter 70 value 0.633720
iter 80 value 0.630855
iter 90 value 0.625271
iter 100 value 0.623770
final value 0.623770
stopped after 100 iterations
# weights: 11
initial value 167.648443
iter 10 value 74.536679
iter 20 value 69.005972
final value 68.995326
converged
# weights: 27
initial value 173.019431
iter 10 value 57.279679
iter 20 value 2.499193
iter 30 value 0.026195
final value 0.000071
converged
# weights: 43
initial value 179.261350
iter 10 value 34.881614
iter 20 value 2.861103
iter 30 value 0.937396
iter 40 value 0.092951
iter 50 value 0.003332
iter 60 value 0.000191
iter 70 value 0.000129
final value 0.000095
converged
# weights: 11
initial value 191.791228
iter 10 value 69.853924
iter 20 value 58.406172
iter 30 value 58.351148
final value 58.351135
converged
# weights: 27
initial value 192.931864
iter 10 value 68.469024
iter 20 value 42.409936
iter 30 value 39.278805
iter 40 value 38.330573
iter 50 value 38.294899
iter 60 value 38.290922
final value 38.290714
converged
# weights: 43
initial value 170.857201
iter 10 value 65.408363
iter 20 value 37.885128
iter 30 value 37.231171
iter 40 value 37.091677
iter 50 value 37.040037
iter 60 value 37.029034
iter 70 value 37.012997
iter 80 value 37.002479
iter 90 value 37.000411
iter 100 value 37.000290
final value 37.000290
stopped after 100 iterations
# weights: 11
initial value 168.727052
iter 10 value 57.844410
iter 20 value 19.475993
iter 30 value 4.325403
iter 40 value 3.784577
iter 50 value 3.602093
iter 60 value 3.209441
iter 70 value 3.158997
iter 80 value 3.105998
iter 90 value 3.072440
iter 100 value 3.062131
final value 3.062131
stopped after 100 iterations
# weights: 27
initial value 178.014439
iter 10 value 42.807328
iter 20 value 4.922405
iter 30 value 1.970792
iter 40 value 1.351848
iter 50 value 0.997508
iter 60 value 0.922574
iter 70 value 0.822052
iter 80 value 0.789232
iter 90 value 0.716885
iter 100 value 0.606912
final value 0.606912
stopped after 100 iterations
# weights: 43
initial value 184.410299
iter 10 value 8.091443
iter 20 value 3.037106
iter 30 value 1.840216
iter 40 value 1.376918
iter 50 value 0.960351
iter 60 value 0.804331
iter 70 value 0.636309
iter 80 value 0.574801
iter 90 value 0.551062
iter 100 value 0.540747
final value 0.540747
stopped after 100 iterations
# weights: 11
initial value 184.824179
iter 10 value 67.289464
iter 20 value 63.433271
iter 30 value 63.424966
iter 40 value 63.421521
final value 63.421278
converged
# weights: 27
initial value 178.355199
iter 10 value 14.404395
iter 20 value 2.939120
iter 30 value 0.048470
final value 0.000050
converged
# weights: 43
initial value 170.285097
iter 10 value 53.862838
iter 20 value 4.910912
iter 30 value 1.514211
iter 40 value 0.021838
iter 50 value 0.000406
final value 0.000064
converged
# weights: 11
initial value 168.622438
iter 10 value 77.936543
iter 20 value 56.652701
final value 56.618910
converged
# weights: 27
initial value 181.668190
iter 10 value 68.306741
iter 20 value 44.408614
iter 30 value 38.514741
iter 40 value 37.909576
iter 50 value 37.896641
final value 37.896425
converged
# weights: 43
initial value 217.070238
iter 10 value 69.093409
iter 20 value 42.609260
iter 30 value 37.709966
iter 40 value 37.042285
iter 50 value 36.621913
iter 60 value 36.555522
iter 70 value 36.547865
iter 80 value 36.543065
iter 90 value 36.536737
iter 100 value 36.535822
final value 36.535822
stopped after 100 iterations
# weights: 11
initial value 173.395016
iter 10 value 35.838509
iter 20 value 6.022942
iter 30 value 4.316096
iter 40 value 4.012041
iter 50 value 3.984832
iter 60 value 3.965973
iter 70 value 3.931675
iter 80 value 3.864638
iter 90 value 3.854107
iter 100 value 3.836750
final value 3.836750
stopped after 100 iterations
# weights: 27
initial value 205.963632
iter 10 value 45.519073
iter 20 value 4.281927
iter 30 value 1.636326
iter 40 value 1.224054
iter 50 value 0.955589
iter 60 value 0.856450
iter 70 value 0.764216
iter 80 value 0.701368
iter 90 value 0.606293
iter 100 value 0.529355
final value 0.529355
stopped after 100 iterations
# weights: 43
initial value 170.812453
iter 10 value 23.571354
iter 20 value 3.611872
iter 30 value 1.957920
iter 40 value 1.208253
iter 50 value 1.013745
iter 60 value 0.932084
iter 70 value 0.870301
iter 80 value 0.821297
iter 90 value 0.759858
iter 100 value 0.712463
final value 0.712463
stopped after 100 iterations
# weights: 11
initial value 166.620104
iter 10 value 41.269731
iter 20 value 9.788283
iter 30 value 5.742870
iter 40 value 5.550321
iter 50 value 5.525042
iter 60 value 5.495793
iter 70 value 5.472629
iter 80 value 5.454279
iter 90 value 5.448492
iter 100 value 5.446205
final value 5.446205
stopped after 100 iterations
# weights: 27
initial value 170.866360
iter 10 value 17.646236
iter 20 value 5.379406
iter 30 value 4.969904
iter 40 value 4.453506
iter 50 value 3.991818
iter 60 value 3.909952
iter 70 value 3.866665
iter 80 value 3.815522
iter 90 value 3.757454
iter 100 value 3.685754
final value 3.685754
stopped after 100 iterations
# weights: 43
initial value 173.405480
iter 10 value 45.074974
iter 20 value 5.449794
iter 30 value 5.152806
iter 40 value 4.524827
iter 50 value 4.347583
iter 60 value 4.193169
iter 70 value 3.031694
iter 80 value 2.810500
iter 90 value 2.800736
iter 100 value 2.800329
final value 2.800329
stopped after 100 iterations
# weights: 11
initial value 169.827015
iter 10 value 75.821698
iter 20 value 60.219822
iter 30 value 60.209774
final value 60.209760
converged
# weights: 27
initial value 174.734495
iter 10 value 81.501367
iter 20 value 44.429372
iter 30 value 41.351599
iter 40 value 40.644221
iter 50 value 39.930014
iter 60 value 39.705959
iter 70 value 39.659418
final value 39.658613
converged
# weights: 43
initial value 199.296386
iter 10 value 88.254890
iter 20 value 41.052651
iter 30 value 39.078272
iter 40 value 38.832701
iter 50 value 38.799289
iter 60 value 38.757163
iter 70 value 38.697859
iter 80 value 38.550856
iter 90 value 38.486779
iter 100 value 38.423205
final value 38.423205
stopped after 100 iterations
# weights: 11
initial value 196.664560
iter 10 value 54.878193
iter 20 value 7.765177
iter 30 value 6.203475
iter 40 value 6.151029
iter 50 value 6.145376
iter 60 value 6.143706
iter 70 value 6.134153
iter 80 value 6.133877
iter 90 value 6.133604
iter 100 value 6.133173
final value 6.133173
stopped after 100 iterations
# weights: 27
initial value 179.964443
iter 10 value 72.762926
iter 20 value 24.247018
iter 30 value 5.635396
iter 40 value 5.606970
iter 50 value 5.537339
iter 60 value 5.446000
iter 70 value 4.939593
iter 80 value 3.924227
iter 90 value 3.414842
iter 100 value 3.188191
final value 3.188191
stopped after 100 iterations
# weights: 43
initial value 181.631125
iter 10 value 38.170231
iter 20 value 5.401209
iter 30 value 4.526747
iter 40 value 4.276017
iter 50 value 3.670309
iter 60 value 1.327321
iter 70 value 1.055189
iter 80 value 0.805798
iter 90 value 0.708688
iter 100 value 0.635607
final value 0.635607
stopped after 100 iterations
# weights: 11
initial value 162.070920
iter 10 value 64.063495
iter 20 value 11.909728
iter 30 value 0.239399
iter 40 value 0.008260
iter 50 value 0.006033
iter 60 value 0.005136
iter 70 value 0.004957
iter 80 value 0.004811
iter 90 value 0.004762
iter 100 value 0.004744
final value 0.004744
stopped after 100 iterations
# weights: 27
initial value 189.615607
iter 10 value 19.559608
iter 20 value 0.013946
final value 0.000063
converged
# weights: 43
initial value 177.704277
iter 10 value 15.455591
iter 20 value 0.035234
final value 0.000067
converged
# weights: 11
initial value 158.737866
iter 10 value 93.616244
iter 20 value 76.850368
iter 30 value 60.219334
iter 40 value 59.932900
final value 59.932869
converged
# weights: 27
initial value 164.552127
iter 10 value 59.230559
iter 20 value 40.444273
iter 30 value 39.166886
iter 40 value 39.108302
iter 50 value 39.065022
iter 60 value 38.995633
iter 70 value 38.993876
final value 38.993872
converged
# weights: 43
initial value 204.254058
iter 10 value 75.273804
iter 20 value 40.668624
iter 30 value 38.351651
iter 40 value 38.147493
iter 50 value 38.060126
iter 60 value 37.955588
iter 70 value 37.899740
iter 80 value 37.840526
iter 90 value 37.826096
iter 100 value 37.819964
final value 37.819964
stopped after 100 iterations
# weights: 11
initial value 175.478391
iter 10 value 132.463350
iter 20 value 22.595996
iter 30 value 2.380537
iter 40 value 1.708408
iter 50 value 1.667180
iter 60 value 1.634536
iter 70 value 1.562536
iter 80 value 1.507008
iter 90 value 1.490805
iter 100 value 1.460364
final value 1.460364
stopped after 100 iterations
# weights: 27
initial value 213.770584
iter 10 value 78.124573
iter 20 value 4.818278
iter 30 value 0.544898
iter 40 value 0.477412
iter 50 value 0.432210
iter 60 value 0.370577
iter 70 value 0.355014
iter 80 value 0.334436
iter 90 value 0.312479
iter 100 value 0.301900
final value 0.301900
stopped after 100 iterations
# weights: 43
initial value 193.237619
iter 10 value 51.193540
iter 20 value 3.979273
iter 30 value 1.184832
iter 40 value 0.899680
iter 50 value 0.586816
iter 60 value 0.383935
iter 70 value 0.358017
iter 80 value 0.353117
iter 90 value 0.346713
iter 100 value 0.327776
final value 0.327776
stopped after 100 iterations
# weights: 11
initial value 166.196458
iter 10 value 72.419007
iter 20 value 7.214027
iter 30 value 2.440141
iter 40 value 2.048935
iter 50 value 1.920130
iter 60 value 1.631196
iter 70 value 0.984526
iter 80 value 0.677441
iter 90 value 0.537437
iter 100 value 0.504847
final value 0.504847
stopped after 100 iterations
# weights: 27
initial value 177.993955
iter 10 value 73.008313
iter 20 value 72.547160
final value 72.546831
converged
# weights: 43
initial value 170.451142
iter 10 value 11.108372
iter 20 value 0.080777
final value 0.000082
converged
# weights: 11
initial value 177.057673
iter 10 value 70.024471
iter 20 value 60.064292
final value 60.060239
converged
# weights: 27
initial value 188.522183
iter 10 value 86.112645
iter 20 value 44.192553
iter 30 value 41.821280
iter 40 value 41.618001
iter 50 value 41.613408
iter 60 value 41.613329
final value 41.613300
converged
# weights: 43
initial value 200.271666
iter 10 value 59.205098
iter 20 value 41.232345
iter 30 value 39.677945
iter 40 value 38.879815
iter 50 value 38.589288
iter 60 value 38.445283
iter 70 value 38.395772
iter 80 value 38.385466
iter 90 value 38.378535
iter 100 value 38.347228
final value 38.347228
stopped after 100 iterations
# weights: 11
initial value 171.146647
iter 10 value 25.717396
iter 20 value 6.179920
iter 30 value 4.217846
iter 40 value 3.646574
iter 50 value 3.508339
iter 60 value 3.465493
iter 70 value 3.386212
iter 80 value 3.316122
iter 90 value 3.292344
iter 100 value 3.289194
final value 3.289194
stopped after 100 iterations
# weights: 27
initial value 176.878147
iter 10 value 62.086774
iter 20 value 14.516315
iter 30 value 6.150768
iter 40 value 4.032928
iter 50 value 3.427282
iter 60 value 3.352621
iter 70 value 3.123234
iter 80 value 3.082434
iter 90 value 3.060475
iter 100 value 3.054403
final value 3.054403
stopped after 100 iterations
# weights: 43
initial value 203.194252
iter 10 value 16.878859
iter 20 value 1.333729
iter 30 value 0.976385
iter 40 value 0.745633
iter 50 value 0.637208
iter 60 value 0.562499
iter 70 value 0.552217
iter 80 value 0.539583
iter 90 value 0.516039
iter 100 value 0.504772
final value 0.504772
stopped after 100 iterations
# weights: 11
initial value 177.908292
iter 10 value 60.820504
iter 20 value 15.341017
iter 30 value 8.968417
iter 40 value 8.857550
iter 50 value 8.647238
iter 60 value 8.600587
iter 70 value 8.568907
iter 80 value 8.538487
iter 90 value 8.520826
iter 100 value 8.457411
final value 8.457411
stopped after 100 iterations
# weights: 27
initial value 188.407666
iter 10 value 74.751843
iter 20 value 56.072284
iter 30 value 11.585357
iter 40 value 9.038948
iter 50 value 8.728155
iter 60 value 8.670764
iter 70 value 8.600829
iter 80 value 8.594718
iter 90 value 8.584426
iter 100 value 8.557742
final value 8.557742
stopped after 100 iterations
# weights: 43
initial value 182.292616
iter 10 value 48.479737
iter 20 value 8.674258
iter 30 value 8.150958
iter 40 value 5.033485
iter 50 value 3.861724
iter 60 value 3.122109
iter 70 value 2.991761
iter 80 value 2.694687
iter 90 value 2.613690
iter 100 value 2.301073
final value 2.301073
stopped after 100 iterations
# weights: 11
initial value 173.392842
iter 10 value 115.648837
iter 20 value 62.947268
iter 30 value 62.492106
final value 62.492051
converged
# weights: 27
initial value 178.352915
iter 10 value 66.540247
iter 20 value 45.336732
iter 30 value 43.573747
iter 40 value 43.022644
iter 50 value 42.469337
iter 60 value 42.342985
iter 70 value 42.279622
final value 42.277506
converged
# weights: 43
initial value 177.364461
iter 10 value 77.275254
iter 20 value 42.369559
iter 30 value 41.395937
iter 40 value 41.271649
iter 50 value 41.232076
iter 60 value 41.193942
iter 70 value 41.149616
iter 80 value 41.101936
iter 90 value 41.086426
iter 100 value 41.065105
final value 41.065105
stopped after 100 iterations
# weights: 11
initial value 179.306273
iter 10 value 90.226523
iter 20 value 25.325970
iter 30 value 9.831436
iter 40 value 9.665497
iter 50 value 9.440356
iter 60 value 9.405396
iter 70 value 9.401136
iter 80 value 9.391087
final value 9.389317
converged
# weights: 27
initial value 208.804350
iter 10 value 24.737450
iter 20 value 9.434554
iter 30 value 9.258129
iter 40 value 9.071599
iter 50 value 8.862089
iter 60 value 8.506512
iter 70 value 7.346735
iter 80 value 6.250880
iter 90 value 5.887257
iter 100 value 5.715351
final value 5.715351
stopped after 100 iterations
# weights: 43
initial value 182.912747
iter 10 value 23.257583
iter 20 value 9.918939
iter 30 value 7.985246
iter 40 value 7.638717
iter 50 value 6.472266
iter 60 value 6.187671
iter 70 value 5.546812
iter 80 value 5.011560
iter 90 value 4.645384
iter 100 value 4.494247
final value 4.494247
stopped after 100 iterations
# weights: 11
initial value 192.952086
iter 10 value 143.080300
iter 20 value 16.967583
iter 30 value 10.147954
iter 40 value 9.620453
iter 50 value 9.454912
iter 60 value 9.397153
iter 70 value 9.347222
iter 80 value 9.323774
iter 90 value 9.297230
iter 100 value 9.234672
final value 9.234672
stopped after 100 iterations
# weights: 27
initial value 184.277536
iter 10 value 73.362271
iter 20 value 20.089181
iter 30 value 8.284332
iter 40 value 7.846668
iter 50 value 5.004701
iter 60 value 4.828755
iter 70 value 4.826434
iter 80 value 4.826105
final value 4.826079
converged
# weights: 43
initial value 168.769813
iter 10 value 38.387623
iter 20 value 9.789034
iter 30 value 9.503024
iter 40 value 9.358746
iter 50 value 9.282507
iter 60 value 9.245026
iter 70 value 9.219733
iter 80 value 9.213813
iter 90 value 9.199640
iter 100 value 9.198741
final value 9.198741
stopped after 100 iterations
# weights: 11
initial value 172.429691
iter 10 value 63.939337
iter 20 value 61.842659
final value 61.820593
converged
# weights: 27
initial value 167.238146
iter 10 value 57.903549
iter 20 value 48.332020
iter 30 value 45.392464
iter 40 value 45.210250
iter 50 value 45.180110
final value 45.180109
converged
# weights: 43
initial value 166.821601
iter 10 value 65.264407
iter 20 value 48.331670
iter 30 value 42.685768
iter 40 value 41.791994
iter 50 value 41.687678
iter 60 value 41.678537
iter 70 value 41.655514
iter 80 value 41.648908
iter 90 value 41.643696
iter 100 value 41.641878
final value 41.641878
stopped after 100 iterations
# weights: 11
initial value 197.292321
iter 10 value 57.195837
iter 20 value 25.260192
iter 30 value 12.740274
iter 40 value 10.322807
iter 50 value 10.100311
iter 60 value 10.060801
iter 70 value 10.007120
iter 80 value 10.005764
iter 90 value 10.005578
final value 10.005576
converged
# weights: 27
initial value 201.781328
iter 10 value 50.245047
iter 20 value 9.918428
iter 30 value 8.917064
iter 40 value 8.445855
iter 50 value 6.741776
iter 60 value 6.513382
iter 70 value 5.968081
iter 80 value 5.761168
iter 90 value 5.630369
iter 100 value 5.602829
final value 5.602829
stopped after 100 iterations
# weights: 43
initial value 196.862542
iter 10 value 48.234548
iter 20 value 9.434170
iter 30 value 8.621841
iter 40 value 7.347925
iter 50 value 6.887169
iter 60 value 6.266443
iter 70 value 5.403457
iter 80 value 5.220009
iter 90 value 5.016422
iter 100 value 4.849456
final value 4.849456
stopped after 100 iterations
# weights: 11
initial value 192.241956
iter 10 value 67.439245
iter 20 value 67.192002
final value 67.191816
converged
# weights: 27
initial value 200.277788
iter 10 value 48.709730
iter 20 value 4.663334
iter 30 value 0.342513
iter 40 value 0.003494
final value 0.000059
converged
# weights: 43
initial value 173.399382
iter 10 value 23.934657
iter 20 value 1.852790
iter 30 value 0.004258
final value 0.000080
converged
# weights: 11
initial value 166.311947
iter 10 value 68.588773
iter 20 value 57.725191
iter 30 value 57.529347
final value 57.529308
converged
# weights: 27
initial value 186.978440
iter 10 value 72.843568
iter 20 value 42.840263
iter 30 value 39.588894
iter 40 value 38.546190
iter 50 value 37.287598
iter 60 value 36.813297
iter 70 value 36.689458
final value 36.689292
converged
# weights: 43
initial value 186.704564
iter 10 value 68.971264
iter 20 value 40.324097
iter 30 value 37.352774
iter 40 value 36.956896
iter 50 value 36.355867
iter 60 value 35.955490
iter 70 value 35.779850
iter 80 value 35.703966
iter 90 value 35.669223
iter 100 value 35.634062
final value 35.634062
stopped after 100 iterations
# weights: 11
initial value 172.514303
iter 10 value 69.048555
iter 20 value 8.168872
iter 30 value 2.660237
iter 40 value 2.354226
iter 50 value 2.296178
iter 60 value 2.248829
iter 70 value 2.233625
iter 80 value 2.194213
iter 90 value 2.193636
iter 100 value 2.192639
final value 2.192639
stopped after 100 iterations
# weights: 27
initial value 200.284036
iter 10 value 72.482593
iter 20 value 64.390100
iter 30 value 4.392284
iter 40 value 0.477187
iter 50 value 0.450526
iter 60 value 0.426843
iter 70 value 0.401670
iter 80 value 0.388496
iter 90 value 0.376651
iter 100 value 0.369634
final value 0.369634
stopped after 100 iterations
# weights: 43
initial value 191.906844
iter 10 value 40.537608
iter 20 value 6.997024
iter 30 value 2.067747
iter 40 value 1.036750
iter 50 value 0.749976
iter 60 value 0.671016
iter 70 value 0.640492
iter 80 value 0.578856
iter 90 value 0.538235
iter 100 value 0.497820
final value 0.497820
stopped after 100 iterations
# weights: 11
initial value 173.137477
iter 10 value 140.159826
iter 20 value 60.667298
final value 60.428023
converged
# weights: 27
initial value 163.616949
iter 10 value 62.664304
iter 20 value 8.169640
iter 30 value 5.510716
iter 40 value 5.441598
iter 50 value 5.127346
iter 60 value 4.719909
iter 70 value 4.686902
iter 80 value 4.684113
iter 90 value 4.682240
iter 100 value 4.680633
final value 4.680633
stopped after 100 iterations
# weights: 43
initial value 185.249610
iter 10 value 16.028046
iter 20 value 5.814127
iter 30 value 5.738118
iter 40 value 5.668980
iter 50 value 5.536844
iter 60 value 5.218009
iter 70 value 5.093760
iter 80 value 5.012435
iter 90 value 4.996527
iter 100 value 4.655305
final value 4.655305
stopped after 100 iterations
# weights: 11
initial value 195.646524
iter 10 value 73.706391
iter 20 value 61.178639
iter 30 value 58.336596
final value 58.335716
converged
# weights: 27
initial value 175.836402
iter 10 value 77.074351
iter 20 value 48.974992
iter 30 value 40.890362
iter 40 value 39.954972
iter 50 value 39.946725
iter 60 value 39.945978
iter 70 value 39.945418
final value 39.945416
converged
# weights: 43
initial value 177.300443
iter 10 value 65.969571
iter 20 value 40.583173
iter 30 value 39.164733
iter 40 value 38.982769
iter 50 value 38.901393
iter 60 value 38.863292
iter 70 value 38.821860
iter 80 value 38.782917
iter 90 value 38.766719
iter 100 value 38.758850
final value 38.758850
stopped after 100 iterations
# weights: 11
initial value 164.866963
iter 10 value 50.748876
iter 20 value 9.255984
iter 30 value 6.691063
iter 40 value 6.655051
iter 50 value 6.610512
iter 60 value 6.598830
iter 70 value 6.594662
iter 80 value 6.587736
iter 90 value 6.587482
iter 100 value 6.586987
final value 6.586987
stopped after 100 iterations
# weights: 27
initial value 203.443097
iter 10 value 17.400350
iter 20 value 6.273297
iter 30 value 5.998715
iter 40 value 5.824705
iter 50 value 5.744870
iter 60 value 5.686231
iter 70 value 5.622684
iter 80 value 5.525495
iter 90 value 5.482980
iter 100 value 5.459088
final value 5.459088
stopped after 100 iterations
# weights: 43
initial value 189.979022
iter 10 value 16.201721
iter 20 value 5.994916
iter 30 value 5.445996
iter 40 value 4.626563
iter 50 value 3.630388
iter 60 value 2.473577
iter 70 value 2.191982
iter 80 value 1.812619
iter 90 value 1.601494
iter 100 value 1.469631
final value 1.469631
stopped after 100 iterations
# weights: 11
initial value 167.598906
iter 10 value 67.589571
iter 20 value 66.522485
final value 66.521370
converged
# weights: 27
initial value 181.008680
iter 10 value 22.868009
iter 20 value 12.805769
iter 30 value 12.512675
iter 40 value 12.204415
iter 50 value 10.457589
iter 60 value 8.400884
iter 70 value 4.806626
iter 80 value 0.859047
iter 90 value 0.128938
iter 100 value 0.044150
final value 0.044150
stopped after 100 iterations
# weights: 43
initial value 175.131221
iter 10 value 43.235536
iter 20 value 12.870106
iter 30 value 12.643211
iter 40 value 12.154362
iter 50 value 10.854925
iter 60 value 9.940654
iter 70 value 9.147447
iter 80 value 8.067953
iter 90 value 7.717217
iter 100 value 7.203111
final value 7.203111
stopped after 100 iterations
# weights: 11
initial value 168.389932
iter 10 value 74.965575
iter 20 value 62.962631
final value 62.938157
converged
# weights: 27
initial value 188.445276
iter 10 value 76.990618
iter 20 value 46.244502
iter 30 value 45.881581
iter 40 value 45.878492
final value 45.878491
converged
# weights: 43
initial value 174.606838
iter 10 value 65.094097
iter 20 value 47.957997
iter 30 value 43.767647
iter 40 value 43.416165
iter 50 value 43.231216
iter 60 value 43.185206
iter 70 value 43.154586
iter 80 value 43.107891
iter 90 value 43.094722
iter 100 value 43.056570
final value 43.056570
stopped after 100 iterations
# weights: 11
initial value 166.510791
iter 10 value 42.403276
iter 20 value 14.984295
iter 30 value 13.151115
iter 40 value 13.112541
iter 50 value 13.111268
iter 60 value 13.110843
iter 70 value 13.110539
final value 13.110479
converged
# weights: 27
initial value 177.367281
iter 10 value 25.701259
iter 20 value 13.463123
iter 30 value 12.297831
iter 40 value 10.045725
iter 50 value 8.517028
iter 60 value 8.265669
iter 70 value 7.343062
iter 80 value 5.513643
iter 90 value 5.091558
iter 100 value 4.958385
final value 4.958385
stopped after 100 iterations
# weights: 43
initial value 173.313025
iter 10 value 21.857261
iter 20 value 13.293744
iter 30 value 12.828920
iter 40 value 12.446378
iter 50 value 11.853492
iter 60 value 9.374643
iter 70 value 8.904682
iter 80 value 8.313980
iter 90 value 7.530642
iter 100 value 7.163595
final value 7.163595
stopped after 100 iterations
# weights: 11
initial value 166.392093
iter 10 value 141.118520
iter 20 value 41.812965
iter 30 value 16.914384
iter 40 value 11.169599
iter 50 value 8.475340
iter 60 value 8.359426
iter 70 value 8.344316
iter 80 value 8.340913
iter 90 value 8.325281
iter 100 value 8.309814
final value 8.309814
stopped after 100 iterations
# weights: 27
initial value 175.097777
iter 10 value 71.148496
iter 20 value 69.915117
iter 30 value 9.048227
iter 40 value 8.612920
iter 50 value 8.125076
iter 60 value 6.606379
iter 70 value 5.255133
iter 80 value 4.735942
iter 90 value 4.658471
iter 100 value 4.473421
final value 4.473421
stopped after 100 iterations
# weights: 43
initial value 208.322199
iter 10 value 30.566435
iter 20 value 8.541843
iter 30 value 8.150402
iter 40 value 7.571344
iter 50 value 5.045940
iter 60 value 3.530256
iter 70 value 1.877616
iter 80 value 0.179250
iter 90 value 0.060360
iter 100 value 0.024744
final value 0.024744
stopped after 100 iterations
# weights: 11
initial value 166.772607
iter 10 value 81.016625
iter 20 value 63.939226
final value 63.802408
converged
# weights: 27
initial value 180.286873
iter 10 value 68.230439
iter 20 value 43.487060
iter 30 value 41.946220
iter 40 value 41.655262
iter 50 value 41.561786
iter 60 value 41.556934
final value 41.556349
converged
# weights: 43
initial value 232.327589
iter 10 value 55.959514
iter 20 value 41.736317
iter 30 value 40.454588
iter 40 value 40.390202
iter 50 value 40.363068
iter 60 value 40.360650
iter 70 value 40.339318
iter 80 value 40.323078
iter 90 value 40.320732
iter 100 value 40.320245
final value 40.320245
stopped after 100 iterations
# weights: 11
initial value 226.270020
iter 10 value 81.446497
iter 20 value 71.844263
iter 30 value 71.713338
iter 40 value 71.497246
iter 50 value 71.028809
iter 60 value 20.462805
iter 70 value 10.660479
iter 80 value 9.505210
iter 90 value 9.406504
iter 100 value 9.302496
final value 9.302496
stopped after 100 iterations
# weights: 27
initial value 163.747355
iter 10 value 72.411319
iter 20 value 23.800014
iter 30 value 12.108340
iter 40 value 10.454809
iter 50 value 9.445518
iter 60 value 9.072141
iter 70 value 8.445524
iter 80 value 8.334349
iter 90 value 8.280936
iter 100 value 8.159107
final value 8.159107
stopped after 100 iterations
# weights: 43
initial value 174.161625
iter 10 value 15.590186
iter 20 value 8.090041
iter 30 value 7.495764
iter 40 value 5.425785
iter 50 value 3.492443
iter 60 value 2.579926
iter 70 value 1.801393
iter 80 value 1.605818
iter 90 value 1.438194
iter 100 value 1.406061
final value 1.406061
stopped after 100 iterations
# weights: 11
initial value 173.366176
iter 10 value 40.103125
iter 20 value 3.217915
iter 30 value 0.401729
iter 40 value 0.375188
iter 50 value 0.191370
iter 60 value 0.179908
iter 70 value 0.149980
iter 80 value 0.139615
iter 90 value 0.132052
iter 100 value 0.107429
final value 0.107429
stopped after 100 iterations
# weights: 27
initial value 192.510629
iter 10 value 37.827973
iter 20 value 0.601163
iter 30 value 0.002079
iter 40 value 0.000249
final value 0.000046
converged
# weights: 43
initial value 178.919723
iter 10 value 22.134744
iter 20 value 0.015688
final value 0.000075
converged
# weights: 11
initial value 163.014444
iter 10 value 78.857526
iter 20 value 59.594384
iter 30 value 59.534143
final value 59.534030
converged
# weights: 27
initial value 167.244659
iter 10 value 71.494738
iter 20 value 41.764169
iter 30 value 41.591709
iter 40 value 41.587356
iter 50 value 41.586991
final value 41.586988
converged
# weights: 43
initial value 189.857768
iter 10 value 65.803154
iter 20 value 43.374074
iter 30 value 39.344630
iter 40 value 38.888535
iter 50 value 38.175107
iter 60 value 38.042423
iter 70 value 38.031917
iter 80 value 37.984277
iter 90 value 37.951580
iter 100 value 37.755019
final value 37.755019
stopped after 100 iterations
# weights: 11
initial value 169.357381
iter 10 value 70.767776
iter 20 value 70.041113
iter 30 value 69.350896
iter 40 value 69.302270
iter 50 value 68.853386
iter 60 value 68.781554
iter 70 value 65.731559
iter 80 value 31.131620
iter 90 value 6.996480
iter 100 value 2.844747
final value 2.844747
stopped after 100 iterations
# weights: 27
initial value 193.064264
iter 10 value 8.533800
iter 20 value 0.679235
iter 30 value 0.601449
iter 40 value 0.546993
iter 50 value 0.491642
iter 60 value 0.415630
iter 70 value 0.393526
iter 80 value 0.361635
iter 90 value 0.331091
iter 100 value 0.299660
final value 0.299660
stopped after 100 iterations
# weights: 43
initial value 170.927349
iter 10 value 5.932284
iter 20 value 0.691157
iter 30 value 0.634121
iter 40 value 0.564441
iter 50 value 0.517656
iter 60 value 0.440834
iter 70 value 0.417513
iter 80 value 0.391772
iter 90 value 0.356365
iter 100 value 0.338421
final value 0.338421
stopped after 100 iterations
# weights: 11
initial value 171.874490
iter 10 value 45.327048
iter 20 value 16.536717
iter 30 value 7.086401
iter 40 value 4.321191
iter 50 value 4.029552
iter 60 value 3.513986
iter 70 value 2.472419
iter 80 value 2.141754
iter 90 value 2.075624
iter 100 value 1.785270
final value 1.785270
stopped after 100 iterations
# weights: 27
initial value 191.690477
iter 10 value 28.318498
iter 20 value 0.002107
final value 0.000024
converged
# weights: 43
initial value 196.448996
iter 10 value 6.058610
iter 20 value 0.166848
iter 30 value 0.001136
final value 0.000083
converged
# weights: 11
initial value 193.425739
iter 10 value 87.947993
iter 20 value 59.444652
iter 30 value 58.663199
final value 58.663154
converged
# weights: 27
initial value 177.564258
iter 10 value 58.728264
iter 20 value 42.895990
iter 30 value 41.796401
iter 40 value 41.641649
iter 50 value 41.618934
iter 60 value 41.559350
iter 70 value 41.508421
final value 41.507502
converged
# weights: 43
initial value 180.105517
iter 10 value 53.516423
iter 20 value 39.661167
iter 30 value 38.356706
iter 40 value 37.790150
iter 50 value 37.693536
iter 60 value 37.681394
iter 70 value 37.680199
iter 80 value 37.679760
iter 90 value 37.678647
iter 100 value 37.676436
final value 37.676436
stopped after 100 iterations
# weights: 11
initial value 167.219079
iter 10 value 65.790381
iter 20 value 64.850918
iter 30 value 14.790104
iter 40 value 7.416776
iter 50 value 4.664282
iter 60 value 4.441945
iter 70 value 4.324223
iter 80 value 4.256843
iter 90 value 4.254830
iter 100 value 4.252374
final value 4.252374
stopped after 100 iterations
# weights: 27
initial value 169.943148
iter 10 value 19.963011
iter 20 value 5.683845
iter 30 value 1.354904
iter 40 value 1.225158
iter 50 value 1.048388
iter 60 value 0.905644
iter 70 value 0.799020
iter 80 value 0.769008
iter 90 value 0.550689
iter 100 value 0.506881
final value 0.506881
stopped after 100 iterations
# weights: 43
initial value 169.045209
iter 10 value 12.318231
iter 20 value 1.037381
iter 30 value 0.845810
iter 40 value 0.623769
iter 50 value 0.520045
iter 60 value 0.494090
iter 70 value 0.453393
iter 80 value 0.423670
iter 90 value 0.403056
iter 100 value 0.395517
final value 0.395517
stopped after 100 iterations
# weights: 11
initial value 201.350479
iter 10 value 16.477623
iter 20 value 1.987243
iter 30 value 0.348739
iter 40 value 0.306462
iter 50 value 0.282832
iter 60 value 0.269064
iter 70 value 0.247879
iter 80 value 0.230515
iter 90 value 0.225956
iter 100 value 0.210337
final value 0.210337
stopped after 100 iterations
# weights: 27
initial value 168.726885
iter 10 value 25.827454
iter 20 value 1.614445
iter 30 value 0.000795
final value 0.000092
converged
# weights: 43
initial value 185.235338
iter 10 value 16.126799
iter 20 value 2.544298
iter 30 value 0.015508
final value 0.000085
converged
# weights: 11
initial value 167.624508
iter 10 value 87.940662
iter 20 value 59.719279
iter 30 value 59.652191
final value 59.652180
converged
# weights: 27
initial value 172.788405
iter 10 value 63.094998
iter 20 value 42.714815
iter 30 value 40.850874
iter 40 value 40.008182
iter 50 value 39.878766
iter 60 value 39.866762
iter 70 value 39.866080
final value 39.866079
converged
# weights: 43
initial value 237.060414
iter 10 value 77.018023
iter 20 value 42.139411
iter 30 value 39.460840
iter 40 value 39.069067
iter 50 value 38.715807
iter 60 value 38.679320
iter 70 value 38.656371
iter 80 value 38.630498
iter 90 value 38.618297
iter 100 value 38.587440
final value 38.587440
stopped after 100 iterations
# weights: 11
initial value 164.780012
iter 10 value 60.431444
iter 20 value 10.688576
iter 30 value 2.988285
iter 40 value 2.583909
iter 50 value 2.524462
iter 60 value 2.524097
iter 70 value 2.522455
iter 80 value 2.521680
iter 90 value 2.521550
iter 100 value 2.521523
final value 2.521523
stopped after 100 iterations
# weights: 27
initial value 178.190298
iter 10 value 15.052867
iter 20 value 3.863454
iter 30 value 1.649722
iter 40 value 1.418378
iter 50 value 1.115060
iter 60 value 0.919611
iter 70 value 0.801411
iter 80 value 0.754604
iter 90 value 0.675922
iter 100 value 0.529660
final value 0.529660
stopped after 100 iterations
# weights: 43
initial value 169.447176
iter 10 value 14.960908
iter 20 value 2.136364
iter 30 value 0.749284
iter 40 value 0.645743
iter 50 value 0.541163
iter 60 value 0.473973
iter 70 value 0.434774
iter 80 value 0.422057
iter 90 value 0.401950
iter 100 value 0.390859
final value 0.390859
stopped after 100 iterations
# weights: 11
initial value 169.244631
iter 10 value 35.285887
iter 20 value 8.733952
iter 30 value 8.563009
iter 40 value 8.465991
iter 50 value 8.431089
iter 60 value 8.398938
iter 70 value 8.347505
iter 80 value 8.313431
iter 90 value 8.271839
iter 100 value 8.265519
final value 8.265519
stopped after 100 iterations
# weights: 27
initial value 171.362187
iter 10 value 33.176925
iter 20 value 8.876941
iter 30 value 8.317882
iter 40 value 7.951753
iter 50 value 7.887956
iter 60 value 7.883227
iter 70 value 7.319281
iter 80 value 6.992410
iter 90 value 6.517550
iter 100 value 5.904558
final value 5.904558
stopped after 100 iterations
# weights: 43
initial value 165.386934
iter 10 value 26.361409
iter 20 value 9.204624
iter 30 value 8.588742
iter 40 value 8.399988
iter 50 value 8.313581
iter 60 value 8.288187
iter 70 value 8.276244
iter 80 value 8.270023
iter 90 value 8.267169
iter 100 value 8.251049
final value 8.251049
stopped after 100 iterations
# weights: 11
initial value 166.043042
iter 10 value 81.979718
iter 20 value 61.929601
iter 30 value 61.765299
final value 61.764977
converged
# weights: 27
initial value 177.414135
iter 10 value 66.488408
iter 20 value 41.282746
iter 30 value 40.438244
iter 40 value 40.417582
iter 50 value 40.413574
final value 40.413030
converged
# weights: 43
initial value 228.752010
iter 10 value 84.481880
iter 20 value 41.145609
iter 30 value 39.341718
iter 40 value 39.285711
iter 50 value 39.268480
iter 60 value 39.215147
iter 70 value 39.190297
iter 80 value 39.186863
iter 90 value 39.181428
iter 100 value 39.180722
final value 39.180722
stopped after 100 iterations
# weights: 11
initial value 177.843811
iter 10 value 73.019422
iter 20 value 70.530608
iter 30 value 32.846978
iter 40 value 21.840268
iter 50 value 9.868536
iter 60 value 9.229131
iter 70 value 9.175025
iter 80 value 9.090544
iter 90 value 9.086276
iter 100 value 9.084126
final value 9.084126
stopped after 100 iterations
# weights: 27
initial value 210.761231
iter 10 value 89.941073
iter 20 value 9.402954
iter 30 value 8.347179
iter 40 value 8.115638
iter 50 value 7.995552
iter 60 value 7.933798
iter 70 value 7.734616
iter 80 value 7.629484
iter 90 value 7.430055
iter 100 value 7.383461
final value 7.383461
stopped after 100 iterations
# weights: 43
initial value 165.586526
iter 10 value 10.583302
iter 20 value 8.524138
iter 30 value 7.641817
iter 40 value 5.663123
iter 50 value 3.564969
iter 60 value 1.825397
iter 70 value 1.464687
iter 80 value 1.290446
iter 90 value 0.898362
iter 100 value 0.844066
final value 0.844066
stopped after 100 iterations
# weights: 11
initial value 161.531414
iter 10 value 58.778813
iter 20 value 26.918156
iter 30 value 6.474536
iter 40 value 6.094293
iter 50 value 6.078977
iter 60 value 6.064860
iter 70 value 6.059962
iter 80 value 6.035417
iter 90 value 6.012293
iter 100 value 5.991967
final value 5.991967
stopped after 100 iterations
# weights: 27
initial value 191.294501
iter 10 value 26.989059
iter 20 value 7.182893
iter 30 value 6.386179
iter 40 value 6.071565
iter 50 value 5.914381
iter 60 value 5.732031
iter 70 value 5.478817
iter 80 value 4.075462
iter 90 value 0.023045
iter 100 value 0.004777
final value 0.004777
stopped after 100 iterations
# weights: 43
initial value 191.909911
iter 10 value 10.490092
iter 20 value 5.748485
iter 30 value 3.216788
iter 40 value 0.000736
final value 0.000086
converged
# weights: 11
initial value 160.763197
iter 10 value 62.117038
iter 20 value 58.583773
final value 58.583742
converged
# weights: 27
initial value 176.454744
iter 10 value 69.264829
iter 20 value 50.720245
iter 30 value 41.904487
iter 40 value 40.615769
iter 50 value 40.473023
iter 60 value 40.420584
iter 70 value 40.409274
iter 80 value 40.321997
iter 90 value 40.307238
final value 40.307229
converged
# weights: 43
initial value 183.411195
iter 10 value 56.780639
iter 20 value 38.448185
iter 30 value 36.510146
iter 40 value 36.347949
iter 50 value 36.305421
iter 60 value 36.272274
iter 70 value 36.265149
iter 80 value 36.262836
iter 90 value 36.260476
iter 100 value 36.259391
final value 36.259391
stopped after 100 iterations
# weights: 11
initial value 166.637106
iter 10 value 58.921292
iter 20 value 56.233220
iter 30 value 24.228947
iter 40 value 9.946532
iter 50 value 6.873819
iter 60 value 6.834053
iter 70 value 6.791802
iter 80 value 6.791482
iter 90 value 6.791388
final value 6.791343
converged
# weights: 27
initial value 160.648004
iter 10 value 35.349399
iter 20 value 10.023045
iter 30 value 6.712711
iter 40 value 5.550547
iter 50 value 1.068654
iter 60 value 0.799207
iter 70 value 0.747660
iter 80 value 0.720734
iter 90 value 0.689578
iter 100 value 0.661722
final value 0.661722
stopped after 100 iterations
# weights: 43
initial value 184.373613
iter 10 value 10.459546
iter 20 value 6.258429
iter 30 value 2.911503
iter 40 value 1.723674
iter 50 value 1.209857
iter 60 value 0.994893
iter 70 value 0.873778
iter 80 value 0.755479
iter 90 value 0.704570
iter 100 value 0.680965
final value 0.680965
stopped after 100 iterations
# weights: 11
initial value 169.069427
iter 10 value 68.425260
iter 20 value 67.847318
final value 67.846803
converged
# weights: 27
initial value 190.977842
iter 10 value 56.340518
iter 20 value 5.509398
iter 30 value 0.258319
iter 40 value 0.000324
final value 0.000072
converged
# weights: 43
initial value 211.028767
iter 10 value 32.405545
iter 20 value 0.539910
iter 30 value 0.001402
iter 40 value 0.000350
final value 0.000089
converged
# weights: 11
initial value 174.663690
iter 10 value 82.876664
iter 20 value 60.783510
iter 30 value 60.047191
final value 60.046924
converged
# weights: 27
initial value 180.781124
iter 10 value 64.090117
iter 20 value 42.327921
iter 30 value 41.379690
iter 40 value 41.345803
iter 50 value 41.338497
iter 60 value 41.338167
final value 41.338164
converged
# weights: 43
initial value 212.724883
iter 10 value 50.393410
iter 20 value 42.315570
iter 30 value 41.302114
iter 40 value 40.867889
iter 50 value 40.797329
iter 60 value 40.769884
iter 70 value 40.769013
iter 80 value 40.768676
iter 90 value 40.768647
final value 40.768633
converged
# weights: 11
initial value 186.039891
iter 10 value 65.951044
iter 20 value 38.168729
iter 30 value 21.483394
iter 40 value 13.555358
iter 50 value 11.521425
iter 60 value 10.805818
iter 70 value 8.800763
iter 80 value 8.399272
iter 90 value 7.219607
iter 100 value 5.886092
final value 5.886092
stopped after 100 iterations
# weights: 27
initial value 171.636017
iter 10 value 7.778381
iter 20 value 2.039605
iter 30 value 1.658208
iter 40 value 1.271855
iter 50 value 1.173617
iter 60 value 0.980984
iter 70 value 0.916893
iter 80 value 0.840720
iter 90 value 0.728768
iter 100 value 0.675132
final value 0.675132
stopped after 100 iterations
# weights: 43
initial value 195.878902
iter 10 value 23.384146
iter 20 value 2.761079
iter 30 value 1.569708
iter 40 value 1.089197
iter 50 value 0.845828
iter 60 value 0.762340
iter 70 value 0.673970
iter 80 value 0.656399
iter 90 value 0.605904
iter 100 value 0.568448
final value 0.568448
stopped after 100 iterations
# weights: 11
initial value 165.143374
iter 10 value 68.106481
iter 20 value 67.301958
final value 67.301216
converged
# weights: 27
initial value 174.765550
iter 10 value 25.276243
iter 20 value 7.971275
iter 30 value 7.832892
iter 40 value 7.632797
iter 50 value 6.962268
iter 60 value 5.404795
iter 70 value 5.319646
iter 80 value 5.312756
iter 90 value 5.273398
iter 100 value 5.178496
final value 5.178496
stopped after 100 iterations
# weights: 43
initial value 162.427970
iter 10 value 15.481176
iter 20 value 8.021218
iter 30 value 3.851486
iter 40 value 0.207182
iter 50 value 0.047700
iter 60 value 0.017259
iter 70 value 0.012812
iter 80 value 0.002569
iter 90 value 0.000289
iter 100 value 0.000159
final value 0.000159
stopped after 100 iterations
# weights: 11
initial value 166.726020
iter 10 value 117.462405
iter 20 value 62.386564
iter 30 value 59.995110
final value 59.994420
converged
# weights: 27
initial value 192.511300
iter 10 value 60.471823
iter 20 value 45.184775
iter 30 value 42.531470
iter 40 value 41.820118
iter 50 value 41.800051
iter 60 value 41.796405
iter 70 value 41.794964
iter 70 value 41.794963
iter 70 value 41.794963
final value 41.794963
converged
# weights: 43
initial value 211.549228
iter 10 value 52.251150
iter 20 value 41.184832
iter 30 value 40.815453
iter 40 value 40.760607
iter 50 value 40.745720
iter 60 value 40.735535
iter 70 value 40.629912
iter 80 value 40.571147
iter 90 value 40.561829
iter 100 value 40.550783
final value 40.550783
stopped after 100 iterations
# weights: 11
initial value 172.450847
iter 10 value 70.089372
iter 20 value 67.451122
iter 30 value 67.432520
iter 40 value 67.426526
iter 50 value 67.368916
iter 60 value 65.369480
iter 70 value 21.391417
iter 80 value 9.796516
iter 90 value 8.801445
iter 100 value 8.782684
final value 8.782684
stopped after 100 iterations
# weights: 27
initial value 193.050819
iter 10 value 33.234673
iter 20 value 8.476398
iter 30 value 8.377780
iter 40 value 8.190645
iter 50 value 8.110003
iter 60 value 8.070228
iter 70 value 7.728806
iter 80 value 6.245558
iter 90 value 6.192813
iter 100 value 6.169620
final value 6.169620
stopped after 100 iterations
# weights: 43
initial value 181.162483
iter 10 value 32.636636
iter 20 value 8.123536
iter 30 value 7.700523
iter 40 value 7.107142
iter 50 value 6.521350
iter 60 value 6.482485
iter 70 value 6.409671
iter 80 value 6.324371
iter 90 value 6.299645
iter 100 value 6.167998
final value 6.167998
stopped after 100 iterations
# weights: 11
initial value 206.200509
iter 10 value 146.528382
iter 20 value 18.861540
iter 30 value 4.144005
iter 40 value 3.558036
iter 50 value 3.057523
iter 60 value 2.866289
iter 70 value 2.110895
iter 80 value 1.823103
iter 90 value 1.449826
iter 100 value 1.124422
final value 1.124422
stopped after 100 iterations
# weights: 27
initial value 176.423468
iter 10 value 8.123213
iter 20 value 2.530302
iter 30 value 0.001113
final value 0.000059
converged
# weights: 43
initial value 175.520038
iter 10 value 9.466263
iter 20 value 0.167593
iter 30 value 0.000547
final value 0.000038
converged
# weights: 11
initial value 186.284849
iter 10 value 115.770088
iter 20 value 73.252244
iter 30 value 59.219724
iter 40 value 57.700261
final value 57.700241
converged
# weights: 27
initial value 173.811654
iter 10 value 81.192022
iter 20 value 57.047212
iter 30 value 40.396283
iter 40 value 38.914558
iter 50 value 38.358904
iter 60 value 38.252642
final value 38.251093
converged
# weights: 43
initial value 224.669660
iter 10 value 46.473483
iter 20 value 37.747378
iter 30 value 37.141561
iter 40 value 37.000264
iter 50 value 36.982768
iter 60 value 36.976747
iter 70 value 36.976369
iter 80 value 36.975982
iter 90 value 36.975914
final value 36.975904
converged
# weights: 11
initial value 171.813871
iter 10 value 116.186335
iter 20 value 22.697324
iter 30 value 8.938866
iter 40 value 5.878832
iter 50 value 5.443080
iter 60 value 5.233464
iter 70 value 4.710258
iter 80 value 4.600432
iter 90 value 4.560894
iter 100 value 4.552541
final value 4.552541
stopped after 100 iterations
# weights: 27
initial value 193.508761
iter 10 value 66.023354
iter 20 value 64.644861
iter 30 value 64.591297
iter 40 value 64.572559
iter 50 value 51.827233
iter 60 value 5.654131
iter 70 value 1.521592
iter 80 value 0.991163
iter 90 value 0.972548
iter 100 value 0.936679
final value 0.936679
stopped after 100 iterations
# weights: 43
initial value 160.734076
iter 10 value 13.511048
iter 20 value 1.236653
iter 30 value 0.886538
iter 40 value 0.743107
iter 50 value 0.675953
iter 60 value 0.607611
iter 70 value 0.529768
iter 80 value 0.494164
iter 90 value 0.480475
iter 100 value 0.450174
final value 0.450174
stopped after 100 iterations
# weights: 11
initial value 191.495736
iter 10 value 51.260694
iter 20 value 12.898570
iter 30 value 10.373356
iter 40 value 10.197178
iter 50 value 10.117694
iter 60 value 10.091533
iter 70 value 10.078502
iter 80 value 10.075579
iter 90 value 10.050525
iter 100 value 10.046258
final value 10.046258
stopped after 100 iterations
# weights: 27
initial value 170.753939
iter 10 value 22.990123
iter 20 value 11.303553
iter 30 value 10.902975
iter 40 value 10.234755
iter 50 value 10.110200
iter 60 value 10.072913
iter 70 value 10.062454
iter 80 value 10.046911
iter 90 value 10.038153
iter 100 value 10.028494
final value 10.028494
stopped after 100 iterations
# weights: 43
initial value 176.802116
iter 10 value 24.226445
iter 20 value 10.502477
iter 30 value 10.189571
iter 40 value 9.989221
iter 50 value 9.766900
iter 60 value 8.933526
iter 70 value 7.958556
iter 80 value 5.285618
iter 90 value 4.548936
iter 100 value 4.542148
final value 4.542148
stopped after 100 iterations
# weights: 11
initial value 204.401515
iter 10 value 161.528307
iter 20 value 70.818968
iter 30 value 62.857542
final value 62.848206
converged
# weights: 27
initial value 167.153201
iter 10 value 75.241070
iter 20 value 46.585186
iter 30 value 44.941480
iter 40 value 44.726273
iter 50 value 44.602951
iter 60 value 44.324142
iter 70 value 44.225481
final value 44.225090
converged
# weights: 43
initial value 180.494022
iter 10 value 65.760348
iter 20 value 45.229775
iter 30 value 43.048167
iter 40 value 42.915001
iter 50 value 42.908123
iter 60 value 42.905947
iter 70 value 42.903555
iter 80 value 42.902852
iter 90 value 42.902268
iter 100 value 42.901845
final value 42.901845
stopped after 100 iterations
# weights: 11
initial value 161.883260
iter 10 value 71.315790
iter 20 value 71.277944
iter 30 value 66.711884
iter 40 value 31.690573
iter 50 value 13.954819
iter 60 value 11.152188
iter 70 value 10.960210
iter 80 value 10.898987
iter 90 value 10.893514
iter 100 value 10.890574
final value 10.890574
stopped after 100 iterations
# weights: 27
initial value 176.147884
iter 10 value 80.911495
iter 20 value 18.522374
iter 30 value 11.526502
iter 40 value 10.246754
iter 50 value 10.029312
iter 60 value 9.974422
iter 70 value 9.863427
iter 80 value 9.792700
iter 90 value 9.751717
iter 100 value 9.714525
final value 9.714525
stopped after 100 iterations
# weights: 43
initial value 182.984212
iter 10 value 21.134802
iter 20 value 11.009847
iter 30 value 10.608677
iter 40 value 10.375770
iter 50 value 10.342407
iter 60 value 10.284261
iter 70 value 10.242586
iter 80 value 10.036796
iter 90 value 9.744186
iter 100 value 9.665989
final value 9.665989
stopped after 100 iterations
# weights: 11
initial value 173.420606
iter 10 value 60.930026
iter 20 value 37.778615
iter 30 value 6.758267
iter 40 value 4.502775
iter 50 value 4.390104
iter 60 value 4.374656
iter 70 value 4.368347
iter 80 value 4.352776
iter 90 value 4.349430
iter 100 value 4.344872
final value 4.344872
stopped after 100 iterations
# weights: 27
initial value 183.308255
iter 10 value 60.415271
iter 20 value 21.899313
iter 30 value 4.625219
iter 40 value 4.455852
iter 50 value 4.408325
iter 60 value 4.375972
iter 70 value 4.354833
iter 80 value 4.347240
iter 90 value 4.343154
iter 100 value 4.338405
final value 4.338405
stopped after 100 iterations
# weights: 43
initial value 176.187558
iter 10 value 7.120796
iter 20 value 4.374056
iter 30 value 4.362666
iter 40 value 4.341074
iter 50 value 4.254910
iter 60 value 4.122262
iter 70 value 4.068791
iter 80 value 4.038087
iter 90 value 4.030894
iter 100 value 4.029424
final value 4.029424
stopped after 100 iterations
# weights: 11
initial value 203.741840
iter 10 value 161.391024
iter 20 value 69.871077
iter 30 value 57.325713
final value 57.325705
converged
# weights: 27
initial value 157.657456
iter 10 value 61.194012
iter 20 value 41.589358
iter 30 value 38.734030
iter 40 value 38.264558
iter 50 value 38.136533
final value 38.135432
converged
# weights: 43
initial value 220.107234
iter 10 value 76.222803
iter 20 value 39.751466
iter 30 value 38.296313
iter 40 value 37.406328
iter 50 value 36.935018
iter 60 value 36.914359
iter 70 value 36.906585
iter 80 value 36.905738
iter 90 value 36.905511
iter 100 value 36.905422
final value 36.905422
stopped after 100 iterations
# weights: 11
initial value 178.149626
iter 10 value 111.057456
iter 20 value 46.382932
iter 30 value 5.551173
iter 40 value 5.148906
iter 50 value 5.137312
iter 60 value 5.132455
iter 70 value 5.129558
iter 80 value 5.128977
iter 90 value 5.128567
iter 100 value 5.128511
final value 5.128511
stopped after 100 iterations
# weights: 27
initial value 162.868898
iter 10 value 16.703099
iter 20 value 4.900139
iter 30 value 4.768392
iter 40 value 4.573264
iter 50 value 4.564420
iter 60 value 4.550611
iter 70 value 4.541192
iter 80 value 4.532974
iter 90 value 4.518064
iter 100 value 4.513465
final value 4.513465
stopped after 100 iterations
# weights: 43
initial value 168.105173
iter 10 value 28.907864
iter 20 value 4.994231
iter 30 value 4.529368
iter 40 value 4.299016
iter 50 value 4.259358
iter 60 value 4.158808
iter 70 value 4.076158
iter 80 value 3.917594
iter 90 value 2.821043
iter 100 value 1.796420
final value 1.796420
stopped after 100 iterations
# weights: 11
initial value 208.480921
iter 10 value 110.856000
iter 20 value 22.075508
iter 30 value 14.218663
iter 40 value 5.667343
iter 50 value 4.578340
iter 60 value 4.544610
iter 70 value 4.544248
final value 4.543966
converged
# weights: 27
initial value 178.741304
iter 10 value 66.794214
iter 20 value 53.919213
iter 30 value 17.337062
iter 40 value 5.372153
iter 50 value 4.644413
iter 60 value 4.611725
iter 70 value 4.596727
iter 80 value 4.595101
iter 90 value 4.581750
iter 100 value 4.561686
final value 4.561686
stopped after 100 iterations
# weights: 43
initial value 174.318300
iter 10 value 16.728765
iter 20 value 4.597875
iter 30 value 4.544064
iter 40 value 4.495977
iter 50 value 4.194782
iter 60 value 3.990247
iter 70 value 3.972938
iter 80 value 3.942473
iter 90 value 3.940139
iter 100 value 3.937257
final value 3.937257
stopped after 100 iterations
# weights: 11
initial value 170.075763
iter 10 value 100.706474
iter 20 value 58.594344
iter 30 value 58.401678
iter 30 value 58.401678
iter 30 value 58.401678
final value 58.401678
converged
# weights: 27
initial value 184.199212
iter 10 value 72.419686
iter 20 value 43.140844
iter 30 value 38.472143
iter 40 value 37.817015
iter 50 value 37.710307
iter 60 value 37.643846
iter 70 value 37.638563
final value 37.638560
converged
# weights: 43
initial value 200.278399
iter 10 value 67.597983
iter 20 value 38.341792
iter 30 value 36.811660
iter 40 value 36.522105
iter 50 value 36.432491
iter 60 value 36.405509
iter 70 value 36.391025
iter 80 value 36.390890
final value 36.390758
converged
# weights: 11
initial value 163.912545
iter 10 value 67.164613
iter 20 value 67.123051
iter 30 value 67.099988
iter 40 value 29.423834
iter 50 value 10.822510
iter 60 value 6.079046
iter 70 value 5.275545
iter 80 value 5.163921
iter 90 value 5.159919
iter 100 value 5.159588
final value 5.159588
stopped after 100 iterations
# weights: 27
initial value 175.072254
iter 10 value 53.350764
iter 20 value 6.723801
iter 30 value 4.582249
iter 40 value 4.236416
iter 50 value 3.822282
iter 60 value 3.704484
iter 70 value 3.643917
iter 80 value 3.505643
iter 90 value 3.316338
iter 100 value 2.490160
final value 2.490160
stopped after 100 iterations
# weights: 43
initial value 165.869003
iter 10 value 35.246533
iter 20 value 5.091979
iter 30 value 4.900115
iter 40 value 4.797350
iter 50 value 4.766517
iter 60 value 3.792021
iter 70 value 3.264122
iter 80 value 3.050767
iter 90 value 2.865407
iter 100 value 2.794975
final value 2.794975
stopped after 100 iterations
# weights: 11
initial value 175.407080
iter 10 value 82.911269
iter 20 value 22.410946
iter 30 value 8.694370
iter 40 value 3.702152
iter 50 value 2.848463
iter 60 value 2.682673
iter 70 value 2.650166
iter 80 value 2.621570
iter 90 value 2.433847
iter 100 value 2.313356
final value 2.313356
stopped after 100 iterations
# weights: 27
initial value 179.152076
iter 10 value 18.958086
iter 20 value 2.691742
iter 30 value 0.095680
final value 0.000044
converged
# weights: 43
initial value 182.367096
iter 10 value 19.331582
iter 20 value 2.314033
iter 30 value 0.030899
final value 0.000093
converged
# weights: 11
initial value 176.492828
iter 10 value 88.334623
iter 20 value 63.267828
iter 30 value 59.261708
final value 59.259151
converged
# weights: 27
initial value 167.265815
iter 10 value 77.277356
iter 20 value 40.438332
iter 30 value 38.907860
iter 40 value 38.562125
iter 50 value 38.509172
iter 60 value 38.505757
iter 70 value 38.502386
final value 38.502365
converged
# weights: 43
initial value 172.985744
iter 10 value 62.738071
iter 20 value 42.634737
iter 30 value 39.416894
iter 40 value 38.264636
iter 50 value 37.671541
iter 60 value 37.484315
iter 70 value 37.434261
iter 80 value 37.328103
iter 90 value 37.315432
iter 100 value 37.306819
final value 37.306819
stopped after 100 iterations
# weights: 11
initial value 177.432047
iter 10 value 68.317087
iter 20 value 30.328000
iter 30 value 5.637029
iter 40 value 3.852486
iter 50 value 3.637837
iter 60 value 3.614600
iter 70 value 3.584985
iter 80 value 3.577218
iter 90 value 3.577201
final value 3.577195
converged
# weights: 27
initial value 166.635357
iter 10 value 47.347202
iter 20 value 7.441727
iter 30 value 6.342734
iter 40 value 5.732624
iter 50 value 4.908389
iter 60 value 4.073882
iter 70 value 2.836802
iter 80 value 2.256484
iter 90 value 2.140995
iter 100 value 1.372874
final value 1.372874
stopped after 100 iterations
# weights: 43
initial value 175.563395
iter 10 value 22.930428
iter 20 value 2.757270
iter 30 value 2.398785
iter 40 value 2.132660
iter 50 value 1.713866
iter 60 value 1.502651
iter 70 value 1.231658
iter 80 value 1.126330
iter 90 value 1.028095
iter 100 value 0.887164
final value 0.887164
stopped after 100 iterations
# weights: 11
initial value 180.593982
iter 10 value 70.319352
iter 20 value 10.007307
iter 30 value 3.173437
iter 40 value 1.786226
iter 50 value 1.319745
iter 60 value 1.021601
iter 70 value 0.890288
iter 80 value 0.732092
iter 90 value 0.684835
iter 100 value 0.622291
final value 0.622291
stopped after 100 iterations
# weights: 27
initial value 164.455113
iter 10 value 11.590712
iter 20 value 0.023750
iter 30 value 0.000445
final value 0.000049
converged
# weights: 43
initial value 216.931368
iter 10 value 55.928983
iter 20 value 2.678354
iter 30 value 0.178540
iter 40 value 0.014966
iter 50 value 0.001254
iter 60 value 0.000364
iter 70 value 0.000140
final value 0.000062
converged
# weights: 11
initial value 173.125604
iter 10 value 85.546979
iter 20 value 58.455475
iter 30 value 58.104236
final value 58.104036
converged
# weights: 27
initial value 166.127013
iter 10 value 76.381438
iter 20 value 44.564270
iter 30 value 41.034336
iter 40 value 39.765617
iter 50 value 38.946425
iter 60 value 38.746807
iter 70 value 38.700832
final value 38.699646
converged
# weights: 43
initial value 187.169477
iter 10 value 72.279328
iter 20 value 40.675348
iter 30 value 38.020838
iter 40 value 37.904675
iter 50 value 37.598807
iter 60 value 37.463006
iter 70 value 37.442390
iter 80 value 37.424655
iter 90 value 37.422265
iter 100 value 37.416788
final value 37.416788
stopped after 100 iterations
# weights: 11
initial value 166.705934
iter 10 value 5.515620
iter 20 value 3.205457
iter 30 value 2.553667
iter 40 value 2.372334
iter 50 value 2.091209
iter 60 value 2.004573
iter 70 value 2.002155
iter 80 value 2.001164
iter 90 value 1.999773
iter 100 value 1.998730
final value 1.998730
stopped after 100 iterations
# weights: 27
initial value 204.917582
iter 10 value 6.910112
iter 20 value 3.407070
iter 30 value 2.607016
iter 40 value 2.269416
iter 50 value 1.854816
iter 60 value 1.765661
iter 70 value 1.462462
iter 80 value 1.418310
iter 90 value 1.385843
iter 100 value 1.356467
final value 1.356467
stopped after 100 iterations
# weights: 43
initial value 171.589909
iter 10 value 28.829331
iter 20 value 1.706882
iter 30 value 0.658024
iter 40 value 0.621315
iter 50 value 0.566361
iter 60 value 0.493733
iter 70 value 0.461314
iter 80 value 0.432296
iter 90 value 0.425063
iter 100 value 0.407771
final value 0.407771
stopped after 100 iterations
# weights: 11
initial value 177.362592
iter 10 value 71.442906
iter 20 value 71.156531
final value 71.156138
converged
# weights: 27
initial value 168.545408
iter 10 value 15.064021
iter 20 value 6.591520
iter 30 value 6.216128
iter 40 value 5.444809
iter 50 value 5.094902
iter 60 value 5.022968
iter 70 value 4.991299
iter 80 value 4.891367
iter 90 value 4.862826
iter 100 value 4.783820
final value 4.783820
stopped after 100 iterations
# weights: 43
initial value 177.158467
iter 10 value 16.543021
iter 20 value 6.673278
iter 30 value 6.542973
iter 40 value 5.195530
iter 50 value 4.424468
iter 60 value 4.132632
iter 70 value 4.024222
iter 80 value 3.765732
iter 90 value 3.642387
iter 100 value 3.622560
final value 3.622560
stopped after 100 iterations
# weights: 11
initial value 174.253075
iter 10 value 63.114685
iter 20 value 59.736770
final value 59.736769
converged
# weights: 27
initial value 170.045435
iter 10 value 87.404694
iter 20 value 42.677399
iter 30 value 40.867422
iter 40 value 40.834181
iter 50 value 40.831763
iter 50 value 40.831763
iter 50 value 40.831763
final value 40.831763
converged
# weights: 43
initial value 193.782581
iter 10 value 54.133801
iter 20 value 40.082307
iter 30 value 39.889752
iter 40 value 39.845546
iter 50 value 39.834817
iter 60 value 39.833249
iter 70 value 39.833070
final value 39.832945
converged
# weights: 11
initial value 174.166614
iter 10 value 82.183822
iter 20 value 69.928369
iter 30 value 69.861140
iter 40 value 69.198244
iter 50 value 63.948877
iter 60 value 19.968324
iter 70 value 9.772301
iter 80 value 7.675123
iter 90 value 7.431187
iter 100 value 7.371784
final value 7.371784
stopped after 100 iterations
# weights: 27
initial value 167.887484
iter 10 value 14.369713
iter 20 value 7.440233
iter 30 value 7.104109
iter 40 value 6.985464
iter 50 value 6.810379
iter 60 value 6.782816
iter 70 value 6.467849
iter 80 value 5.601668
iter 90 value 5.395962
iter 100 value 5.307348
final value 5.307348
stopped after 100 iterations
# weights: 43
initial value 211.466982
iter 10 value 8.069031
iter 20 value 6.891713
iter 30 value 6.856450
iter 40 value 6.806516
iter 50 value 6.548816
iter 60 value 6.235234
iter 70 value 5.639214
iter 80 value 4.421390
iter 90 value 1.513125
iter 100 value 0.819714
final value 0.819714
stopped after 100 iterations
# weights: 11
initial value 173.464129
iter 10 value 26.322466
iter 20 value 2.079366
iter 30 value 0.033258
iter 40 value 0.028844
iter 50 value 0.027205
iter 60 value 0.026040
iter 70 value 0.024524
iter 80 value 0.023385
iter 90 value 0.022289
iter 100 value 0.021883
final value 0.021883
stopped after 100 iterations
# weights: 27
initial value 172.689645
iter 10 value 11.632033
iter 20 value 0.067080
iter 30 value 0.003662
iter 40 value 0.000121
final value 0.000087
converged
# weights: 43
initial value 168.522383
iter 10 value 14.737522
iter 20 value 0.053383
iter 30 value 0.000332
final value 0.000075
converged
# weights: 11
initial value 173.738787
iter 10 value 83.308854
iter 20 value 59.970078
iter 30 value 58.221569
final value 58.213670
converged
# weights: 27
initial value 183.408150
iter 10 value 92.662413
iter 20 value 44.191948
iter 30 value 41.478648
iter 40 value 41.037288
iter 50 value 40.964034
iter 60 value 40.843975
iter 70 value 40.736586
final value 40.736521
converged
# weights: 43
initial value 198.991170
iter 10 value 61.271224
iter 20 value 38.816970
iter 30 value 38.140845
iter 40 value 38.091821
iter 50 value 38.062953
iter 60 value 38.045436
iter 70 value 38.042973
iter 80 value 38.042526
final value 38.042520
converged
# weights: 11
initial value 179.483888
iter 10 value 67.952267
iter 20 value 67.431138
iter 30 value 67.358830
iter 40 value 67.293381
iter 50 value 67.262620
iter 60 value 22.980419
iter 70 value 4.020403
iter 80 value 1.378049
iter 90 value 1.331654
iter 100 value 1.313289
final value 1.313289
stopped after 100 iterations
# weights: 27
initial value 183.264265
iter 10 value 67.768638
iter 20 value 67.370689
iter 30 value 60.352400
iter 40 value 4.201190
iter 50 value 0.445861
iter 60 value 0.416399
iter 70 value 0.395997
iter 80 value 0.347351
iter 90 value 0.289227
iter 100 value 0.273170
final value 0.273170
stopped after 100 iterations
# weights: 43
initial value 161.505024
iter 10 value 8.886215
iter 20 value 0.392042
iter 30 value 0.338920
iter 40 value 0.306847
iter 50 value 0.299674
iter 60 value 0.271848
iter 70 value 0.259078
iter 80 value 0.255340
iter 90 value 0.250020
iter 100 value 0.244669
final value 0.244669
stopped after 100 iterations
# weights: 11
initial value 180.950305
iter 10 value 78.503765
iter 20 value 76.900348
final value 76.898890
converged
# weights: 27
initial value 180.338182
iter 10 value 21.064363
iter 20 value 0.449630
iter 30 value 0.000230
final value 0.000090
converged
# weights: 43
initial value 170.564922
iter 10 value 3.875543
iter 20 value 0.028826
iter 30 value 0.001255
final value 0.000066
converged
# weights: 11
initial value 174.090855
iter 10 value 99.982927
iter 20 value 66.089655
iter 30 value 60.421826
final value 60.421278
converged
# weights: 27
initial value 171.861112
iter 10 value 76.634729
iter 20 value 41.943731
iter 30 value 40.626547
iter 40 value 40.399798
iter 50 value 40.193596
iter 60 value 39.512370
iter 70 value 39.220191
iter 80 value 39.203472
final value 39.203455
converged
# weights: 43
initial value 171.651620
iter 10 value 59.310193
iter 20 value 39.534660
iter 30 value 38.080651
iter 40 value 37.994479
iter 50 value 37.978418
iter 60 value 37.974102
iter 70 value 37.973675
iter 80 value 37.973087
iter 90 value 37.972882
iter 100 value 37.972637
final value 37.972637
stopped after 100 iterations
# weights: 11
initial value 178.106366
iter 10 value 78.359463
iter 20 value 77.078870
iter 30 value 77.049037
iter 40 value 77.001623
iter 50 value 76.963749
iter 60 value 76.949192
iter 70 value 76.845368
iter 80 value 57.909471
iter 90 value 11.077791
iter 100 value 2.118583
final value 2.118583
stopped after 100 iterations
# weights: 27
initial value 218.386511
iter 10 value 4.974282
iter 20 value 0.542786
iter 30 value 0.462260
iter 40 value 0.411945
iter 50 value 0.355437
iter 60 value 0.340812
iter 70 value 0.324814
iter 80 value 0.316296
iter 90 value 0.294948
iter 100 value 0.282148
final value 0.282148
stopped after 100 iterations
# weights: 43
initial value 185.774515
iter 10 value 19.516260
iter 20 value 1.348987
iter 30 value 0.974049
iter 40 value 0.727508
iter 50 value 0.475885
iter 60 value 0.385939
iter 70 value 0.326026
iter 80 value 0.306111
iter 90 value 0.289578
iter 100 value 0.276523
final value 0.276523
stopped after 100 iterations
# weights: 11
initial value 200.949347
iter 10 value 47.532879
iter 20 value 6.012517
iter 30 value 5.101785
iter 40 value 5.079079
iter 50 value 5.063300
iter 60 value 5.059363
iter 70 value 5.046799
iter 80 value 5.039107
iter 90 value 5.037472
iter 100 value 5.035198
final value 5.035198
stopped after 100 iterations
# weights: 27
initial value 169.932610
iter 10 value 72.716586
iter 20 value 5.498940
iter 30 value 5.122377
iter 40 value 5.099120
iter 50 value 5.003585
iter 60 value 4.980623
iter 70 value 4.976915
iter 80 value 4.975268
iter 90 value 4.961425
iter 100 value 4.910541
final value 4.910541
stopped after 100 iterations
# weights: 43
initial value 175.286892
iter 10 value 9.297635
iter 20 value 5.438224
iter 30 value 5.169826
iter 40 value 4.165945
iter 50 value 2.111587
iter 60 value 0.054896
iter 70 value 0.009581
final value 0.000058
converged
# weights: 11
initial value 166.085648
iter 10 value 151.925714
iter 20 value 62.510602
iter 30 value 60.352812
final value 60.330047
converged
# weights: 27
initial value 185.317016
iter 10 value 67.741100
iter 20 value 44.284618
iter 30 value 41.028942
iter 40 value 40.474751
iter 50 value 40.304041
iter 60 value 40.287541
iter 70 value 40.286985
final value 40.286984
converged
# weights: 43
initial value 184.097959
iter 10 value 54.802449
iter 20 value 41.003679
iter 30 value 39.175312
iter 40 value 39.030002
iter 50 value 38.991513
iter 60 value 38.984511
iter 70 value 38.982683
iter 80 value 38.980565
final value 38.980413
converged
# weights: 11
initial value 172.279609
iter 10 value 123.650570
iter 20 value 19.203174
iter 30 value 5.879150
iter 40 value 5.803543
iter 50 value 5.768631
iter 60 value 5.746137
iter 70 value 5.742243
iter 80 value 5.731462
iter 90 value 5.729975
iter 100 value 5.728563
final value 5.728563
stopped after 100 iterations
# weights: 27
initial value 167.824382
iter 10 value 73.382744
iter 20 value 14.625687
iter 30 value 5.482171
iter 40 value 5.437271
iter 50 value 5.300791
iter 60 value 5.215186
iter 70 value 5.189708
iter 80 value 5.155619
iter 90 value 5.102755
iter 100 value 4.983647
final value 4.983647
stopped after 100 iterations
# weights: 43
initial value 177.721646
iter 10 value 6.573815
iter 20 value 5.539368
iter 30 value 5.410883
iter 40 value 5.305627
iter 50 value 5.175229
iter 60 value 4.768078
iter 70 value 2.731365
iter 80 value 1.972528
iter 90 value 0.915339
iter 100 value 0.839076
final value 0.839076
stopped after 100 iterations
# weights: 11
initial value 169.713509
iter 10 value 21.531390
iter 20 value 2.513102
iter 30 value 0.146244
iter 40 value 0.060145
iter 50 value 0.050329
iter 60 value 0.047511
iter 70 value 0.043060
iter 80 value 0.032346
iter 90 value 0.032008
iter 100 value 0.031084
final value 0.031084
stopped after 100 iterations
# weights: 27
initial value 179.617982
iter 10 value 27.318067
iter 20 value 0.902997
iter 30 value 0.000835
final value 0.000087
converged
# weights: 43
initial value 201.071904
iter 10 value 6.715391
iter 20 value 0.019695
final value 0.000055
converged
# weights: 11
initial value 173.016996
iter 10 value 89.011159
iter 20 value 58.814868
iter 30 value 57.659817
final value 57.659780
converged
# weights: 27
initial value 225.529831
iter 10 value 53.121404
iter 20 value 39.544366
iter 30 value 38.084191
iter 40 value 37.844384
iter 50 value 37.841488
iter 60 value 37.839909
iter 70 value 37.839316
iter 70 value 37.839316
iter 70 value 37.839316
final value 37.839316
converged
# weights: 43
initial value 172.813329
iter 10 value 64.877939
iter 20 value 40.960604
iter 30 value 37.708827
iter 40 value 36.968916
iter 50 value 36.663917
iter 60 value 36.585983
iter 70 value 36.565761
iter 80 value 36.557361
iter 90 value 36.549242
iter 100 value 36.547018
final value 36.547018
stopped after 100 iterations
# weights: 11
initial value 174.954235
iter 10 value 67.696362
iter 20 value 26.678364
iter 30 value 3.818664
iter 40 value 2.427095
iter 50 value 2.150944
iter 60 value 2.136884
iter 70 value 2.132636
iter 80 value 2.132269
iter 90 value 2.132213
iter 100 value 2.132207
final value 2.132207
stopped after 100 iterations
# weights: 27
initial value 182.560637
iter 10 value 69.129450
iter 20 value 62.242800
iter 30 value 3.598132
iter 40 value 1.132626
iter 50 value 0.994842
iter 60 value 0.898338
iter 70 value 0.746665
iter 80 value 0.465891
iter 90 value 0.432469
iter 100 value 0.397350
final value 0.397350
stopped after 100 iterations
# weights: 43
initial value 174.231829
iter 10 value 5.290293
iter 20 value 0.822158
iter 30 value 0.682218
iter 40 value 0.582839
iter 50 value 0.558111
iter 60 value 0.470106
iter 70 value 0.428881
iter 80 value 0.404525
iter 90 value 0.390402
iter 100 value 0.385380
final value 0.385380
stopped after 100 iterations
# weights: 11
initial value 170.466777
iter 10 value 81.849711
iter 20 value 81.774514
final value 81.774445
converged
# weights: 27
initial value 188.107276
iter 10 value 10.005564
iter 20 value 0.026758
final value 0.000074
converged
# weights: 43
initial value 171.784061
iter 10 value 8.058157
iter 20 value 0.112807
iter 30 value 0.000217
final value 0.000060
converged
# weights: 11
initial value 173.662627
iter 10 value 125.147150
iter 20 value 91.696891
iter 30 value 64.551272
final value 64.342647
converged
# weights: 27
initial value 231.654962
iter 10 value 70.263789
iter 20 value 47.568348
iter 30 value 44.747873
iter 40 value 42.902832
iter 50 value 42.017952
iter 60 value 41.919851
iter 70 value 41.916534
final value 41.916509
converged
# weights: 43
initial value 172.583556
iter 10 value 88.396212
iter 20 value 47.586085
iter 30 value 42.483617
iter 40 value 41.363210
iter 50 value 41.223035
iter 60 value 41.189317
iter 70 value 41.134490
iter 80 value 40.874613
iter 90 value 40.806852
iter 100 value 40.790501
final value 40.790501
stopped after 100 iterations
# weights: 11
initial value 166.002085
iter 10 value 81.946823
iter 20 value 81.924644
iter 30 value 81.211448
iter 40 value 75.074683
iter 50 value 31.887675
iter 60 value 12.119349
iter 70 value 5.514659
iter 80 value 4.557580
iter 90 value 3.197491
iter 100 value 2.954752
final value 2.954752
stopped after 100 iterations
# weights: 27
initial value 165.953489
iter 10 value 81.665658
iter 20 value 9.138295
iter 30 value 0.704275
iter 40 value 0.655689
iter 50 value 0.614331
iter 60 value 0.581958
iter 70 value 0.562224
iter 80 value 0.529868
iter 90 value 0.513370
iter 100 value 0.470710
final value 0.470710
stopped after 100 iterations
# weights: 43
initial value 242.546918
iter 10 value 9.009161
iter 20 value 1.428933
iter 30 value 1.218131
iter 40 value 0.869893
iter 50 value 0.663005
iter 60 value 0.621492
iter 70 value 0.563880
iter 80 value 0.541430
iter 90 value 0.524521
iter 100 value 0.501935
final value 0.501935
stopped after 100 iterations
# weights: 11
initial value 170.138295
iter 10 value 71.602626
iter 20 value 65.081791
iter 30 value 65.071146
iter 40 value 65.067336
iter 50 value 61.386973
iter 60 value 59.153549
iter 70 value 58.731865
iter 80 value 56.832330
iter 90 value 54.784730
iter 100 value 43.727524
final value 43.727524
stopped after 100 iterations
# weights: 27
initial value 161.165016
iter 10 value 10.923598
iter 20 value 0.132358
iter 30 value 0.000395
final value 0.000053
converged
# weights: 43
initial value 168.209502
iter 10 value 33.823606
iter 20 value 1.643315
iter 30 value 0.005557
iter 40 value 0.002739
iter 50 value 0.000201
final value 0.000096
converged
# weights: 11
initial value 180.130128
iter 10 value 82.681540
iter 20 value 56.812670
iter 30 value 55.000569
final value 54.957148
converged
# weights: 27
initial value 177.888049
iter 10 value 63.292999
iter 20 value 35.268812
iter 30 value 34.860229
iter 40 value 34.852514
iter 50 value 34.843198
iter 60 value 34.809211
iter 70 value 34.805413
final value 34.805399
converged
# weights: 43
initial value 173.327788
iter 10 value 67.180256
iter 20 value 37.521606
iter 30 value 35.594328
iter 40 value 33.995731
iter 50 value 33.668585
iter 60 value 33.616946
iter 70 value 33.583763
iter 80 value 33.579561
iter 90 value 33.578647
iter 100 value 33.577092
final value 33.577092
stopped after 100 iterations
# weights: 11
initial value 191.568069
iter 10 value 73.151131
iter 20 value 10.645272
iter 30 value 2.536245
iter 40 value 1.763313
iter 50 value 1.643021
iter 60 value 1.599765
iter 70 value 1.567594
iter 80 value 1.543853
iter 90 value 1.530604
iter 100 value 1.526635
final value 1.526635
stopped after 100 iterations
# weights: 27
initial value 166.051848
iter 10 value 64.198658
iter 20 value 3.692524
iter 30 value 1.002019
iter 40 value 0.562635
iter 50 value 0.529927
iter 60 value 0.499220
iter 70 value 0.452259
iter 80 value 0.378007
iter 90 value 0.359180
iter 100 value 0.342068
final value 0.342068
stopped after 100 iterations
# weights: 43
initial value 164.796429
iter 10 value 62.497985
iter 20 value 8.301636
iter 30 value 0.932941
iter 40 value 0.609131
iter 50 value 0.532874
iter 60 value 0.395995
iter 70 value 0.383805
iter 80 value 0.345255
iter 90 value 0.289373
iter 100 value 0.282891
final value 0.282891
stopped after 100 iterations
# weights: 11
initial value 175.044307
iter 10 value 69.803739
iter 20 value 68.577470
final value 68.576208
converged
# weights: 27
initial value 165.491052
iter 10 value 10.763550
iter 20 value 5.419915
iter 30 value 4.846871
iter 40 value 3.677290
iter 50 value 1.778560
iter 60 value 0.030514
iter 70 value 0.016162
iter 80 value 0.008255
iter 90 value 0.003996
iter 100 value 0.003800
final value 0.003800
stopped after 100 iterations
# weights: 43
initial value 167.095230
iter 10 value 7.329561
iter 20 value 5.789714
iter 30 value 5.630850
iter 40 value 5.586482
iter 50 value 5.570219
iter 60 value 5.562653
iter 70 value 5.557827
iter 80 value 5.555394
iter 90 value 5.553924
iter 100 value 5.553650
final value 5.553650
stopped after 100 iterations
# weights: 11
initial value 168.705268
iter 10 value 86.645493
iter 20 value 59.738291
iter 30 value 58.192122
final value 58.191529
converged
# weights: 27
initial value 192.605153
iter 10 value 91.187007
iter 20 value 46.090173
iter 30 value 39.340731
iter 40 value 38.386176
iter 50 value 38.260213
iter 60 value 38.234238
iter 70 value 38.190027
final value 38.189207
converged
# weights: 43
initial value 168.734139
iter 10 value 45.805780
iter 20 value 38.868584
iter 30 value 37.602608
iter 40 value 37.347205
iter 50 value 37.137227
iter 60 value 37.063539
iter 70 value 37.029936
iter 80 value 37.007138
iter 90 value 36.968615
iter 100 value 36.938941
final value 36.938941
stopped after 100 iterations
# weights: 11
initial value 169.642275
iter 10 value 47.859235
iter 20 value 10.928275
iter 30 value 6.473421
iter 40 value 6.193966
iter 50 value 6.183959
iter 60 value 6.173775
iter 70 value 6.173322
iter 80 value 6.173216
final value 6.173215
converged
# weights: 27
initial value 197.273899
iter 10 value 35.734885
iter 20 value 6.005321
iter 30 value 5.948632
iter 40 value 5.805145
iter 50 value 5.680848
iter 60 value 5.594871
iter 70 value 5.301062
iter 80 value 3.663990
iter 90 value 2.616546
iter 100 value 1.977411
final value 1.977411
stopped after 100 iterations
# weights: 43
initial value 192.203894
iter 10 value 17.859716
iter 20 value 5.926987
iter 30 value 5.811696
iter 40 value 5.748603
iter 50 value 5.704912
iter 60 value 5.694706
iter 70 value 5.675775
iter 80 value 5.667716
iter 90 value 5.665159
iter 100 value 5.661567
final value 5.661567
stopped after 100 iterations
# weights: 11
initial value 168.081262
iter 10 value 71.866577
iter 20 value 71.002286
final value 71.000571
converged
# weights: 27
initial value 178.160230
iter 10 value 59.896203
iter 20 value 23.814945
iter 30 value 3.101018
iter 40 value 0.536735
iter 50 value 0.135324
iter 60 value 0.019151
iter 70 value 0.011003
iter 80 value 0.008843
iter 90 value 0.006154
iter 100 value 0.005619
final value 0.005619
stopped after 100 iterations
# weights: 43
initial value 164.472107
iter 10 value 28.456069
iter 20 value 0.640039
iter 30 value 0.000642
final value 0.000063
converged
# weights: 11
initial value 181.344537
iter 10 value 68.484444
iter 20 value 57.183046
iter 30 value 57.114207
final value 57.114203
converged
# weights: 27
initial value 173.913033
iter 10 value 96.650551
iter 20 value 60.581531
iter 30 value 42.480504
iter 40 value 39.611745
iter 50 value 38.682843
iter 60 value 37.186159
iter 70 value 36.991046
final value 36.989409
converged
# weights: 43
initial value 169.833558
iter 10 value 90.483018
iter 20 value 39.668540
iter 30 value 35.903171
iter 40 value 35.785242
iter 50 value 35.767932
iter 60 value 35.762940
iter 70 value 35.757549
iter 80 value 35.756108
iter 90 value 35.755867
iter 100 value 35.755478
final value 35.755478
stopped after 100 iterations
# weights: 11
initial value 186.217404
iter 10 value 18.504988
iter 20 value 2.510696
iter 30 value 1.819764
iter 40 value 1.719237
iter 50 value 1.528768
iter 60 value 1.477474
iter 70 value 1.398579
iter 80 value 1.372830
iter 90 value 1.361304
iter 100 value 1.352611
final value 1.352611
stopped after 100 iterations
# weights: 27
initial value 183.570716
iter 10 value 5.225175
iter 20 value 0.981598
iter 30 value 0.726295
iter 40 value 0.578334
iter 50 value 0.448435
iter 60 value 0.418006
iter 70 value 0.396621
iter 80 value 0.374330
iter 90 value 0.352951
iter 100 value 0.322601
final value 0.322601
stopped after 100 iterations
# weights: 43
initial value 176.326938
iter 10 value 58.909738
iter 20 value 4.202050
iter 30 value 0.554869
iter 40 value 0.457740
iter 50 value 0.444259
iter 60 value 0.405223
iter 70 value 0.364333
iter 80 value 0.344664
iter 90 value 0.312587
iter 100 value 0.294563
final value 0.294563
stopped after 100 iterations
# weights: 11
initial value 174.285943
iter 10 value 64.883821
iter 20 value 61.990770
iter 30 value 58.655195
iter 40 value 57.913690
iter 50 value 42.356460
iter 60 value 10.323144
iter 70 value 7.008622
iter 80 value 6.140400
iter 90 value 3.156898
iter 100 value 2.490077
final value 2.490077
stopped after 100 iterations
# weights: 27
initial value 171.909985
iter 10 value 53.315275
iter 20 value 5.381811
iter 30 value 0.135882
iter 40 value 0.001121
final value 0.000081
converged
# weights: 43
initial value 179.433761
iter 10 value 42.270513
iter 20 value 6.179607
iter 30 value 4.257642
iter 40 value 1.583777
iter 50 value 0.000739
final value 0.000056
converged
# weights: 11
initial value 181.488163
iter 10 value 85.832618
iter 20 value 67.396383
iter 30 value 58.366622
final value 58.362957
converged
# weights: 27
initial value 202.004409
iter 10 value 59.882687
iter 20 value 41.705398
iter 30 value 39.118999
iter 40 value 38.613458
iter 50 value 38.568361
iter 60 value 38.563717
iter 70 value 38.560270
final value 38.560265
converged
# weights: 43
initial value 189.870011
iter 10 value 68.103783
iter 20 value 40.550945
iter 30 value 37.840130
iter 40 value 37.680915
iter 50 value 37.505199
iter 60 value 37.383410
iter 70 value 37.348261
iter 80 value 37.338459
iter 90 value 37.334386
iter 100 value 37.333483
final value 37.333483
stopped after 100 iterations
# weights: 11
initial value 166.097619
iter 10 value 60.027423
iter 20 value 13.428111
iter 30 value 5.811336
iter 40 value 5.444820
iter 50 value 5.286274
iter 60 value 5.284632
iter 70 value 5.278287
iter 80 value 5.265686
iter 90 value 5.264649
iter 100 value 5.263740
final value 5.263740
stopped after 100 iterations
# weights: 27
initial value 191.562136
iter 10 value 55.368851
iter 20 value 4.496368
iter 30 value 3.653931
iter 40 value 2.645839
iter 50 value 1.688020
iter 60 value 1.648142
iter 70 value 1.543358
iter 80 value 1.436944
iter 90 value 1.337793
iter 100 value 1.288383
final value 1.288383
stopped after 100 iterations
# weights: 43
initial value 163.148497
iter 10 value 8.922988
iter 20 value 2.771288
iter 30 value 1.817289
iter 40 value 1.573103
iter 50 value 1.415195
iter 60 value 1.290657
iter 70 value 1.226651
iter 80 value 1.166350
iter 90 value 1.143512
iter 100 value 1.130192
final value 1.130192
stopped after 100 iterations
# weights: 11
initial value 168.400717
iter 10 value 74.747234
iter 20 value 68.338371
final value 68.331943
converged
# weights: 27
initial value 172.677255
iter 10 value 13.097937
iter 20 value 6.014482
iter 30 value 5.621461
iter 40 value 5.527885
iter 50 value 4.111786
iter 60 value 2.054148
iter 70 value 0.464066
iter 80 value 0.030028
iter 90 value 0.003430
iter 100 value 0.001135
final value 0.001135
stopped after 100 iterations
# weights: 43
initial value 180.438483
iter 10 value 23.318219
iter 20 value 6.609341
iter 30 value 5.644944
iter 40 value 5.282376
iter 50 value 3.885915
iter 60 value 0.859374
iter 70 value 0.010502
iter 80 value 0.004024
iter 90 value 0.002252
iter 100 value 0.000157
final value 0.000157
stopped after 100 iterations
# weights: 11
initial value 175.362413
iter 10 value 60.845156
iter 20 value 56.661258
final value 56.660449
converged
# weights: 27
initial value 173.353983
iter 10 value 82.070654
iter 20 value 43.319487
iter 30 value 38.644226
iter 40 value 37.920862
iter 50 value 37.726161
iter 60 value 37.702009
iter 70 value 37.692270
final value 37.692010
converged
# weights: 43
initial value 174.057615
iter 10 value 56.761490
iter 20 value 37.489774
iter 30 value 36.738710
iter 40 value 36.505253
iter 50 value 36.459814
iter 60 value 36.455010
iter 70 value 36.454268
iter 80 value 36.453868
iter 90 value 36.449650
iter 100 value 36.449200
final value 36.449200
stopped after 100 iterations
# weights: 11
initial value 182.427118
iter 10 value 69.507052
iter 20 value 68.833252
iter 30 value 68.643279
iter 40 value 68.513213
iter 50 value 68.440172
iter 60 value 68.431783
iter 70 value 61.118751
iter 80 value 13.296284
iter 90 value 6.175449
iter 100 value 6.109151
final value 6.109151
stopped after 100 iterations
# weights: 27
initial value 178.127751
iter 10 value 68.672523
iter 20 value 60.339700
iter 30 value 8.035642
iter 40 value 5.683163
iter 50 value 5.633006
iter 60 value 5.597478
iter 70 value 5.568884
iter 80 value 5.227010
iter 90 value 3.195930
iter 100 value 0.792102
final value 0.792102
stopped after 100 iterations
# weights: 43
initial value 165.969602
iter 10 value 8.327087
iter 20 value 5.843290
iter 30 value 5.664209
iter 40 value 5.585972
iter 50 value 5.538814
iter 60 value 5.522573
iter 70 value 5.515885
iter 80 value 5.510010
iter 90 value 5.507692
iter 100 value 5.503871
final value 5.503871
stopped after 100 iterations
# weights: 11
initial value 174.262507
iter 10 value 67.969857
iter 20 value 24.092962
iter 30 value 2.356577
iter 40 value 0.093781
iter 50 value 0.051510
iter 60 value 0.038605
iter 70 value 0.035257
iter 80 value 0.023198
iter 90 value 0.021005
iter 100 value 0.018766
final value 0.018766
stopped after 100 iterations
# weights: 27
initial value 170.728353
final value 66.521310
converged
# weights: 43
initial value 188.302729
iter 10 value 16.204469
iter 20 value 0.122624
final value 0.000074
converged
# weights: 11
initial value 171.459564
iter 10 value 63.958460
iter 20 value 57.176343
final value 57.176340
converged
# weights: 27
initial value 168.191330
iter 10 value 49.957338
iter 20 value 37.642616
iter 30 value 37.135166
iter 40 value 37.114302
iter 50 value 37.107892
final value 37.107890
converged
# weights: 43
initial value 183.473640
iter 10 value 49.657272
iter 20 value 38.841498
iter 30 value 36.882388
iter 40 value 36.679394
iter 50 value 36.615087
iter 60 value 36.611457
iter 70 value 36.611100
iter 80 value 36.610995
iter 80 value 36.610994
iter 80 value 36.610994
final value 36.610994
converged
# weights: 11
initial value 188.900682
iter 10 value 67.477196
iter 20 value 66.679417
iter 30 value 66.661754
iter 40 value 66.649835
iter 50 value 66.577278
iter 60 value 66.348021
iter 70 value 59.648458
iter 80 value 13.520972
iter 90 value 3.489524
iter 100 value 2.087452
final value 2.087452
stopped after 100 iterations
# weights: 27
initial value 169.105350
iter 10 value 15.677921
iter 20 value 0.396393
iter 30 value 0.377967
iter 40 value 0.361396
iter 50 value 0.352619
iter 60 value 0.345042
iter 70 value 0.333986
iter 80 value 0.329269
iter 90 value 0.317558
iter 100 value 0.307838
final value 0.307838
stopped after 100 iterations
# weights: 43
initial value 192.289741
iter 10 value 33.531225
iter 20 value 0.429768
iter 30 value 0.406180
iter 40 value 0.380892
iter 50 value 0.354194
iter 60 value 0.343537
iter 70 value 0.338194
iter 80 value 0.327299
iter 90 value 0.315987
iter 100 value 0.307184
final value 0.307184
stopped after 100 iterations
# weights: 11
initial value 172.940872
iter 10 value 31.862488
iter 20 value 9.864599
iter 30 value 5.880695
iter 40 value 5.593483
iter 50 value 5.587430
iter 60 value 5.583273
iter 70 value 5.549643
iter 80 value 5.527953
iter 90 value 5.523797
iter 100 value 5.517503
final value 5.517503
stopped after 100 iterations
# weights: 27
initial value 174.391290
iter 10 value 10.926855
iter 20 value 5.719020
iter 30 value 5.534418
iter 40 value 5.439171
iter 50 value 5.020932
iter 60 value 4.926746
iter 70 value 4.925876
iter 80 value 4.925117
iter 90 value 4.924792
final value 4.924789
converged
# weights: 43
initial value 191.629776
iter 10 value 8.714201
iter 20 value 5.814587
iter 30 value 5.474450
iter 40 value 4.988150
iter 50 value 4.923032
iter 60 value 4.921960
final value 4.921958
converged
# weights: 11
initial value 185.880789
iter 10 value 78.110864
iter 20 value 58.985100
iter 30 value 58.319793
final value 58.319246
converged
# weights: 27
initial value 167.746120
iter 10 value 80.064626
iter 20 value 40.924923
iter 30 value 40.334754
iter 40 value 39.710075
iter 50 value 39.210912
iter 60 value 39.157663
iter 70 value 39.149404
final value 39.149386
converged
# weights: 43
initial value 169.015847
iter 10 value 62.436792
iter 20 value 40.491578
iter 30 value 38.190291
iter 40 value 37.980851
iter 50 value 37.942393
iter 60 value 37.934543
iter 70 value 37.933953
iter 80 value 37.933914
final value 37.933912
converged
# weights: 11
initial value 173.031488
iter 10 value 147.143226
iter 20 value 34.571790
iter 30 value 16.695840
iter 40 value 7.988829
iter 50 value 6.533853
iter 60 value 6.439863
iter 70 value 6.414667
iter 80 value 6.395534
iter 90 value 6.392454
iter 100 value 6.388628
final value 6.388628
stopped after 100 iterations
# weights: 27
initial value 175.780440
iter 10 value 21.977289
iter 20 value 5.953557
iter 30 value 5.763758
iter 40 value 5.684449
iter 50 value 5.639172
iter 60 value 5.594287
iter 70 value 5.584421
iter 80 value 5.578993
iter 90 value 5.570076
iter 100 value 5.567624
final value 5.567624
stopped after 100 iterations
# weights: 43
initial value 167.606151
iter 10 value 15.578894
iter 20 value 6.108577
iter 30 value 5.980779
iter 40 value 5.832785
iter 50 value 5.748742
iter 60 value 5.372973
iter 70 value 4.264139
iter 80 value 2.633013
iter 90 value 1.803134
iter 100 value 1.419358
final value 1.419358
stopped after 100 iterations
# weights: 11
initial value 167.592055
iter 10 value 73.242162
iter 20 value 70.807998
final value 70.805800
converged
# weights: 27
initial value 186.854334
iter 10 value 10.788336
iter 20 value 2.669725
iter 30 value 0.086864
iter 40 value 0.027957
iter 50 value 0.004726
iter 60 value 0.002928
iter 70 value 0.002004
iter 80 value 0.000315
iter 90 value 0.000163
final value 0.000085
converged
# weights: 43
initial value 240.879191
iter 10 value 5.598120
iter 20 value 0.118787
iter 30 value 0.005772
iter 40 value 0.000487
final value 0.000093
converged
# weights: 11
initial value 183.247493
iter 10 value 92.638021
iter 20 value 55.554690
final value 55.401759
converged
# weights: 27
initial value 164.507200
iter 10 value 53.064177
iter 20 value 39.785969
iter 30 value 37.051589
iter 40 value 36.108789
iter 50 value 35.959774
iter 60 value 35.884284
iter 70 value 35.871833
final value 35.871812
converged
# weights: 43
initial value 170.576014
iter 10 value 66.444363
iter 20 value 37.431672
iter 30 value 35.200293
iter 40 value 34.887390
iter 50 value 34.877197
iter 60 value 34.873724
iter 70 value 34.873282
iter 80 value 34.866714
iter 90 value 34.836728
iter 100 value 34.802714
final value 34.802714
stopped after 100 iterations
# weights: 11
initial value 187.618034
iter 10 value 71.219493
iter 20 value 71.016834
iter 30 value 70.949758
iter 40 value 69.632688
iter 50 value 8.756478
iter 60 value 1.591812
iter 70 value 1.280251
iter 80 value 1.234318
iter 90 value 1.218447
iter 100 value 1.205666
final value 1.205666
stopped after 100 iterations
# weights: 27
initial value 190.337057
iter 10 value 16.219176
iter 20 value 0.640145
iter 30 value 0.513264
iter 40 value 0.480181
iter 50 value 0.451604
iter 60 value 0.395711
iter 70 value 0.381648
iter 80 value 0.323605
iter 90 value 0.288385
iter 100 value 0.261298
final value 0.261298
stopped after 100 iterations
# weights: 43
initial value 186.769562
iter 10 value 18.629607
iter 20 value 1.281490
iter 30 value 0.357939
iter 40 value 0.350544
iter 50 value 0.303827
iter 60 value 0.262511
iter 70 value 0.248166
iter 80 value 0.237234
iter 90 value 0.231139
iter 100 value 0.228385
final value 0.228385
stopped after 100 iterations
# weights: 11
initial value 173.270522
iter 10 value 12.933087
iter 20 value 1.958471
iter 30 value 1.390542
iter 40 value 1.023354
iter 50 value 0.837144
iter 60 value 0.505577
iter 70 value 0.412639
iter 80 value 0.357032
iter 90 value 0.303990
iter 100 value 0.186650
final value 0.186650
stopped after 100 iterations
# weights: 27
initial value 165.444222
iter 10 value 17.534035
iter 20 value 1.649026
iter 30 value 0.022063
iter 40 value 0.000230
final value 0.000082
converged
# weights: 43
initial value 202.074477
iter 10 value 34.014295
iter 20 value 0.012735
iter 30 value 0.000672
final value 0.000079
converged
# weights: 11
initial value 172.923543
iter 10 value 85.565623
iter 20 value 62.046028
iter 30 value 58.182059
final value 58.182057
converged
# weights: 27
initial value 165.626037
iter 10 value 54.265381
iter 20 value 38.790049
iter 30 value 38.397804
iter 40 value 38.289588
iter 50 value 38.284556
final value 38.284533
converged
# weights: 43
initial value 193.490790
iter 10 value 71.891000
iter 20 value 39.885719
iter 30 value 37.849451
iter 40 value 37.170115
iter 50 value 37.049306
iter 60 value 37.026707
iter 70 value 37.003748
iter 80 value 36.993279
iter 90 value 36.992334
iter 100 value 36.983123
final value 36.983123
stopped after 100 iterations
# weights: 11
initial value 171.528772
iter 10 value 70.536873
iter 20 value 70.172961
iter 30 value 70.085072
iter 40 value 70.040139
iter 50 value 70.022532
iter 60 value 69.997762
iter 70 value 69.414731
iter 80 value 9.890199
iter 90 value 1.762012
iter 100 value 1.615524
final value 1.615524
stopped after 100 iterations
# weights: 27
initial value 175.538074
iter 10 value 6.064735
iter 20 value 1.145618
iter 30 value 0.897923
iter 40 value 0.610305
iter 50 value 0.575531
iter 60 value 0.501027
iter 70 value 0.474914
iter 80 value 0.444082
iter 90 value 0.420749
iter 100 value 0.380768
final value 0.380768
stopped after 100 iterations
# weights: 43
initial value 210.474828
iter 10 value 5.365702
iter 20 value 0.571747
iter 30 value 0.478774
iter 40 value 0.459572
iter 50 value 0.425619
iter 60 value 0.407498
iter 70 value 0.383099
iter 80 value 0.377386
iter 90 value 0.369697
iter 100 value 0.356516
final value 0.356516
stopped after 100 iterations
# weights: 11
initial value 169.674288
iter 10 value 68.095169
iter 20 value 67.189755
final value 67.188932
converged
# weights: 27
initial value 168.643816
iter 10 value 5.211333
iter 20 value 0.038798
final value 0.000077
converged
# weights: 43
initial value 196.286315
iter 10 value 28.083857
iter 20 value 1.831729
iter 30 value 0.005085
final value 0.000091
converged
# weights: 11
initial value 178.216383
iter 10 value 87.173394
iter 20 value 58.737593
iter 30 value 57.563104
final value 57.562810
converged
# weights: 27
initial value 169.379809
iter 10 value 52.190184
iter 20 value 40.485720
iter 30 value 40.039279
iter 40 value 39.941648
iter 50 value 39.931358
final value 39.931340
converged
# weights: 43
initial value 172.319607
iter 10 value 62.078337
iter 20 value 37.937489
iter 30 value 36.608016
iter 40 value 36.409727
iter 50 value 36.384959
iter 60 value 36.361933
iter 70 value 36.358844
iter 80 value 36.357562
iter 90 value 36.356369
final value 36.356295
converged
# weights: 11
initial value 176.843668
iter 10 value 71.260868
iter 20 value 9.674148
iter 30 value 4.114630
iter 40 value 3.696069
iter 50 value 3.579721
iter 60 value 3.560116
iter 70 value 3.518957
iter 80 value 3.473648
iter 90 value 3.457059
iter 100 value 3.455935
final value 3.455935
stopped after 100 iterations
# weights: 27
initial value 168.734358
iter 10 value 31.182655
iter 20 value 1.564800
iter 30 value 0.684851
iter 40 value 0.666194
iter 50 value 0.657506
iter 60 value 0.627711
iter 70 value 0.597798
iter 80 value 0.593310
iter 90 value 0.577999
iter 100 value 0.573145
final value 0.573145
stopped after 100 iterations
# weights: 43
initial value 191.287142
iter 10 value 12.824791
iter 20 value 1.273406
iter 30 value 0.971918
iter 40 value 0.794980
iter 50 value 0.690206
iter 60 value 0.634942
iter 70 value 0.544450
iter 80 value 0.494605
iter 90 value 0.454897
iter 100 value 0.409620
final value 0.409620
stopped after 100 iterations
# weights: 11
initial value 172.460741
iter 10 value 22.639964
iter 20 value 3.291439
iter 30 value 0.237748
iter 40 value 0.096036
iter 50 value 0.051998
iter 60 value 0.051445
iter 70 value 0.049215
iter 80 value 0.047770
iter 90 value 0.047161
iter 100 value 0.046425
final value 0.046425
stopped after 100 iterations
# weights: 27
initial value 190.925014
iter 10 value 43.546165
iter 20 value 2.586730
iter 30 value 0.001539
final value 0.000083
converged
# weights: 43
initial value 186.541184
iter 10 value 17.227492
iter 20 value 0.097519
final value 0.000093
converged
# weights: 11
initial value 164.865077
iter 10 value 142.658081
iter 20 value 61.184745
iter 30 value 58.477741
final value 58.477192
converged
# weights: 27
initial value 181.929833
iter 10 value 69.019033
iter 20 value 42.473780
iter 30 value 39.276266
iter 40 value 37.824390
iter 50 value 36.923531
iter 60 value 36.882212
iter 70 value 36.862488
final value 36.862145
converged
# weights: 43
initial value 184.076903
iter 10 value 62.209030
iter 20 value 38.608308
iter 30 value 37.157609
iter 40 value 35.983927
iter 50 value 35.680630
iter 60 value 35.638972
iter 70 value 35.630065
iter 80 value 35.624583
iter 90 value 35.616668
iter 100 value 35.615540
final value 35.615540
stopped after 100 iterations
# weights: 11
initial value 167.619332
iter 10 value 10.480499
iter 20 value 5.696625
iter 30 value 4.284637
iter 40 value 3.650566
iter 50 value 3.531998
iter 60 value 3.410026
iter 70 value 3.387434
iter 80 value 3.381139
iter 90 value 3.376228
iter 100 value 3.375554
final value 3.375554
stopped after 100 iterations
# weights: 27
initial value 172.210729
iter 10 value 16.552945
iter 20 value 0.834147
iter 30 value 0.795693
iter 40 value 0.702981
iter 50 value 0.645693
iter 60 value 0.566849
iter 70 value 0.530717
iter 80 value 0.510011
iter 90 value 0.469359
iter 100 value 0.454044
final value 0.454044
stopped after 100 iterations
# weights: 43
initial value 191.467304
iter 10 value 65.768889
iter 20 value 5.601362
iter 30 value 2.008147
iter 40 value 1.403476
iter 50 value 1.336482
iter 60 value 1.163401
iter 70 value 0.714814
iter 80 value 0.582127
iter 90 value 0.495435
iter 100 value 0.471697
final value 0.471697
stopped after 100 iterations
# weights: 11
initial value 179.237602
iter 10 value 41.786258
iter 20 value 4.971903
iter 30 value 4.761977
iter 40 value 4.744353
iter 50 value 4.723066
iter 60 value 4.720673
iter 70 value 4.717255
iter 80 value 4.715934
iter 90 value 4.701707
iter 100 value 4.695065
final value 4.695065
stopped after 100 iterations
# weights: 27
initial value 168.414757
iter 10 value 49.893094
iter 20 value 6.152887
iter 30 value 5.071798
iter 40 value 4.865330
iter 50 value 4.729556
iter 60 value 4.715026
iter 70 value 4.701006
iter 80 value 4.689983
iter 90 value 4.670271
iter 100 value 4.669259
final value 4.669259
stopped after 100 iterations
# weights: 43
initial value 172.849916
iter 10 value 29.279690
iter 20 value 5.104699
iter 30 value 4.471536
iter 40 value 4.243168
iter 50 value 3.389400
iter 60 value 1.788011
iter 70 value 0.036741
iter 80 value 0.009247
iter 90 value 0.000345
final value 0.000082
converged
# weights: 11
initial value 182.076414
iter 10 value 63.866667
iter 20 value 59.549840
iter 30 value 59.543635
final value 59.543632
converged
# weights: 27
initial value 189.358705
iter 10 value 100.116423
iter 20 value 39.757580
iter 30 value 38.629461
iter 40 value 38.485929
iter 50 value 38.481125
iter 60 value 38.478150
iter 70 value 38.477953
final value 38.477952
converged
# weights: 43
initial value 168.694424
iter 10 value 70.496392
iter 20 value 39.589902
iter 30 value 37.333798
iter 40 value 37.256392
iter 50 value 37.227431
iter 60 value 37.220180
iter 70 value 37.218942
iter 80 value 37.218659
final value 37.218586
converged
# weights: 11
initial value 168.190818
iter 10 value 103.888805
iter 20 value 70.833874
iter 30 value 70.774751
iter 40 value 17.907113
iter 50 value 5.792752
iter 60 value 5.453352
iter 70 value 5.432337
iter 80 value 5.404920
iter 90 value 5.402234
iter 100 value 5.400576
final value 5.400576
stopped after 100 iterations
# weights: 27
initial value 221.244846
iter 10 value 43.021870
iter 20 value 6.387250
iter 30 value 6.180503
iter 40 value 5.651098
iter 50 value 5.615573
iter 60 value 5.576769
iter 70 value 5.543265
iter 80 value 5.414427
iter 90 value 5.388695
iter 100 value 5.261397
final value 5.261397
stopped after 100 iterations
# weights: 43
initial value 203.710068
iter 10 value 19.022104
iter 20 value 5.054156
iter 30 value 4.879442
iter 40 value 4.772000
iter 50 value 4.450790
iter 60 value 4.212976
iter 70 value 3.890620
iter 80 value 3.314124
iter 90 value 2.947262
iter 100 value 1.830878
final value 1.830878
stopped after 100 iterations
# weights: 11
initial value 165.850124
iter 10 value 24.397992
iter 20 value 3.212728
iter 30 value 1.050797
iter 40 value 0.691743
iter 50 value 0.399308
iter 60 value 0.305762
iter 70 value 0.243397
iter 80 value 0.226874
iter 90 value 0.187062
iter 100 value 0.157724
final value 0.157724
stopped after 100 iterations
# weights: 27
initial value 169.191898
iter 10 value 2.693224
iter 20 value 0.014176
iter 30 value 0.000102
iter 30 value 0.000094
iter 30 value 0.000094
final value 0.000094
converged
# weights: 43
initial value 189.576938
iter 10 value 1.430676
iter 20 value 0.023611
iter 30 value 0.002866
iter 40 value 0.000541
final value 0.000072
converged
# weights: 11
initial value 190.549878
iter 10 value 80.094787
iter 20 value 55.728477
final value 55.726459
converged
# weights: 27
initial value 171.247989
iter 10 value 46.614718
iter 20 value 37.870913
iter 30 value 36.425717
iter 40 value 35.737664
iter 50 value 35.481848
iter 60 value 35.459108
iter 70 value 35.435640
final value 35.435430
converged
# weights: 43
initial value 205.823593
iter 10 value 67.896353
iter 20 value 36.817743
iter 30 value 35.230607
iter 40 value 34.507186
iter 50 value 34.477104
iter 60 value 34.443538
iter 70 value 34.433241
iter 80 value 34.394919
iter 90 value 34.329444
iter 100 value 34.249313
final value 34.249313
stopped after 100 iterations
# weights: 11
initial value 177.423601
iter 10 value 43.083525
iter 20 value 5.336598
iter 30 value 3.522377
iter 40 value 2.307769
iter 50 value 2.151890
iter 60 value 1.967095
iter 70 value 1.808693
iter 80 value 1.696323
iter 90 value 1.619601
iter 100 value 1.202455
final value 1.202455
stopped after 100 iterations
# weights: 27
initial value 164.816745
iter 10 value 68.867591
iter 20 value 50.101422
iter 30 value 0.796157
iter 40 value 0.361183
iter 50 value 0.309075
iter 60 value 0.280706
iter 70 value 0.264381
iter 80 value 0.240294
iter 90 value 0.236192
iter 100 value 0.233946
final value 0.233946
stopped after 100 iterations
# weights: 43
initial value 170.382072
iter 10 value 7.264533
iter 20 value 0.674435
iter 30 value 0.536717
iter 40 value 0.403384
iter 50 value 0.288871
iter 60 value 0.255169
iter 70 value 0.246662
iter 80 value 0.237228
iter 90 value 0.231440
iter 100 value 0.225851
final value 0.225851
stopped after 100 iterations
# weights: 11
initial value 172.814560
iter 10 value 27.265685
iter 20 value 5.905922
iter 30 value 2.315881
iter 40 value 1.689318
iter 50 value 1.334710
iter 60 value 1.256517
iter 70 value 1.058636
iter 80 value 0.997479
iter 90 value 0.818219
iter 100 value 0.763880
final value 0.763880
stopped after 100 iterations
# weights: 27
initial value 174.879166
iter 10 value 70.671677
iter 20 value 70.611618
iter 30 value 70.607430
iter 40 value 70.601026
iter 50 value 70.578342
iter 60 value 70.458982
iter 70 value 26.374376
iter 80 value 3.941161
iter 90 value 2.375975
iter 100 value 0.019885
final value 0.019885
stopped after 100 iterations
# weights: 43
initial value 166.594763
iter 10 value 28.946611
iter 20 value 4.447013
iter 30 value 0.047485
iter 40 value 0.003594
iter 50 value 0.000327
final value 0.000081
converged
# weights: 11
initial value 166.316396
iter 10 value 64.735728
iter 20 value 60.324601
iter 30 value 60.319731
final value 60.319706
converged
# weights: 27
initial value 170.475665
iter 10 value 75.840195
iter 20 value 43.172041
iter 30 value 40.847569
iter 40 value 40.561298
iter 50 value 40.557125
final value 40.556929
converged
# weights: 43
initial value 177.744715
iter 10 value 72.622643
iter 20 value 44.394565
iter 30 value 40.090734
iter 40 value 39.428965
iter 50 value 39.299024
iter 60 value 39.248337
iter 70 value 39.242066
iter 80 value 39.239668
final value 39.239535
converged
# weights: 11
initial value 195.156133
iter 10 value 63.033036
iter 20 value 19.200749
iter 30 value 8.516328
iter 40 value 5.347352
iter 50 value 4.514935
iter 60 value 4.403866
iter 70 value 4.152692
iter 80 value 4.145087
iter 90 value 4.100279
iter 100 value 4.096029
final value 4.096029
stopped after 100 iterations
# weights: 27
initial value 174.998805
iter 10 value 28.800644
iter 20 value 4.127999
iter 30 value 1.347247
iter 40 value 1.141208
iter 50 value 1.075361
iter 60 value 0.932613
iter 70 value 0.868947
iter 80 value 0.845989
iter 90 value 0.774064
iter 100 value 0.749546
final value 0.749546
stopped after 100 iterations
# weights: 43
initial value 202.056298
iter 10 value 9.292775
iter 20 value 4.142924
iter 30 value 2.469727
iter 40 value 1.887327
iter 50 value 1.472171
iter 60 value 1.165978
iter 70 value 1.042893
iter 80 value 0.973261
iter 90 value 0.947018
iter 100 value 0.872465
final value 0.872465
stopped after 100 iterations
# weights: 11
initial value 177.670165
final value 70.524706
converged
# weights: 27
initial value 194.445172
iter 10 value 12.163074
iter 20 value 2.616606
iter 30 value 0.001684
final value 0.000097
converged
# weights: 43
initial value 170.585402
iter 10 value 14.427614
iter 20 value 2.224863
iter 30 value 0.048954
final value 0.000057
converged
# weights: 11
initial value 188.515132
iter 10 value 88.741107
iter 20 value 62.229181
iter 30 value 62.147475
final value 62.147456
converged
# weights: 27
initial value 164.641266
iter 10 value 88.781360
iter 20 value 61.898272
iter 30 value 50.758539
iter 40 value 45.707306
iter 50 value 44.956796
iter 60 value 43.142682
iter 70 value 41.786891
iter 80 value 41.594160
final value 41.593483
converged
# weights: 43
initial value 180.904470
iter 10 value 67.955035
iter 20 value 44.499969
iter 30 value 40.863054
iter 40 value 40.439374
iter 50 value 40.404180
iter 60 value 40.392592
iter 70 value 40.385356
iter 80 value 40.381494
iter 90 value 40.377345
iter 100 value 40.367064
final value 40.367064
stopped after 100 iterations
# weights: 11
initial value 177.761065
iter 10 value 70.677054
iter 20 value 70.485130
iter 30 value 68.764744
iter 40 value 54.927764
iter 50 value 22.182477
iter 60 value 8.401878
iter 70 value 6.732336
iter 80 value 4.639817
iter 90 value 4.443258
iter 100 value 4.419987
final value 4.419987
stopped after 100 iterations
# weights: 27
initial value 173.116102
iter 10 value 68.631188
iter 20 value 58.901375
iter 30 value 6.564093
iter 40 value 4.367062
iter 50 value 3.144941
iter 60 value 2.903096
iter 70 value 2.621958
iter 80 value 2.309371
iter 90 value 2.089555
iter 100 value 1.747770
final value 1.747770
stopped after 100 iterations
# weights: 43
initial value 176.680897
iter 10 value 49.473250
iter 20 value 4.115863
iter 30 value 1.985818
iter 40 value 1.671267
iter 50 value 1.568108
iter 60 value 1.479776
iter 70 value 1.391153
iter 80 value 1.282218
iter 90 value 1.243294
iter 100 value 1.199136
final value 1.199136
stopped after 100 iterations
# weights: 11
initial value 181.607572
iter 10 value 73.085141
iter 20 value 71.834424
iter 30 value 71.288927
iter 40 value 70.860556
iter 50 value 70.425851
iter 60 value 69.637259
iter 70 value 65.037085
iter 80 value 61.985072
iter 90 value 53.180920
iter 100 value 27.492540
final value 27.492540
stopped after 100 iterations
# weights: 27
initial value 195.410027
iter 10 value 88.705097
iter 20 value 10.945737
iter 30 value 0.081755
final value 0.000050
converged
# weights: 43
initial value 181.048876
iter 10 value 49.467865
iter 20 value 0.485930
iter 30 value 0.002193
final value 0.000068
converged
# weights: 11
initial value 165.079359
iter 10 value 65.792538
iter 20 value 58.215723
final value 58.214828
converged
# weights: 27
initial value 171.533333
iter 10 value 63.721829
iter 20 value 40.244361
iter 30 value 39.898357
iter 40 value 38.875695
iter 50 value 38.713481
iter 60 value 38.706383
iter 70 value 38.706229
final value 38.706219
converged
# weights: 43
initial value 192.192769
iter 10 value 58.706963
iter 20 value 40.410707
iter 30 value 38.027428
iter 40 value 37.641926
iter 50 value 37.574733
iter 60 value 37.554599
iter 70 value 37.546501
iter 80 value 37.539499
iter 90 value 37.531564
iter 100 value 37.531397
final value 37.531397
stopped after 100 iterations
# weights: 11
initial value 164.178634
iter 10 value 73.016308
iter 20 value 38.345594
iter 30 value 5.065227
iter 40 value 1.775525
iter 50 value 1.611115
iter 60 value 1.594034
iter 70 value 1.592352
iter 80 value 1.591987
iter 90 value 1.591961
iter 100 value 1.591948
final value 1.591948
stopped after 100 iterations
# weights: 27
initial value 240.649363
iter 10 value 20.753826
iter 20 value 0.596994
iter 30 value 0.549358
iter 40 value 0.459818
iter 50 value 0.409621
iter 60 value 0.403084
iter 70 value 0.387389
iter 80 value 0.374621
iter 90 value 0.350819
iter 100 value 0.324356
final value 0.324356
stopped after 100 iterations
# weights: 43
initial value 168.366935
iter 10 value 6.878468
iter 20 value 0.887998
iter 30 value 0.741148
iter 40 value 0.579167
iter 50 value 0.501494
iter 60 value 0.463819
iter 70 value 0.432744
iter 80 value 0.404144
iter 90 value 0.396752
iter 100 value 0.370106
final value 0.370106
stopped after 100 iterations
# weights: 11
initial value 203.232377
iter 10 value 128.513469
iter 20 value 24.502419
iter 30 value 7.033922
iter 40 value 6.626424
iter 50 value 6.489099
iter 60 value 6.463209
iter 70 value 6.431927
iter 80 value 6.409009
iter 90 value 6.405949
iter 100 value 6.332424
final value 6.332424
stopped after 100 iterations
# weights: 27
initial value 171.548321
iter 10 value 37.447653
iter 20 value 7.368391
iter 30 value 6.801224
iter 40 value 6.486816
iter 50 value 5.700382
iter 60 value 4.824442
iter 70 value 4.823748
iter 80 value 4.815019
iter 90 value 4.784279
iter 100 value 4.749559
final value 4.749559
stopped after 100 iterations
# weights: 43
initial value 172.656964
iter 10 value 32.328414
iter 20 value 7.022512
iter 30 value 6.797421
iter 40 value 6.437214
iter 50 value 6.381370
iter 60 value 6.218987
iter 70 value 5.099804
iter 80 value 0.212938
iter 90 value 0.051456
iter 100 value 0.035427
final value 0.035427
stopped after 100 iterations
# weights: 11
initial value 173.642625
iter 10 value 87.332592
iter 20 value 77.889844
iter 30 value 58.480247
final value 58.430515
converged
# weights: 27
initial value 179.327280
iter 10 value 63.011876
iter 20 value 41.538816
iter 30 value 40.955902
iter 40 value 40.925154
iter 50 value 40.922297
final value 40.922293
converged
# weights: 43
initial value 232.287423
iter 10 value 74.489359
iter 20 value 41.737274
iter 30 value 38.914237
iter 40 value 38.024091
iter 50 value 37.923033
iter 60 value 37.895605
iter 70 value 37.851010
iter 80 value 37.846862
iter 90 value 37.839445
iter 100 value 37.838347
final value 37.838347
stopped after 100 iterations
# weights: 11
initial value 179.875360
iter 10 value 47.511469
iter 20 value 8.693109
iter 30 value 7.296131
iter 40 value 7.208295
iter 50 value 7.197046
iter 60 value 7.167343
iter 70 value 7.165407
iter 80 value 7.164801
final value 7.164767
converged
# weights: 27
initial value 167.869967
iter 10 value 48.658511
iter 20 value 9.500943
iter 30 value 7.532019
iter 40 value 7.003326
iter 50 value 6.565796
iter 60 value 4.485988
iter 70 value 1.828384
iter 80 value 1.496754
iter 90 value 1.403212
iter 100 value 1.375828
final value 1.375828
stopped after 100 iterations
# weights: 43
initial value 175.829542
iter 10 value 66.749028
iter 20 value 31.093888
iter 30 value 7.428513
iter 40 value 6.447879
iter 50 value 5.833671
iter 60 value 3.285382
iter 70 value 2.273515
iter 80 value 2.086958
iter 90 value 1.934151
iter 100 value 1.630528
final value 1.630528
stopped after 100 iterations
# weights: 11
initial value 178.156447
iter 10 value 66.113821
iter 20 value 30.595284
iter 30 value 10.351710
iter 40 value 9.826851
iter 50 value 9.811962
iter 60 value 9.804236
iter 70 value 9.802917
iter 80 value 9.788666
iter 90 value 9.783611
iter 100 value 9.781195
final value 9.781195
stopped after 100 iterations
# weights: 27
initial value 192.899592
iter 10 value 53.479313
iter 20 value 10.258051
iter 30 value 9.926940
iter 40 value 9.889044
iter 50 value 9.867279
iter 60 value 9.710286
iter 70 value 9.389739
iter 80 value 8.548732
iter 90 value 7.161993
iter 100 value 5.923432
final value 5.923432
stopped after 100 iterations
# weights: 43
initial value 213.585317
iter 10 value 42.660073
iter 20 value 10.156272
iter 30 value 9.856776
iter 40 value 9.669347
iter 50 value 9.115647
iter 60 value 8.869188
iter 70 value 8.435129
iter 80 value 8.242337
iter 90 value 7.697187
iter 100 value 6.674818
final value 6.674818
stopped after 100 iterations
# weights: 11
initial value 175.736977
iter 10 value 78.336289
iter 20 value 60.166956
final value 59.955360
converged
# weights: 27
initial value 170.924455
iter 10 value 88.346965
iter 20 value 47.555299
iter 30 value 42.993749
iter 40 value 41.630626
iter 50 value 41.540273
iter 60 value 41.537964
iter 70 value 41.537740
iter 70 value 41.537739
iter 70 value 41.537739
final value 41.537739
converged
# weights: 43
initial value 175.910324
iter 10 value 81.753780
iter 20 value 43.637050
iter 30 value 40.784787
iter 40 value 40.653310
iter 50 value 40.582413
iter 60 value 40.555719
iter 70 value 40.549432
iter 80 value 40.546238
iter 90 value 40.545822
iter 100 value 40.543481
final value 40.543481
stopped after 100 iterations
# weights: 11
initial value 164.328218
iter 10 value 67.749527
iter 20 value 67.170438
iter 30 value 67.104687
iter 40 value 67.074741
iter 50 value 66.946381
iter 60 value 65.593769
iter 70 value 64.780821
iter 80 value 19.284685
iter 90 value 10.743458
iter 100 value 10.328324
final value 10.328324
stopped after 100 iterations
# weights: 27
initial value 186.915056
iter 10 value 66.362167
iter 20 value 11.101803
iter 30 value 8.797270
iter 40 value 6.252462
iter 50 value 5.953975
iter 60 value 5.532249
iter 70 value 5.421995
iter 80 value 5.358057
iter 90 value 5.296252
iter 100 value 5.211165
final value 5.211165
stopped after 100 iterations
# weights: 43
initial value 174.713113
iter 10 value 21.596377
iter 20 value 10.996366
iter 30 value 10.702094
iter 40 value 10.181425
iter 50 value 9.296888
iter 60 value 6.607369
iter 70 value 6.126736
iter 80 value 5.437615
iter 90 value 4.912702
iter 100 value 4.694735
final value 4.694735
stopped after 100 iterations
# weights: 11
initial value 173.016205
iter 10 value 39.748755
iter 20 value 7.682744
iter 30 value 6.196815
iter 40 value 5.877486
iter 50 value 5.679874
iter 60 value 5.645944
iter 70 value 5.629452
iter 80 value 5.626965
iter 90 value 5.621492
iter 100 value 5.619910
final value 5.619910
stopped after 100 iterations
# weights: 27
initial value 187.250207
iter 10 value 11.894899
iter 20 value 5.768571
iter 30 value 5.681211
iter 40 value 5.621746
iter 50 value 5.605887
iter 60 value 5.603604
iter 70 value 5.602681
iter 80 value 5.594029
iter 90 value 5.562027
iter 100 value 5.558245
final value 5.558245
stopped after 100 iterations
# weights: 43
initial value 166.083784
iter 10 value 60.754793
iter 20 value 5.911409
iter 30 value 5.684730
iter 40 value 5.640916
iter 50 value 5.612661
iter 60 value 5.607791
iter 70 value 5.603951
iter 80 value 5.602121
iter 90 value 5.600577
final value 5.600296
converged
# weights: 11
initial value 163.973388
iter 10 value 85.182972
iter 20 value 61.031713
iter 30 value 59.475922
final value 59.473722
converged
# weights: 27
initial value 180.007589
iter 10 value 69.054651
iter 20 value 44.034678
iter 30 value 41.973847
iter 40 value 41.557006
iter 50 value 41.240248
iter 60 value 40.769868
iter 70 value 40.620479
final value 40.619881
converged
# weights: 43
initial value 200.981229
iter 10 value 67.377063
iter 20 value 44.178867
iter 30 value 39.608896
iter 40 value 39.522936
iter 50 value 39.443450
iter 60 value 39.426976
iter 70 value 39.392769
iter 80 value 39.371903
iter 90 value 39.353095
iter 100 value 39.348912
final value 39.348912
stopped after 100 iterations
# weights: 11
initial value 192.994670
iter 10 value 57.770806
iter 20 value 10.984679
iter 30 value 6.433575
iter 40 value 6.387582
iter 50 value 6.369052
iter 60 value 6.364965
iter 70 value 6.361074
iter 80 value 6.358816
iter 90 value 6.358586
iter 100 value 6.358496
final value 6.358496
stopped after 100 iterations
# weights: 27
initial value 191.577067
iter 10 value 63.349997
iter 20 value 63.136019
iter 30 value 58.883212
iter 40 value 10.687015
iter 50 value 6.419623
iter 60 value 6.390460
iter 70 value 6.301645
iter 80 value 6.185995
iter 90 value 6.100585
iter 100 value 6.035653
final value 6.035653
stopped after 100 iterations
# weights: 43
initial value 173.219398
iter 10 value 50.498483
iter 20 value 6.542397
iter 30 value 5.732276
iter 40 value 5.435314
iter 50 value 5.235960
iter 60 value 4.869357
iter 70 value 4.298765
iter 80 value 3.384395
iter 90 value 2.632635
iter 100 value 1.863743
final value 1.863743
stopped after 100 iterations
# weights: 11
initial value 167.182356
iter 10 value 84.753087
iter 20 value 69.148800
final value 69.135522
converged
# weights: 27
initial value 169.103156
iter 10 value 53.118563
iter 20 value 8.349033
iter 30 value 4.131252
iter 40 value 0.016804
final value 0.000071
converged
# weights: 43
initial value 182.774123
iter 10 value 8.995326
iter 20 value 0.502125
iter 30 value 0.005224
iter 40 value 0.000133
iter 40 value 0.000074
iter 40 value 0.000074
final value 0.000074
converged
# weights: 11
initial value 169.424548
iter 10 value 83.880298
iter 20 value 59.512724
iter 30 value 59.136321
final value 59.135738
converged
# weights: 27
initial value 165.455944
iter 10 value 59.107147
iter 20 value 42.852983
iter 30 value 39.794378
iter 40 value 39.529128
iter 50 value 39.385473
iter 60 value 39.364929
final value 39.364776
converged
# weights: 43
initial value 167.891515
iter 10 value 66.835845
iter 20 value 42.230610
iter 30 value 38.507213
iter 40 value 38.154770
iter 50 value 38.066540
iter 60 value 38.047085
iter 70 value 38.044826
iter 80 value 38.041742
iter 90 value 38.041220
iter 100 value 38.040933
final value 38.040933
stopped after 100 iterations
# weights: 11
initial value 171.620057
iter 10 value 70.229819
iter 20 value 69.514713
iter 30 value 69.396199
iter 40 value 69.360126
iter 50 value 69.320115
iter 60 value 69.271427
iter 70 value 68.789369
iter 80 value 48.629914
iter 90 value 11.642917
iter 100 value 4.473988
final value 4.473988
stopped after 100 iterations
# weights: 27
initial value 207.120908
iter 10 value 12.520664
iter 20 value 2.105686
iter 30 value 1.058993
iter 40 value 0.931220
iter 50 value 0.876752
iter 60 value 0.837325
iter 70 value 0.789978
iter 80 value 0.774027
iter 90 value 0.757779
iter 100 value 0.744459
final value 0.744459
stopped after 100 iterations
# weights: 43
initial value 197.795540
iter 10 value 12.220280
iter 20 value 2.258421
iter 30 value 0.939115
iter 40 value 0.825875
iter 50 value 0.667680
iter 60 value 0.580325
iter 70 value 0.514046
iter 80 value 0.452772
iter 90 value 0.441814
iter 100 value 0.428556
final value 0.428556
stopped after 100 iterations
# weights: 11
initial value 192.362548
iter 10 value 82.987412
iter 20 value 7.109933
iter 30 value 2.191227
iter 40 value 1.887484
iter 50 value 1.744188
iter 60 value 1.699007
iter 70 value 1.587260
iter 80 value 1.524727
iter 90 value 1.450874
iter 100 value 1.370463
final value 1.370463
stopped after 100 iterations
# weights: 27
initial value 216.365361
iter 10 value 18.221366
iter 20 value 0.986331
iter 30 value 0.002140
iter 40 value 0.000117
iter 40 value 0.000099
iter 40 value 0.000081
final value 0.000081
converged
# weights: 43
initial value 175.236996
iter 10 value 43.504374
iter 20 value 2.931857
iter 30 value 1.341358
iter 40 value 0.300815
iter 50 value 0.000347
final value 0.000084
converged
# weights: 11
initial value 186.884337
iter 10 value 84.141081
iter 20 value 60.126402
iter 30 value 59.932007
final value 59.931986
converged
# weights: 27
initial value 192.435166
iter 10 value 62.972482
iter 20 value 40.315228
iter 30 value 39.778137
iter 40 value 39.600261
iter 50 value 39.581109
iter 60 value 39.580416
iter 70 value 39.580074
final value 39.580064
converged
# weights: 43
initial value 194.323487
iter 10 value 56.612322
iter 20 value 40.013668
iter 30 value 38.675791
iter 40 value 38.526015
iter 50 value 38.470942
iter 60 value 38.439133
iter 70 value 38.414182
iter 80 value 38.406925
iter 90 value 38.405928
iter 100 value 38.404423
final value 38.404423
stopped after 100 iterations
# weights: 11
initial value 165.344658
iter 10 value 12.036083
iter 20 value 4.860190
iter 30 value 4.208127
iter 40 value 4.035789
iter 50 value 3.881857
iter 60 value 3.749399
iter 70 value 3.723815
iter 80 value 3.697482
iter 90 value 3.669608
iter 100 value 3.611880
final value 3.611880
stopped after 100 iterations
# weights: 27
initial value 182.993036
iter 10 value 26.970856
iter 20 value 5.777390
iter 30 value 3.665235
iter 40 value 3.002752
iter 50 value 2.145337
iter 60 value 1.987199
iter 70 value 1.305534
iter 80 value 1.256988
iter 90 value 0.957105
iter 100 value 0.938659
final value 0.938659
stopped after 100 iterations
# weights: 43
initial value 200.008094
iter 10 value 17.380585
iter 20 value 3.976008
iter 30 value 2.044375
iter 40 value 1.375097
iter 50 value 1.235828
iter 60 value 1.196804
iter 70 value 1.143045
iter 80 value 1.090937
iter 90 value 1.075063
iter 100 value 1.038453
final value 1.038453
stopped after 100 iterations
# weights: 11
initial value 183.021471
iter 10 value 81.065658
iter 20 value 74.238923
iter 30 value 71.033906
iter 40 value 70.511579
iter 50 value 70.364592
iter 60 value 70.145786
iter 70 value 69.302300
iter 80 value 69.006563
iter 90 value 68.993561
iter 100 value 68.989512
final value 68.989512
stopped after 100 iterations
# weights: 27
initial value 190.173823
iter 10 value 22.313287
iter 20 value 3.813906
iter 30 value 0.234798
iter 40 value 0.000211
final value 0.000041
converged
# weights: 43
initial value 182.638974
iter 10 value 25.612845
iter 20 value 4.903488
iter 30 value 0.558280
iter 40 value 0.002705
iter 50 value 0.000356
iter 60 value 0.000231
final value 0.000016
converged
# weights: 11
initial value 173.962263
iter 10 value 63.966291
iter 20 value 63.590155
final value 63.590126
converged
# weights: 27
initial value 166.139172
iter 10 value 78.068649
iter 20 value 48.588449
iter 30 value 44.257310
iter 40 value 43.688630
iter 50 value 43.279767
final value 43.278737
converged
# weights: 43
initial value 169.482362
iter 10 value 70.079022
iter 20 value 44.973924
iter 30 value 42.813071
iter 40 value 42.400834
iter 50 value 42.295450
iter 60 value 42.247985
iter 70 value 42.234178
iter 80 value 42.220386
iter 90 value 42.207811
iter 100 value 42.197285
final value 42.197285
stopped after 100 iterations
# weights: 11
initial value 168.335076
iter 10 value 57.531362
iter 20 value 11.821406
iter 30 value 7.409271
iter 40 value 6.658098
iter 50 value 6.415174
iter 60 value 6.374654
iter 70 value 6.317652
iter 80 value 6.296735
iter 90 value 6.294827
iter 100 value 6.294443
final value 6.294443
stopped after 100 iterations
# weights: 27
initial value 166.483340
iter 10 value 24.581050
iter 20 value 8.004006
iter 30 value 7.038632
iter 40 value 6.847188
iter 50 value 6.435628
iter 60 value 6.411925
iter 70 value 6.371057
iter 80 value 6.325479
iter 90 value 6.265190
iter 100 value 5.726102
final value 5.726102
stopped after 100 iterations
# weights: 43
initial value 170.921855
iter 10 value 42.399843
iter 20 value 5.921510
iter 30 value 3.790489
iter 40 value 2.074588
iter 50 value 1.330731
iter 60 value 0.918077
iter 70 value 0.804079
iter 80 value 0.693137
iter 90 value 0.655076
iter 100 value 0.624620
final value 0.624620
stopped after 100 iterations
# weights: 11
initial value 172.183461
iter 10 value 136.587671
iter 20 value 71.849459
iter 30 value 71.765738
iter 40 value 71.750464
iter 50 value 71.710606
iter 60 value 71.243793
iter 70 value 70.468371
iter 80 value 69.428987
iter 90 value 69.415293
iter 100 value 69.410210
final value 69.410210
stopped after 100 iterations
# weights: 27
initial value 168.926550
iter 10 value 17.337985
iter 20 value 7.315628
iter 30 value 6.637174
iter 40 value 5.538386
iter 50 value 4.759503
iter 60 value 4.441272
iter 70 value 4.085357
iter 80 value 3.449234
iter 90 value 3.102399
iter 100 value 2.942135
final value 2.942135
stopped after 100 iterations
# weights: 43
initial value 196.992018
iter 10 value 24.925512
iter 20 value 7.369716
iter 30 value 7.203784
iter 40 value 6.846270
iter 50 value 6.139299
iter 60 value 6.058315
iter 70 value 5.860758
iter 80 value 5.076062
iter 90 value 4.896304
iter 100 value 4.892838
final value 4.892838
stopped after 100 iterations
# weights: 11
initial value 165.513402
iter 10 value 76.762102
iter 20 value 60.439016
iter 30 value 60.240662
final value 60.239747
converged
# weights: 27
initial value 174.761382
iter 10 value 52.849515
iter 20 value 41.235728
iter 30 value 40.688477
iter 40 value 40.665138
final value 40.665122
converged
# weights: 43
initial value 178.257123
iter 10 value 63.902292
iter 20 value 41.693079
iter 30 value 40.171999
iter 40 value 39.486422
iter 50 value 39.416796
iter 60 value 39.404965
iter 70 value 39.399354
iter 80 value 39.399022
final value 39.398986
converged
# weights: 11
initial value 174.319649
iter 10 value 56.632899
iter 20 value 11.241498
iter 30 value 8.138538
iter 40 value 8.049942
iter 50 value 8.001967
iter 60 value 7.998308
iter 70 value 7.987749
iter 80 value 7.980105
iter 90 value 7.979750
final value 7.978918
converged
# weights: 27
initial value 171.715266
iter 10 value 34.136357
iter 20 value 8.285284
iter 30 value 7.749014
iter 40 value 7.382554
iter 50 value 6.915458
iter 60 value 6.606079
iter 70 value 6.487729
iter 80 value 6.290682
iter 90 value 6.129520
iter 100 value 5.660820
final value 5.660820
stopped after 100 iterations
# weights: 43
initial value 167.613722
iter 10 value 12.197701
iter 20 value 8.046244
iter 30 value 7.715790
iter 40 value 7.444796
iter 50 value 6.857253
iter 60 value 6.426401
iter 70 value 6.091814
iter 80 value 5.504912
iter 90 value 4.611792
iter 100 value 3.482105
final value 3.482105
stopped after 100 iterations
# weights: 11
initial value 173.062241
iter 10 value 82.038220
iter 20 value 5.775373
iter 30 value 3.834269
iter 40 value 3.753453
iter 50 value 3.738516
iter 60 value 3.737731
iter 70 value 3.736851
iter 80 value 3.734392
iter 90 value 3.733832
iter 100 value 3.733671
final value 3.733671
stopped after 100 iterations
# weights: 27
initial value 176.649673
iter 10 value 48.603148
iter 20 value 3.944483
iter 30 value 3.884268
iter 40 value 3.780012
iter 50 value 3.770197
iter 60 value 3.757698
iter 70 value 3.750918
iter 80 value 3.744723
iter 90 value 3.741672
iter 100 value 3.700425
final value 3.700425
stopped after 100 iterations
# weights: 43
initial value 185.441402
iter 10 value 21.305567
iter 20 value 3.858250
iter 30 value 3.813630
iter 40 value 3.681805
iter 50 value 3.251271
iter 60 value 3.040339
iter 70 value 2.775539
iter 80 value 1.779828
iter 90 value 0.902333
iter 100 value 0.593506
final value 0.593506
stopped after 100 iterations
# weights: 11
initial value 190.918486
iter 10 value 95.749785
iter 20 value 77.688599
iter 30 value 56.588473
final value 56.541870
converged
# weights: 27
initial value 170.087474
iter 10 value 60.615816
iter 20 value 47.217900
iter 30 value 40.539051
iter 40 value 37.914116
iter 50 value 37.513417
iter 60 value 37.034614
iter 70 value 36.858317
iter 80 value 36.852551
iter 80 value 36.852550
iter 80 value 36.852550
final value 36.852550
converged
# weights: 43
initial value 200.011823
iter 10 value 64.844683
iter 20 value 41.501130
iter 30 value 37.258322
iter 40 value 36.289217
iter 50 value 35.897088
iter 60 value 35.612566
iter 70 value 35.595975
iter 80 value 35.593584
iter 90 value 35.582679
iter 100 value 35.572599
final value 35.572599
stopped after 100 iterations
# weights: 11
initial value 185.688714
iter 10 value 53.088552
iter 20 value 4.961371
iter 30 value 4.292911
iter 40 value 4.257318
iter 50 value 4.249789
iter 60 value 4.248852
iter 70 value 4.247181
iter 80 value 4.246835
iter 90 value 4.246728
iter 100 value 4.246650
final value 4.246650
stopped after 100 iterations
# weights: 27
initial value 177.843485
iter 10 value 11.754933
iter 20 value 4.038485
iter 30 value 3.985972
iter 40 value 3.915833
iter 50 value 3.559103
iter 60 value 3.319969
iter 70 value 2.987756
iter 80 value 1.910928
iter 90 value 1.279978
iter 100 value 1.091832
final value 1.091832
stopped after 100 iterations
# weights: 43
initial value 200.308316
iter 10 value 26.418550
iter 20 value 6.168729
iter 30 value 5.233159
iter 40 value 4.396203
iter 50 value 3.844919
iter 60 value 3.281847
iter 70 value 0.873747
iter 80 value 0.730165
iter 90 value 0.613699
iter 100 value 0.569142
final value 0.569142
stopped after 100 iterations
# weights: 11
initial value 172.328959
iter 10 value 67.006995
iter 20 value 66.626823
iter 30 value 66.615251
iter 40 value 66.610620
final value 66.610534
converged
# weights: 27
initial value 183.915473
iter 10 value 36.080733
iter 20 value 0.993961
iter 30 value 0.079521
iter 40 value 0.002011
iter 50 value 0.000714
iter 60 value 0.000173
iter 70 value 0.000160
final value 0.000082
converged
# weights: 43
initial value 178.402373
iter 10 value 5.611611
iter 20 value 0.012983
final value 0.000055
converged
# weights: 11
initial value 190.273605
iter 10 value 64.695591
iter 20 value 56.702825
final value 56.702743
converged
# weights: 27
initial value 179.574755
iter 10 value 61.364706
iter 20 value 38.069587
iter 30 value 36.582768
iter 40 value 36.406287
iter 50 value 36.315086
iter 60 value 36.307636
iter 70 value 36.298337
final value 36.298332
converged
# weights: 43
initial value 166.705369
iter 10 value 46.711403
iter 20 value 38.006180
iter 30 value 37.064243
iter 40 value 36.695944
iter 50 value 35.960231
iter 60 value 35.425395
iter 70 value 35.092645
iter 80 value 35.078640
iter 90 value 35.074333
iter 100 value 35.067494
final value 35.067494
stopped after 100 iterations
# weights: 11
initial value 166.349045
iter 10 value 67.203829
iter 20 value 61.539633
iter 30 value 19.895846
iter 40 value 2.591268
iter 50 value 1.476673
iter 60 value 1.434083
iter 70 value 1.426359
iter 80 value 1.416775
iter 90 value 1.407644
iter 100 value 1.406192
final value 1.406192
stopped after 100 iterations
# weights: 27
initial value 178.057622
iter 10 value 51.573962
iter 20 value 1.176265
iter 30 value 0.880455
iter 40 value 0.715413
iter 50 value 0.435791
iter 60 value 0.367842
iter 70 value 0.348450
iter 80 value 0.308731
iter 90 value 0.271799
iter 100 value 0.236328
final value 0.236328
stopped after 100 iterations
# weights: 43
initial value 182.924090
iter 10 value 4.987371
iter 20 value 0.474565
iter 30 value 0.429158
iter 40 value 0.376178
iter 50 value 0.316857
iter 60 value 0.278015
iter 70 value 0.263872
iter 80 value 0.251097
iter 90 value 0.246278
iter 100 value 0.237425
final value 0.237425
stopped after 100 iterations
# weights: 11
initial value 165.093441
iter 10 value 77.678637
iter 20 value 71.611774
final value 71.606169
converged
# weights: 27
initial value 172.878831
iter 10 value 10.134499
iter 20 value 0.013659
final value 0.000056
converged
# weights: 43
initial value 175.947626
iter 10 value 21.488387
iter 20 value 0.060295
iter 30 value 0.000259
final value 0.000064
converged
# weights: 11
initial value 189.019193
iter 10 value 88.523755
iter 20 value 58.989061
iter 30 value 58.116544
final value 58.115552
converged
# weights: 27
initial value 164.341069
iter 10 value 61.059434
iter 20 value 38.591134
iter 30 value 38.348756
iter 40 value 38.338475
iter 50 value 38.331366
iter 60 value 38.331334
final value 38.331332
converged
# weights: 43
initial value 179.604897
iter 10 value 42.291667
iter 20 value 36.814439
iter 30 value 35.824313
iter 40 value 35.608555
iter 50 value 35.595783
iter 60 value 35.589256
iter 70 value 35.588273
iter 80 value 35.588016
final value 35.587998
converged
# weights: 11
initial value 177.972362
iter 10 value 95.896067
iter 20 value 72.073341
iter 30 value 72.004176
iter 40 value 71.933009
iter 50 value 71.852901
iter 60 value 71.756844
iter 70 value 71.456815
iter 80 value 33.769880
iter 90 value 7.728435
iter 100 value 1.244400
final value 1.244400
stopped after 100 iterations
# weights: 27
initial value 214.987448
iter 10 value 8.907773
iter 20 value 0.434976
iter 30 value 0.389633
iter 40 value 0.334171
iter 50 value 0.302778
iter 60 value 0.261503
iter 70 value 0.249482
iter 80 value 0.233655
iter 90 value 0.227714
iter 100 value 0.219699
final value 0.219699
stopped after 100 iterations
# weights: 43
initial value 200.414665
iter 10 value 12.507666
iter 20 value 0.750359
iter 30 value 0.618564
iter 40 value 0.456820
iter 50 value 0.360602
iter 60 value 0.332414
iter 70 value 0.316686
iter 80 value 0.298410
iter 90 value 0.281350
iter 100 value 0.253177
final value 0.253177
stopped after 100 iterations
# weights: 11
initial value 173.005703
iter 10 value 65.320629
iter 20 value 63.227632
final value 63.225159
converged
# weights: 27
initial value 163.220409
iter 10 value 28.495352
iter 20 value 6.365771
iter 30 value 6.289315
iter 40 value 6.152108
iter 50 value 5.634946
iter 60 value 5.063229
iter 70 value 5.031266
iter 80 value 5.027639
iter 90 value 5.014996
iter 100 value 4.974787
final value 4.974787
stopped after 100 iterations
# weights: 43
initial value 206.165912
iter 10 value 17.028653
iter 20 value 6.501536
iter 30 value 5.678951
iter 40 value 5.327896
iter 50 value 4.716360
iter 60 value 4.014142
iter 70 value 3.904832
iter 80 value 3.899264
iter 90 value 3.897086
iter 100 value 3.890728
final value 3.890728
stopped after 100 iterations
# weights: 11
initial value 166.140116
iter 10 value 77.069259
iter 20 value 59.373122
iter 30 value 58.847317
final value 58.846896
converged
# weights: 27
initial value 172.190485
iter 10 value 60.784068
iter 20 value 45.223821
iter 30 value 43.716372
iter 40 value 43.530804
iter 50 value 43.498356
iter 60 value 43.491377
iter 70 value 43.491105
final value 43.491091
converged
# weights: 43
initial value 170.703132
iter 10 value 60.431504
iter 20 value 41.845618
iter 30 value 40.126051
iter 40 value 39.936629
iter 50 value 39.794607
iter 60 value 39.721307
iter 70 value 39.664865
iter 80 value 39.582764
iter 90 value 39.511675
iter 100 value 39.488335
final value 39.488335
stopped after 100 iterations
# weights: 11
initial value 168.343629
iter 10 value 78.043377
iter 20 value 13.879945
iter 30 value 8.026089
iter 40 value 7.291113
iter 50 value 7.263693
iter 60 value 7.231304
iter 70 value 7.215290
iter 80 value 7.192281
iter 90 value 7.188460
iter 100 value 7.179034
final value 7.179034
stopped after 100 iterations
# weights: 27
initial value 165.649827
iter 10 value 43.384366
iter 20 value 7.558164
iter 30 value 6.863742
iter 40 value 6.691876
iter 50 value 6.633598
iter 60 value 6.586569
iter 70 value 6.442102
iter 80 value 6.163632
iter 90 value 5.822973
iter 100 value 5.726086
final value 5.726086
stopped after 100 iterations
# weights: 43
initial value 181.502247
iter 10 value 26.203052
iter 20 value 6.707900
iter 30 value 5.937112
iter 40 value 5.543680
iter 50 value 5.235015
iter 60 value 5.105722
iter 70 value 4.900003
iter 80 value 4.824779
iter 90 value 4.775148
iter 100 value 4.527839
final value 4.527839
stopped after 100 iterations
# weights: 11
initial value 164.777497
final value 69.606370
converged
# weights: 27
initial value 172.416515
iter 10 value 22.432433
iter 20 value 1.561899
iter 30 value 0.000713
final value 0.000076
converged
# weights: 43
initial value 178.385035
iter 10 value 25.332458
iter 20 value 0.200117
iter 30 value 0.001084
final value 0.000043
converged
# weights: 11
initial value 172.305945
iter 10 value 94.811986
iter 20 value 62.593955
iter 30 value 60.321854
iter 30 value 60.321854
iter 30 value 60.321854
final value 60.321854
converged
# weights: 27
initial value 178.173280
iter 10 value 68.748961
iter 20 value 43.893066
iter 30 value 41.566326
iter 40 value 41.494945
iter 50 value 41.490371
iter 60 value 41.488912
iter 70 value 41.488476
final value 41.488475
converged
# weights: 43
initial value 203.601046
iter 10 value 66.490884
iter 20 value 43.025075
iter 30 value 41.455980
iter 40 value 40.795698
iter 50 value 40.486305
iter 60 value 40.417836
iter 70 value 40.391900
iter 80 value 40.366921
iter 90 value 40.319453
iter 100 value 40.275214
final value 40.275214
stopped after 100 iterations
# weights: 11
initial value 170.070026
iter 10 value 70.363476
iter 20 value 8.066961
iter 30 value 4.050850
iter 40 value 3.905436
iter 50 value 3.857731
iter 60 value 3.805087
iter 70 value 3.768879
iter 80 value 3.736400
iter 90 value 3.733919
iter 100 value 3.733439
final value 3.733439
stopped after 100 iterations
# weights: 27
initial value 167.929843
iter 10 value 47.988830
iter 20 value 7.337547
iter 30 value 2.888314
iter 40 value 1.926947
iter 50 value 1.796935
iter 60 value 1.311299
iter 70 value 1.251173
iter 80 value 1.080569
iter 90 value 1.008724
iter 100 value 0.801386
final value 0.801386
stopped after 100 iterations
# weights: 43
initial value 185.236275
iter 10 value 21.206091
iter 20 value 4.873587
iter 30 value 1.436164
iter 40 value 1.116452
iter 50 value 1.062243
iter 60 value 0.914170
iter 70 value 0.741931
iter 80 value 0.643762
iter 90 value 0.528934
iter 100 value 0.512689
final value 0.512689
stopped after 100 iterations
# weights: 11
initial value 168.987651
iter 10 value 65.645016
iter 20 value 35.392101
iter 30 value 7.684462
iter 40 value 3.468575
iter 50 value 3.083330
iter 60 value 1.556169
iter 70 value 1.353091
iter 80 value 1.135802
iter 90 value 1.100616
iter 100 value 0.968083
final value 0.968083
stopped after 100 iterations
# weights: 27
initial value 184.518716
iter 10 value 27.308171
iter 20 value 2.678323
iter 30 value 0.001271
final value 0.000061
converged
# weights: 43
initial value 180.686189
iter 10 value 24.448108
iter 20 value 2.910491
iter 30 value 0.005494
final value 0.000080
converged
# weights: 11
initial value 184.524822
iter 10 value 129.538766
iter 20 value 60.276453
final value 60.232738
converged
# weights: 27
initial value 177.736361
iter 10 value 69.093639
iter 20 value 41.636521
iter 30 value 40.644576
iter 40 value 39.467263
iter 50 value 38.712890
iter 60 value 38.650247
iter 70 value 38.641440
final value 38.641410
converged
# weights: 43
initial value 180.591641
iter 10 value 67.585480
iter 20 value 40.645918
iter 30 value 38.060812
iter 40 value 37.689334
iter 50 value 37.550361
iter 60 value 37.533169
iter 70 value 37.526885
iter 80 value 37.522898
iter 90 value 37.522678
iter 100 value 37.521253
final value 37.521253
stopped after 100 iterations
# weights: 11
initial value 176.354079
iter 10 value 70.520173
iter 20 value 66.393794
iter 30 value 50.500551
iter 40 value 11.292522
iter 50 value 4.913447
iter 60 value 4.051913
iter 70 value 3.965337
iter 80 value 3.907781
iter 90 value 3.869002
iter 100 value 3.699799
final value 3.699799
stopped after 100 iterations
# weights: 27
initial value 164.355934
iter 10 value 58.664539
iter 20 value 4.012249
iter 30 value 1.521164
iter 40 value 1.373167
iter 50 value 1.250662
iter 60 value 1.108194
iter 70 value 0.943948
iter 80 value 0.881614
iter 90 value 0.811954
iter 100 value 0.725054
final value 0.725054
stopped after 100 iterations
# weights: 43
initial value 169.972806
iter 10 value 10.328845
iter 20 value 2.688838
iter 30 value 1.459186
iter 40 value 1.071075
iter 50 value 0.783287
iter 60 value 0.735066
iter 70 value 0.673220
iter 80 value 0.657746
iter 90 value 0.640920
iter 100 value 0.618458
final value 0.618458
stopped after 100 iterations
# weights: 11
initial value 165.005011
iter 10 value 16.182240
iter 20 value 4.785036
iter 30 value 1.543138
iter 40 value 1.185204
iter 50 value 0.945860
iter 60 value 0.844493
iter 70 value 0.724698
iter 80 value 0.673980
iter 90 value 0.584448
iter 100 value 0.537925
final value 0.537925
stopped after 100 iterations
# weights: 27
initial value 192.162981
iter 10 value 16.835723
iter 20 value 0.558122
iter 30 value 0.001498
final value 0.000092
converged
# weights: 43
initial value 169.087937
iter 10 value 26.349166
iter 20 value 0.316135
iter 30 value 0.000917
final value 0.000074
converged
# weights: 11
initial value 166.300613
iter 10 value 123.512660
iter 20 value 81.457977
iter 30 value 58.371630
iter 40 value 57.754870
final value 57.754868
converged
# weights: 27
initial value 196.581792
iter 10 value 66.647352
iter 20 value 46.329364
iter 30 value 41.614657
iter 40 value 40.034805
iter 50 value 39.560754
iter 60 value 39.313962
iter 70 value 39.226228
final value 39.223779
converged
# weights: 43
initial value 166.134876
iter 10 value 59.944144
iter 20 value 40.529425
iter 30 value 38.216439
iter 40 value 38.133649
iter 50 value 38.100865
iter 60 value 38.043152
iter 70 value 37.978354
iter 80 value 37.957906
iter 90 value 37.945836
iter 100 value 37.939965
final value 37.939965
stopped after 100 iterations
# weights: 11
initial value 172.417819
iter 10 value 72.829259
iter 20 value 59.120574
iter 30 value 52.076514
iter 40 value 11.895114
iter 50 value 4.425064
iter 60 value 2.697297
iter 70 value 2.215918
iter 80 value 2.025821
iter 90 value 1.956800
iter 100 value 1.937635
final value 1.937635
stopped after 100 iterations
# weights: 27
initial value 191.280782
iter 10 value 64.585503
iter 20 value 64.240310
iter 30 value 63.957755
iter 40 value 63.640671
iter 50 value 19.508439
iter 60 value 1.915860
iter 70 value 0.704067
iter 80 value 0.620439
iter 90 value 0.570313
iter 100 value 0.411498
final value 0.411498
stopped after 100 iterations
# weights: 43
initial value 164.594582
iter 10 value 7.166628
iter 20 value 2.959348
iter 30 value 1.757893
iter 40 value 1.093748
iter 50 value 0.833333
iter 60 value 0.651538
iter 70 value 0.595523
iter 80 value 0.580413
iter 90 value 0.567302
iter 100 value 0.488668
final value 0.488668
stopped after 100 iterations
# weights: 11
initial value 167.380921
iter 10 value 69.673009
iter 20 value 67.909690
final value 67.908119
converged
# weights: 27
initial value 177.584575
iter 10 value 84.536104
iter 20 value 29.583508
iter 30 value 0.592851
iter 40 value 0.092480
iter 50 value 0.004209
iter 60 value 0.000544
iter 70 value 0.000516
iter 80 value 0.000502
iter 90 value 0.000230
final value 0.000039
converged
# weights: 43
initial value 189.974364
iter 10 value 22.245790
iter 20 value 0.158905
iter 30 value 0.000188
final value 0.000089
converged
# weights: 11
initial value 206.714472
iter 10 value 110.824734
iter 20 value 59.579158
iter 30 value 58.260389
final value 58.259052
converged
# weights: 27
initial value 180.306443
iter 10 value 80.737460
iter 20 value 40.897493
iter 30 value 38.852956
iter 40 value 38.769849
iter 50 value 38.748951
iter 60 value 38.746169
iter 70 value 38.746153
iter 70 value 38.746152
iter 70 value 38.746152
final value 38.746152
converged
# weights: 43
initial value 183.204395
iter 10 value 41.941380
iter 20 value 37.095154
iter 30 value 36.245949
iter 40 value 36.098047
iter 50 value 36.066553
iter 60 value 36.046363
iter 70 value 36.040225
iter 80 value 36.037535
iter 90 value 36.035261
iter 100 value 36.035224
final value 36.035224
stopped after 100 iterations
# weights: 11
initial value 168.554572
iter 10 value 59.933857
iter 20 value 6.175316
iter 30 value 2.552305
iter 40 value 2.208113
iter 50 value 2.107761
iter 60 value 2.018869
iter 70 value 1.997904
iter 80 value 1.962469
iter 90 value 1.947639
iter 100 value 1.935304
final value 1.935304
stopped after 100 iterations
# weights: 27
initial value 164.436407
iter 10 value 33.235312
iter 20 value 2.874830
iter 30 value 2.431717
iter 40 value 1.336808
iter 50 value 0.903835
iter 60 value 0.690834
iter 70 value 0.641568
iter 80 value 0.450725
iter 90 value 0.351475
iter 100 value 0.328456
final value 0.328456
stopped after 100 iterations
# weights: 43
initial value 174.630830
iter 10 value 3.459966
iter 20 value 1.096168
iter 30 value 0.869444
iter 40 value 0.619231
iter 50 value 0.493589
iter 60 value 0.453325
iter 70 value 0.420823
iter 80 value 0.395642
iter 90 value 0.360118
iter 100 value 0.346539
final value 0.346539
stopped after 100 iterations
# weights: 11
initial value 167.165874
iter 10 value 11.511169
iter 20 value 7.082908
iter 30 value 6.746946
iter 40 value 6.722849
iter 50 value 6.690716
iter 60 value 6.683432
iter 70 value 6.681181
iter 80 value 6.680710
iter 90 value 6.678171
iter 100 value 6.672923
final value 6.672923
stopped after 100 iterations
# weights: 27
initial value 202.058253
iter 10 value 11.833036
iter 20 value 6.815908
iter 30 value 6.667677
iter 40 value 6.384062
iter 50 value 5.095593
iter 60 value 4.982688
iter 70 value 4.909271
iter 80 value 4.627849
iter 90 value 4.449661
iter 100 value 4.412468
final value 4.412468
stopped after 100 iterations
# weights: 43
initial value 192.643352
iter 10 value 64.886526
iter 20 value 7.867513
iter 30 value 6.754025
iter 40 value 6.662618
iter 50 value 6.516174
iter 60 value 4.397722
iter 70 value 3.173368
iter 80 value 3.048097
iter 90 value 3.016441
iter 100 value 3.014838
final value 3.014838
stopped after 100 iterations
# weights: 11
initial value 180.556392
iter 10 value 121.643181
iter 20 value 86.580657
iter 30 value 59.803435
iter 40 value 59.339339
iter 40 value 59.339339
iter 40 value 59.339339
final value 59.339339
converged
# weights: 27
initial value 157.507949
iter 10 value 44.285865
iter 20 value 40.112734
iter 30 value 39.935966
iter 40 value 39.926245
final value 39.924971
converged
# weights: 43
initial value 188.816966
iter 10 value 72.694965
iter 20 value 42.054350
iter 30 value 39.535598
iter 40 value 38.696289
iter 50 value 38.641838
iter 60 value 38.629797
iter 70 value 38.625367
iter 80 value 38.625036
iter 90 value 38.624291
iter 100 value 38.624055
final value 38.624055
stopped after 100 iterations
# weights: 11
initial value 166.542694
iter 10 value 57.946542
iter 20 value 9.370173
iter 30 value 7.466814
iter 40 value 7.432914
iter 50 value 7.430862
iter 60 value 7.427604
iter 70 value 7.423742
iter 80 value 7.422892
iter 90 value 7.422695
iter 100 value 7.422517
final value 7.422517
stopped after 100 iterations
# weights: 27
initial value 170.495570
iter 10 value 15.294883
iter 20 value 7.163395
iter 30 value 6.993568
iter 40 value 6.969483
iter 50 value 6.745026
iter 60 value 6.668814
iter 70 value 6.535192
iter 80 value 6.304148
iter 90 value 5.742486
iter 100 value 5.601349
final value 5.601349
stopped after 100 iterations
# weights: 43
initial value 162.016226
iter 10 value 46.048541
iter 20 value 8.156797
iter 30 value 6.971317
iter 40 value 6.910689
iter 50 value 6.852198
iter 60 value 6.791005
iter 70 value 6.461935
iter 80 value 4.982531
iter 90 value 2.956522
iter 100 value 2.210555
final value 2.210555
stopped after 100 iterations
# weights: 11
initial value 174.592120
iter 10 value 39.630920
iter 20 value 6.551682
iter 30 value 0.798573
iter 40 value 0.354198
iter 50 value 0.244963
iter 60 value 0.231872
iter 70 value 0.161800
iter 80 value 0.145663
iter 90 value 0.139652
iter 100 value 0.051401
final value 0.051401
stopped after 100 iterations
# weights: 27
initial value 187.157973
iter 10 value 41.345884
iter 20 value 0.844446
iter 30 value 0.001316
final value 0.000059
converged
# weights: 43
initial value 210.365960
iter 10 value 9.725277
iter 20 value 1.602992
iter 30 value 0.000457
final value 0.000051
converged
# weights: 11
initial value 170.342586
iter 10 value 82.373778
iter 20 value 59.459269
iter 30 value 59.357756
final value 59.357469
converged
# weights: 27
initial value 176.571873
iter 10 value 80.211956
iter 20 value 46.053129
iter 30 value 41.172592
iter 40 value 39.639272
iter 50 value 38.943343
iter 60 value 38.724085
iter 70 value 38.611010
final value 38.610356
converged
# weights: 43
initial value 199.873587
iter 10 value 50.291405
iter 20 value 38.063155
iter 30 value 37.503637
iter 40 value 37.480901
iter 50 value 37.479676
iter 60 value 37.479504
final value 37.479501
converged
# weights: 11
initial value 175.719762
iter 10 value 70.701022
iter 20 value 68.904209
iter 30 value 68.862074
iter 40 value 68.793263
iter 50 value 68.752645
iter 60 value 68.703780
iter 70 value 68.675737
iter 80 value 68.630558
iter 90 value 45.224812
iter 100 value 14.141554
final value 14.141554
stopped after 100 iterations
# weights: 27
initial value 181.025390
iter 10 value 62.626944
iter 20 value 13.562851
iter 30 value 6.123443
iter 40 value 4.952728
iter 50 value 3.028224
iter 60 value 2.730636
iter 70 value 2.588411
iter 80 value 2.228595
iter 90 value 1.850536
iter 100 value 1.393442
final value 1.393442
stopped after 100 iterations
# weights: 43
initial value 187.390799
iter 10 value 23.529615
iter 20 value 1.313143
iter 30 value 0.790082
iter 40 value 0.670335
iter 50 value 0.636798
iter 60 value 0.599474
iter 70 value 0.577451
iter 80 value 0.549124
iter 90 value 0.541016
iter 100 value 0.522039
final value 0.522039
stopped after 100 iterations
# weights: 11
initial value 166.513981
iter 10 value 63.360133
iter 20 value 13.736313
iter 30 value 10.422866
iter 40 value 10.141105
iter 50 value 10.071359
iter 60 value 10.044491
iter 70 value 9.945369
iter 80 value 9.812318
iter 90 value 9.795373
iter 100 value 9.726055
final value 9.726055
stopped after 100 iterations
# weights: 27
initial value 170.593206
iter 10 value 12.929522
iter 20 value 10.564811
iter 30 value 10.034702
iter 40 value 9.912778
iter 50 value 9.865543
iter 60 value 9.846720
iter 70 value 9.827090
iter 80 value 9.807642
iter 90 value 9.771431
iter 100 value 9.755643
final value 9.755643
stopped after 100 iterations
# weights: 43
initial value 159.781278
iter 10 value 16.202084
iter 20 value 9.639664
iter 30 value 7.090065
iter 40 value 4.271854
iter 50 value 3.823889
iter 60 value 3.325187
iter 70 value 1.796590
iter 80 value 0.650171
iter 90 value 0.061461
iter 100 value 0.008584
final value 0.008584
stopped after 100 iterations
# weights: 11
initial value 168.653747
iter 10 value 72.894670
iter 20 value 61.310144
final value 61.301770
converged
# weights: 27
initial value 171.758175
iter 10 value 84.785079
iter 20 value 44.042463
iter 30 value 43.395836
iter 40 value 43.348089
iter 50 value 43.345080
iter 60 value 43.344208
final value 43.344160
converged
# weights: 43
initial value 180.313257
iter 10 value 60.105107
iter 20 value 41.330841
iter 30 value 40.339618
iter 40 value 40.046065
iter 50 value 39.868468
iter 60 value 39.851537
iter 70 value 39.849450
iter 80 value 39.849112
final value 39.849066
converged
# weights: 11
initial value 165.773670
iter 10 value 31.323231
iter 20 value 12.686335
iter 30 value 11.146298
iter 40 value 10.710073
iter 50 value 10.607833
iter 60 value 10.591812
iter 70 value 10.553416
iter 80 value 10.517382
iter 90 value 10.514068
final value 10.508696
converged
# weights: 27
initial value 167.783077
iter 10 value 32.690742
iter 20 value 10.422889
iter 30 value 9.904701
iter 40 value 9.696303
iter 50 value 9.680031
iter 60 value 9.671551
iter 70 value 9.621077
iter 80 value 9.568834
iter 90 value 9.312310
iter 100 value 8.242245
final value 8.242245
stopped after 100 iterations
# weights: 43
initial value 180.220060
iter 10 value 52.667908
iter 20 value 11.624120
iter 30 value 9.779217
iter 40 value 8.225905
iter 50 value 7.480419
iter 60 value 7.282643
iter 70 value 6.883025
iter 80 value 6.429977
iter 90 value 5.628697
iter 100 value 5.431232
final value 5.431232
stopped after 100 iterations
# weights: 11
initial value 168.271971
iter 10 value 69.531596
iter 20 value 69.441004
final value 69.440919
converged
# weights: 27
initial value 188.247793
iter 10 value 47.058279
iter 20 value 12.014119
iter 30 value 6.674380
iter 40 value 6.570774
iter 50 value 6.375639
iter 60 value 5.618281
iter 70 value 4.076678
iter 80 value 2.037207
iter 90 value 0.579591
iter 100 value 0.220254
final value 0.220254
stopped after 100 iterations
# weights: 43
initial value 169.942137
iter 10 value 37.184084
iter 20 value 6.616489
iter 30 value 6.568423
iter 40 value 6.503371
iter 50 value 6.429752
iter 60 value 6.417729
iter 70 value 6.398340
iter 80 value 6.237039
iter 90 value 5.644527
iter 100 value 4.806394
final value 4.806394
stopped after 100 iterations
# weights: 11
initial value 177.152307
iter 10 value 79.065976
iter 20 value 60.750153
final value 60.748106
converged
# weights: 27
initial value 223.107699
iter 10 value 94.889272
iter 20 value 45.163247
iter 30 value 43.309492
iter 40 value 42.188388
iter 50 value 42.085872
iter 60 value 42.061692
iter 70 value 41.573240
iter 80 value 40.746200
iter 90 value 40.571776
iter 100 value 40.558349
final value 40.558349
stopped after 100 iterations
# weights: 43
initial value 190.027507
iter 10 value 61.784984
iter 20 value 43.239669
iter 30 value 39.928529
iter 40 value 39.439384
iter 50 value 39.369465
iter 60 value 39.348787
iter 70 value 39.344323
iter 80 value 39.340847
iter 90 value 39.337297
iter 100 value 39.335712
final value 39.335712
stopped after 100 iterations
# weights: 11
initial value 168.398922
iter 10 value 26.594942
iter 20 value 9.013570
iter 30 value 7.809975
iter 40 value 7.522405
iter 50 value 7.488363
iter 60 value 7.459303
iter 70 value 7.419684
iter 80 value 7.414972
iter 90 value 7.413598
iter 100 value 7.412465
final value 7.412465
stopped after 100 iterations
# weights: 27
initial value 168.181916
iter 10 value 66.006496
iter 20 value 23.698218
iter 30 value 16.329842
iter 40 value 9.647987
iter 50 value 8.897609
iter 60 value 7.078058
iter 70 value 6.927821
iter 80 value 6.846557
iter 90 value 6.771195
iter 100 value 6.691383
final value 6.691383
stopped after 100 iterations
# weights: 43
initial value 165.776507
iter 10 value 21.665240
iter 20 value 7.230508
iter 30 value 6.935605
iter 40 value 6.534141
iter 50 value 5.691678
iter 60 value 4.271651
iter 70 value 1.239573
iter 80 value 0.965074
iter 90 value 0.889467
iter 100 value 0.861307
final value 0.861307
stopped after 100 iterations
# weights: 11
initial value 174.684556
iter 10 value 67.270945
iter 20 value 63.751347
final value 63.748053
converged
# weights: 27
initial value 178.175476
iter 10 value 12.923276
iter 20 value 5.557648
iter 30 value 5.262804
iter 40 value 5.124640
iter 50 value 4.849184
iter 60 value 4.127868
iter 70 value 3.879437
iter 80 value 3.807504
iter 90 value 3.778033
iter 100 value 3.610644
final value 3.610644
stopped after 100 iterations
# weights: 43
initial value 183.582796
iter 10 value 6.907378
iter 20 value 5.494448
iter 30 value 5.226636
iter 40 value 4.979983
iter 50 value 3.932782
iter 60 value 2.746597
iter 70 value 2.309736
iter 80 value 1.987687
iter 90 value 1.950979
iter 100 value 1.947225
final value 1.947225
stopped after 100 iterations
# weights: 11
initial value 163.002665
iter 10 value 59.834356
iter 20 value 57.625982
final value 57.625975
converged
# weights: 27
initial value 176.574713
iter 10 value 73.312271
iter 20 value 47.503166
iter 30 value 43.382040
iter 40 value 40.979267
iter 50 value 40.185861
iter 60 value 39.969345
iter 70 value 39.005325
iter 80 value 38.816736
iter 90 value 38.814786
iter 90 value 38.814786
iter 90 value 38.814786
final value 38.814786
converged
# weights: 43
initial value 178.710791
iter 10 value 70.043617
iter 20 value 42.639128
iter 30 value 38.751099
iter 40 value 37.946242
iter 50 value 37.660471
iter 60 value 37.609434
iter 70 value 37.594370
iter 80 value 37.593111
iter 90 value 37.592911
iter 100 value 37.592851
final value 37.592851
stopped after 100 iterations
# weights: 11
initial value 167.642122
iter 10 value 64.206922
iter 20 value 64.029144
iter 30 value 63.888963
iter 40 value 63.533210
iter 50 value 52.512098
iter 60 value 14.108284
iter 70 value 6.560756
iter 80 value 5.938475
iter 90 value 5.892597
iter 100 value 5.836997
final value 5.836997
stopped after 100 iterations
# weights: 27
initial value 176.386511
iter 10 value 62.177726
iter 20 value 17.596663
iter 30 value 5.737520
iter 40 value 5.566633
iter 50 value 5.546322
iter 60 value 5.426507
iter 70 value 5.384255
iter 80 value 4.700917
iter 90 value 3.606461
iter 100 value 3.322437
final value 3.322437
stopped after 100 iterations
# weights: 43
initial value 176.452237
iter 10 value 35.454491
iter 20 value 5.688962
iter 30 value 5.619092
iter 40 value 5.536664
iter 50 value 5.478335
iter 60 value 5.388571
iter 70 value 4.436119
iter 80 value 3.764809
iter 90 value 3.532814
iter 100 value 3.389576
final value 3.389576
stopped after 100 iterations
# weights: 11
initial value 185.127098
iter 10 value 24.971759
iter 20 value 5.974290
iter 30 value 2.348501
iter 40 value 1.759058
iter 50 value 1.625583
iter 60 value 1.509799
iter 70 value 0.356383
iter 80 value 0.231810
iter 90 value 0.196812
iter 100 value 0.194211
final value 0.194211
stopped after 100 iterations
# weights: 27
initial value 163.425569
iter 10 value 55.257005
iter 20 value 2.301905
iter 30 value 0.004840
final value 0.000065
converged
# weights: 43
initial value 189.674507
iter 10 value 63.503882
iter 20 value 57.606473
iter 30 value 52.105829
iter 40 value 25.681015
iter 50 value 12.602733
iter 60 value 0.727503
iter 70 value 0.205544
iter 80 value 0.087388
iter 90 value 0.007678
iter 100 value 0.004436
final value 0.004436
stopped after 100 iterations
# weights: 11
initial value 188.061186
iter 10 value 80.680235
iter 20 value 63.199049
iter 30 value 60.309429
final value 60.309427
converged
# weights: 27
initial value 170.695499
iter 10 value 54.874006
iter 20 value 40.797990
iter 30 value 39.757368
iter 40 value 39.052249
iter 50 value 38.413444
iter 60 value 38.204572
iter 70 value 38.142638
final value 38.140650
converged
# weights: 43
initial value 174.222642
iter 10 value 51.584341
iter 20 value 38.045694
iter 30 value 37.132508
iter 40 value 36.904985
iter 50 value 36.896454
iter 60 value 36.892578
iter 70 value 36.890733
iter 80 value 36.890635
final value 36.890629
converged
# weights: 11
initial value 177.017812
iter 10 value 67.541490
iter 20 value 27.034654
iter 30 value 15.410370
iter 40 value 4.514219
iter 50 value 3.537040
iter 60 value 3.440196
iter 70 value 3.361137
iter 80 value 3.301714
iter 90 value 3.296020
iter 100 value 3.290011
final value 3.290011
stopped after 100 iterations
# weights: 27
initial value 162.226413
iter 10 value 37.664156
iter 20 value 2.676954
iter 30 value 0.918159
iter 40 value 0.796036
iter 50 value 0.740089
iter 60 value 0.684141
iter 70 value 0.599336
iter 80 value 0.562165
iter 90 value 0.538249
iter 100 value 0.502469
final value 0.502469
stopped after 100 iterations
# weights: 43
initial value 190.525610
iter 10 value 13.010774
iter 20 value 2.160153
iter 30 value 1.420320
iter 40 value 1.314627
iter 50 value 0.974772
iter 60 value 0.793184
iter 70 value 0.725321
iter 80 value 0.695113
iter 90 value 0.635103
iter 100 value 0.584473
final value 0.584473
stopped after 100 iterations
# weights: 11
initial value 168.326613
iter 10 value 76.938189
iter 20 value 76.887919
iter 30 value 72.968072
iter 40 value 72.663495
final value 72.661364
converged
# weights: 27
initial value 167.485502
iter 10 value 38.431245
iter 20 value 8.297644
iter 30 value 7.668381
iter 40 value 7.407363
iter 50 value 7.050138
iter 60 value 6.965157
iter 70 value 6.739669
iter 80 value 6.709168
iter 90 value 6.687391
iter 100 value 6.679709
final value 6.679709
stopped after 100 iterations
# weights: 43
initial value 181.471391
iter 10 value 26.398936
iter 20 value 8.143024
iter 30 value 7.822184
iter 40 value 7.152800
iter 50 value 5.724475
iter 60 value 5.275898
iter 70 value 5.040063
iter 80 value 4.244221
iter 90 value 3.851802
iter 100 value 3.829451
final value 3.829451
stopped after 100 iterations
# weights: 11
initial value 163.148206
iter 10 value 114.407001
iter 20 value 64.128152
iter 30 value 61.965043
final value 61.950554
converged
# weights: 27
initial value 203.788033
iter 10 value 61.611194
iter 20 value 46.368344
iter 30 value 44.062037
iter 40 value 41.631724
iter 50 value 41.166625
iter 60 value 41.143640
iter 70 value 41.106386
final value 41.103700
converged
# weights: 43
initial value 197.423321
iter 10 value 55.027087
iter 20 value 41.400353
iter 30 value 40.140631
iter 40 value 40.051192
iter 50 value 39.996434
iter 60 value 39.968092
iter 70 value 39.953923
iter 80 value 39.952302
final value 39.952301
converged
# weights: 11
initial value 180.254309
iter 10 value 41.950718
iter 20 value 15.211063
iter 30 value 9.463293
iter 40 value 8.802076
iter 50 value 8.713443
iter 60 value 8.692474
iter 70 value 8.677781
iter 80 value 8.666946
iter 90 value 8.645441
iter 100 value 8.640065
final value 8.640065
stopped after 100 iterations
# weights: 27
initial value 180.768116
iter 10 value 44.871428
iter 20 value 9.376848
iter 30 value 8.826672
iter 40 value 8.407838
iter 50 value 8.290562
iter 60 value 8.153173
iter 70 value 7.841641
iter 80 value 7.546773
iter 90 value 7.244832
iter 100 value 7.205383
final value 7.205383
stopped after 100 iterations
# weights: 43
initial value 176.203979
iter 10 value 44.620888
iter 20 value 8.557630
iter 30 value 7.906448
iter 40 value 7.725725
iter 50 value 7.520901
iter 60 value 7.422801
iter 70 value 7.373702
iter 80 value 7.246010
iter 90 value 7.167584
iter 100 value 7.004693
final value 7.004693
stopped after 100 iterations
# weights: 11
initial value 167.318707
iter 10 value 60.450475
iter 20 value 12.750206
iter 30 value 3.518053
iter 40 value 2.360387
iter 50 value 0.975468
iter 60 value 0.787831
iter 70 value 0.377584
iter 80 value 0.368090
iter 90 value 0.292547
iter 100 value 0.270199
final value 0.270199
stopped after 100 iterations
# weights: 27
initial value 186.647539
iter 10 value 67.313522
iter 20 value 67.184808
iter 30 value 51.522681
iter 40 value 2.356952
iter 50 value 0.319774
iter 60 value 0.004465
iter 70 value 0.000725
final value 0.000095
converged
# weights: 43
initial value 194.939218
iter 10 value 68.691611
iter 20 value 14.830362
iter 30 value 0.513139
iter 40 value 0.024085
iter 50 value 0.002710
iter 60 value 0.000130
final value 0.000093
converged
# weights: 11
initial value 171.203678
iter 10 value 100.454696
iter 20 value 60.654261
iter 30 value 60.048959
iter 30 value 60.048959
iter 30 value 60.048959
final value 60.048959
converged
# weights: 27
initial value 172.302940
iter 10 value 57.341871
iter 20 value 41.652754
iter 30 value 41.026779
iter 40 value 40.513110
iter 50 value 39.794825
iter 60 value 39.730608
iter 70 value 39.705310
final value 39.705190
converged
# weights: 43
initial value 219.226664
iter 10 value 68.781117
iter 20 value 40.976512
iter 30 value 39.852799
iter 40 value 39.241795
iter 50 value 38.850107
iter 60 value 38.801441
iter 70 value 38.792695
iter 80 value 38.784841
iter 90 value 38.782988
iter 100 value 38.781103
final value 38.781103
stopped after 100 iterations
# weights: 11
initial value 176.432986
iter 10 value 75.543686
iter 20 value 62.761167
iter 30 value 56.428997
iter 40 value 32.335995
iter 50 value 7.374546
iter 60 value 3.515513
iter 70 value 2.959276
iter 80 value 2.462826
iter 90 value 2.209553
iter 100 value 2.145944
final value 2.145944
stopped after 100 iterations
# weights: 27
initial value 173.384189
iter 10 value 14.618060
iter 20 value 4.215422
iter 30 value 3.565261
iter 40 value 3.110544
iter 50 value 2.377731
iter 60 value 2.339917
iter 70 value 2.153958
iter 80 value 1.333438
iter 90 value 1.250139
iter 100 value 0.920322
final value 0.920322
stopped after 100 iterations
# weights: 43
initial value 179.176123
iter 10 value 10.486913
iter 20 value 1.333789
iter 30 value 1.168433
iter 40 value 0.864705
iter 50 value 0.568221
iter 60 value 0.416528
iter 70 value 0.402783
iter 80 value 0.391064
iter 90 value 0.386690
iter 100 value 0.380057
final value 0.380057
stopped after 100 iterations
# weights: 11
initial value 165.560495
iter 10 value 80.097609
iter 20 value 74.697937
final value 74.693446
converged
# weights: 27
initial value 190.536725
iter 10 value 78.772665
iter 20 value 9.229060
iter 30 value 6.609842
iter 40 value 6.551356
iter 50 value 6.498250
iter 60 value 6.491026
iter 70 value 6.465542
iter 80 value 6.380262
iter 90 value 6.094925
iter 100 value 5.147610
final value 5.147610
stopped after 100 iterations
# weights: 43
initial value 208.091047
iter 10 value 12.446600
iter 20 value 6.315257
iter 30 value 5.696106
iter 40 value 4.703402
iter 50 value 4.301978
iter 60 value 4.197672
iter 70 value 4.189621
iter 80 value 4.179351
iter 90 value 4.168413
iter 100 value 4.133217
final value 4.133217
stopped after 100 iterations
# weights: 11
initial value 165.221143
iter 10 value 142.114574
iter 20 value 82.140540
iter 30 value 63.315292
final value 63.251485
converged
# weights: 27
initial value 200.339207
iter 10 value 69.217900
iter 20 value 44.897330
iter 30 value 42.808006
iter 40 value 42.664659
iter 50 value 42.644268
iter 60 value 42.640030
final value 42.639836
converged
# weights: 43
initial value 200.319724
iter 10 value 73.817728
iter 20 value 44.061955
iter 30 value 42.102175
iter 40 value 41.706732
iter 50 value 41.672909
iter 60 value 41.661877
iter 70 value 41.660706
iter 80 value 41.655480
iter 90 value 41.646988
iter 100 value 41.645321
final value 41.645321
stopped after 100 iterations
# weights: 11
initial value 187.269112
iter 10 value 57.716756
iter 20 value 9.999319
iter 30 value 7.343031
iter 40 value 7.296934
iter 50 value 7.277909
iter 60 value 7.270044
iter 70 value 7.267437
iter 80 value 7.261566
iter 90 value 7.261021
iter 100 value 7.260632
final value 7.260632
stopped after 100 iterations
# weights: 27
initial value 170.150504
iter 10 value 13.366625
iter 20 value 6.864000
iter 30 value 6.774341
iter 40 value 6.722205
iter 50 value 6.614522
iter 60 value 6.586612
iter 70 value 6.355263
iter 80 value 6.163180
iter 90 value 5.987269
iter 100 value 5.883206
final value 5.883206
stopped after 100 iterations
# weights: 43
initial value 172.041553
iter 10 value 30.764476
iter 20 value 6.649407
iter 30 value 6.455142
iter 40 value 6.207015
iter 50 value 6.061103
iter 60 value 5.988329
iter 70 value 5.932622
iter 80 value 5.885615
iter 90 value 5.872534
iter 100 value 5.860197
final value 5.860197
stopped after 100 iterations
# weights: 11
initial value 172.741341
iter 10 value 75.884622
iter 20 value 71.354840
final value 71.350739
converged
# weights: 27
initial value 222.913631
iter 10 value 17.038336
iter 20 value 6.195414
iter 30 value 4.405431
iter 40 value 1.175071
iter 50 value 0.290342
iter 60 value 0.160054
iter 70 value 0.123960
iter 80 value 0.086928
iter 90 value 0.071612
iter 100 value 0.047205
final value 0.047205
stopped after 100 iterations
# weights: 43
initial value 178.470036
iter 10 value 18.670207
iter 20 value 7.328642
iter 30 value 6.855702
iter 40 value 5.051994
iter 50 value 0.199746
iter 60 value 0.002920
iter 70 value 0.000209
final value 0.000086
converged
# weights: 11
initial value 170.486879
iter 10 value 69.998444
iter 20 value 61.479259
iter 30 value 61.447612
iter 30 value 61.447612
iter 30 value 61.447612
final value 61.447612
converged
# weights: 27
initial value 192.283703
iter 10 value 65.232313
iter 20 value 43.635161
iter 30 value 42.995621
iter 40 value 42.911572
iter 50 value 42.910635
final value 42.910262
converged
# weights: 43
initial value 173.657933
iter 10 value 77.601041
iter 20 value 44.741186
iter 30 value 42.778823
iter 40 value 41.943234
iter 50 value 41.696196
iter 60 value 41.641364
iter 70 value 41.634500
iter 80 value 41.633922
iter 90 value 41.633597
iter 100 value 41.632140
final value 41.632140
stopped after 100 iterations
# weights: 11
initial value 167.052573
iter 10 value 100.637532
iter 20 value 59.509509
iter 30 value 12.614191
iter 40 value 10.021509
iter 50 value 9.255727
iter 60 value 8.998499
iter 70 value 8.896868
iter 80 value 8.707017
iter 90 value 8.698369
iter 100 value 8.692584
final value 8.692584
stopped after 100 iterations
# weights: 27
initial value 189.607017
iter 10 value 30.026361
iter 20 value 7.779619
iter 30 value 7.524483
iter 40 value 7.322165
iter 50 value 7.274252
iter 60 value 7.250082
iter 70 value 7.233204
iter 80 value 7.207268
iter 90 value 5.987682
iter 100 value 4.708765
final value 4.708765
stopped after 100 iterations
# weights: 43
initial value 165.640052
iter 10 value 9.631607
iter 20 value 7.057523
iter 30 value 5.882947
iter 40 value 1.322880
iter 50 value 1.116187
iter 60 value 1.045480
iter 70 value 0.957891
iter 80 value 0.736696
iter 90 value 0.696314
iter 100 value 0.636600
final value 0.636600
stopped after 100 iterations
# weights: 11
initial value 180.596904
iter 10 value 33.887296
iter 20 value 1.587866
iter 30 value 0.020430
iter 40 value 0.011055
iter 50 value 0.009611
iter 60 value 0.008845
iter 70 value 0.008625
iter 80 value 0.008216
iter 90 value 0.008102
iter 100 value 0.007871
final value 0.007871
stopped after 100 iterations
# weights: 27
initial value 182.764947
iter 10 value 46.740791
iter 20 value 1.692811
iter 30 value 0.009968
final value 0.000082
converged
# weights: 43
initial value 167.331807
iter 10 value 12.158410
iter 20 value 0.453120
iter 30 value 0.001595
iter 40 value 0.000277
iter 50 value 0.000150
final value 0.000097
converged
# weights: 11
initial value 212.651696
iter 10 value 86.853358
iter 20 value 58.022079
final value 57.825479
converged
# weights: 27
initial value 172.567169
iter 10 value 58.429431
iter 20 value 41.088804
iter 30 value 39.322832
iter 40 value 38.271195
iter 50 value 38.144480
iter 60 value 38.142354
iter 70 value 38.142229
iter 70 value 38.142229
iter 70 value 38.142229
final value 38.142229
converged
# weights: 43
initial value 192.612032
iter 10 value 69.786434
iter 20 value 38.129779
iter 30 value 37.269164
iter 40 value 36.927462
iter 50 value 36.899061
iter 60 value 36.891151
iter 70 value 36.889743
iter 80 value 36.883741
iter 90 value 36.880043
iter 100 value 36.879599
final value 36.879599
stopped after 100 iterations
# weights: 11
initial value 185.649428
iter 10 value 68.518502
iter 20 value 67.600433
iter 30 value 65.513639
iter 40 value 45.737344
iter 50 value 8.987953
iter 60 value 2.386156
iter 70 value 1.596815
iter 80 value 1.514228
iter 90 value 1.386525
iter 100 value 1.381427
final value 1.381427
stopped after 100 iterations
# weights: 27
initial value 171.523917
iter 10 value 71.725897
iter 20 value 2.532665
iter 30 value 0.875805
iter 40 value 0.696921
iter 50 value 0.532009
iter 60 value 0.396354
iter 70 value 0.368043
iter 80 value 0.340792
iter 90 value 0.304947
iter 100 value 0.259997
final value 0.259997
stopped after 100 iterations
# weights: 43
initial value 226.166550
iter 10 value 33.034691
iter 20 value 2.412467
iter 30 value 2.154860
iter 40 value 2.030798
iter 50 value 1.633122
iter 60 value 1.329588
iter 70 value 1.079410
iter 80 value 0.989341
iter 90 value 0.615722
iter 100 value 0.520241
final value 0.520241
stopped after 100 iterations
# weights: 11
initial value 175.416136
iter 10 value 76.800247
iter 20 value 42.486129
iter 30 value 11.420393
iter 40 value 5.473910
iter 50 value 5.059826
iter 60 value 4.808176
iter 70 value 4.608040
iter 80 value 4.392758
iter 90 value 4.212934
iter 100 value 3.835690
final value 3.835690
stopped after 100 iterations
# weights: 27
initial value 222.418253
iter 10 value 13.337016
iter 20 value 2.184882
iter 30 value 0.000590
final value 0.000062
converged
# weights: 43
initial value 178.426976
iter 10 value 5.896834
iter 20 value 0.296389
iter 30 value 0.000473
final value 0.000059
converged
# weights: 11
initial value 164.660425
iter 10 value 70.811712
iter 20 value 60.080968
iter 30 value 60.055543
final value 60.055539
converged
# weights: 27
initial value 170.472660
iter 10 value 79.305899
iter 20 value 43.307299
iter 30 value 40.277306
iter 40 value 40.004503
iter 50 value 39.999493
final value 39.999416
converged
# weights: 43
initial value 166.413456
iter 10 value 50.437710
iter 20 value 39.222919
iter 30 value 38.715007
iter 40 value 38.692517
iter 50 value 38.691409
iter 60 value 38.691041
iter 70 value 38.690910
iter 80 value 38.690823
final value 38.690787
converged
# weights: 11
initial value 165.689969
iter 10 value 125.651938
iter 20 value 11.168239
iter 30 value 6.843240
iter 40 value 6.125916
iter 50 value 5.862749
iter 60 value 5.745722
iter 70 value 5.642072
iter 80 value 5.550297
iter 90 value 5.530941
iter 100 value 5.530682
final value 5.530682
stopped after 100 iterations
# weights: 27
initial value 185.646647
iter 10 value 11.379851
iter 20 value 5.698745
iter 30 value 4.857827
iter 40 value 3.532995
iter 50 value 3.360180
iter 60 value 3.164943
iter 70 value 2.694822
iter 80 value 2.357669
iter 90 value 2.054623
iter 100 value 1.910949
final value 1.910949
stopped after 100 iterations
# weights: 43
initial value 178.098221
iter 10 value 32.247571
iter 20 value 5.289208
iter 30 value 2.168306
iter 40 value 1.836363
iter 50 value 1.594172
iter 60 value 1.440193
iter 70 value 1.334283
iter 80 value 1.230947
iter 90 value 1.171267
iter 100 value 1.127311
final value 1.127311
stopped after 100 iterations
# weights: 11
initial value 163.350459
iter 10 value 36.486237
iter 20 value 10.310547
iter 30 value 5.496632
iter 40 value 5.453147
iter 50 value 5.447246
iter 60 value 5.435489
iter 70 value 5.429181
iter 80 value 5.345524
iter 90 value 5.341643
iter 100 value 5.341054
final value 5.341054
stopped after 100 iterations
# weights: 27
initial value 200.924329
iter 10 value 12.035845
iter 20 value 5.527629
iter 30 value 5.452397
iter 40 value 5.209046
iter 50 value 5.143588
iter 60 value 5.018483
iter 70 value 5.016345
iter 80 value 5.015551
iter 90 value 5.015306
iter 100 value 4.998400
final value 4.998400
stopped after 100 iterations
# weights: 43
initial value 169.736467
iter 10 value 14.530746
iter 20 value 5.650611
iter 30 value 5.443201
iter 40 value 5.275521
iter 50 value 4.955548
iter 60 value 3.960001
iter 70 value 2.470717
iter 80 value 1.551950
iter 90 value 1.397935
iter 100 value 1.396762
final value 1.396762
stopped after 100 iterations
# weights: 11
initial value 166.531348
iter 10 value 90.547363
iter 20 value 60.440085
iter 30 value 58.660796
final value 58.660357
converged
# weights: 27
initial value 168.098262
iter 10 value 75.489381
iter 20 value 49.222974
iter 30 value 40.954858
iter 40 value 39.077542
iter 50 value 38.910269
iter 60 value 38.891964
final value 38.891916
converged
# weights: 43
initial value 183.004262
iter 10 value 53.977497
iter 20 value 38.408826
iter 30 value 37.700205
iter 40 value 37.636435
iter 50 value 37.622630
iter 60 value 37.616821
iter 70 value 37.616081
iter 80 value 37.614793
iter 90 value 37.614497
iter 100 value 37.614141
final value 37.614141
stopped after 100 iterations
# weights: 11
initial value 161.534487
iter 10 value 71.390823
iter 20 value 50.640703
iter 30 value 9.653816
iter 40 value 6.244596
iter 50 value 6.236055
iter 60 value 6.232524
iter 70 value 6.228945
iter 80 value 6.228518
iter 90 value 6.228007
iter 100 value 6.227897
final value 6.227897
stopped after 100 iterations
# weights: 27
initial value 172.524460
iter 10 value 45.577582
iter 20 value 7.468260
iter 30 value 5.317967
iter 40 value 4.747199
iter 50 value 4.312164
iter 60 value 4.139366
iter 70 value 3.973292
iter 80 value 3.731920
iter 90 value 3.666001
iter 100 value 3.482004
final value 3.482004
stopped after 100 iterations
# weights: 43
initial value 169.254460
iter 10 value 67.686925
iter 20 value 17.445817
iter 30 value 6.887709
iter 40 value 5.705138
iter 50 value 5.613118
iter 60 value 5.251865
iter 70 value 2.854743
iter 80 value 1.426830
iter 90 value 1.090241
iter 100 value 0.858098
final value 0.858098
stopped after 100 iterations
# weights: 11
initial value 179.546660
iter 10 value 62.236705
iter 20 value 62.167138
iter 30 value 62.145039
final value 62.144638
converged
# weights: 27
initial value 165.440829
iter 10 value 15.788896
iter 20 value 1.083364
iter 30 value 0.000254
final value 0.000056
converged
# weights: 43
initial value 180.934061
iter 10 value 53.628272
iter 20 value 1.685570
iter 30 value 0.007281
final value 0.000072
converged
# weights: 11
initial value 168.025579
iter 10 value 82.709470
iter 20 value 59.409475
iter 30 value 56.018781
final value 56.016452
converged
# weights: 27
initial value 173.752165
iter 10 value 57.735738
iter 20 value 37.839918
iter 30 value 36.357234
iter 40 value 35.824190
iter 50 value 35.792110
iter 60 value 35.791622
final value 35.791613
converged
# weights: 43
initial value 184.986202
iter 10 value 68.321977
iter 20 value 38.155264
iter 30 value 36.806837
iter 40 value 34.898420
iter 50 value 34.616566
iter 60 value 34.574325
iter 70 value 34.565691
iter 80 value 34.558943
iter 90 value 34.553301
iter 100 value 34.542578
final value 34.542578
stopped after 100 iterations
# weights: 11
initial value 201.662163
iter 10 value 73.943045
iter 20 value 5.847845
iter 30 value 3.754351
iter 40 value 3.429637
iter 50 value 3.359329
iter 60 value 3.342906
iter 70 value 3.329164
iter 80 value 3.306693
iter 90 value 3.305185
iter 100 value 3.304546
final value 3.304546
stopped after 100 iterations
# weights: 27
initial value 186.845497
iter 10 value 48.672165
iter 20 value 9.632200
iter 30 value 1.079437
iter 40 value 1.029416
iter 50 value 0.806530
iter 60 value 0.768134
iter 70 value 0.681134
iter 80 value 0.652869
iter 90 value 0.606878
iter 100 value 0.573443
final value 0.573443
stopped after 100 iterations
# weights: 43
initial value 173.517683
iter 10 value 8.330349
iter 20 value 0.913595
iter 30 value 0.793464
iter 40 value 0.663326
iter 50 value 0.564078
iter 60 value 0.527833
iter 70 value 0.495625
iter 80 value 0.447215
iter 90 value 0.426792
iter 100 value 0.398683
final value 0.398683
stopped after 100 iterations
# weights: 11
initial value 183.185289
iter 10 value 69.391101
iter 20 value 8.035518
iter 30 value 6.055306
iter 40 value 5.913661
iter 50 value 5.884129
iter 60 value 5.867617
iter 70 value 5.854311
iter 80 value 5.848086
iter 90 value 5.844152
iter 100 value 5.842993
final value 5.842993
stopped after 100 iterations
# weights: 27
initial value 186.446975
iter 10 value 68.603716
iter 20 value 68.577218
iter 30 value 68.576239
iter 40 value 68.576123
final value 68.576110
converged
# weights: 43
initial value 196.226986
iter 10 value 36.112241
iter 20 value 5.988648
iter 30 value 5.946492
iter 40 value 5.895388
iter 50 value 5.853775
iter 60 value 5.836844
iter 70 value 5.781795
iter 80 value 5.647200
iter 90 value 5.432150
iter 100 value 5.050761
final value 5.050761
stopped after 100 iterations
# weights: 11
initial value 165.364677
iter 10 value 107.724559
iter 20 value 59.489587
iter 30 value 59.242829
final value 59.242821
converged
# weights: 27
initial value 177.363932
iter 10 value 60.858662
iter 20 value 41.873319
iter 30 value 41.286981
iter 40 value 41.243405
iter 50 value 41.240202
final value 41.240127
converged
# weights: 43
initial value 178.296854
iter 10 value 47.692291
iter 20 value 38.786737
iter 30 value 38.174094
iter 40 value 38.075327
iter 50 value 38.067558
iter 60 value 38.064245
iter 70 value 38.063870
iter 80 value 38.063777
final value 38.063742
converged
# weights: 11
initial value 166.109728
iter 10 value 72.454095
iter 20 value 69.006349
iter 30 value 68.840780
iter 40 value 66.393108
iter 50 value 54.948479
iter 60 value 10.214117
iter 70 value 7.079065
iter 80 value 6.697148
iter 90 value 6.571806
iter 100 value 6.548924
final value 6.548924
stopped after 100 iterations
# weights: 27
initial value 167.538466
iter 10 value 8.429203
iter 20 value 6.440252
iter 30 value 6.224969
iter 40 value 5.995434
iter 50 value 5.986907
iter 60 value 5.973679
iter 70 value 5.962405
iter 80 value 5.957513
iter 90 value 5.949687
iter 100 value 5.944163
final value 5.944163
stopped after 100 iterations
# weights: 43
initial value 180.229911
iter 10 value 27.930093
iter 20 value 6.040830
iter 30 value 5.395383
iter 40 value 4.844487
iter 50 value 4.360367
iter 60 value 4.302229
iter 70 value 4.253330
iter 80 value 4.225968
iter 90 value 4.155642
iter 100 value 4.106880
final value 4.106880
stopped after 100 iterations
# weights: 11
initial value 173.681565
iter 10 value 69.326988
iter 20 value 62.952014
iter 30 value 61.466576
iter 40 value 61.254231
iter 50 value 61.094298
iter 60 value 59.942521
iter 70 value 44.550927
iter 80 value 17.175784
iter 90 value 3.836445
iter 100 value 3.129995
final value 3.129995
stopped after 100 iterations
# weights: 27
initial value 211.446175
iter 10 value 14.830182
iter 20 value 1.185547
iter 30 value 0.000537
final value 0.000047
converged
# weights: 43
initial value 191.510217
iter 10 value 9.498319
iter 20 value 0.047071
final value 0.000090
converged
# weights: 11
initial value 167.738669
iter 10 value 75.519246
iter 20 value 57.774583
iter 30 value 57.763418
iter 30 value 57.763417
iter 30 value 57.763417
final value 57.763417
converged
# weights: 27
initial value 172.678476
iter 10 value 48.621009
iter 20 value 40.648256
iter 30 value 38.547174
iter 40 value 38.493637
iter 50 value 38.467832
iter 60 value 38.466260
iter 70 value 38.465851
final value 38.465849
converged
# weights: 43
initial value 176.692678
iter 10 value 64.212161
iter 20 value 39.144339
iter 30 value 37.718257
iter 40 value 37.582695
iter 50 value 37.543941
iter 60 value 37.540001
iter 70 value 37.539659
final value 37.539658
converged
# weights: 11
initial value 164.168285
iter 10 value 58.102292
iter 20 value 5.650964
iter 30 value 4.126823
iter 40 value 3.706873
iter 50 value 3.577505
iter 60 value 3.538871
iter 70 value 3.474712
iter 80 value 3.404225
iter 90 value 3.393057
iter 100 value 3.390957
final value 3.390957
stopped after 100 iterations
# weights: 27
initial value 179.332176
iter 10 value 37.446692
iter 20 value 5.357998
iter 30 value 1.558114
iter 40 value 1.341887
iter 50 value 1.226150
iter 60 value 1.190268
iter 70 value 0.985222
iter 80 value 0.932756
iter 90 value 0.889686
iter 100 value 0.832727
final value 0.832727
stopped after 100 iterations
# weights: 43
initial value 169.456699
iter 10 value 46.694172
iter 20 value 3.025676
iter 30 value 2.110638
iter 40 value 1.855725
iter 50 value 1.454865
iter 60 value 1.213321
iter 70 value 1.153024
iter 80 value 0.955762
iter 90 value 0.885852
iter 100 value 0.740853
final value 0.740853
stopped after 100 iterations
# weights: 11
initial value 173.862729
iter 10 value 79.855901
iter 20 value 17.004257
iter 30 value 7.250444
iter 40 value 2.336519
iter 50 value 1.561110
iter 60 value 1.293178
iter 70 value 0.699618
iter 80 value 0.439747
iter 90 value 0.349717
iter 100 value 0.306248
final value 0.306248
stopped after 100 iterations
# weights: 27
initial value 170.484863
iter 10 value 13.326531
iter 20 value 0.218893
iter 30 value 0.004273
iter 40 value 0.000797
final value 0.000062
converged
# weights: 43
initial value 209.775413
iter 10 value 8.348587
iter 20 value 0.034715
final value 0.000069
converged
# weights: 11
initial value 165.558873
iter 10 value 72.408841
iter 20 value 59.783189
final value 59.783145
converged
# weights: 27
initial value 170.669276
iter 10 value 92.289942
iter 20 value 48.427240
iter 30 value 39.131189
iter 40 value 37.650106
iter 50 value 37.276756
iter 60 value 37.129829
iter 70 value 37.074865
final value 37.074810
converged
# weights: 43
initial value 174.664089
iter 10 value 54.394222
iter 20 value 37.366550
iter 30 value 36.316578
iter 40 value 36.176279
iter 50 value 36.148225
iter 60 value 36.148040
iter 70 value 36.147592
iter 80 value 36.146398
final value 36.146344
converged
# weights: 11
initial value 172.943665
iter 10 value 72.179537
iter 20 value 71.018308
iter 30 value 70.991502
iter 40 value 70.962946
iter 50 value 70.894176
iter 60 value 41.806968
iter 70 value 7.880128
iter 80 value 2.697820
iter 90 value 2.443605
iter 100 value 2.330546
final value 2.330546
stopped after 100 iterations
# weights: 27
initial value 172.697632
iter 10 value 15.917932
iter 20 value 1.000227
iter 30 value 0.933916
iter 40 value 0.813843
iter 50 value 0.664779
iter 60 value 0.508132
iter 70 value 0.477506
iter 80 value 0.404119
iter 90 value 0.378711
iter 100 value 0.330647
final value 0.330647
stopped after 100 iterations
# weights: 43
initial value 184.559943
iter 10 value 22.511675
iter 20 value 0.573165
iter 30 value 0.510316
iter 40 value 0.472423
iter 50 value 0.429936
iter 60 value 0.385342
iter 70 value 0.364360
iter 80 value 0.353306
iter 90 value 0.339572
iter 100 value 0.336580
final value 0.336580
stopped after 100 iterations
# weights: 11
initial value 171.488438
iter 10 value 72.566426
iter 20 value 9.156726
iter 30 value 1.713174
iter 40 value 1.276080
iter 50 value 0.399558
iter 60 value 0.236919
iter 70 value 0.121997
iter 80 value 0.115921
iter 90 value 0.084020
iter 100 value 0.069808
final value 0.069808
stopped after 100 iterations
# weights: 27
initial value 178.723288
iter 10 value 25.543521
iter 20 value 0.028754
iter 30 value 0.000115
final value 0.000084
converged
# weights: 43
initial value 203.854459
iter 10 value 1.700512
iter 20 value 0.004274
iter 30 value 0.000410
final value 0.000055
converged
# weights: 11
initial value 173.161314
iter 10 value 99.271890
iter 20 value 66.837180
iter 30 value 59.811098
final value 59.811033
converged
# weights: 27
initial value 169.210503
iter 10 value 50.310368
iter 20 value 41.170740
iter 30 value 41.038198
iter 40 value 41.036366
final value 41.036365
converged
# weights: 43
initial value 243.458082
iter 10 value 72.358581
iter 20 value 40.098528
iter 30 value 38.202447
iter 40 value 38.055361
iter 50 value 38.002798
iter 60 value 37.989784
iter 70 value 37.980006
iter 80 value 37.979443
iter 90 value 37.974952
iter 100 value 37.974390
final value 37.974390
stopped after 100 iterations
# weights: 11
initial value 172.196862
iter 10 value 44.942334
iter 20 value 4.626081
iter 30 value 1.719401
iter 40 value 1.650862
iter 50 value 1.645871
iter 60 value 1.641197
iter 70 value 1.636374
iter 80 value 1.633820
iter 90 value 1.632057
iter 100 value 1.631399
final value 1.631399
stopped after 100 iterations
# weights: 27
initial value 199.080392
iter 10 value 53.971234
iter 20 value 0.718060
iter 30 value 0.654892
iter 40 value 0.560563
iter 50 value 0.465756
iter 60 value 0.322365
iter 70 value 0.314284
iter 80 value 0.290864
iter 90 value 0.268081
iter 100 value 0.253725
final value 0.253725
stopped after 100 iterations
# weights: 43
initial value 166.257108
iter 10 value 11.665957
iter 20 value 0.473377
iter 30 value 0.440832
iter 40 value 0.387790
iter 50 value 0.311218
iter 60 value 0.285015
iter 70 value 0.273669
iter 80 value 0.265946
iter 90 value 0.255776
iter 100 value 0.249712
final value 0.249712
stopped after 100 iterations
# weights: 11
initial value 172.635584
iter 10 value 32.296855
iter 20 value 1.812193
iter 30 value 0.020005
iter 40 value 0.007428
iter 50 value 0.005534
iter 60 value 0.004552
iter 70 value 0.003742
iter 80 value 0.003473
iter 90 value 0.003357
iter 100 value 0.003245
final value 0.003245
stopped after 100 iterations
# weights: 27
initial value 201.806733
iter 10 value 43.949213
iter 20 value 1.582655
iter 30 value 0.017189
iter 40 value 0.003026
final value 0.000070
converged
# weights: 43
initial value 165.267603
iter 10 value 5.354877
iter 20 value 0.027301
final value 0.000083
converged
# weights: 11
initial value 171.784482
iter 10 value 84.897672
iter 20 value 60.851437
iter 30 value 59.875493
final value 59.875153
converged
# weights: 27
initial value 191.101817
iter 10 value 84.543708
iter 20 value 56.276038
iter 30 value 40.777857
iter 40 value 40.585901
iter 50 value 40.394746
iter 60 value 39.340856
iter 70 value 39.193514
final value 39.191209
converged
# weights: 43
initial value 176.310148
iter 10 value 54.736900
iter 20 value 39.923139
iter 30 value 38.530609
iter 40 value 38.060676
iter 50 value 38.007340
iter 60 value 37.975557
iter 70 value 37.970463
iter 80 value 37.967910
iter 90 value 37.967770
iter 100 value 37.966896
final value 37.966896
stopped after 100 iterations
# weights: 11
initial value 184.901523
iter 10 value 70.914771
iter 20 value 64.252751
iter 30 value 11.241737
iter 40 value 1.898211
iter 50 value 1.722845
iter 60 value 1.699361
iter 70 value 1.696259
iter 80 value 1.694362
final value 1.693491
converged
# weights: 27
initial value 164.687212
iter 10 value 12.560412
iter 20 value 0.598717
iter 30 value 0.572196
iter 40 value 0.549086
iter 50 value 0.504471
iter 60 value 0.477574
iter 70 value 0.423615
iter 80 value 0.409828
iter 90 value 0.379040
iter 100 value 0.358676
final value 0.358676
stopped after 100 iterations
# weights: 43
initial value 180.310420
iter 10 value 38.956697
iter 20 value 0.890375
iter 30 value 0.826879
iter 40 value 0.689283
iter 50 value 0.636969
iter 60 value 0.568097
iter 70 value 0.524012
iter 80 value 0.491213
iter 90 value 0.475026
iter 100 value 0.425300
final value 0.425300
stopped after 100 iterations
# weights: 11
initial value 169.347754
iter 10 value 75.469057
iter 20 value 74.051262
final value 74.049968
converged
# weights: 27
initial value 209.911429
iter 10 value 9.818101
iter 20 value 5.345581
iter 30 value 4.308667
iter 40 value 3.182605
iter 50 value 2.952121
iter 60 value 2.796611
iter 70 value 2.784306
iter 80 value 2.781302
iter 90 value 2.716111
iter 100 value 2.705461
final value 2.705461
stopped after 100 iterations
# weights: 43
initial value 173.300590
iter 10 value 24.558882
iter 20 value 5.564636
iter 30 value 5.342679
iter 40 value 5.127085
iter 50 value 4.984577
iter 60 value 4.948387
iter 70 value 4.927754
iter 80 value 4.907402
iter 90 value 4.876908
iter 100 value 4.858293
final value 4.858293
stopped after 100 iterations
# weights: 11
initial value 164.977572
iter 10 value 93.917969
iter 20 value 61.500269
iter 30 value 60.632533
final value 60.631996
converged
# weights: 27
initial value 180.101641
iter 10 value 85.304798
iter 20 value 44.963738
iter 30 value 40.813960
iter 40 value 40.727352
iter 50 value 40.709009
final value 40.708221
converged
# weights: 43
initial value 199.242173
iter 10 value 82.081249
iter 20 value 41.506178
iter 30 value 40.401932
iter 40 value 39.872087
iter 50 value 39.557426
iter 60 value 39.521315
iter 70 value 39.503593
iter 80 value 39.488538
iter 90 value 39.487685
iter 100 value 39.486810
final value 39.486810
stopped after 100 iterations
# weights: 11
initial value 172.070103
iter 10 value 74.620453
iter 20 value 74.392173
iter 30 value 72.660706
iter 40 value 57.847316
iter 50 value 16.619963
iter 60 value 6.500324
iter 70 value 6.097426
iter 80 value 6.032816
iter 90 value 5.987686
iter 100 value 5.962372
final value 5.962372
stopped after 100 iterations
# weights: 27
initial value 188.803031
iter 10 value 74.379283
iter 20 value 74.247739
iter 30 value 47.496920
iter 40 value 5.790611
iter 50 value 5.524372
iter 60 value 5.455939
iter 70 value 5.434455
iter 80 value 5.425418
iter 90 value 5.414230
iter 100 value 5.411649
final value 5.411649
stopped after 100 iterations
# weights: 43
initial value 167.391778
iter 10 value 8.390581
iter 20 value 5.740543
iter 30 value 5.638816
iter 40 value 5.432081
iter 50 value 4.990811
iter 60 value 4.715702
iter 70 value 4.630746
iter 80 value 4.595468
iter 90 value 4.535840
iter 100 value 4.441589
final value 4.441589
stopped after 100 iterations
# weights: 11
initial value 170.984230
iter 10 value 68.270251
iter 20 value 67.982753
iter 30 value 67.975501
iter 40 value 67.907635
final value 67.898169
converged
# weights: 27
initial value 173.254387
iter 10 value 14.967399
iter 20 value 0.049569
final value 0.000064
converged
# weights: 43
initial value 175.619667
iter 10 value 70.669236
iter 20 value 69.813310
iter 30 value 23.285145
iter 40 value 0.266901
iter 50 value 0.000202
iter 50 value 0.000100
iter 50 value 0.000099
final value 0.000099
converged
# weights: 11
initial value 178.045998
iter 10 value 77.465752
iter 20 value 58.693226
final value 58.689792
converged
# weights: 27
initial value 177.322839
iter 10 value 91.056105
iter 20 value 50.468742
iter 30 value 41.964297
iter 40 value 39.732192
iter 50 value 39.333456
iter 60 value 38.724053
iter 70 value 38.375778
final value 38.375768
converged
# weights: 43
initial value 212.147949
iter 10 value 63.846324
iter 20 value 41.404650
iter 30 value 39.617603
iter 40 value 38.747146
iter 50 value 38.282461
iter 60 value 38.115197
iter 70 value 37.998168
iter 80 value 37.870814
iter 90 value 37.866814
iter 100 value 37.864878
final value 37.864878
stopped after 100 iterations
# weights: 11
initial value 170.365315
iter 10 value 121.145544
iter 20 value 19.016371
iter 30 value 1.911349
iter 40 value 1.409230
iter 50 value 1.314894
iter 60 value 1.273314
iter 70 value 1.243182
iter 80 value 1.240155
iter 90 value 1.235817
iter 100 value 1.234010
final value 1.234010
stopped after 100 iterations
# weights: 27
initial value 194.843786
iter 10 value 22.566404
iter 20 value 0.865178
iter 30 value 0.380965
iter 40 value 0.362739
iter 50 value 0.344953
iter 60 value 0.315980
iter 70 value 0.309992
iter 80 value 0.290529
iter 90 value 0.283824
iter 100 value 0.272049
final value 0.272049
stopped after 100 iterations
# weights: 43
initial value 185.794433
iter 10 value 26.816980
iter 20 value 0.304537
iter 30 value 0.286667
iter 40 value 0.275323
iter 50 value 0.267927
iter 60 value 0.256657
iter 70 value 0.245376
iter 80 value 0.241982
iter 90 value 0.236455
iter 100 value 0.234283
final value 0.234283
stopped after 100 iterations
# weights: 11
initial value 189.917502
iter 10 value 151.211599
iter 20 value 64.645542
iter 30 value 53.607058
iter 40 value 15.430592
iter 50 value 6.202567
iter 60 value 4.301152
iter 70 value 4.163644
iter 80 value 4.061941
iter 90 value 3.897171
iter 100 value 3.853580
final value 3.853580
stopped after 100 iterations
# weights: 27
initial value 182.555330
iter 10 value 77.645841
iter 20 value 12.419823
iter 30 value 1.456334
iter 40 value 0.009280
iter 50 value 0.002094
final value 0.000050
converged
# weights: 43
initial value 175.095857
iter 10 value 36.619798
iter 20 value 4.407960
iter 30 value 0.640834
iter 40 value 0.023704
iter 50 value 0.006082
iter 60 value 0.001072
iter 70 value 0.000394
iter 80 value 0.000260
final value 0.000090
converged
# weights: 11
initial value 178.402953
iter 10 value 76.660670
iter 20 value 61.699261
iter 30 value 61.197578
final value 61.197387
converged
# weights: 27
initial value 171.601005
iter 10 value 80.941116
iter 20 value 48.206467
iter 30 value 42.716269
iter 40 value 41.616701
iter 50 value 41.432047
iter 60 value 41.405130
iter 70 value 41.001843
iter 80 value 40.139685
iter 90 value 39.711562
iter 100 value 39.617815
final value 39.617815
stopped after 100 iterations
# weights: 43
initial value 163.405130
iter 10 value 65.482547
iter 20 value 41.918584
iter 30 value 39.775754
iter 40 value 39.200115
iter 50 value 38.833592
iter 60 value 38.617919
iter 70 value 38.559258
iter 80 value 38.530368
iter 90 value 38.528948
iter 100 value 38.528867
final value 38.528867
stopped after 100 iterations
# weights: 11
initial value 164.840041
iter 10 value 46.474481
iter 20 value 7.163913
iter 30 value 5.644725
iter 40 value 5.300002
iter 50 value 5.260637
iter 60 value 5.260339
iter 70 value 5.258763
final value 5.258576
converged
# weights: 27
initial value 167.926628
iter 10 value 13.819900
iter 20 value 3.552746
iter 30 value 2.791600
iter 40 value 2.249227
iter 50 value 1.745052
iter 60 value 1.639811
iter 70 value 1.581758
iter 80 value 1.509578
iter 90 value 1.403869
iter 100 value 1.315892
final value 1.315892
stopped after 100 iterations
# weights: 43
initial value 182.152238
iter 10 value 9.419003
iter 20 value 3.103942
iter 30 value 1.718069
iter 40 value 1.635521
iter 50 value 1.431507
iter 60 value 1.354378
iter 70 value 1.306299
iter 80 value 1.283211
iter 90 value 1.187809
iter 100 value 1.154733
final value 1.154733
stopped after 100 iterations
# weights: 11
initial value 177.069502
iter 10 value 58.352781
iter 20 value 19.761442
iter 30 value 6.903567
iter 40 value 5.108295
iter 50 value 2.536393
iter 60 value 2.110659
iter 70 value 1.850224
iter 80 value 1.817087
iter 90 value 1.631277
iter 100 value 1.535268
final value 1.535268
stopped after 100 iterations
# weights: 27
initial value 189.272279
iter 10 value 10.406426
iter 20 value 0.148321
iter 30 value 0.000180
iter 30 value 0.000095
iter 30 value 0.000088
final value 0.000088
converged
# weights: 43
initial value 174.805111
iter 10 value 18.170605
iter 20 value 0.524304
iter 30 value 0.001136
final value 0.000055
converged
# weights: 11
initial value 169.049513
iter 10 value 83.526317
iter 20 value 59.531627
final value 59.527175
converged
# weights: 27
initial value 215.266254
iter 10 value 70.417269
iter 20 value 41.104889
iter 30 value 40.310770
iter 40 value 39.997080
iter 50 value 39.331758
iter 60 value 38.991284
iter 70 value 38.943448
final value 38.943308
converged
# weights: 43
initial value 171.777197
iter 10 value 58.380772
iter 20 value 41.776075
iter 30 value 38.863102
iter 40 value 38.226804
iter 50 value 38.093161
iter 60 value 38.066361
iter 70 value 38.050316
iter 80 value 38.047946
iter 90 value 38.041003
iter 100 value 38.023528
final value 38.023528
stopped after 100 iterations
# weights: 11
initial value 177.575943
iter 10 value 67.948940
iter 20 value 66.064541
iter 30 value 66.035355
iter 40 value 65.987608
iter 50 value 65.881850
iter 60 value 55.338764
iter 70 value 11.231821
iter 80 value 4.457801
iter 90 value 3.933542
iter 100 value 3.830679
final value 3.830679
stopped after 100 iterations
# weights: 27
initial value 169.382105
iter 10 value 60.171431
iter 20 value 4.828084
iter 30 value 1.212560
iter 40 value 1.037724
iter 50 value 0.895711
iter 60 value 0.862844
iter 70 value 0.805648
iter 80 value 0.787271
iter 90 value 0.753821
iter 100 value 0.730358
final value 0.730358
stopped after 100 iterations
# weights: 43
initial value 165.505263
iter 10 value 34.535879
iter 20 value 3.915898
iter 30 value 1.861236
iter 40 value 1.463894
iter 50 value 1.190248
iter 60 value 0.940817
iter 70 value 0.861912
iter 80 value 0.789280
iter 90 value 0.692037
iter 100 value 0.669988
final value 0.669988
stopped after 100 iterations
# weights: 11
initial value 165.114474
iter 10 value 66.998233
iter 20 value 18.633099
iter 30 value 7.788685
iter 40 value 6.698251
iter 50 value 6.182418
iter 60 value 5.923457
iter 70 value 5.889114
iter 80 value 5.878714
iter 90 value 5.856778
iter 100 value 5.841628
final value 5.841628
stopped after 100 iterations
# weights: 27
initial value 189.399318
iter 10 value 65.138911
iter 20 value 65.133566
iter 30 value 15.056807
iter 40 value 6.230632
iter 50 value 5.795911
iter 60 value 5.762546
iter 70 value 5.756285
iter 80 value 5.755549
iter 90 value 5.752535
iter 100 value 5.746110
final value 5.746110
stopped after 100 iterations
# weights: 43
initial value 198.392165
iter 10 value 16.607535
iter 20 value 5.908122
iter 30 value 5.787356
iter 40 value 5.778940
iter 50 value 5.755990
iter 60 value 5.694996
iter 70 value 5.312620
iter 80 value 1.457736
iter 90 value 0.001844
iter 100 value 0.000140
final value 0.000140
stopped after 100 iterations
# weights: 11
initial value 166.215169
iter 10 value 82.872925
iter 20 value 58.496065
iter 30 value 57.791454
final value 57.791313
converged
# weights: 27
initial value 166.714125
iter 10 value 57.368604
iter 20 value 40.822522
iter 30 value 40.477354
iter 40 value 40.473922
final value 40.473881
converged
# weights: 43
initial value 202.003717
iter 10 value 79.123131
iter 20 value 39.427336
iter 30 value 37.528133
iter 40 value 37.340648
iter 50 value 37.327946
iter 60 value 37.324929
iter 70 value 37.324098
iter 80 value 37.323935
iter 90 value 37.323815
iter 100 value 37.323713
final value 37.323713
stopped after 100 iterations
# weights: 11
initial value 170.734863
iter 10 value 65.381437
iter 20 value 65.267814
iter 30 value 65.238451
iter 40 value 65.211375
iter 50 value 55.732281
iter 60 value 15.124419
iter 70 value 6.875315
iter 80 value 6.725974
iter 90 value 6.704651
iter 100 value 6.702199
final value 6.702199
stopped after 100 iterations
# weights: 27
initial value 182.073734
iter 10 value 33.801068
iter 20 value 6.944573
iter 30 value 6.399433
iter 40 value 6.180351
iter 50 value 6.077073
iter 60 value 5.971147
iter 70 value 5.950543
iter 80 value 5.928770
iter 90 value 5.920713
iter 100 value 5.896149
final value 5.896149
stopped after 100 iterations
# weights: 43
initial value 180.197841
iter 10 value 34.104286
iter 20 value 5.971618
iter 30 value 5.576452
iter 40 value 1.690171
iter 50 value 1.348475
iter 60 value 1.226904
iter 70 value 1.029706
iter 80 value 0.924055
iter 90 value 0.844134
iter 100 value 0.790869
final value 0.790869
stopped after 100 iterations
# weights: 11
initial value 187.655014
iter 10 value 89.361187
iter 20 value 66.108716
iter 30 value 63.500249
iter 40 value 18.905720
iter 50 value 6.797654
iter 60 value 4.242888
iter 70 value 1.197689
iter 80 value 0.710447
iter 90 value 0.539377
iter 100 value 0.503155
final value 0.503155
stopped after 100 iterations
# weights: 27
initial value 162.660537
iter 10 value 66.395591
iter 20 value 37.229296
iter 30 value 3.001007
iter 40 value 0.018213
iter 50 value 0.001473
iter 60 value 0.000316
iter 70 value 0.000239
final value 0.000085
converged
# weights: 43
initial value 225.304206
iter 10 value 33.532644
iter 20 value 0.372266
iter 30 value 0.002672
final value 0.000063
converged
# weights: 11
initial value 172.322589
iter 10 value 83.933964
iter 20 value 60.520838
iter 30 value 58.821227
final value 58.820111
converged
# weights: 27
initial value 163.794672
iter 10 value 74.359974
iter 20 value 53.083455
iter 30 value 40.185903
iter 40 value 39.492897
iter 50 value 39.417333
iter 60 value 39.409232
iter 70 value 39.408688
final value 39.408687
converged
# weights: 43
initial value 188.304052
iter 10 value 56.428852
iter 20 value 38.824812
iter 30 value 36.842463
iter 40 value 36.403292
iter 50 value 36.317607
iter 60 value 36.262745
iter 70 value 36.222179
iter 80 value 36.207548
iter 90 value 36.202832
iter 100 value 36.192939
final value 36.192939
stopped after 100 iterations
# weights: 11
initial value 173.652760
iter 10 value 66.630702
iter 20 value 66.393593
iter 30 value 66.271370
iter 40 value 64.786790
iter 50 value 26.482570
iter 60 value 7.901274
iter 70 value 3.953036
iter 80 value 3.177683
iter 90 value 2.544455
iter 100 value 2.289841
final value 2.289841
stopped after 100 iterations
# weights: 27
initial value 203.780988
iter 10 value 38.788324
iter 20 value 8.361280
iter 30 value 3.422713
iter 40 value 2.853985
iter 50 value 2.287995
iter 60 value 2.169740
iter 70 value 1.626503
iter 80 value 1.375797
iter 90 value 0.676180
iter 100 value 0.519209
final value 0.519209
stopped after 100 iterations
# weights: 43
initial value 164.322025
iter 10 value 42.587594
iter 20 value 1.136881
iter 30 value 0.816664
iter 40 value 0.685066
iter 50 value 0.562068
iter 60 value 0.468059
iter 70 value 0.418611
iter 80 value 0.383580
iter 90 value 0.374954
iter 100 value 0.351915
final value 0.351915
stopped after 100 iterations
# weights: 11
initial value 170.167952
iter 10 value 23.859388
iter 20 value 5.303413
iter 30 value 1.318590
iter 40 value 1.014303
iter 50 value 0.847683
iter 60 value 0.823950
iter 70 value 0.281639
iter 80 value 0.236668
iter 90 value 0.150646
iter 100 value 0.115277
final value 0.115277
stopped after 100 iterations
# weights: 27
initial value 195.097212
iter 10 value 63.837840
iter 20 value 5.208758
iter 30 value 0.222226
iter 40 value 0.010414
iter 50 value 0.001335
final value 0.000095
converged
# weights: 43
initial value 171.004143
iter 10 value 40.787249
iter 20 value 1.253470
iter 30 value 0.031098
iter 40 value 0.002083
iter 50 value 0.000740
final value 0.000087
converged
# weights: 11
initial value 167.415918
iter 10 value 84.855763
iter 20 value 59.121605
iter 30 value 59.104692
iter 30 value 59.104692
iter 30 value 59.104692
final value 59.104692
converged
# weights: 27
initial value 193.531966
iter 10 value 78.118127
iter 20 value 43.793349
iter 30 value 40.159558
iter 40 value 38.777977
iter 50 value 38.281729
iter 60 value 38.125823
iter 70 value 38.117843
final value 38.117826
converged
# weights: 43
initial value 199.123363
iter 10 value 59.775517
iter 20 value 38.693409
iter 30 value 37.174795
iter 40 value 36.947954
iter 50 value 36.919038
iter 60 value 36.864197
iter 70 value 36.857645
iter 80 value 36.851974
iter 90 value 36.845520
iter 100 value 36.837494
final value 36.837494
stopped after 100 iterations
# weights: 11
initial value 186.309211
iter 10 value 55.852100
iter 20 value 9.445481
iter 30 value 5.016655
iter 40 value 3.316589
iter 50 value 3.156632
iter 60 value 2.868059
iter 70 value 2.822724
iter 80 value 2.808711
iter 90 value 2.807266
iter 100 value 2.806046
final value 2.806046
stopped after 100 iterations
# weights: 27
initial value 189.122657
iter 10 value 27.670616
iter 20 value 1.789073
iter 30 value 1.376576
iter 40 value 1.320171
iter 50 value 1.049251
iter 60 value 0.883548
iter 70 value 0.738167
iter 80 value 0.691316
iter 90 value 0.633181
iter 100 value 0.597148
final value 0.597148
stopped after 100 iterations
# weights: 43
initial value 209.033141
iter 10 value 11.550174
iter 20 value 1.325153
iter 30 value 1.191160
iter 40 value 0.794169
iter 50 value 0.675690
iter 60 value 0.609780
iter 70 value 0.588407
iter 80 value 0.584180
iter 90 value 0.573412
iter 100 value 0.563001
final value 0.563001
stopped after 100 iterations
# weights: 11
initial value 180.856487
iter 10 value 7.887315
iter 20 value 4.095304
iter 30 value 3.121684
iter 40 value 2.034018
iter 50 value 0.297111
iter 60 value 0.279510
iter 70 value 0.204948
iter 80 value 0.194382
iter 90 value 0.170317
iter 100 value 0.118188
final value 0.118188
stopped after 100 iterations
# weights: 27
initial value 174.777940
iter 10 value 68.790880
iter 20 value 1.895536
iter 30 value 0.000966
final value 0.000053
converged
# weights: 43
initial value 171.950933
iter 10 value 20.393016
iter 20 value 0.454566
iter 30 value 0.000932
iter 40 value 0.000120
iter 40 value 0.000061
iter 40 value 0.000061
final value 0.000061
converged
# weights: 11
initial value 174.713061
iter 10 value 125.162650
iter 20 value 80.242748
iter 30 value 60.702821
iter 40 value 57.913086
final value 57.913054
converged
# weights: 27
initial value 218.486724
iter 10 value 57.970829
iter 20 value 38.831039
iter 30 value 37.866740
iter 40 value 37.775498
iter 50 value 37.762227
final value 37.762223
converged
# weights: 43
initial value 172.579508
iter 10 value 58.063603
iter 20 value 39.189251
iter 30 value 38.173233
iter 40 value 37.936842
iter 50 value 37.707149
iter 60 value 36.907050
iter 70 value 36.804564
iter 80 value 36.802591
iter 90 value 36.799030
iter 100 value 36.782721
final value 36.782721
stopped after 100 iterations
# weights: 11
initial value 182.735971
iter 10 value 33.073197
iter 20 value 11.331965
iter 30 value 6.418440
iter 40 value 3.232917
iter 50 value 2.838341
iter 60 value 2.677236
iter 70 value 2.410709
iter 80 value 2.287294
iter 90 value 2.278207
iter 100 value 2.273422
final value 2.273422
stopped after 100 iterations
# weights: 27
initial value 169.743276
iter 10 value 14.882556
iter 20 value 2.907529
iter 30 value 2.087284
iter 40 value 1.544596
iter 50 value 1.148589
iter 60 value 0.919250
iter 70 value 0.872355
iter 80 value 0.775705
iter 90 value 0.676174
iter 100 value 0.557837
final value 0.557837
stopped after 100 iterations
# weights: 43
initial value 206.416225
iter 10 value 20.229588
iter 20 value 1.042451
iter 30 value 0.800386
iter 40 value 0.676884
iter 50 value 0.640029
iter 60 value 0.601420
iter 70 value 0.529336
iter 80 value 0.401681
iter 90 value 0.390666
iter 100 value 0.373442
final value 0.373442
stopped after 100 iterations
# weights: 11
initial value 190.295860
iter 10 value 147.584181
iter 20 value 64.873257
iter 30 value 33.595184
iter 40 value 9.727210
iter 50 value 5.908745
iter 60 value 5.178187
iter 70 value 1.160065
iter 80 value 0.274294
iter 90 value 0.267089
iter 100 value 0.225944
final value 0.225944
stopped after 100 iterations
# weights: 27
initial value 205.063712
iter 10 value 11.287781
iter 20 value 0.149558
iter 30 value 0.000122
iter 30 value 0.000058
iter 30 value 0.000055
final value 0.000055
converged
# weights: 43
initial value 168.213508
iter 10 value 13.248154
iter 20 value 3.092398
iter 30 value 0.017597
iter 40 value 0.000157
iter 40 value 0.000091
iter 40 value 0.000089
final value 0.000089
converged
# weights: 11
initial value 185.572161
iter 10 value 86.550347
iter 20 value 62.556325
iter 30 value 59.352443
final value 59.286633
converged
# weights: 27
initial value 170.321291
iter 10 value 81.282070
iter 20 value 48.660581
iter 30 value 43.659642
iter 40 value 41.443277
iter 50 value 40.660047
iter 60 value 40.621114
iter 70 value 40.620941
iter 70 value 40.620941
iter 70 value 40.620941
final value 40.620941
converged
# weights: 43
initial value 166.779226
iter 10 value 57.932360
iter 20 value 38.869378
iter 30 value 37.952103
iter 40 value 37.648285
iter 50 value 37.627215
iter 60 value 37.604116
iter 70 value 37.569802
iter 80 value 37.559073
iter 90 value 37.553963
iter 100 value 37.552595
final value 37.552595
stopped after 100 iterations
# weights: 11
initial value 171.569198
iter 10 value 71.136482
iter 20 value 71.007779
iter 30 value 70.913877
iter 40 value 70.848995
iter 50 value 66.408341
iter 60 value 40.962574
iter 70 value 13.900771
iter 80 value 7.289707
iter 90 value 5.155729
iter 100 value 4.272101
final value 4.272101
stopped after 100 iterations
# weights: 27
initial value 172.178194
iter 10 value 61.577061
iter 20 value 6.670407
iter 30 value 1.639646
iter 40 value 0.925221
iter 50 value 0.775789
iter 60 value 0.740278
iter 70 value 0.623068
iter 80 value 0.596491
iter 90 value 0.581599
iter 100 value 0.556610
final value 0.556610
stopped after 100 iterations
# weights: 43
initial value 178.800628
iter 10 value 25.758812
iter 20 value 1.383700
iter 30 value 1.220274
iter 40 value 0.972330
iter 50 value 0.852762
iter 60 value 0.805942
iter 70 value 0.775979
iter 80 value 0.747540
iter 90 value 0.717166
iter 100 value 0.686824
final value 0.686824
stopped after 100 iterations
# weights: 11
initial value 166.729607
iter 10 value 151.108563
iter 20 value 29.925205
iter 30 value 3.999317
iter 40 value 2.182144
iter 50 value 2.066741
iter 60 value 1.981754
iter 70 value 1.903163
iter 80 value 1.862151
iter 90 value 1.764101
iter 100 value 1.739211
final value 1.739211
stopped after 100 iterations
# weights: 27
initial value 159.646989
iter 10 value 37.819641
iter 20 value 2.639479
iter 30 value 0.934569
iter 40 value 0.001157
final value 0.000081
converged
# weights: 43
initial value 178.223588
iter 10 value 10.592876
iter 20 value 2.303371
iter 30 value 0.057130
iter 40 value 0.000258
final value 0.000084
converged
# weights: 11
initial value 199.202997
iter 10 value 85.243886
iter 20 value 62.191763
iter 30 value 61.713778
final value 61.713692
converged
# weights: 27
initial value 169.383961
iter 10 value 70.075566
iter 20 value 41.824178
iter 30 value 40.444674
iter 40 value 39.772971
iter 50 value 39.547212
iter 60 value 39.399534
iter 70 value 39.346749
final value 39.346714
converged
# weights: 43
initial value 183.404091
iter 10 value 61.608778
iter 20 value 40.473053
iter 30 value 38.752359
iter 40 value 38.389872
iter 50 value 38.200339
iter 60 value 38.156721
iter 70 value 38.127770
iter 80 value 38.119866
iter 90 value 38.116663
iter 100 value 38.111872
final value 38.111872
stopped after 100 iterations
# weights: 11
initial value 162.383676
iter 10 value 78.477510
iter 20 value 78.290080
iter 30 value 78.249659
iter 40 value 78.208402
iter 50 value 74.431856
iter 60 value 27.278966
iter 70 value 9.161559
iter 80 value 4.114857
iter 90 value 3.874929
iter 100 value 3.800021
final value 3.800021
stopped after 100 iterations
# weights: 27
initial value 184.360751
iter 10 value 69.051892
iter 20 value 5.654525
iter 30 value 2.179862
iter 40 value 1.643108
iter 50 value 1.399414
iter 60 value 1.305260
iter 70 value 1.226397
iter 80 value 1.110594
iter 90 value 0.958563
iter 100 value 0.824541
final value 0.824541
stopped after 100 iterations
# weights: 43
initial value 162.066993
iter 10 value 16.103203
iter 20 value 3.263081
iter 30 value 2.513599
iter 40 value 2.191420
iter 50 value 1.798622
iter 60 value 1.369550
iter 70 value 1.237571
iter 80 value 1.193457
iter 90 value 1.139849
iter 100 value 1.057099
final value 1.057099
stopped after 100 iterations
# weights: 11
initial value 184.960739
iter 10 value 73.371618
iter 20 value 33.212908
iter 30 value 14.705095
iter 40 value 2.217985
iter 50 value 0.039339
iter 60 value 0.028247
iter 70 value 0.026813
iter 80 value 0.026066
iter 90 value 0.020488
iter 100 value 0.017417
final value 0.017417
stopped after 100 iterations
# weights: 27
initial value 165.726069
iter 10 value 14.737563
iter 20 value 0.250711
iter 30 value 0.003555
final value 0.000079
converged
# weights: 43
initial value 175.263368
iter 10 value 25.484368
iter 20 value 0.057790
iter 30 value 0.000416
final value 0.000046
converged
# weights: 11
initial value 169.185931
iter 10 value 93.031541
iter 20 value 61.976017
iter 30 value 60.610973
final value 60.610866
converged
# weights: 27
initial value 174.795680
iter 10 value 96.378179
iter 20 value 46.768732
iter 30 value 41.293181
iter 40 value 40.374661
iter 50 value 39.923432
iter 60 value 39.758317
iter 70 value 39.588010
iter 80 value 39.562082
final value 39.562067
converged
# weights: 43
initial value 168.750651
iter 10 value 67.910575
iter 20 value 41.072162
iter 30 value 39.189311
iter 40 value 38.623115
iter 50 value 38.506785
iter 60 value 38.467488
iter 70 value 38.400658
iter 80 value 38.368335
iter 90 value 38.352272
iter 100 value 38.345395
final value 38.345395
stopped after 100 iterations
# weights: 11
initial value 167.016433
iter 10 value 64.623029
iter 20 value 20.373865
iter 30 value 7.961210
iter 40 value 2.493893
iter 50 value 2.227479
iter 60 value 2.199071
iter 70 value 2.135579
iter 80 value 2.099768
iter 90 value 2.085002
iter 100 value 2.072761
final value 2.072761
stopped after 100 iterations
# weights: 27
initial value 173.191795
iter 10 value 65.155173
iter 20 value 3.859656
iter 30 value 0.898206
iter 40 value 0.837549
iter 50 value 0.782759
iter 60 value 0.682663
iter 70 value 0.615078
iter 80 value 0.577666
iter 90 value 0.517487
iter 100 value 0.450656
final value 0.450656
stopped after 100 iterations
# weights: 43
initial value 201.217753
iter 10 value 23.047521
iter 20 value 1.865901
iter 30 value 1.097614
iter 40 value 1.005253
iter 50 value 0.805789
iter 60 value 0.746029
iter 70 value 0.673374
iter 80 value 0.626392
iter 90 value 0.542173
iter 100 value 0.455900
final value 0.455900
stopped after 100 iterations
# weights: 11
initial value 182.917922
iter 10 value 75.827145
iter 20 value 8.343465
iter 30 value 1.880622
iter 40 value 1.176482
iter 50 value 0.734656
iter 60 value 0.708738
iter 70 value 0.609904
iter 80 value 0.592138
iter 90 value 0.461408
iter 100 value 0.456187
final value 0.456187
stopped after 100 iterations
# weights: 27
initial value 174.910783
iter 10 value 6.716885
iter 20 value 0.052560
final value 0.000052
converged
# weights: 43
initial value 163.740227
iter 10 value 9.369666
iter 20 value 0.644058
iter 30 value 0.000942
final value 0.000091
converged
# weights: 11
initial value 178.228960
iter 10 value 83.922787
iter 20 value 67.871146
iter 30 value 60.257837
final value 60.254323
converged
# weights: 27
initial value 170.365784
iter 10 value 70.957817
iter 20 value 43.925471
iter 30 value 42.059200
iter 40 value 41.636524
iter 50 value 41.003375
iter 60 value 40.832855
iter 70 value 40.781535
final value 40.780629
converged
# weights: 43
initial value 180.579469
iter 10 value 68.157092
iter 20 value 43.343704
iter 30 value 40.265218
iter 40 value 39.709197
iter 50 value 39.491197
iter 60 value 39.443504
iter 70 value 39.436910
iter 80 value 39.434261
iter 90 value 39.427421
iter 100 value 39.420722
final value 39.420722
stopped after 100 iterations
# weights: 11
initial value 187.082240
iter 10 value 56.721842
iter 20 value 14.218940
iter 30 value 4.977440
iter 40 value 3.854199
iter 50 value 3.667457
iter 60 value 3.570763
iter 70 value 3.413726
iter 80 value 3.314603
iter 90 value 3.308319
iter 100 value 3.303135
final value 3.303135
stopped after 100 iterations
# weights: 27
initial value 178.621413
iter 10 value 30.274210
iter 20 value 7.575676
iter 30 value 5.928313
iter 40 value 4.978342
iter 50 value 3.950341
iter 60 value 3.008652
iter 70 value 2.452583
iter 80 value 2.044562
iter 90 value 1.790470
iter 100 value 0.894262
final value 0.894262
stopped after 100 iterations
# weights: 43
initial value 168.467474
iter 10 value 22.405248
iter 20 value 1.307266
iter 30 value 1.013882
iter 40 value 0.882983
iter 50 value 0.699087
iter 60 value 0.664425
iter 70 value 0.601673
iter 80 value 0.562210
iter 90 value 0.528780
iter 100 value 0.509889
final value 0.509889
stopped after 100 iterations
# weights: 11
initial value 168.347078
iter 10 value 35.046302
iter 20 value 9.033034
iter 30 value 6.392337
iter 40 value 6.305744
iter 50 value 6.272344
iter 60 value 6.261177
iter 70 value 6.249802
iter 80 value 6.245910
iter 90 value 6.241480
iter 100 value 6.231565
final value 6.231565
stopped after 100 iterations
# weights: 27
initial value 256.119536
iter 10 value 16.683599
iter 20 value 6.261457
iter 30 value 6.111286
iter 40 value 5.432197
iter 50 value 4.877513
iter 60 value 4.856683
iter 70 value 4.766534
iter 80 value 4.668015
iter 90 value 4.483584
iter 100 value 4.470077
final value 4.470077
stopped after 100 iterations
# weights: 43
initial value 167.144097
iter 10 value 14.739973
iter 20 value 5.831853
iter 30 value 4.544914
iter 40 value 4.059519
iter 50 value 3.995949
iter 60 value 3.926792
iter 70 value 3.747386
iter 80 value 3.720686
iter 90 value 3.703726
iter 100 value 3.577789
final value 3.577789
stopped after 100 iterations
# weights: 11
initial value 166.485962
iter 10 value 82.470151
iter 20 value 60.176109
iter 30 value 58.147216
final value 58.125170
converged
# weights: 27
initial value 166.441228
iter 10 value 66.844275
iter 20 value 40.972088
iter 30 value 39.503215
iter 40 value 39.411800
iter 50 value 39.399271
iter 60 value 39.395533
iter 70 value 39.394226
final value 39.394219
converged
# weights: 43
initial value 170.373226
iter 10 value 66.536570
iter 20 value 43.147866
iter 30 value 38.461209
iter 40 value 38.250197
iter 50 value 38.182550
iter 60 value 38.156540
iter 70 value 38.153640
iter 80 value 38.153408
final value 38.153388
converged
# weights: 11
initial value 165.991153
iter 10 value 68.665627
iter 20 value 28.140971
iter 30 value 11.383765
iter 40 value 7.593354
iter 50 value 7.118522
iter 60 value 7.073598
iter 70 value 7.055548
iter 80 value 7.048123
iter 90 value 7.044329
iter 100 value 7.042282
final value 7.042282
stopped after 100 iterations
# weights: 27
initial value 176.416295
iter 10 value 65.287289
iter 20 value 58.135708
iter 30 value 12.005094
iter 40 value 6.719276
iter 50 value 6.420174
iter 60 value 6.307682
iter 70 value 6.227573
iter 80 value 6.196456
iter 90 value 6.075886
iter 100 value 4.995046
final value 4.995046
stopped after 100 iterations
# weights: 43
initial value 178.850782
iter 10 value 9.116824
iter 20 value 6.333195
iter 30 value 5.316923
iter 40 value 4.623714
iter 50 value 4.567393
iter 60 value 4.541776
iter 70 value 4.503047
iter 80 value 4.475788
iter 90 value 4.454659
iter 100 value 4.438757
final value 4.438757
stopped after 100 iterations
# weights: 11
initial value 184.076770
iter 10 value 67.124887
iter 20 value 66.522006
final value 66.521353
converged
# weights: 27
initial value 174.687432
iter 10 value 2.485687
iter 20 value 0.650780
iter 30 value 0.000415
final value 0.000091
converged
# weights: 43
initial value 213.686041
iter 10 value 31.795635
iter 20 value 2.236533
iter 30 value 0.011082
final value 0.000063
converged
# weights: 11
initial value 183.619635
iter 10 value 77.969351
iter 20 value 59.271805
iter 30 value 56.355269
final value 56.354076
converged
# weights: 27
initial value 169.751158
iter 10 value 43.640249
iter 20 value 37.360958
iter 30 value 37.154428
iter 40 value 36.596079
iter 50 value 36.048509
iter 60 value 35.708099
iter 70 value 35.679140
final value 35.677789
converged
# weights: 43
initial value 173.573632
iter 10 value 76.917962
iter 20 value 44.202326
iter 30 value 35.627187
iter 40 value 34.795482
iter 50 value 34.653430
iter 60 value 34.481226
iter 70 value 34.449863
iter 80 value 34.433950
iter 90 value 34.430758
iter 100 value 34.429460
final value 34.429460
stopped after 100 iterations
# weights: 11
initial value 166.299695
iter 10 value 29.785681
iter 20 value 7.682569
iter 30 value 4.573671
iter 40 value 3.193289
iter 50 value 2.988108
iter 60 value 2.926962
iter 70 value 2.818869
iter 80 value 2.813274
iter 90 value 2.812480
iter 100 value 2.811390
final value 2.811390
stopped after 100 iterations
# weights: 27
initial value 226.838216
iter 10 value 54.375808
iter 20 value 2.574557
iter 30 value 0.735482
iter 40 value 0.648411
iter 50 value 0.622622
iter 60 value 0.578407
iter 70 value 0.532989
iter 80 value 0.519763
iter 90 value 0.499915
iter 100 value 0.473532
final value 0.473532
stopped after 100 iterations
# weights: 43
initial value 167.939653
iter 10 value 12.128187
iter 20 value 2.526211
iter 30 value 1.624201
iter 40 value 1.490669
iter 50 value 1.071693
iter 60 value 0.963872
iter 70 value 0.864990
iter 80 value 0.769601
iter 90 value 0.734182
iter 100 value 0.666535
final value 0.666535
stopped after 100 iterations
# weights: 11
initial value 173.972246
iter 10 value 48.736935
iter 20 value 9.648838
iter 30 value 7.605622
iter 40 value 7.581711
iter 50 value 7.578838
iter 60 value 7.577703
iter 70 value 7.569021
iter 80 value 7.515311
iter 90 value 7.511088
iter 100 value 7.465383
final value 7.465383
stopped after 100 iterations
# weights: 27
initial value 174.237367
iter 10 value 19.127032
iter 20 value 7.813644
iter 30 value 7.490411
iter 40 value 6.879895
iter 50 value 4.954530
iter 60 value 4.922787
final value 4.922766
converged
# weights: 43
initial value 185.694321
iter 10 value 48.397827
iter 20 value 7.542704
iter 30 value 6.477278
iter 40 value 5.798122
iter 50 value 5.618659
iter 60 value 5.046642
iter 70 value 4.938909
iter 80 value 4.922598
iter 90 value 4.922483
final value 4.921995
converged
# weights: 11
initial value 176.733653
iter 10 value 92.465848
iter 20 value 63.951418
iter 30 value 59.403808
final value 59.403653
converged
# weights: 27
initial value 162.542137
iter 10 value 52.894142
iter 20 value 46.584594
iter 30 value 42.590601
iter 40 value 41.411861
iter 50 value 41.211275
iter 60 value 41.156351
iter 70 value 41.140966
final value 41.140951
converged
# weights: 43
initial value 184.539765
iter 10 value 68.612140
iter 20 value 46.589805
iter 30 value 40.948029
iter 40 value 40.181732
iter 50 value 40.152596
iter 60 value 40.121905
iter 70 value 40.088295
iter 80 value 39.988406
iter 90 value 39.919354
iter 100 value 39.903613
final value 39.903613
stopped after 100 iterations
# weights: 11
initial value 184.975098
iter 10 value 66.234039
iter 20 value 14.445255
iter 30 value 8.584285
iter 40 value 8.538106
iter 50 value 8.524234
iter 60 value 8.513255
iter 70 value 8.502700
iter 80 value 8.501351
iter 90 value 8.500760
iter 100 value 8.499231
final value 8.499231
stopped after 100 iterations
# weights: 27
initial value 171.694981
iter 10 value 18.088187
iter 20 value 8.487117
iter 30 value 6.836955
iter 40 value 6.444209
iter 50 value 6.186469
iter 60 value 6.157130
iter 70 value 6.083494
iter 80 value 5.989908
iter 90 value 5.963014
iter 100 value 5.900244
final value 5.900244
stopped after 100 iterations
# weights: 43
initial value 256.631704
iter 10 value 11.939824
iter 20 value 7.799111
iter 30 value 7.334474
iter 40 value 6.147235
iter 50 value 2.321575
iter 60 value 1.981467
iter 70 value 1.615184
iter 80 value 1.439080
iter 90 value 1.405471
iter 100 value 1.260672
final value 1.260672
stopped after 100 iterations
# weights: 11
initial value 170.154686
iter 10 value 123.614545
iter 20 value 29.974621
iter 30 value 6.892670
iter 40 value 6.024022
iter 50 value 4.720287
iter 60 value 4.599200
iter 70 value 4.396407
iter 80 value 4.231953
iter 90 value 3.960922
iter 100 value 3.817190
final value 3.817190
stopped after 100 iterations
# weights: 27
initial value 171.173648
iter 10 value 43.264131
iter 20 value 5.670884
iter 30 value 0.003213
final value 0.000049
converged
# weights: 43
initial value 176.440751
iter 10 value 11.103985
iter 20 value 3.141151
iter 30 value 0.008430
iter 40 value 0.000529
final value 0.000037
converged
# weights: 11
initial value 176.409253
iter 10 value 94.388208
iter 20 value 62.668880
iter 30 value 61.376098
final value 61.375613
converged
# weights: 27
initial value 193.147256
iter 10 value 81.144825
iter 20 value 42.123540
iter 30 value 40.595092
iter 40 value 40.506364
iter 50 value 40.495524
final value 40.495157
converged
# weights: 43
initial value 169.196368
iter 10 value 67.906587
iter 20 value 43.944294
iter 30 value 40.813344
iter 40 value 40.160809
iter 50 value 40.001769
iter 60 value 39.970474
iter 70 value 39.965530
iter 80 value 39.953596
iter 90 value 39.945940
iter 100 value 39.944875
final value 39.944875
stopped after 100 iterations
# weights: 11
initial value 162.665494
iter 10 value 17.621529
iter 20 value 7.221514
iter 30 value 6.489436
iter 40 value 6.235355
iter 50 value 6.214400
iter 60 value 6.177547
iter 70 value 6.129932
iter 80 value 6.127896
iter 90 value 6.127095
final value 6.125316
converged
# weights: 27
initial value 222.960516
iter 10 value 15.954377
iter 20 value 3.762913
iter 30 value 2.878740
iter 40 value 2.669296
iter 50 value 2.461556
iter 60 value 2.136194
iter 70 value 1.948057
iter 80 value 1.628502
iter 90 value 1.587400
iter 100 value 1.255917
final value 1.255917
stopped after 100 iterations
# weights: 43
initial value 180.196763
iter 10 value 28.990738
iter 20 value 3.745223
iter 30 value 3.148995
iter 40 value 2.502895
iter 50 value 1.878659
iter 60 value 1.584505
iter 70 value 1.523982
iter 80 value 1.386617
iter 90 value 1.229558
iter 100 value 1.117112
final value 1.117112
stopped after 100 iterations
# weights: 11
initial value 164.326308
iter 10 value 50.455169
iter 20 value 4.438941
iter 30 value 2.548649
iter 40 value 2.272348
iter 50 value 2.025544
iter 60 value 1.918944
iter 70 value 1.640572
iter 80 value 1.565916
iter 90 value 1.431518
iter 100 value 1.345080
final value 1.345080
stopped after 100 iterations
# weights: 27
initial value 172.423516
iter 10 value 19.638884
iter 20 value 0.412474
iter 30 value 0.002821
final value 0.000043
converged
# weights: 43
initial value 178.154511
iter 10 value 40.629609
iter 20 value 3.342274
iter 30 value 0.003678
iter 40 value 0.000116
iter 40 value 0.000057
iter 40 value 0.000044
final value 0.000044
converged
# weights: 11
initial value 178.524206
iter 10 value 66.182630
iter 20 value 61.509918
iter 30 value 61.451445
final value 61.451442
converged
# weights: 27
initial value 163.210366
iter 10 value 66.702716
iter 20 value 48.321170
iter 30 value 41.860530
iter 40 value 39.717982
iter 50 value 39.673288
iter 60 value 39.659352
iter 70 value 39.659303
final value 39.659299
converged
# weights: 43
initial value 173.441304
iter 10 value 68.208713
iter 20 value 39.311495
iter 30 value 38.696379
iter 40 value 38.498109
iter 50 value 38.470304
iter 60 value 38.468882
iter 70 value 38.468767
iter 80 value 38.468741
final value 38.468733
converged
# weights: 11
initial value 186.574303
iter 10 value 132.644039
iter 20 value 42.388288
iter 30 value 4.118019
iter 40 value 3.595969
iter 50 value 3.299850
iter 60 value 3.283372
iter 70 value 3.276652
iter 80 value 3.257867
iter 90 value 3.244757
iter 100 value 3.243241
final value 3.243241
stopped after 100 iterations
# weights: 27
initial value 173.395977
iter 10 value 62.984694
iter 20 value 1.876691
iter 30 value 0.850786
iter 40 value 0.801793
iter 50 value 0.701120
iter 60 value 0.650608
iter 70 value 0.618038
iter 80 value 0.606251
iter 90 value 0.590049
iter 100 value 0.573717
final value 0.573717
stopped after 100 iterations
# weights: 43
initial value 167.001200
iter 10 value 17.758491
iter 20 value 1.529194
iter 30 value 1.216591
iter 40 value 1.014340
iter 50 value 0.804924
iter 60 value 0.737825
iter 70 value 0.718184
iter 80 value 0.680686
iter 90 value 0.676949
iter 100 value 0.658162
final value 0.658162
stopped after 100 iterations
# weights: 11
initial value 172.361484
iter 10 value 33.475651
iter 20 value 17.451387
iter 30 value 10.775438
iter 40 value 8.806905
iter 50 value 8.674355
iter 60 value 8.645043
iter 70 value 8.630266
iter 80 value 8.622298
iter 90 value 8.618898
iter 100 value 8.601810
final value 8.601810
stopped after 100 iterations
# weights: 27
initial value 183.978681
iter 10 value 12.891268
iter 20 value 8.828279
iter 30 value 8.350305
iter 40 value 5.260195
iter 50 value 4.906292
iter 60 value 4.902026
final value 4.901972
converged
# weights: 43
initial value 195.376841
iter 10 value 21.841446
iter 20 value 8.249346
iter 30 value 7.590199
iter 40 value 5.724614
iter 50 value 5.032548
iter 60 value 4.860649
iter 70 value 4.839746
iter 80 value 4.839433
final value 4.839433
converged
# weights: 11
initial value 177.988507
iter 10 value 126.262625
iter 20 value 64.027285
iter 30 value 63.101060
final value 63.100397
converged
# weights: 27
initial value 164.337946
iter 10 value 55.087893
iter 20 value 44.906371
iter 30 value 44.833078
iter 40 value 44.766644
iter 50 value 43.878918
iter 60 value 43.585103
iter 70 value 43.450921
iter 80 value 43.444137
final value 43.444134
converged
# weights: 43
initial value 171.517733
iter 10 value 73.010361
iter 20 value 49.533102
iter 30 value 43.983695
iter 40 value 42.788066
iter 50 value 42.400853
iter 60 value 42.275276
iter 70 value 42.260459
iter 80 value 42.259000
final value 42.258089
converged
# weights: 11
initial value 168.880998
iter 10 value 76.723946
iter 20 value 75.726649
iter 30 value 75.707971
iter 40 value 75.688472
iter 50 value 75.665387
iter 60 value 75.632522
iter 70 value 71.363358
iter 80 value 25.321868
iter 90 value 10.588938
iter 100 value 9.541607
final value 9.541607
stopped after 100 iterations
# weights: 27
initial value 162.822980
iter 10 value 34.819877
iter 20 value 10.045092
iter 30 value 9.761771
iter 40 value 9.533229
iter 50 value 9.439316
iter 60 value 9.272598
iter 70 value 9.011377
iter 80 value 8.811017
iter 90 value 8.533557
iter 100 value 7.171919
final value 7.171919
stopped after 100 iterations
# weights: 43
initial value 167.867519
iter 10 value 34.659196
iter 20 value 9.275603
iter 30 value 8.856349
iter 40 value 7.907605
iter 50 value 7.689787
iter 60 value 6.798548
iter 70 value 6.335116
iter 80 value 5.934321
iter 90 value 5.632062
iter 100 value 5.310133
final value 5.310133
stopped after 100 iterations
# weights: 11
initial value 167.044269
iter 10 value 82.580342
iter 20 value 73.001828
final value 73.001188
converged
# weights: 27
initial value 181.819434
iter 10 value 54.448974
iter 20 value 4.964888
iter 30 value 0.113111
iter 40 value 0.004084
final value 0.000061
converged
# weights: 43
initial value 175.768959
iter 10 value 8.357224
iter 20 value 0.077899
final value 0.000062
converged
# weights: 11
initial value 171.735871
iter 10 value 130.202751
iter 20 value 62.977780
iter 30 value 58.900359
final value 58.891435
converged
# weights: 27
initial value 183.709434
iter 10 value 50.741593
iter 20 value 38.435297
iter 30 value 36.997704
iter 40 value 36.774096
iter 50 value 36.764810
final value 36.764606
converged
# weights: 43
initial value 165.749768
iter 10 value 62.281501
iter 20 value 38.137898
iter 30 value 37.123967
iter 40 value 36.505373
iter 50 value 36.078260
iter 60 value 35.742056
iter 70 value 35.542061
iter 80 value 35.530493
iter 90 value 35.529994
iter 100 value 35.528827
final value 35.528827
stopped after 100 iterations
# weights: 11
initial value 173.910141
iter 10 value 74.131559
iter 20 value 73.304773
iter 30 value 72.916886
iter 40 value 71.058832
iter 50 value 56.269321
iter 60 value 6.896863
iter 70 value 3.225099
iter 80 value 2.362660
iter 90 value 1.856265
iter 100 value 1.736170
final value 1.736170
stopped after 100 iterations
# weights: 27
initial value 173.333055
iter 10 value 3.504329
iter 20 value 0.448636
iter 30 value 0.427498
iter 40 value 0.403382
iter 50 value 0.368203
iter 60 value 0.309050
iter 70 value 0.298639
iter 80 value 0.289162
iter 90 value 0.286196
iter 100 value 0.281053
final value 0.281053
stopped after 100 iterations
# weights: 43
initial value 192.206655
iter 10 value 46.214943
iter 20 value 1.316586
iter 30 value 0.772569
iter 40 value 0.677119
iter 50 value 0.604002
iter 60 value 0.538592
iter 70 value 0.463669
iter 80 value 0.442966
iter 90 value 0.419631
iter 100 value 0.389053
final value 0.389053
stopped after 100 iterations
# weights: 11
initial value 172.683495
iter 10 value 44.004403
iter 20 value 10.732198
iter 30 value 9.351607
iter 40 value 9.279991
iter 50 value 9.231098
iter 60 value 9.202612
iter 70 value 9.189818
iter 80 value 9.173151
iter 90 value 9.170064
iter 100 value 9.162814
final value 9.162814
stopped after 100 iterations
# weights: 27
initial value 188.316338
iter 10 value 58.818159
iter 20 value 9.547082
iter 30 value 9.367612
iter 40 value 9.205416
iter 50 value 9.160774
iter 60 value 9.145490
iter 70 value 9.136792
iter 80 value 9.118765
iter 90 value 9.091521
iter 100 value 9.065927
final value 9.065927
stopped after 100 iterations
# weights: 43
initial value 190.437941
iter 10 value 11.665565
iter 20 value 9.509500
iter 30 value 9.184318
iter 40 value 9.066862
iter 50 value 8.976828
iter 60 value 8.941420
iter 70 value 8.939789
iter 80 value 8.920932
iter 90 value 8.908210
iter 100 value 8.907107
final value 8.907107
stopped after 100 iterations
# weights: 11
initial value 166.634099
iter 10 value 83.007052
iter 20 value 62.353846
final value 61.676499
converged
# weights: 27
initial value 181.860283
iter 10 value 68.215832
iter 20 value 44.459413
iter 30 value 43.817251
iter 40 value 43.458503
iter 50 value 42.713107
iter 60 value 42.521479
iter 70 value 42.489465
final value 42.488599
converged
# weights: 43
initial value 168.011356
iter 10 value 55.182083
iter 20 value 46.758157
iter 30 value 42.664423
iter 40 value 41.556493
iter 50 value 41.329951
iter 60 value 41.268808
iter 70 value 41.256053
iter 80 value 41.234816
iter 90 value 41.210395
iter 100 value 41.209756
final value 41.209756
stopped after 100 iterations
# weights: 11
initial value 175.519368
iter 10 value 102.832712
iter 20 value 72.350321
iter 30 value 72.279679
iter 40 value 72.250633
iter 50 value 70.718811
iter 60 value 37.579641
iter 70 value 12.363513
iter 80 value 10.017314
iter 90 value 9.894056
iter 100 value 9.810014
final value 9.810014
stopped after 100 iterations
# weights: 27
initial value 170.764412
iter 10 value 17.048809
iter 20 value 10.034747
iter 30 value 9.588850
iter 40 value 9.556294
iter 50 value 9.406171
iter 60 value 9.310819
iter 70 value 9.196844
iter 80 value 8.944090
iter 90 value 8.673846
iter 100 value 8.462898
final value 8.462898
stopped after 100 iterations
# weights: 43
initial value 172.606951
iter 10 value 11.755860
iter 20 value 9.331349
iter 30 value 9.198534
iter 40 value 9.058610
iter 50 value 8.748725
iter 60 value 8.371383
iter 70 value 5.658821
iter 80 value 3.232266
iter 90 value 2.444222
iter 100 value 1.956533
final value 1.956533
stopped after 100 iterations
# weights: 11
initial value 186.694511
iter 10 value 25.167532
iter 20 value 7.564696
iter 30 value 1.870052
iter 40 value 0.876709
iter 50 value 0.683028
iter 60 value 0.554209
iter 70 value 0.482046
iter 80 value 0.415454
iter 90 value 0.339229
iter 100 value 0.326917
final value 0.326917
stopped after 100 iterations
# weights: 27
initial value 177.727852
iter 10 value 4.283557
iter 20 value 0.058780
final value 0.000064
converged
# weights: 43
initial value 184.944325
iter 10 value 7.141641
iter 20 value 0.086169
final value 0.000074
converged
# weights: 11
initial value 181.783460
iter 10 value 87.238627
iter 20 value 62.842526
iter 30 value 59.493095
final value 59.492030
converged
# weights: 27
initial value 184.139897
iter 10 value 54.327346
iter 20 value 41.521185
iter 30 value 40.256223
iter 40 value 40.148910
iter 50 value 40.139367
final value 40.139350
converged
# weights: 43
initial value 169.186908
iter 10 value 56.816680
iter 20 value 39.352672
iter 30 value 37.882619
iter 40 value 37.518964
iter 50 value 37.372896
iter 60 value 37.214410
iter 70 value 37.149684
iter 80 value 37.143043
iter 90 value 37.134084
iter 100 value 37.086043
final value 37.086043
stopped after 100 iterations
# weights: 11
initial value 169.051591
iter 10 value 75.340882
iter 20 value 72.193252
iter 30 value 72.181506
iter 40 value 72.171061
iter 50 value 72.157376
iter 60 value 71.488337
iter 70 value 16.618368
iter 80 value 3.576371
iter 90 value 2.135778
iter 100 value 2.085524
final value 2.085524
stopped after 100 iterations
# weights: 27
initial value 165.174346
iter 10 value 46.915753
iter 20 value 1.630565
iter 30 value 1.068424
iter 40 value 0.886198
iter 50 value 0.634525
iter 60 value 0.425711
iter 70 value 0.405839
iter 80 value 0.379992
iter 90 value 0.352247
iter 100 value 0.345291
final value 0.345291
stopped after 100 iterations
# weights: 43
initial value 168.302962
iter 10 value 8.870695
iter 20 value 0.729809
iter 30 value 0.560789
iter 40 value 0.482218
iter 50 value 0.436344
iter 60 value 0.395203
iter 70 value 0.385362
iter 80 value 0.375363
iter 90 value 0.368990
iter 100 value 0.350116
final value 0.350116
stopped after 100 iterations
# weights: 11
initial value 214.410461
iter 10 value 82.292080
iter 20 value 44.403012
iter 30 value 5.563857
iter 40 value 0.196722
iter 50 value 0.126684
iter 60 value 0.067356
iter 70 value 0.056751
iter 80 value 0.054967
iter 90 value 0.049558
iter 100 value 0.047832
final value 0.047832
stopped after 100 iterations
# weights: 27
initial value 189.841075
iter 10 value 23.004654
iter 20 value 0.151106
final value 0.000067
converged
# weights: 43
initial value 169.007156
iter 10 value 7.500457
iter 20 value 0.078265
iter 30 value 0.000272
final value 0.000074
converged
# weights: 11
initial value 167.225960
iter 10 value 76.651244
iter 20 value 60.230180
iter 30 value 59.984446
final value 59.984375
converged
# weights: 27
initial value 185.689578
iter 10 value 64.782414
iter 20 value 46.935099
iter 30 value 42.027059
iter 40 value 41.524159
iter 50 value 41.508309
final value 41.507282
converged
# weights: 43
initial value 192.226390
iter 10 value 61.051229
iter 20 value 40.638543
iter 30 value 38.753304
iter 40 value 38.436493
iter 50 value 38.167775
iter 60 value 38.024060
iter 70 value 38.015497
iter 80 value 38.000327
iter 90 value 37.998415
iter 100 value 37.994688
final value 37.994688
stopped after 100 iterations
# weights: 11
initial value 178.088394
iter 10 value 22.022758
iter 20 value 7.744888
iter 30 value 4.554311
iter 40 value 3.126808
iter 50 value 2.253404
iter 60 value 2.079752
iter 70 value 1.978009
iter 80 value 1.961381
iter 90 value 1.960610
iter 100 value 1.960491
final value 1.960491
stopped after 100 iterations
# weights: 27
initial value 170.263201
iter 10 value 54.433613
iter 20 value 1.552538
iter 30 value 0.555137
iter 40 value 0.534005
iter 50 value 0.488794
iter 60 value 0.461110
iter 70 value 0.423719
iter 80 value 0.400179
iter 90 value 0.368047
iter 100 value 0.331885
final value 0.331885
stopped after 100 iterations
# weights: 43
initial value 211.747453
iter 10 value 43.428795
iter 20 value 1.273989
iter 30 value 0.705402
iter 40 value 0.630830
iter 50 value 0.567766
iter 60 value 0.494989
iter 70 value 0.444526
iter 80 value 0.423244
iter 90 value 0.388030
iter 100 value 0.374778
final value 0.374778
stopped after 100 iterations
# weights: 11
initial value 175.303560
iter 10 value 79.199609
iter 20 value 71.923812
final value 71.914933
converged
# weights: 27
initial value 188.784063
iter 10 value 46.108466
iter 20 value 7.216816
iter 30 value 6.486223
iter 40 value 5.503346
iter 50 value 4.908264
iter 60 value 4.902444
final value 4.902255
converged
# weights: 43
initial value 165.057663
iter 10 value 8.777528
iter 20 value 6.378470
iter 30 value 5.279461
iter 40 value 4.906364
iter 50 value 4.901969
final value 4.901956
converged
# weights: 11
initial value 187.387789
iter 10 value 80.019000
iter 20 value 62.295036
iter 30 value 61.310904
final value 61.310664
converged
# weights: 27
initial value 173.157666
iter 10 value 79.737468
iter 20 value 45.267055
iter 30 value 43.629837
iter 40 value 43.577741
iter 50 value 43.562965
iter 60 value 43.560348
final value 43.560330
converged
# weights: 43
initial value 177.446981
iter 10 value 79.206475
iter 20 value 45.389331
iter 30 value 42.837749
iter 40 value 41.179526
iter 50 value 40.412072
iter 60 value 40.141708
iter 70 value 40.041052
iter 80 value 40.019134
iter 90 value 40.005919
iter 100 value 40.002523
final value 40.002523
stopped after 100 iterations
# weights: 11
initial value 180.810516
iter 10 value 69.151114
iter 20 value 15.505082
iter 30 value 7.761277
iter 40 value 7.156014
iter 50 value 7.124100
iter 60 value 7.091681
iter 70 value 7.091494
iter 80 value 7.091456
iter 90 value 7.091440
iter 100 value 7.091427
final value 7.091427
stopped after 100 iterations
# weights: 27
initial value 197.247533
iter 10 value 39.413256
iter 20 value 7.063277
iter 30 value 6.841819
iter 40 value 6.371896
iter 50 value 6.185832
iter 60 value 6.150155
iter 70 value 6.116776
iter 80 value 6.015863
iter 90 value 5.877891
iter 100 value 5.862361
final value 5.862361
stopped after 100 iterations
# weights: 43
initial value 167.399459
iter 10 value 13.855304
iter 20 value 6.505780
iter 30 value 5.677486
iter 40 value 5.464151
iter 50 value 5.093443
iter 60 value 4.613025
iter 70 value 4.434785
iter 80 value 4.050115
iter 90 value 3.373487
iter 100 value 1.382849
final value 1.382849
stopped after 100 iterations
# weights: 11
initial value 165.837319
iter 10 value 31.037780
iter 20 value 3.750253
iter 30 value 0.405236
iter 40 value 0.202676
iter 50 value 0.052001
iter 60 value 0.040056
iter 70 value 0.035505
iter 80 value 0.032340
iter 90 value 0.030170
iter 100 value 0.023312
final value 0.023312
stopped after 100 iterations
# weights: 27
initial value 177.040296
iter 10 value 59.706263
iter 20 value 53.847889
iter 30 value 53.835550
iter 40 value 53.632186
iter 50 value 41.516568
iter 60 value 20.909368
iter 70 value 4.441665
iter 80 value 0.032123
final value 0.000055
converged
# weights: 43
initial value 218.811921
iter 10 value 46.862885
iter 20 value 0.154946
iter 30 value 0.000313
final value 0.000091
converged
# weights: 11
initial value 169.535493
iter 10 value 96.794279
iter 20 value 57.867008
iter 30 value 55.475362
final value 55.475359
converged
# weights: 27
initial value 181.454221
iter 10 value 58.899857
iter 20 value 38.476536
iter 30 value 37.872741
iter 40 value 37.809109
iter 50 value 36.899644
iter 60 value 36.515632
iter 70 value 36.442280
final value 36.439948
converged
# weights: 43
initial value 185.004957
iter 10 value 43.780661
iter 20 value 35.584530
iter 30 value 35.274576
iter 40 value 35.241829
iter 50 value 35.233620
iter 60 value 35.230541
iter 70 value 35.229584
iter 80 value 35.228230
iter 90 value 35.228194
iter 100 value 35.228181
final value 35.228181
stopped after 100 iterations
# weights: 11
initial value 175.857299
iter 10 value 61.809218
iter 20 value 60.049288
iter 30 value 60.025375
iter 40 value 59.986862
iter 50 value 59.962321
iter 60 value 58.275300
iter 70 value 44.952562
iter 80 value 6.677828
iter 90 value 3.475817
iter 100 value 2.840870
final value 2.840870
stopped after 100 iterations
# weights: 27
initial value 202.282089
iter 10 value 4.281884
iter 20 value 0.670191
iter 30 value 0.619646
iter 40 value 0.545587
iter 50 value 0.450973
iter 60 value 0.403883
iter 70 value 0.391142
iter 80 value 0.374694
iter 90 value 0.366177
iter 100 value 0.359859
final value 0.359859
stopped after 100 iterations
# weights: 43
initial value 201.574612
iter 10 value 9.057625
iter 20 value 0.677886
iter 30 value 0.583720
iter 40 value 0.544215
iter 50 value 0.499491
iter 60 value 0.463432
iter 70 value 0.439129
iter 80 value 0.419331
iter 90 value 0.414896
iter 100 value 0.399376
final value 0.399376
stopped after 100 iterations
# weights: 11
initial value 164.931088
iter 10 value 67.782311
iter 20 value 67.747669
final value 67.744845
converged
# weights: 27
initial value 176.917659
iter 10 value 43.020197
iter 20 value 5.674163
iter 30 value 4.992078
iter 40 value 4.972672
iter 50 value 4.949336
iter 60 value 4.842905
iter 70 value 4.841363
iter 80 value 4.841235
iter 90 value 4.839433
iter 100 value 4.832221
final value 4.832221
stopped after 100 iterations
# weights: 43
initial value 182.497087
iter 10 value 67.509825
iter 20 value 64.428619
iter 30 value 9.731528
iter 40 value 5.482872
iter 50 value 4.941303
iter 60 value 4.910218
iter 70 value 4.883185
iter 80 value 4.863776
iter 90 value 4.862242
iter 100 value 4.835869
final value 4.835869
stopped after 100 iterations
# weights: 11
initial value 179.789073
iter 10 value 89.434919
iter 20 value 59.939169
final value 59.850977
converged
# weights: 27
initial value 197.686595
iter 10 value 85.329539
iter 20 value 46.561563
iter 30 value 42.922302
iter 40 value 42.097786
iter 50 value 40.124900
iter 60 value 39.919995
iter 70 value 39.887874
final value 39.887535
converged
# weights: 43
initial value 191.052601
iter 10 value 51.554376
iter 20 value 41.423417
iter 30 value 38.866479
iter 40 value 38.690071
iter 50 value 38.615170
iter 60 value 38.601154
iter 70 value 38.596193
final value 38.596164
converged
# weights: 11
initial value 177.592883
iter 10 value 68.938703
iter 20 value 68.047945
iter 30 value 68.016324
iter 40 value 67.951468
iter 50 value 67.782634
iter 60 value 55.327947
iter 70 value 11.500944
iter 80 value 6.136403
iter 90 value 6.091882
iter 100 value 6.086928
final value 6.086928
stopped after 100 iterations
# weights: 27
initial value 183.482473
iter 10 value 68.223509
iter 20 value 66.510677
iter 30 value 6.270442
iter 40 value 5.333329
iter 50 value 5.259577
iter 60 value 5.249635
iter 70 value 5.182370
iter 80 value 5.171100
iter 90 value 5.164612
iter 100 value 5.157260
final value 5.157260
stopped after 100 iterations
# weights: 43
initial value 184.723000
iter 10 value 12.676296
iter 20 value 6.087482
iter 30 value 5.750387
iter 40 value 5.270195
iter 50 value 5.217473
iter 60 value 5.202952
iter 70 value 5.172081
iter 80 value 5.153621
iter 90 value 5.115404
iter 100 value 4.900766
final value 4.900766
stopped after 100 iterations
# weights: 11
initial value 170.886877
iter 10 value 56.972382
iter 20 value 4.982750
iter 30 value 3.031467
iter 40 value 2.719111
iter 50 value 2.623006
iter 60 value 2.603435
iter 70 value 2.600465
iter 80 value 2.522635
iter 90 value 2.516870
iter 100 value 2.503427
final value 2.503427
stopped after 100 iterations
# weights: 27
initial value 180.692838
iter 10 value 4.710148
iter 20 value 2.757532
iter 30 value 1.351010
iter 40 value 0.000552
final value 0.000025
converged
# weights: 43
initial value 267.526099
iter 10 value 7.658875
iter 20 value 2.726321
iter 30 value 1.484319
iter 40 value 0.000246
final value 0.000054
converged
# weights: 11
initial value 165.889583
iter 10 value 82.069221
iter 20 value 60.231183
iter 30 value 59.114540
final value 59.113752
converged
# weights: 27
initial value 176.900480
iter 10 value 71.274954
iter 20 value 50.129820
iter 30 value 43.964282
iter 40 value 43.015590
iter 50 value 41.482145
iter 60 value 41.004315
iter 70 value 40.919926
final value 40.919915
converged
# weights: 43
initial value 176.894506
iter 10 value 68.358103
iter 20 value 40.671492
iter 30 value 38.300506
iter 40 value 37.456492
iter 50 value 37.408475
iter 60 value 37.379058
iter 70 value 37.370738
iter 80 value 37.365901
iter 90 value 37.358914
iter 100 value 37.358752
final value 37.358752
stopped after 100 iterations
# weights: 11
initial value 164.382280
iter 10 value 17.234998
iter 20 value 4.483143
iter 30 value 3.930867
iter 40 value 3.853674
iter 50 value 3.822975
iter 60 value 3.814188
iter 70 value 3.813017
iter 80 value 3.811807
iter 90 value 3.811548
iter 100 value 3.811150
final value 3.811150
stopped after 100 iterations
# weights: 27
initial value 164.401251
iter 10 value 33.920952
iter 20 value 3.571904
iter 30 value 3.342282
iter 40 value 3.194475
iter 50 value 3.009940
iter 60 value 2.905283
iter 70 value 2.829560
iter 80 value 2.807620
iter 90 value 2.730983
iter 100 value 2.654030
final value 2.654030
stopped after 100 iterations
# weights: 43
initial value 165.393646
iter 10 value 48.133594
iter 20 value 3.207616
iter 30 value 2.969562
iter 40 value 2.932234
iter 50 value 2.756839
iter 60 value 2.708271
iter 70 value 2.684273
iter 80 value 2.640636
iter 90 value 2.605299
iter 100 value 2.559798
final value 2.559798
stopped after 100 iterations
# weights: 11
initial value 177.642019
iter 10 value 66.899326
iter 20 value 66.446998
iter 30 value 66.394650
iter 40 value 66.093465
iter 50 value 63.482399
iter 60 value 61.271580
iter 70 value 37.778912
iter 80 value 18.731716
iter 90 value 10.614580
iter 100 value 8.001587
final value 8.001587
stopped after 100 iterations
# weights: 27
initial value 185.326577
iter 10 value 34.121356
iter 20 value 8.158519
iter 30 value 7.816059
iter 40 value 7.153966
iter 50 value 6.669790
iter 60 value 4.521380
iter 70 value 4.390480
iter 80 value 4.210500
iter 90 value 3.714709
iter 100 value 3.413603
final value 3.413603
stopped after 100 iterations
# weights: 43
initial value 166.706553
iter 10 value 12.515107
iter 20 value 7.939426
iter 30 value 7.631069
iter 40 value 7.123144
iter 50 value 6.069402
iter 60 value 3.998382
iter 70 value 0.013151
iter 80 value 0.000101
iter 80 value 0.000087
iter 80 value 0.000021
final value 0.000021
converged
# weights: 11
initial value 165.146332
iter 10 value 66.454722
iter 20 value 60.659332
final value 60.656246
converged
# weights: 27
initial value 185.236236
iter 10 value 59.299587
iter 20 value 43.589878
iter 30 value 42.130757
iter 40 value 41.549060
iter 50 value 40.971622
iter 60 value 40.923906
iter 70 value 40.917710
final value 40.917381
converged
# weights: 43
initial value 178.409554
iter 10 value 68.428502
iter 20 value 42.913362
iter 30 value 40.264287
iter 40 value 39.893542
iter 50 value 39.714328
iter 60 value 39.699326
iter 70 value 39.679379
iter 80 value 39.654591
iter 90 value 39.641159
iter 100 value 39.624010
final value 39.624010
stopped after 100 iterations
# weights: 11
initial value 185.746885
iter 10 value 68.055502
iter 20 value 66.576988
iter 30 value 66.570842
iter 40 value 66.558169
iter 50 value 66.016335
iter 60 value 35.500767
iter 70 value 15.816172
iter 80 value 9.500362
iter 90 value 8.869846
iter 100 value 8.579246
final value 8.579246
stopped after 100 iterations
# weights: 27
initial value 170.002719
iter 10 value 9.713826
iter 20 value 7.959855
iter 30 value 7.774438
iter 40 value 7.647242
iter 50 value 7.370165
iter 60 value 7.257644
iter 70 value 7.140298
iter 80 value 6.674878
iter 90 value 5.805470
iter 100 value 5.159440
final value 5.159440
stopped after 100 iterations
# weights: 43
initial value 187.201743
iter 10 value 53.055337
iter 20 value 8.621251
iter 30 value 8.252635
iter 40 value 8.101734
iter 50 value 8.084840
iter 60 value 8.027410
iter 70 value 7.809054
iter 80 value 7.425784
iter 90 value 7.232003
iter 100 value 7.188904
final value 7.188904
stopped after 100 iterations
# weights: 11
initial value 168.342680
iter 10 value 32.782862
iter 20 value 10.913842
iter 30 value 9.070475
iter 40 value 9.029886
iter 50 value 9.008337
iter 60 value 8.995085
iter 70 value 8.977132
iter 80 value 8.972251
iter 90 value 8.969642
iter 100 value 8.961450
final value 8.961450
stopped after 100 iterations
# weights: 27
initial value 213.813030
iter 10 value 60.361644
iter 20 value 10.393349
iter 30 value 9.214475
iter 40 value 9.058599
iter 50 value 9.000586
iter 60 value 8.946003
iter 70 value 8.934624
iter 80 value 8.908914
iter 90 value 8.876592
iter 100 value 8.860286
final value 8.860286
stopped after 100 iterations
# weights: 43
initial value 168.954945
iter 10 value 15.619637
iter 20 value 9.141681
iter 30 value 8.936603
iter 40 value 7.267616
iter 50 value 6.707699
iter 60 value 4.318675
iter 70 value 3.798868
iter 80 value 3.400402
iter 90 value 3.365149
iter 100 value 3.365117
final value 3.365117
stopped after 100 iterations
# weights: 11
initial value 214.772318
iter 10 value 150.837466
iter 20 value 78.505607
iter 30 value 59.800563
final value 59.744531
converged
# weights: 27
initial value 164.980320
iter 10 value 71.734093
iter 20 value 42.355087
iter 30 value 40.544438
iter 40 value 40.204272
iter 50 value 40.159128
iter 60 value 40.144070
iter 70 value 40.139289
final value 40.139277
converged
# weights: 43
initial value 182.370328
iter 10 value 56.440121
iter 20 value 41.385736
iter 30 value 39.061018
iter 40 value 38.874879
iter 50 value 38.851210
iter 60 value 38.847777
iter 70 value 38.847418
final value 38.847415
converged
# weights: 11
initial value 177.954247
iter 10 value 66.033639
iter 20 value 65.484183
iter 30 value 65.222300
iter 40 value 64.919152
iter 50 value 27.204077
iter 60 value 10.853531
iter 70 value 9.552712
iter 80 value 9.517360
iter 90 value 9.504276
iter 100 value 9.485867
final value 9.485867
stopped after 100 iterations
# weights: 27
initial value 168.921545
iter 10 value 29.303374
iter 20 value 9.380405
iter 30 value 9.286038
iter 40 value 9.127966
iter 50 value 8.382513
iter 60 value 8.119839
iter 70 value 6.841496
iter 80 value 5.035201
iter 90 value 4.458137
iter 100 value 4.225452
final value 4.225452
stopped after 100 iterations
# weights: 43
initial value 201.083779
iter 10 value 48.179473
iter 20 value 10.100243
iter 30 value 9.656730
iter 40 value 9.270074
iter 50 value 8.659608
iter 60 value 7.829386
iter 70 value 7.434939
iter 80 value 6.316096
iter 90 value 5.635871
iter 100 value 5.123569
final value 5.123569
stopped after 100 iterations
# weights: 11
initial value 187.806556
iter 10 value 67.195047
iter 20 value 67.192072
final value 67.191902
converged
# weights: 27
initial value 178.317685
iter 10 value 48.602972
iter 20 value 6.696902
iter 30 value 6.201623
iter 40 value 6.195716
iter 50 value 6.175253
iter 60 value 5.738604
iter 70 value 5.724616
iter 80 value 5.612707
iter 90 value 4.907652
iter 100 value 4.830988
final value 4.830988
stopped after 100 iterations
# weights: 43
initial value 177.685252
iter 10 value 18.447428
iter 20 value 6.082202
iter 30 value 4.886496
iter 40 value 4.440242
iter 50 value 4.215773
iter 60 value 3.366463
iter 70 value 2.020862
iter 80 value 0.069834
iter 90 value 0.000345
final value 0.000088
converged
# weights: 11
initial value 166.659098
iter 10 value 70.661063
iter 20 value 61.598433
final value 61.597668
converged
# weights: 27
initial value 168.460100
iter 10 value 85.341484
iter 20 value 44.693390
iter 30 value 41.059327
iter 40 value 40.859955
iter 50 value 40.828784
iter 60 value 40.819312
iter 70 value 40.819014
final value 40.819009
converged
# weights: 43
initial value 185.165530
iter 10 value 66.786816
iter 20 value 44.444974
iter 30 value 41.559242
iter 40 value 40.537193
iter 50 value 40.165376
iter 60 value 40.043524
iter 70 value 39.737906
iter 80 value 39.660936
iter 90 value 39.653644
iter 100 value 39.643419
final value 39.643419
stopped after 100 iterations
# weights: 11
initial value 180.895010
iter 10 value 67.328666
iter 20 value 62.346702
iter 30 value 20.421776
iter 40 value 8.355597
iter 50 value 7.053837
iter 60 value 6.980755
iter 70 value 6.959741
iter 80 value 6.939318
iter 90 value 6.936606
iter 100 value 6.936447
final value 6.936447
stopped after 100 iterations
# weights: 27
initial value 196.068242
iter 10 value 38.033754
iter 20 value 6.702176
iter 30 value 6.645150
iter 40 value 6.494773
iter 50 value 6.446015
iter 60 value 6.391981
iter 70 value 6.350604
iter 80 value 6.161912
iter 90 value 5.925024
iter 100 value 5.124783
final value 5.124783
stopped after 100 iterations
# weights: 43
initial value 196.274468
iter 10 value 12.967540
iter 20 value 6.905654
iter 30 value 6.759313
iter 40 value 6.419891
iter 50 value 6.243870
iter 60 value 5.156089
iter 70 value 4.899058
iter 80 value 4.366102
iter 90 value 3.410741
iter 100 value 2.709890
final value 2.709890
stopped after 100 iterations
# weights: 11
initial value 182.391644
iter 10 value 164.410943
iter 20 value 135.570653
iter 30 value 55.716330
iter 40 value 11.860742
iter 50 value 3.386063
iter 60 value 1.678686
iter 70 value 1.178933
iter 80 value 1.038110
iter 90 value 0.767476
iter 100 value 0.180309
final value 0.180309
stopped after 100 iterations
# weights: 27
initial value 164.670101
iter 10 value 3.243195
iter 20 value 0.002311
iter 30 value 0.000569
final value 0.000083
converged
# weights: 43
initial value 166.199773
iter 10 value 6.575954
iter 20 value 0.018251
final value 0.000058
converged
# weights: 11
initial value 177.471732
iter 10 value 76.338766
iter 20 value 58.261989
iter 30 value 57.817343
final value 57.816068
converged
# weights: 27
initial value 173.020869
iter 10 value 65.912613
iter 20 value 39.454075
iter 30 value 37.696940
iter 40 value 37.358079
iter 50 value 37.314179
final value 37.303262
converged
# weights: 43
initial value 201.276084
iter 10 value 51.296599
iter 20 value 39.011159
iter 30 value 37.195845
iter 40 value 36.391127
iter 50 value 36.221344
iter 60 value 36.119936
iter 70 value 36.073650
iter 80 value 36.052682
iter 90 value 36.051148
iter 100 value 36.049221
final value 36.049221
stopped after 100 iterations
# weights: 11
initial value 177.184952
iter 10 value 45.746416
iter 20 value 7.946333
iter 30 value 4.436651
iter 40 value 3.101251
iter 50 value 2.276617
iter 60 value 2.114028
iter 70 value 2.094809
iter 80 value 2.086542
iter 90 value 2.081567
iter 100 value 2.080212
final value 2.080212
stopped after 100 iterations
# weights: 27
initial value 164.721078
iter 10 value 66.242455
iter 20 value 7.606380
iter 30 value 0.802255
iter 40 value 0.707797
iter 50 value 0.672289
iter 60 value 0.486362
iter 70 value 0.427919
iter 80 value 0.406452
iter 90 value 0.371750
iter 100 value 0.351830
final value 0.351830
stopped after 100 iterations
# weights: 43
initial value 179.080483
iter 10 value 34.291761
iter 20 value 0.917695
iter 30 value 0.779917
iter 40 value 0.573863
iter 50 value 0.489407
iter 60 value 0.451040
iter 70 value 0.417017
iter 80 value 0.395066
iter 90 value 0.376621
iter 100 value 0.369464
final value 0.369464
stopped after 100 iterations
# weights: 11
initial value 169.522929
iter 10 value 72.253045
iter 20 value 71.390453
final value 71.390201
converged
# weights: 27
initial value 171.851146
iter 10 value 10.648371
iter 20 value 0.035163
final value 0.000041
converged
# weights: 43
initial value 166.692726
iter 10 value 29.826987
iter 20 value 3.061382
iter 30 value 0.001329
iter 40 value 0.000115
iter 40 value 0.000074
iter 40 value 0.000064
final value 0.000064
converged
# weights: 11
initial value 179.941319
iter 10 value 68.879819
iter 20 value 61.448039
iter 30 value 61.414542
final value 61.414514
converged
# weights: 27
initial value 176.356990
iter 10 value 55.016875
iter 20 value 44.061493
iter 30 value 42.216095
iter 40 value 41.828782
iter 50 value 41.790390
iter 60 value 41.667670
iter 70 value 40.729607
iter 80 value 40.318455
iter 90 value 40.203418
final value 40.201871
converged
# weights: 43
initial value 183.328129
iter 10 value 60.798436
iter 20 value 43.822518
iter 30 value 40.165700
iter 40 value 39.621981
iter 50 value 39.317824
iter 60 value 39.130464
iter 70 value 39.115474
iter 80 value 39.111690
iter 90 value 39.110895
iter 100 value 39.110240
final value 39.110240
stopped after 100 iterations
# weights: 11
initial value 165.134035
iter 10 value 72.269994
iter 20 value 72.004459
iter 30 value 71.709388
iter 40 value 71.663243
iter 50 value 71.569472
iter 60 value 71.484475
iter 70 value 64.769748
iter 80 value 18.704712
iter 90 value 9.034312
iter 100 value 6.483581
final value 6.483581
stopped after 100 iterations
# weights: 27
initial value 169.103078
iter 10 value 8.471514
iter 20 value 2.194223
iter 30 value 2.103409
iter 40 value 1.730308
iter 50 value 1.571475
iter 60 value 1.439724
iter 70 value 1.357095
iter 80 value 1.306187
iter 90 value 1.127183
iter 100 value 1.106271
final value 1.106271
stopped after 100 iterations
# weights: 43
initial value 189.058431
iter 10 value 34.671904
iter 20 value 5.089267
iter 30 value 2.265408
iter 40 value 1.787073
iter 50 value 1.442865
iter 60 value 1.315504
iter 70 value 1.264158
iter 80 value 1.187907
iter 90 value 1.128377
iter 100 value 0.982953
final value 0.982953
stopped after 100 iterations
# weights: 11
initial value 187.237367
iter 10 value 66.549176
iter 20 value 9.001604
iter 30 value 0.542556
iter 40 value 0.019035
iter 50 value 0.017785
iter 60 value 0.003413
iter 70 value 0.003224
iter 80 value 0.002526
iter 90 value 0.002347
iter 100 value 0.002334
final value 0.002334
stopped after 100 iterations
# weights: 27
initial value 165.176864
iter 10 value 4.440162
iter 20 value 0.224892
iter 30 value 0.004397
iter 40 value 0.000298
final value 0.000081
converged
# weights: 43
initial value 173.230339
iter 10 value 6.225900
iter 20 value 0.601541
iter 30 value 0.000508
final value 0.000054
converged
# weights: 11
initial value 164.679626
iter 10 value 73.562691
iter 20 value 59.165099
iter 30 value 58.752324
final value 58.752133
converged
# weights: 27
initial value 168.395398
iter 10 value 68.586095
iter 20 value 39.914970
iter 30 value 38.027325
iter 40 value 37.950587
iter 50 value 37.927571
iter 60 value 37.926268
final value 37.926220
converged
# weights: 43
initial value 169.789095
iter 10 value 50.882449
iter 20 value 38.926550
iter 30 value 35.563159
iter 40 value 35.275799
iter 50 value 35.131544
iter 60 value 35.083230
iter 70 value 35.077443
iter 80 value 35.077052
iter 90 value 35.076984
iter 100 value 35.076220
final value 35.076220
stopped after 100 iterations
# weights: 11
initial value 170.285022
iter 10 value 64.999935
iter 20 value 11.990433
iter 30 value 3.194803
iter 40 value 2.717147
iter 50 value 2.312027
iter 60 value 2.149574
iter 70 value 2.138065
iter 80 value 2.120310
iter 90 value 2.114185
iter 100 value 2.100534
final value 2.100534
stopped after 100 iterations
# weights: 27
initial value 179.357369
iter 10 value 49.976476
iter 20 value 7.028021
iter 30 value 2.894317
iter 40 value 2.510015
iter 50 value 1.615963
iter 60 value 1.185781
iter 70 value 0.956884
iter 80 value 0.830295
iter 90 value 0.709933
iter 100 value 0.578716
final value 0.578716
stopped after 100 iterations
# weights: 43
initial value 177.452118
iter 10 value 38.736475
iter 20 value 3.129225
iter 30 value 0.691273
iter 40 value 0.592694
iter 50 value 0.540817
iter 60 value 0.437070
iter 70 value 0.387105
iter 80 value 0.366925
iter 90 value 0.307086
iter 100 value 0.297545
final value 0.297545
stopped after 100 iterations
# weights: 11
initial value 184.163155
iter 10 value 67.068697
iter 20 value 21.786451
iter 30 value 2.016968
iter 40 value 0.293408
iter 50 value 0.173503
iter 60 value 0.108571
iter 70 value 0.095073
iter 80 value 0.079101
iter 90 value 0.077815
iter 100 value 0.076651
final value 0.076651
stopped after 100 iterations
# weights: 27
initial value 175.925899
iter 10 value 41.403987
iter 20 value 2.398258
iter 30 value 0.001708
final value 0.000053
converged
# weights: 43
initial value 182.049620
iter 10 value 5.037268
iter 20 value 0.009298
final value 0.000057
converged
# weights: 11
initial value 180.326163
iter 10 value 85.993297
iter 20 value 68.088095
iter 30 value 55.253348
final value 55.250521
converged
# weights: 27
initial value 168.004486
iter 10 value 69.395945
iter 20 value 39.838520
iter 30 value 37.916771
iter 40 value 36.788278
iter 50 value 36.463550
iter 60 value 36.360428
iter 70 value 36.329509
final value 36.329457
converged
# weights: 43
initial value 210.842518
iter 10 value 75.418114
iter 20 value 37.142578
iter 30 value 35.653872
iter 40 value 35.273937
iter 50 value 35.226951
iter 60 value 35.196063
iter 70 value 35.172738
iter 80 value 35.170449
final value 35.170434
converged
# weights: 11
initial value 169.892618
iter 10 value 69.306645
iter 20 value 67.010862
iter 30 value 66.980440
iter 40 value 52.792510
iter 50 value 7.302582
iter 60 value 2.182606
iter 70 value 1.898089
iter 80 value 1.865421
iter 90 value 1.862765
iter 100 value 1.853480
final value 1.853480
stopped after 100 iterations
# weights: 27
initial value 183.394784
iter 10 value 3.473185
iter 20 value 0.564996
iter 30 value 0.536627
iter 40 value 0.464652
iter 50 value 0.422878
iter 60 value 0.391732
iter 70 value 0.363537
iter 80 value 0.344780
iter 90 value 0.325619
iter 100 value 0.310318
final value 0.310318
stopped after 100 iterations
# weights: 43
initial value 209.087304
iter 10 value 6.540521
iter 20 value 0.692948
iter 30 value 0.593453
iter 40 value 0.474224
iter 50 value 0.436576
iter 60 value 0.398096
iter 70 value 0.376155
iter 80 value 0.349810
iter 90 value 0.346510
iter 100 value 0.338069
final value 0.338069
stopped after 100 iterations
# weights: 11
initial value 164.718977
iter 10 value 64.774775
iter 20 value 64.659957
final value 64.659812
converged
# weights: 27
initial value 162.278401
iter 10 value 45.072315
iter 20 value 6.140224
iter 30 value 5.668131
iter 40 value 5.365458
iter 50 value 5.113519
iter 60 value 4.967936
iter 70 value 4.874879
iter 80 value 4.864504
iter 90 value 4.796634
iter 100 value 4.760274
final value 4.760274
stopped after 100 iterations
# weights: 43
initial value 176.569164
iter 10 value 25.357657
iter 20 value 5.836983
iter 30 value 5.784911
iter 40 value 5.182424
iter 50 value 4.721316
iter 60 value 4.701300
final value 4.701277
converged
# weights: 11
initial value 163.659829
iter 10 value 78.611462
iter 20 value 62.630627
iter 30 value 62.072066
iter 30 value 62.072066
iter 30 value 62.072066
final value 62.072066
converged
# weights: 27
initial value 192.333438
iter 10 value 75.183365
iter 20 value 52.511299
iter 30 value 46.133937
iter 40 value 45.027068
iter 50 value 43.686402
iter 60 value 42.472558
iter 70 value 42.110105
iter 80 value 42.085430
final value 42.085427
converged
# weights: 43
initial value 175.568761
iter 10 value 68.699176
iter 20 value 42.211245
iter 30 value 41.201756
iter 40 value 41.173775
iter 50 value 41.156177
iter 60 value 41.146496
iter 70 value 41.144556
iter 80 value 41.142918
iter 90 value 41.142733
iter 100 value 41.141991
final value 41.141991
stopped after 100 iterations
# weights: 11
initial value 178.652740
iter 10 value 65.966794
iter 20 value 65.146587
iter 30 value 64.748817
iter 40 value 64.497309
iter 50 value 47.139112
iter 60 value 17.545940
iter 70 value 7.435158
iter 80 value 6.880502
iter 90 value 6.764822
iter 100 value 6.683453
final value 6.683453
stopped after 100 iterations
# weights: 27
initial value 173.277162
iter 10 value 17.353634
iter 20 value 6.283534
iter 30 value 6.226411
iter 40 value 6.085926
iter 50 value 5.951794
iter 60 value 5.921493
iter 70 value 5.569774
iter 80 value 4.629685
iter 90 value 3.878702
iter 100 value 3.499203
final value 3.499203
stopped after 100 iterations
# weights: 43
initial value 205.985827
iter 10 value 20.903145
iter 20 value 5.948561
iter 30 value 5.512149
iter 40 value 4.962685
iter 50 value 4.687397
iter 60 value 4.532959
iter 70 value 4.503737
iter 80 value 4.471630
iter 90 value 4.409374
iter 100 value 3.522159
final value 3.522159
stopped after 100 iterations
# weights: 11
initial value 167.475847
iter 10 value 74.072911
iter 20 value 68.827849
final value 68.814945
converged
# weights: 27
initial value 172.457843
iter 10 value 69.595756
iter 20 value 68.810429
iter 30 value 68.804215
iter 40 value 68.803088
iter 50 value 68.801749
iter 60 value 68.799788
iter 70 value 68.797212
iter 80 value 68.792913
iter 90 value 68.786031
iter 100 value 68.771139
final value 68.771139
stopped after 100 iterations
# weights: 43
initial value 162.039036
iter 10 value 53.019182
iter 20 value 8.627936
iter 30 value 5.830029
iter 40 value 5.589548
iter 50 value 5.226316
iter 60 value 4.203487
iter 70 value 3.187304
iter 80 value 2.391294
iter 90 value 2.277928
iter 100 value 2.244078
final value 2.244078
stopped after 100 iterations
# weights: 11
initial value 167.641238
iter 10 value 92.031344
iter 20 value 63.465259
iter 30 value 60.129570
final value 60.127606
converged
# weights: 27
initial value 164.404716
iter 10 value 56.806528
iter 20 value 42.553822
iter 30 value 40.552565
iter 40 value 40.507841
iter 50 value 40.497493
iter 60 value 40.494827
final value 40.494798
converged
# weights: 43
initial value 176.084737
iter 10 value 70.020508
iter 20 value 43.497711
iter 30 value 41.671252
iter 40 value 40.066657
iter 50 value 39.492274
iter 60 value 39.392375
iter 70 value 39.320161
iter 80 value 39.310851
iter 90 value 39.310069
iter 100 value 39.308110
final value 39.308110
stopped after 100 iterations
# weights: 11
initial value 180.410012
iter 10 value 43.260309
iter 20 value 8.655842
iter 30 value 6.660856
iter 40 value 6.524388
iter 50 value 6.491439
iter 60 value 6.425800
iter 70 value 6.401271
iter 80 value 6.379173
iter 90 value 6.325148
iter 100 value 6.300925
final value 6.300925
stopped after 100 iterations
# weights: 27
initial value 173.711059
iter 10 value 45.498395
iter 20 value 5.929155
iter 30 value 5.845679
iter 40 value 5.731348
iter 50 value 5.714503
iter 60 value 5.687411
iter 70 value 5.674594
iter 80 value 5.663807
iter 90 value 5.623841
iter 100 value 5.617065
final value 5.617065
stopped after 100 iterations
# weights: 43
initial value 262.424651
iter 10 value 10.144224
iter 20 value 5.924929
iter 30 value 5.733698
iter 40 value 5.505608
iter 50 value 4.766046
iter 60 value 4.415148
iter 70 value 3.983848
iter 80 value 3.741927
iter 90 value 3.056957
iter 100 value 1.585551
final value 1.585551
stopped after 100 iterations
# weights: 11
initial value 193.088437
iter 10 value 62.822764
iter 20 value 62.807330
final value 62.806905
converged
# weights: 27
initial value 180.761101
iter 10 value 37.827961
iter 20 value 5.831338
iter 30 value 0.113673
iter 40 value 0.000115
iter 40 value 0.000061
iter 40 value 0.000047
final value 0.000047
converged
# weights: 43
initial value 186.033990
iter 10 value 61.295917
iter 20 value 11.746928
iter 30 value 3.354215
iter 40 value 0.084959
iter 50 value 0.000132
iter 50 value 0.000077
iter 50 value 0.000076
final value 0.000076
converged
# weights: 11
initial value 179.210622
iter 10 value 80.098729
iter 20 value 58.836234
iter 30 value 58.558124
final value 58.558120
converged
# weights: 27
initial value 175.641077
iter 10 value 65.871662
iter 20 value 45.927302
iter 30 value 42.510312
iter 40 value 41.409764
iter 50 value 41.375613
iter 60 value 41.373935
iter 70 value 41.373592
iter 70 value 41.373592
iter 70 value 41.373592
final value 41.373592
converged
# weights: 43
initial value 163.833696
iter 10 value 62.176704
iter 20 value 41.579498
iter 30 value 39.820989
iter 40 value 39.229280
iter 50 value 39.081195
iter 60 value 39.031626
iter 70 value 39.024301
iter 80 value 39.023750
iter 90 value 39.023551
iter 100 value 39.023519
final value 39.023519
stopped after 100 iterations
# weights: 11
initial value 202.113138
iter 10 value 121.490862
iter 20 value 22.557426
iter 30 value 8.052783
iter 40 value 6.450363
iter 50 value 6.235936
iter 60 value 6.163588
iter 70 value 6.056045
iter 80 value 5.994195
iter 90 value 5.991993
iter 100 value 5.987148
final value 5.987148
stopped after 100 iterations
# weights: 27
initial value 190.471303
iter 10 value 59.372044
iter 20 value 14.640349
iter 30 value 5.198235
iter 40 value 2.896711
iter 50 value 2.432982
iter 60 value 2.080661
iter 70 value 1.963236
iter 80 value 1.885010
iter 90 value 1.802795
iter 100 value 1.603638
final value 1.603638
stopped after 100 iterations
# weights: 43
initial value 162.188128
iter 10 value 31.756058
iter 20 value 4.552765
iter 30 value 1.466547
iter 40 value 1.425067
iter 50 value 1.366369
iter 60 value 1.325157
iter 70 value 1.298604
iter 80 value 1.265497
iter 90 value 1.254212
iter 100 value 1.244966
final value 1.244966
stopped after 100 iterations
# weights: 11
initial value 165.816823
iter 10 value 32.677031
iter 20 value 8.063712
iter 30 value 7.850330
iter 40 value 7.667688
iter 50 value 7.609833
iter 60 value 7.590789
iter 70 value 7.553536
iter 80 value 7.533572
iter 90 value 7.518492
iter 100 value 7.496090
final value 7.496090
stopped after 100 iterations
# weights: 27
initial value 178.618002
iter 10 value 18.046710
iter 20 value 7.770668
iter 30 value 6.948954
iter 40 value 5.530492
iter 50 value 3.683400
iter 60 value 3.036207
iter 70 value 3.001645
iter 80 value 2.939520
iter 90 value 2.914032
iter 100 value 2.822850
final value 2.822850
stopped after 100 iterations
# weights: 43
initial value 169.657012
iter 10 value 39.199670
iter 20 value 7.786553
iter 30 value 6.416540
iter 40 value 3.909902
iter 50 value 2.899540
iter 60 value 2.503429
iter 70 value 2.502019
iter 80 value 2.502013
final value 2.502012
converged
# weights: 11
initial value 171.817743
iter 10 value 101.579292
iter 20 value 72.547941
iter 30 value 59.965048
final value 59.965030
converged
# weights: 27
initial value 171.652074
iter 10 value 88.403586
iter 20 value 43.920430
iter 30 value 41.088819
iter 40 value 40.830398
iter 50 value 40.678940
iter 60 value 40.637264
iter 70 value 40.631610
final value 40.631558
converged
# weights: 43
initial value 191.685343
iter 10 value 77.850017
iter 20 value 42.231587
iter 30 value 40.072382
iter 40 value 39.429057
iter 50 value 39.403143
iter 60 value 39.395569
iter 70 value 39.388282
iter 80 value 39.387979
final value 39.387971
converged
# weights: 11
initial value 177.425374
iter 10 value 68.152930
iter 20 value 59.399190
iter 30 value 15.523130
iter 40 value 9.493706
iter 50 value 8.427827
iter 60 value 8.365117
iter 70 value 8.318634
iter 80 value 8.294195
iter 90 value 8.291427
iter 100 value 8.291236
final value 8.291236
stopped after 100 iterations
# weights: 27
initial value 168.119065
iter 10 value 68.551007
iter 20 value 63.206564
iter 30 value 12.960008
iter 40 value 8.284015
iter 50 value 7.235436
iter 60 value 6.399827
iter 70 value 5.918352
iter 80 value 5.755740
iter 90 value 5.739256
iter 100 value 5.532319
final value 5.532319
stopped after 100 iterations
# weights: 43
initial value 182.651930
iter 10 value 26.884298
iter 20 value 8.267688
iter 30 value 7.840314
iter 40 value 7.454374
iter 50 value 7.024506
iter 60 value 6.746683
iter 70 value 6.568914
iter 80 value 6.466111
iter 90 value 6.182691
iter 100 value 5.305470
final value 5.305470
stopped after 100 iterations
# weights: 11
initial value 164.172514
iter 10 value 73.040627
iter 20 value 70.013108
final value 69.995129
converged
# weights: 27
initial value 172.014612
iter 10 value 27.211066
iter 20 value 8.258714
iter 30 value 7.993723
iter 40 value 7.876064
iter 50 value 4.305988
iter 60 value 3.799525
iter 70 value 3.790851
iter 80 value 3.782109
iter 90 value 2.899325
iter 100 value 2.881324
final value 2.881324
stopped after 100 iterations
# weights: 43
initial value 195.094494
iter 10 value 10.467587
iter 20 value 8.771602
iter 30 value 8.472905
iter 40 value 8.371528
iter 50 value 8.364673
iter 60 value 8.338278
iter 70 value 8.329998
iter 80 value 8.328393
iter 90 value 8.321570
iter 100 value 8.321479
final value 8.321479
stopped after 100 iterations
# weights: 11
initial value 166.846857
iter 10 value 103.808344
iter 20 value 61.823310
iter 30 value 61.371854
iter 30 value 61.371853
final value 61.371853
converged
# weights: 27
initial value 170.512437
iter 10 value 61.588720
iter 20 value 45.781580
iter 30 value 43.056363
iter 40 value 41.058576
iter 50 value 40.968280
iter 60 value 40.908641
iter 70 value 40.899725
final value 40.898623
converged
# weights: 43
initial value 167.109437
iter 10 value 67.819846
iter 20 value 44.362223
iter 30 value 42.122874
iter 40 value 41.234905
iter 50 value 40.875354
iter 60 value 40.104858
iter 70 value 39.951863
iter 80 value 39.932492
iter 90 value 39.930547
iter 100 value 39.929955
final value 39.929955
stopped after 100 iterations
# weights: 11
initial value 178.536574
iter 10 value 122.217322
iter 20 value 70.197889
iter 30 value 70.169610
iter 40 value 70.150558
iter 50 value 62.029773
iter 60 value 20.182683
iter 70 value 9.607689
iter 80 value 9.357214
iter 90 value 9.300874
iter 100 value 9.299097
final value 9.299097
stopped after 100 iterations
# weights: 27
initial value 178.632713
iter 10 value 54.924410
iter 20 value 9.658394
iter 30 value 9.167294
iter 40 value 9.045111
iter 50 value 8.939453
iter 60 value 8.879323
iter 70 value 8.720270
iter 80 value 8.619144
iter 90 value 8.609886
iter 100 value 8.552112
final value 8.552112
stopped after 100 iterations
# weights: 43
initial value 182.278936
iter 10 value 70.961062
iter 20 value 12.570330
iter 30 value 9.993176
iter 40 value 9.576837
iter 50 value 9.273907
iter 60 value 8.657617
iter 70 value 8.185549
iter 80 value 7.279749
iter 90 value 6.373986
iter 100 value 6.155208
final value 6.155208
stopped after 100 iterations
# weights: 11
initial value 194.217141
iter 10 value 160.078671
iter 20 value 65.437068
iter 30 value 12.775133
iter 40 value 7.072809
iter 50 value 6.447158
iter 60 value 6.178345
iter 70 value 6.038702
iter 80 value 5.986155
iter 90 value 5.978437
iter 100 value 5.964467
final value 5.964467
stopped after 100 iterations
# weights: 27
initial value 169.951279
iter 10 value 48.139437
iter 20 value 6.280439
iter 30 value 6.029788
iter 40 value 5.875027
iter 50 value 5.863393
iter 60 value 5.821198
iter 70 value 5.779539
iter 80 value 5.772064
iter 90 value 5.767087
iter 100 value 5.765613
final value 5.765613
stopped after 100 iterations
# weights: 43
initial value 162.208218
iter 10 value 20.219781
iter 20 value 6.092582
iter 30 value 5.910663
iter 40 value 5.757924
iter 50 value 5.733357
iter 60 value 5.522613
iter 70 value 4.952784
iter 80 value 3.210748
iter 90 value 2.910752
iter 100 value 2.901855
final value 2.901855
stopped after 100 iterations
# weights: 11
initial value 191.929394
iter 10 value 70.233210
iter 20 value 63.805017
final value 63.727943
converged
# weights: 27
initial value 182.302364
iter 10 value 77.506195
iter 20 value 49.438787
iter 30 value 44.102833
iter 40 value 42.666022
iter 50 value 42.252968
iter 60 value 42.228070
final value 42.226743
converged
# weights: 43
initial value 167.295756
iter 10 value 56.625329
iter 20 value 41.629563
iter 30 value 41.151160
iter 40 value 41.024909
iter 50 value 41.007776
iter 60 value 40.996638
iter 70 value 40.991422
iter 80 value 40.990941
final value 40.990916
converged
# weights: 11
initial value 170.749291
iter 10 value 31.840423
iter 20 value 7.079696
iter 30 value 6.850918
iter 40 value 6.781158
iter 50 value 6.771319
iter 60 value 6.755405
iter 70 value 6.739411
iter 80 value 6.735048
iter 90 value 6.733138
final value 6.733047
converged
# weights: 27
initial value 186.968397
iter 10 value 22.969238
iter 20 value 6.082065
iter 30 value 6.008239
iter 40 value 5.994689
iter 50 value 5.975362
iter 60 value 5.966590
iter 70 value 5.965382
iter 80 value 5.962711
iter 90 value 5.960945
iter 100 value 5.950934
final value 5.950934
stopped after 100 iterations
# weights: 43
initial value 165.377036
iter 10 value 15.173229
iter 20 value 6.129690
iter 30 value 5.989153
iter 40 value 5.676017
iter 50 value 3.345322
iter 60 value 1.796851
iter 70 value 1.281338
iter 80 value 1.082988
iter 90 value 1.008106
iter 100 value 0.939552
final value 0.939552
stopped after 100 iterations
# weights: 11
initial value 179.309392
iter 10 value 42.459406
iter 20 value 7.224568
iter 30 value 6.853901
iter 40 value 6.812197
iter 50 value 6.784644
iter 60 value 6.777198
iter 70 value 6.773457
iter 80 value 6.769563
iter 90 value 6.767409
iter 100 value 6.766729
final value 6.766729
stopped after 100 iterations
# weights: 27
initial value 175.192962
iter 10 value 15.216371
iter 20 value 7.234387
iter 30 value 7.075191
iter 40 value 6.845013
iter 50 value 6.773380
iter 60 value 6.754244
iter 70 value 6.729554
iter 80 value 6.695120
iter 90 value 6.666610
iter 100 value 6.615900
final value 6.615900
stopped after 100 iterations
# weights: 43
initial value 183.266135
iter 10 value 30.083648
iter 20 value 7.168637
iter 30 value 6.858055
iter 40 value 6.799144
iter 50 value 6.625801
iter 60 value 4.999246
iter 70 value 4.311771
iter 80 value 4.103582
iter 90 value 3.506906
iter 100 value 3.264022
final value 3.264022
stopped after 100 iterations
# weights: 11
initial value 170.502479
iter 10 value 93.438441
iter 20 value 64.872188
iter 30 value 61.456707
final value 61.401073
converged
# weights: 27
initial value 193.756446
iter 10 value 81.202248
iter 20 value 46.581022
iter 30 value 41.613957
iter 40 value 40.950148
iter 50 value 40.717099
iter 60 value 40.716615
iter 70 value 40.716466
iter 70 value 40.716466
iter 70 value 40.716466
final value 40.716466
converged
# weights: 43
initial value 165.125247
iter 10 value 66.335299
iter 20 value 42.800572
iter 30 value 40.688037
iter 40 value 40.243401
iter 50 value 40.203873
iter 60 value 40.192311
iter 70 value 40.189385
iter 80 value 40.188745
final value 40.188730
converged
# weights: 11
initial value 172.584906
iter 10 value 69.234271
iter 20 value 12.557013
iter 30 value 7.671164
iter 40 value 7.536200
iter 50 value 7.477329
iter 60 value 7.470520
iter 70 value 7.462621
iter 80 value 7.458898
iter 90 value 7.458303
iter 100 value 7.458198
final value 7.458198
stopped after 100 iterations
# weights: 27
initial value 172.641930
iter 10 value 67.895951
iter 20 value 8.363589
iter 30 value 7.638552
iter 40 value 7.106021
iter 50 value 6.946196
iter 60 value 6.692088
iter 70 value 6.032995
iter 80 value 4.868245
iter 90 value 4.072748
iter 100 value 4.045353
final value 4.045353
stopped after 100 iterations
# weights: 43
initial value 174.298204
iter 10 value 49.293641
iter 20 value 7.092634
iter 30 value 7.023500
iter 40 value 6.951111
iter 50 value 6.908827
iter 60 value 6.480465
iter 70 value 3.389205
iter 80 value 1.006886
iter 90 value 0.831293
iter 100 value 0.757893
final value 0.757893
stopped after 100 iterations
# weights: 11
initial value 164.192398
iter 10 value 63.065375
iter 20 value 18.195002
iter 30 value 8.719076
iter 40 value 6.562044
iter 50 value 6.196949
iter 60 value 6.164821
iter 70 value 6.145153
iter 80 value 6.144094
iter 90 value 6.140546
iter 100 value 6.136534
final value 6.136534
stopped after 100 iterations
# weights: 27
initial value 199.254563
iter 10 value 55.285491
iter 20 value 6.841757
iter 30 value 6.266977
iter 40 value 6.122552
iter 50 value 5.826048
iter 60 value 4.403647
iter 70 value 3.370918
iter 80 value 3.009197
iter 90 value 2.857473
iter 100 value 2.581511
final value 2.581511
stopped after 100 iterations
# weights: 43
initial value 160.957719
iter 10 value 7.510917
iter 20 value 6.173436
iter 30 value 6.119496
iter 40 value 5.885506
iter 50 value 4.740712
iter 60 value 3.584506
iter 70 value 2.956264
iter 80 value 1.200933
iter 90 value 0.002809
iter 100 value 0.000447
final value 0.000447
stopped after 100 iterations
# weights: 11
initial value 176.155891
iter 10 value 96.054962
iter 20 value 62.160544
final value 62.122251
converged
# weights: 27
initial value 199.633354
iter 10 value 66.084926
iter 20 value 43.171405
iter 30 value 42.382743
iter 40 value 42.147724
iter 50 value 41.053846
iter 60 value 40.840363
iter 70 value 40.735500
iter 80 value 40.725238
final value 40.725235
converged
# weights: 43
initial value 165.987218
iter 10 value 73.189840
iter 20 value 43.898191
iter 30 value 39.831594
iter 40 value 39.628901
iter 50 value 39.589476
iter 60 value 39.577434
iter 70 value 39.561219
iter 80 value 39.557070
iter 90 value 39.551343
iter 100 value 39.550843
final value 39.550843
stopped after 100 iterations
# weights: 11
initial value 175.004121
iter 10 value 109.634944
iter 20 value 73.611428
iter 30 value 73.583184
iter 40 value 73.314403
iter 50 value 67.610592
iter 60 value 29.493909
iter 70 value 9.710238
iter 80 value 7.241593
iter 90 value 6.959943
iter 100 value 6.874929
final value 6.874929
stopped after 100 iterations
# weights: 27
initial value 174.445470
iter 10 value 20.168986
iter 20 value 6.337750
iter 30 value 5.613229
iter 40 value 5.437362
iter 50 value 5.331370
iter 60 value 5.065974
iter 70 value 4.717079
iter 80 value 4.549087
iter 90 value 4.386117
iter 100 value 4.308588
final value 4.308588
stopped after 100 iterations
# weights: 43
initial value 219.915266
iter 10 value 41.430688
iter 20 value 6.250329
iter 30 value 5.715978
iter 40 value 4.586320
iter 50 value 4.047387
iter 60 value 3.867985
iter 70 value 3.718757
iter 80 value 3.573768
iter 90 value 3.524302
iter 100 value 3.492671
final value 3.492671
stopped after 100 iterations
# weights: 11
initial value 178.162200
iter 10 value 43.743546
iter 20 value 5.622867
iter 30 value 2.954951
iter 40 value 1.852987
iter 50 value 1.538353
iter 60 value 1.204910
iter 70 value 0.872572
iter 80 value 0.716056
iter 90 value 0.590918
iter 100 value 0.506239
final value 0.506239
stopped after 100 iterations
# weights: 27
initial value 167.148996
iter 10 value 17.784078
iter 20 value 1.685314
iter 30 value 0.047891
iter 40 value 0.000480
iter 50 value 0.000183
final value 0.000049
converged
# weights: 43
initial value 168.766910
iter 10 value 65.224770
iter 20 value 23.998258
iter 30 value 7.453970
iter 40 value 1.613746
iter 50 value 0.150059
iter 60 value 0.008284
iter 70 value 0.003702
iter 80 value 0.001795
final value 0.000060
converged
# weights: 11
initial value 166.836216
iter 10 value 75.962310
iter 20 value 59.644162
final value 59.554220
converged
# weights: 27
initial value 189.197695
iter 10 value 79.593801
iter 20 value 49.109606
iter 30 value 43.680626
iter 40 value 41.834673
iter 50 value 41.613971
iter 60 value 41.518853
iter 70 value 41.465193
final value 41.465070
converged
# weights: 43
initial value 175.714816
iter 10 value 78.220453
iter 20 value 44.638150
iter 30 value 40.808322
iter 40 value 40.492095
iter 50 value 40.452893
iter 60 value 40.425719
iter 70 value 40.421844
iter 80 value 40.415157
iter 90 value 40.413160
iter 100 value 40.408507
final value 40.408507
stopped after 100 iterations
# weights: 11
initial value 164.113391
iter 10 value 73.138224
iter 20 value 72.550611
iter 30 value 72.493324
iter 40 value 72.378826
iter 50 value 72.121677
iter 60 value 48.459210
iter 70 value 12.640203
iter 80 value 4.341600
iter 90 value 3.292127
iter 100 value 3.141880
final value 3.141880
stopped after 100 iterations
# weights: 27
initial value 164.604075
iter 10 value 12.654547
iter 20 value 0.960046
iter 30 value 0.906294
iter 40 value 0.842283
iter 50 value 0.748674
iter 60 value 0.650802
iter 70 value 0.622463
iter 80 value 0.597416
iter 90 value 0.563543
iter 100 value 0.531076
final value 0.531076
stopped after 100 iterations
# weights: 43
initial value 162.420006
iter 10 value 62.410673
iter 20 value 3.951518
iter 30 value 1.334313
iter 40 value 0.955755
iter 50 value 0.923514
iter 60 value 0.665588
iter 70 value 0.616162
iter 80 value 0.559095
iter 90 value 0.532080
iter 100 value 0.527397
final value 0.527397
stopped after 100 iterations
# weights: 11
initial value 176.761917
iter 10 value 69.656773
iter 20 value 68.894093
final value 68.890160
converged
# weights: 27
initial value 171.550592
iter 10 value 69.178792
iter 20 value 68.891152
final value 68.890192
converged
# weights: 43
initial value 217.071111
iter 10 value 8.234342
iter 20 value 7.018596
iter 30 value 5.854515
iter 40 value 5.077572
iter 50 value 5.069280
iter 60 value 5.069015
final value 5.069015
converged
# weights: 11
initial value 175.481386
iter 10 value 86.597558
iter 20 value 62.131348
iter 30 value 62.026913
iter 30 value 62.026913
final value 62.026913
converged
# weights: 27
initial value 189.187903
iter 10 value 85.894052
iter 20 value 55.248317
iter 30 value 44.905253
iter 40 value 42.686188
iter 50 value 41.067345
iter 60 value 40.997520
iter 70 value 40.972573
final value 40.972430
converged
# weights: 43
initial value 172.870495
iter 10 value 54.922151
iter 20 value 41.837593
iter 30 value 41.248527
iter 40 value 40.254036
iter 50 value 40.103375
iter 60 value 40.071468
iter 70 value 40.067979
iter 80 value 40.053055
iter 90 value 40.015817
iter 100 value 39.997711
final value 39.997711
stopped after 100 iterations
# weights: 11
initial value 163.304170
iter 10 value 57.030283
iter 20 value 14.760649
iter 30 value 9.129123
iter 40 value 8.714932
iter 50 value 8.594794
iter 60 value 8.563306
iter 70 value 8.500926
iter 80 value 8.488460
iter 90 value 8.487443
iter 100 value 8.485571
final value 8.485571
stopped after 100 iterations
# weights: 27
initial value 182.881794
iter 10 value 12.249361
iter 20 value 7.479695
iter 30 value 3.417540
iter 40 value 2.084575
iter 50 value 1.819132
iter 60 value 1.586501
iter 70 value 1.478180
iter 80 value 1.332650
iter 90 value 1.263312
iter 100 value 1.210208
final value 1.210208
stopped after 100 iterations
# weights: 43
initial value 181.949815
iter 10 value 53.725524
iter 20 value 7.820463
iter 30 value 6.878294
iter 40 value 6.097837
iter 50 value 5.736023
iter 60 value 2.628481
iter 70 value 1.498135
iter 80 value 1.275857
iter 90 value 1.009733
iter 100 value 0.964363
final value 0.964363
stopped after 100 iterations
# weights: 11
initial value 167.116141
iter 10 value 73.656470
iter 20 value 72.811360
final value 72.810593
converged
# weights: 27
initial value 205.921411
iter 10 value 9.284264
iter 20 value 0.453928
iter 30 value 0.000864
final value 0.000091
converged
# weights: 43
initial value 184.103365
iter 10 value 28.832155
iter 20 value 0.287327
iter 30 value 0.000178
iter 30 value 0.000097
iter 30 value 0.000094
final value 0.000094
converged
# weights: 11
initial value 185.145016
iter 10 value 93.454056
iter 20 value 78.270637
iter 30 value 60.067540
final value 59.979584
converged
# weights: 27
initial value 168.700227
iter 10 value 49.584248
iter 20 value 38.753870
iter 30 value 37.841133
iter 40 value 37.837490
iter 50 value 37.837080
final value 37.837027
converged
# weights: 43
initial value 165.602942
iter 10 value 76.655809
iter 20 value 45.199000
iter 30 value 39.318728
iter 40 value 37.651363
iter 50 value 37.118647
iter 60 value 37.040642
iter 70 value 36.920869
iter 80 value 36.895029
iter 90 value 36.889710
iter 100 value 36.871431
final value 36.871431
stopped after 100 iterations
# weights: 11
initial value 176.004694
iter 10 value 103.110126
iter 20 value 53.833253
iter 30 value 18.276035
iter 40 value 2.771041
iter 50 value 2.167268
iter 60 value 2.090646
iter 70 value 2.049732
iter 80 value 2.034085
iter 90 value 2.020036
iter 100 value 2.003022
final value 2.003022
stopped after 100 iterations
# weights: 27
initial value 173.836359
iter 10 value 46.508218
iter 20 value 1.897569
iter 30 value 1.444258
iter 40 value 0.823991
iter 50 value 0.568640
iter 60 value 0.444080
iter 70 value 0.419739
iter 80 value 0.393274
iter 90 value 0.373583
iter 100 value 0.361160
final value 0.361160
stopped after 100 iterations
# weights: 43
initial value 169.176718
iter 10 value 31.545525
iter 20 value 0.536086
iter 30 value 0.478406
iter 40 value 0.426303
iter 50 value 0.368191
iter 60 value 0.354559
iter 70 value 0.333945
iter 80 value 0.327903
iter 90 value 0.325775
iter 100 value 0.322053
final value 0.322053
stopped after 100 iterations
# weights: 11
initial value 167.278397
iter 10 value 68.260607
iter 20 value 67.193171
final value 67.191964
converged
# weights: 27
initial value 170.208425
iter 10 value 10.740475
iter 20 value 0.020808
iter 30 value 0.000645
final value 0.000064
converged
# weights: 43
initial value 180.570402
iter 10 value 22.337057
iter 20 value 0.967226
iter 30 value 0.004345
iter 40 value 0.000236
final value 0.000099
converged
# weights: 11
initial value 171.532226
iter 10 value 82.446840
iter 20 value 60.360760
final value 60.023721
converged
# weights: 27
initial value 198.181384
iter 10 value 57.704147
iter 20 value 41.282305
iter 30 value 40.382440
iter 40 value 40.282167
iter 50 value 40.258260
final value 40.254750
converged
# weights: 43
initial value 169.880280
iter 10 value 81.122502
iter 20 value 42.282943
iter 30 value 40.180728
iter 40 value 39.937299
iter 50 value 39.822892
iter 60 value 39.775137
iter 70 value 39.770255
iter 80 value 39.768093
iter 90 value 39.767925
iter 100 value 39.767736
final value 39.767736
stopped after 100 iterations
# weights: 11
initial value 166.768621
iter 10 value 71.420300
iter 20 value 67.970779
iter 30 value 67.766022
iter 40 value 67.680801
iter 50 value 67.631733
iter 60 value 66.167209
iter 70 value 64.279137
iter 80 value 33.993051
iter 90 value 10.123872
iter 100 value 4.525055
final value 4.525055
stopped after 100 iterations
# weights: 27
initial value 169.733983
iter 10 value 64.694439
iter 20 value 7.477115
iter 30 value 0.674527
iter 40 value 0.605561
iter 50 value 0.575377
iter 60 value 0.542962
iter 70 value 0.511558
iter 80 value 0.478418
iter 90 value 0.457904
iter 100 value 0.437472
final value 0.437472
stopped after 100 iterations
# weights: 43
initial value 182.376017
iter 10 value 67.217795
iter 20 value 15.911421
iter 30 value 6.785508
iter 40 value 1.790551
iter 50 value 1.335263
iter 60 value 1.256824
iter 70 value 0.889223
iter 80 value 0.597363
iter 90 value 0.468607
iter 100 value 0.440397
final value 0.440397
stopped after 100 iterations
# weights: 11
initial value 174.093229
final value 61.819150
converged
# weights: 27
initial value 166.170610
iter 10 value 12.287359
iter 20 value 2.359402
iter 30 value 0.004554
final value 0.000088
converged
# weights: 43
initial value 171.885372
iter 10 value 9.280045
iter 20 value 1.598064
iter 30 value 0.008305
final value 0.000067
converged
# weights: 11
initial value 173.264492
iter 10 value 70.204851
iter 20 value 56.943951
iter 30 value 56.871262
final value 56.871184
converged
# weights: 27
initial value 166.327864
iter 10 value 58.037609
iter 20 value 40.852082
iter 30 value 40.682149
iter 40 value 40.530464
iter 50 value 39.131434
iter 60 value 38.175845
iter 70 value 37.824418
iter 80 value 37.822699
iter 80 value 37.822699
iter 80 value 37.822699
final value 37.822699
converged
# weights: 43
initial value 187.760364
iter 10 value 56.635462
iter 20 value 40.175451
iter 30 value 37.103896
iter 40 value 36.900310
iter 50 value 36.805936
iter 60 value 36.721518
iter 70 value 36.675537
iter 80 value 36.588749
iter 90 value 36.562045
iter 100 value 36.558542
final value 36.558542
stopped after 100 iterations
# weights: 11
initial value 164.686613
iter 10 value 63.531389
iter 20 value 62.184072
iter 30 value 62.015925
iter 40 value 61.958379
iter 50 value 61.939173
iter 60 value 61.926603
iter 70 value 60.412296
iter 80 value 11.843501
iter 90 value 4.259306
iter 100 value 3.201822
final value 3.201822
stopped after 100 iterations
# weights: 27
initial value 175.959369
iter 10 value 33.896549
iter 20 value 2.542014
iter 30 value 0.744206
iter 40 value 0.545188
iter 50 value 0.501073
iter 60 value 0.486346
iter 70 value 0.475898
iter 80 value 0.467885
iter 90 value 0.452123
iter 100 value 0.443863
final value 0.443863
stopped after 100 iterations
# weights: 43
initial value 175.545810
iter 10 value 63.849042
iter 20 value 8.512177
iter 30 value 2.240591
iter 40 value 0.912902
iter 50 value 0.811570
iter 60 value 0.766079
iter 70 value 0.575854
iter 80 value 0.482347
iter 90 value 0.471844
iter 100 value 0.456445
final value 0.456445
stopped after 100 iterations
# weights: 11
initial value 195.696226
iter 10 value 65.650461
iter 20 value 10.292418
iter 30 value 5.707288
iter 40 value 5.291999
iter 50 value 5.123667
iter 60 value 5.095353
iter 70 value 5.078578
iter 80 value 5.077018
iter 90 value 5.064835
iter 100 value 5.057039
final value 5.057039
stopped after 100 iterations
# weights: 27
initial value 183.393836
iter 10 value 43.642453
iter 20 value 6.612030
iter 30 value 4.590750
iter 40 value 4.151749
iter 50 value 3.804271
iter 60 value 3.157801
iter 70 value 2.301297
iter 80 value 1.739213
iter 90 value 0.758733
iter 100 value 0.003268
final value 0.003268
stopped after 100 iterations
# weights: 43
initial value 193.205767
iter 10 value 26.544007
iter 20 value 5.146459
iter 30 value 5.113004
iter 40 value 5.086148
iter 50 value 5.035607
iter 60 value 4.625264
iter 70 value 4.107070
iter 80 value 3.117677
iter 90 value 0.873042
iter 100 value 0.118308
final value 0.118308
stopped after 100 iterations
# weights: 11
initial value 166.604930
iter 10 value 87.200163
iter 20 value 58.068756
iter 30 value 56.790636
final value 56.775949
converged
# weights: 27
initial value 169.843140
iter 10 value 72.794011
iter 20 value 41.721611
iter 30 value 40.165418
iter 40 value 39.633596
iter 50 value 39.578825
iter 60 value 39.549292
iter 70 value 39.547352
final value 39.547350
converged
# weights: 43
initial value 166.631139
iter 10 value 67.196830
iter 20 value 40.299333
iter 30 value 37.563215
iter 40 value 36.652800
iter 50 value 36.574953
iter 60 value 36.566682
iter 70 value 36.536233
iter 80 value 36.532471
iter 90 value 36.531840
iter 100 value 36.531666
final value 36.531666
stopped after 100 iterations
# weights: 11
initial value 168.988912
iter 10 value 71.353128
iter 20 value 67.097204
iter 30 value 66.973655
iter 40 value 66.899976
iter 50 value 66.855858
iter 60 value 66.797964
iter 70 value 66.709022
iter 80 value 66.522967
iter 90 value 28.374760
iter 100 value 7.612419
final value 7.612419
stopped after 100 iterations
# weights: 27
initial value 180.182246
iter 10 value 13.131191
iter 20 value 6.005500
iter 30 value 5.826571
iter 40 value 5.616707
iter 50 value 5.475145
iter 60 value 5.184228
iter 70 value 4.505213
iter 80 value 3.890728
iter 90 value 3.358633
iter 100 value 2.580076
final value 2.580076
stopped after 100 iterations
# weights: 43
initial value 178.883503
iter 10 value 34.758877
iter 20 value 6.653827
iter 30 value 5.672671
iter 40 value 5.496023
iter 50 value 5.357586
iter 60 value 5.267308
iter 70 value 4.935405
iter 80 value 4.329908
iter 90 value 4.096245
iter 100 value 3.808129
final value 3.808129
stopped after 100 iterations
# weights: 11
initial value 166.545693
iter 10 value 21.050980
iter 20 value 8.127628
iter 30 value 6.133880
iter 40 value 6.107102
iter 50 value 6.092374
iter 60 value 6.090476
iter 70 value 6.087745
iter 80 value 6.072037
iter 90 value 6.071913
iter 100 value 6.070487
final value 6.070487
stopped after 100 iterations
# weights: 27
initial value 168.698775
iter 10 value 56.676385
iter 20 value 7.748629
iter 30 value 6.100386
iter 40 value 6.094462
iter 50 value 6.083249
iter 60 value 5.936518
iter 70 value 5.899033
iter 80 value 5.888711
iter 90 value 5.851776
iter 100 value 5.455186
final value 5.455186
stopped after 100 iterations
# weights: 43
initial value 174.695591
iter 10 value 38.443766
iter 20 value 6.377572
iter 30 value 6.056590
iter 40 value 5.651457
iter 50 value 4.889460
iter 60 value 4.233827
iter 70 value 3.112932
iter 80 value 1.278256
iter 90 value 0.210416
iter 100 value 0.045517
final value 0.045517
stopped after 100 iterations
# weights: 11
initial value 175.472891
iter 10 value 89.320484
iter 20 value 64.096237
iter 30 value 63.283342
final value 63.282797
converged
# weights: 27
initial value 176.925283
iter 10 value 61.238455
iter 20 value 44.242429
iter 30 value 43.845254
iter 40 value 43.622356
iter 50 value 42.673579
iter 60 value 42.527930
iter 70 value 42.463988
final value 42.463264
converged
# weights: 43
initial value 157.496053
iter 10 value 81.905002
iter 20 value 43.877076
iter 30 value 41.902696
iter 40 value 41.569897
iter 50 value 41.535743
iter 60 value 41.527481
iter 70 value 41.517705
iter 80 value 41.516971
iter 90 value 41.512693
final value 41.512591
converged
# weights: 11
initial value 165.762697
iter 10 value 60.995689
iter 20 value 7.311786
iter 30 value 6.849586
iter 40 value 6.816392
iter 50 value 6.809964
iter 60 value 6.805531
iter 70 value 6.802880
iter 80 value 6.801146
iter 90 value 6.800244
iter 100 value 6.799350
final value 6.799350
stopped after 100 iterations
# weights: 27
initial value 166.104863
iter 10 value 73.967093
iter 20 value 34.637536
iter 30 value 10.771932
iter 40 value 6.913146
iter 50 value 6.899284
iter 60 value 6.873560
iter 70 value 6.828727
iter 80 value 6.781307
iter 90 value 6.736102
iter 100 value 6.374856
final value 6.374856
stopped after 100 iterations
# weights: 43
initial value 166.404101
iter 10 value 78.161964
iter 20 value 24.575847
iter 30 value 13.694630
iter 40 value 12.460749
iter 50 value 9.266257
iter 60 value 8.302331
iter 70 value 7.968806
iter 80 value 7.017931
iter 90 value 6.765782
iter 100 value 6.425493
final value 6.425493
stopped after 100 iterations
# weights: 11
initial value 170.590247
iter 10 value 69.486034
iter 20 value 69.306879
iter 30 value 63.924596
iter 40 value 16.330873
iter 50 value 9.598006
iter 60 value 7.964752
iter 70 value 7.614580
iter 80 value 7.439863
iter 90 value 7.306332
iter 100 value 7.213033
final value 7.213033
stopped after 100 iterations
# weights: 27
initial value 166.198262
iter 10 value 39.862508
iter 20 value 7.884436
iter 30 value 6.915885
iter 40 value 6.584318
iter 50 value 5.735373
iter 60 value 4.983719
iter 70 value 4.971159
iter 80 value 4.964937
iter 90 value 4.959555
iter 100 value 4.957052
final value 4.957052
stopped after 100 iterations
# weights: 43
initial value 163.095134
iter 10 value 9.878562
iter 20 value 7.074588
iter 30 value 6.807375
iter 40 value 5.642849
iter 50 value 4.953073
iter 60 value 4.922506
iter 70 value 4.921959
final value 4.921957
converged
# weights: 11
initial value 178.156534
iter 10 value 103.770751
iter 20 value 62.239688
iter 30 value 61.508064
iter 30 value 61.508064
iter 30 value 61.508064
final value 61.508064
converged
# weights: 27
initial value 179.832034
iter 10 value 88.599013
iter 20 value 51.450457
iter 30 value 46.827953
iter 40 value 45.494812
iter 50 value 44.169651
iter 60 value 44.138489
iter 70 value 44.132767
final value 44.132766
converged
# weights: 43
initial value 185.713070
iter 10 value 85.362183
iter 20 value 41.993163
iter 30 value 40.949448
iter 40 value 40.937535
iter 50 value 40.931123
iter 60 value 40.930705
iter 70 value 40.930539
final value 40.930473
converged
# weights: 11
initial value 178.226357
iter 10 value 27.388899
iter 20 value 8.755279
iter 30 value 8.351151
iter 40 value 8.304124
iter 50 value 8.216415
iter 60 value 8.116478
iter 70 value 8.080859
iter 80 value 8.069145
iter 90 value 8.043205
iter 100 value 8.016327
final value 8.016327
stopped after 100 iterations
# weights: 27
initial value 170.329958
iter 10 value 69.666742
iter 20 value 69.441628
iter 30 value 69.378334
iter 40 value 29.307833
iter 50 value 7.553559
iter 60 value 7.284104
iter 70 value 7.035332
iter 80 value 6.730645
iter 90 value 6.307202
iter 100 value 6.043133
final value 6.043133
stopped after 100 iterations
# weights: 43
initial value 172.160585
iter 10 value 16.127338
iter 20 value 7.381560
iter 30 value 5.408553
iter 40 value 4.977151
iter 50 value 4.749313
iter 60 value 4.505028
iter 70 value 4.408677
iter 80 value 4.374505
iter 90 value 4.359819
iter 100 value 4.241564
final value 4.241564
stopped after 100 iterations
# weights: 11
initial value 175.208191
iter 10 value 54.985560
iter 20 value 6.235020
iter 30 value 0.517170
iter 40 value 0.064378
iter 50 value 0.055954
iter 60 value 0.013201
iter 70 value 0.008557
iter 80 value 0.005803
iter 90 value 0.005745
iter 100 value 0.005438
final value 0.005438
stopped after 100 iterations
# weights: 27
initial value 173.940905
iter 10 value 15.378838
iter 20 value 0.069160
final value 0.000074
converged
# weights: 43
initial value 182.158969
iter 10 value 57.689068
iter 20 value 3.887706
iter 30 value 0.010066
final value 0.000088
converged
# weights: 11
initial value 173.166241
iter 10 value 113.197447
iter 20 value 60.780742
iter 30 value 57.764745
final value 57.759868
converged
# weights: 27
initial value 202.626001
iter 10 value 47.155874
iter 20 value 39.100781
iter 30 value 37.910049
iter 40 value 37.291619
iter 50 value 37.184713
iter 60 value 37.183657
iter 70 value 37.183420
iter 70 value 37.183420
iter 70 value 37.183420
final value 37.183420
converged
# weights: 43
initial value 182.163678
iter 10 value 68.429356
iter 20 value 42.226827
iter 30 value 39.776598
iter 40 value 37.769107
iter 50 value 36.992682
iter 60 value 36.145194
iter 70 value 35.949100
iter 80 value 35.884571
iter 90 value 35.876191
iter 100 value 35.875518
final value 35.875518
stopped after 100 iterations
# weights: 11
initial value 171.378650
iter 10 value 57.285165
iter 20 value 4.020970
iter 30 value 2.817036
iter 40 value 2.615355
iter 50 value 2.545889
iter 60 value 2.539760
iter 70 value 2.524524
iter 80 value 2.520973
iter 90 value 2.520875
iter 100 value 2.520835
final value 2.520835
stopped after 100 iterations
# weights: 27
initial value 172.040910
iter 10 value 9.213936
iter 20 value 1.334705
iter 30 value 1.120148
iter 40 value 0.734098
iter 50 value 0.663985
iter 60 value 0.594723
iter 70 value 0.552033
iter 80 value 0.533399
iter 90 value 0.497303
iter 100 value 0.480479
final value 0.480479
stopped after 100 iterations
# weights: 43
initial value 178.643356
iter 10 value 54.707017
iter 20 value 1.748542
iter 30 value 0.581399
iter 40 value 0.538493
iter 50 value 0.517417
iter 60 value 0.448885
iter 70 value 0.424648
iter 80 value 0.407098
iter 90 value 0.387958
iter 100 value 0.386365
final value 0.386365
stopped after 100 iterations
# weights: 11
initial value 169.807778
iter 10 value 58.879464
iter 20 value 10.957293
iter 30 value 9.310335
iter 40 value 9.132446
iter 50 value 9.045745
iter 60 value 8.999651
iter 70 value 8.802413
iter 80 value 8.729464
iter 90 value 8.644496
iter 100 value 8.628433
final value 8.628433
stopped after 100 iterations
# weights: 27
initial value 182.997524
iter 10 value 74.099359
iter 20 value 15.621697
iter 30 value 9.154524
iter 40 value 6.995410
iter 50 value 4.146288
iter 60 value 2.777630
iter 70 value 2.703458
iter 80 value 2.703228
final value 2.703225
converged
# weights: 43
initial value 166.640415
iter 10 value 70.047690
iter 20 value 9.113192
iter 30 value 8.501842
iter 40 value 7.242527
iter 50 value 6.337990
iter 60 value 5.249868
iter 70 value 4.236554
iter 80 value 3.639831
iter 90 value 3.108067
iter 100 value 1.119574
final value 1.119574
stopped after 100 iterations
# weights: 11
initial value 191.108273
iter 10 value 65.445885
iter 20 value 62.466303
final value 62.466133
converged
# weights: 27
initial value 169.170691
iter 10 value 64.766606
iter 20 value 43.790711
iter 30 value 42.181176
iter 40 value 42.068006
iter 50 value 42.052220
iter 60 value 42.041135
iter 70 value 42.040713
final value 42.040712
converged
# weights: 43
initial value 194.857041
iter 10 value 60.483257
iter 20 value 43.412152
iter 30 value 41.922987
iter 40 value 41.255334
iter 50 value 40.994504
iter 60 value 40.826430
iter 70 value 40.813416
iter 80 value 40.810668
iter 90 value 40.797426
iter 100 value 40.785891
final value 40.785891
stopped after 100 iterations
# weights: 11
initial value 168.827316
iter 10 value 50.231595
iter 20 value 13.039283
iter 30 value 9.700705
iter 40 value 9.656503
iter 50 value 9.627630
iter 60 value 9.589958
iter 70 value 9.586195
iter 80 value 9.584248
iter 90 value 9.584127
iter 100 value 9.584071
final value 9.584071
stopped after 100 iterations
# weights: 27
initial value 195.276264
iter 10 value 23.161470
iter 20 value 8.742046
iter 30 value 7.552292
iter 40 value 5.681314
iter 50 value 4.696001
iter 60 value 2.061420
iter 70 value 1.607887
iter 80 value 1.543905
iter 90 value 1.277767
iter 100 value 1.221885
final value 1.221885
stopped after 100 iterations
# weights: 43
initial value 162.662357
iter 10 value 12.197499
iter 20 value 9.284360
iter 30 value 8.718234
iter 40 value 8.031124
iter 50 value 7.579080
iter 60 value 7.282929
iter 70 value 7.142971
iter 80 value 6.427975
iter 90 value 5.283086
iter 100 value 3.665143
final value 3.665143
stopped after 100 iterations
# weights: 11
initial value 165.617152
iter 10 value 94.718398
iter 20 value 21.053786
iter 30 value 7.727537
iter 40 value 4.038485
iter 50 value 2.988678
iter 60 value 2.467768
iter 70 value 1.417336
iter 80 value 0.854253
iter 90 value 0.700608
iter 100 value 0.681285
final value 0.681285
stopped after 100 iterations
# weights: 27
initial value 193.829710
iter 10 value 34.705467
iter 20 value 1.210054
iter 30 value 0.000340
final value 0.000076
converged
# weights: 43
initial value 188.238718
iter 10 value 19.295909
iter 20 value 0.272312
iter 30 value 0.000108
iter 30 value 0.000052
iter 30 value 0.000052
final value 0.000052
converged
# weights: 11
initial value 183.576073
iter 10 value 116.235783
iter 20 value 74.061228
iter 30 value 63.662814
final value 63.501937
converged
# weights: 27
initial value 175.975186
iter 10 value 60.748321
iter 20 value 43.632903
iter 30 value 40.250437
iter 40 value 39.968755
iter 50 value 39.959326
iter 60 value 39.955581
iter 70 value 39.953791
final value 39.953790
converged
# weights: 43
initial value 168.300853
iter 10 value 54.355800
iter 20 value 40.587567
iter 30 value 39.422407
iter 40 value 38.986808
iter 50 value 38.821135
iter 60 value 38.793988
iter 70 value 38.780286
iter 80 value 38.778747
iter 90 value 38.778665
iter 100 value 38.778561
final value 38.778561
stopped after 100 iterations
# weights: 11
initial value 169.450840
iter 10 value 76.518585
iter 20 value 76.440096
iter 30 value 76.374153
iter 40 value 76.347208
iter 50 value 63.761096
iter 60 value 29.039565
iter 70 value 8.969187
iter 80 value 5.234732
iter 90 value 4.278046
iter 100 value 3.472133
final value 3.472133
stopped after 100 iterations
# weights: 27
initial value 172.807847
iter 10 value 20.385325
iter 20 value 1.747378
iter 30 value 0.936874
iter 40 value 0.834586
iter 50 value 0.807136
iter 60 value 0.543746
iter 70 value 0.481202
iter 80 value 0.462562
iter 90 value 0.457192
iter 100 value 0.452240
final value 0.452240
stopped after 100 iterations
# weights: 43
initial value 162.865490
iter 10 value 8.747394
iter 20 value 0.726236
iter 30 value 0.689675
iter 40 value 0.656239
iter 50 value 0.623517
iter 60 value 0.610388
iter 70 value 0.591093
iter 80 value 0.535000
iter 90 value 0.510902
iter 100 value 0.501904
final value 0.501904
stopped after 100 iterations
# weights: 11
initial value 168.567716
iter 10 value 73.375402
iter 20 value 73.303845
final value 73.303710
converged
# weights: 27
initial value 165.559278
iter 10 value 47.381961
iter 20 value 6.738590
iter 30 value 0.624990
iter 40 value 0.014725
iter 50 value 0.007070
iter 60 value 0.000413
final value 0.000066
converged
# weights: 43
initial value 176.782520
iter 10 value 11.135433
iter 20 value 0.018304
final value 0.000092
converged
# weights: 11
initial value 172.253212
iter 10 value 97.350903
iter 20 value 80.582218
iter 30 value 60.828427
final value 60.820651
converged
# weights: 27
initial value 168.344726
iter 10 value 91.422572
iter 20 value 42.866634
iter 30 value 40.686975
iter 40 value 40.629418
iter 50 value 40.618181
iter 60 value 40.618057
iter 60 value 40.618057
final value 40.618057
converged
# weights: 43
initial value 194.364581
iter 10 value 55.166103
iter 20 value 42.192974
iter 30 value 41.145973
iter 40 value 40.893825
iter 50 value 40.632037
iter 60 value 39.544102
iter 70 value 39.490364
iter 80 value 39.418080
iter 90 value 39.399272
iter 100 value 39.377985
final value 39.377985
stopped after 100 iterations
# weights: 11
initial value 182.055101
iter 10 value 125.197005
iter 20 value 20.538439
iter 30 value 7.736701
iter 40 value 2.368702
iter 50 value 2.129004
iter 60 value 1.902376
iter 70 value 1.829526
iter 80 value 1.817423
iter 90 value 1.812893
iter 100 value 1.812560
final value 1.812560
stopped after 100 iterations
# weights: 27
initial value 198.502157
iter 10 value 15.680824
iter 20 value 1.266350
iter 30 value 1.163619
iter 40 value 0.685689
iter 50 value 0.524283
iter 60 value 0.427043
iter 70 value 0.390206
iter 80 value 0.363297
iter 90 value 0.343217
iter 100 value 0.330884
final value 0.330884
stopped after 100 iterations
# weights: 43
initial value 179.279719
iter 10 value 10.933079
iter 20 value 0.647082
iter 30 value 0.523111
iter 40 value 0.474116
iter 50 value 0.420549
iter 60 value 0.395288
iter 70 value 0.374558
iter 80 value 0.325467
iter 90 value 0.321811
iter 100 value 0.319406
final value 0.319406
stopped after 100 iterations
# weights: 11
initial value 188.781098
iter 10 value 49.137197
iter 20 value 7.935570
iter 30 value 5.452855
iter 40 value 5.442890
iter 50 value 5.438655
iter 60 value 5.436257
iter 70 value 5.431803
iter 80 value 5.429316
iter 90 value 5.420219
iter 100 value 5.418404
final value 5.418404
stopped after 100 iterations
# weights: 27
initial value 175.427390
iter 10 value 25.210146
iter 20 value 5.900159
iter 30 value 5.455716
iter 40 value 3.870931
iter 50 value 0.020035
iter 60 value 0.000437
iter 70 value 0.000323
iter 80 value 0.000300
iter 90 value 0.000260
final value 0.000079
converged
# weights: 43
initial value 185.862850
iter 10 value 11.559885
iter 20 value 5.607180
iter 30 value 5.514059
iter 40 value 5.442542
iter 50 value 5.383238
iter 60 value 5.322338
iter 70 value 5.144124
iter 80 value 4.798986
iter 90 value 4.795759
iter 100 value 4.795470
final value 4.795470
stopped after 100 iterations
# weights: 11
initial value 168.322866
iter 10 value 113.756529
iter 20 value 88.727696
iter 30 value 60.746100
final value 60.533828
converged
# weights: 27
initial value 165.692808
iter 10 value 78.475049
iter 20 value 42.725814
iter 30 value 41.179497
iter 40 value 40.232844
iter 50 value 39.744696
iter 60 value 39.683018
final value 39.682974
converged
# weights: 43
initial value 167.855683
iter 10 value 77.675463
iter 20 value 41.647926
iter 30 value 38.890550
iter 40 value 38.529228
iter 50 value 38.484065
iter 60 value 38.479875
iter 70 value 38.475646
iter 80 value 38.461252
iter 90 value 38.459783
iter 100 value 38.458963
final value 38.458963
stopped after 100 iterations
# weights: 11
initial value 191.806566
iter 10 value 67.095769
iter 20 value 14.174180
iter 30 value 8.978339
iter 40 value 6.409022
iter 50 value 6.219881
iter 60 value 6.164689
iter 70 value 6.096643
iter 80 value 6.096590
iter 90 value 6.096581
final value 6.096558
converged
# weights: 27
initial value 180.466046
iter 10 value 70.547433
iter 20 value 28.627587
iter 30 value 5.912200
iter 40 value 5.658387
iter 50 value 5.616209
iter 60 value 5.545192
iter 70 value 5.424001
iter 80 value 2.451024
iter 90 value 0.728708
iter 100 value 0.629677
final value 0.629677
stopped after 100 iterations
# weights: 43
initial value 166.368948
iter 10 value 15.563129
iter 20 value 6.483159
iter 30 value 5.944952
iter 40 value 5.593639
iter 50 value 4.877090
iter 60 value 2.384073
iter 70 value 0.939361
iter 80 value 0.768955
iter 90 value 0.730453
iter 100 value 0.697827
final value 0.697827
stopped after 100 iterations
# weights: 11
initial value 174.624467
iter 10 value 118.978668
iter 20 value 66.190315
iter 30 value 33.364692
iter 40 value 10.906814
iter 50 value 8.279527
iter 60 value 8.244741
iter 70 value 8.205549
iter 80 value 8.200823
iter 90 value 8.164354
iter 100 value 8.147702
final value 8.147702
stopped after 100 iterations
# weights: 27
initial value 176.924766
iter 10 value 19.646155
iter 20 value 8.305296
iter 30 value 8.090693
iter 40 value 7.921951
iter 50 value 7.864812
iter 60 value 5.284961
iter 70 value 5.017371
iter 80 value 5.013083
iter 90 value 5.005682
iter 100 value 4.839221
final value 4.839221
stopped after 100 iterations
# weights: 43
initial value 167.536591
iter 10 value 22.545089
iter 20 value 8.526692
iter 30 value 8.363170
iter 40 value 7.783062
iter 50 value 7.588141
iter 60 value 7.076833
iter 70 value 6.101582
iter 80 value 5.072032
iter 90 value 2.985818
iter 100 value 0.193961
final value 0.193961
stopped after 100 iterations
# weights: 11
initial value 166.158322
iter 10 value 94.185155
iter 20 value 64.415135
iter 30 value 60.406987
final value 60.406513
converged
# weights: 27
initial value 191.026573
iter 10 value 58.109783
iter 20 value 42.776459
iter 30 value 41.523705
iter 40 value 41.175724
iter 50 value 41.124732
iter 60 value 41.121476
final value 41.121465
converged
# weights: 43
initial value 185.807547
iter 10 value 68.367654
iter 20 value 41.262105
iter 30 value 40.288400
iter 40 value 40.007825
iter 50 value 39.968759
iter 60 value 39.955529
iter 70 value 39.928207
iter 80 value 39.926907
iter 90 value 39.925939
iter 100 value 39.925166
final value 39.925166
stopped after 100 iterations
# weights: 11
initial value 178.127418
iter 10 value 105.886819
iter 20 value 67.092631
iter 30 value 67.016649
iter 40 value 66.848165
iter 50 value 66.721669
iter 60 value 62.531310
iter 70 value 20.597566
iter 80 value 9.867318
iter 90 value 8.977748
iter 100 value 8.937378
final value 8.937378
stopped after 100 iterations
# weights: 27
initial value 162.704224
iter 10 value 41.838313
iter 20 value 10.102574
iter 30 value 9.088162
iter 40 value 8.741108
iter 50 value 8.418494
iter 60 value 8.272895
iter 70 value 8.146231
iter 80 value 8.058727
iter 90 value 8.017573
iter 100 value 7.762454
final value 7.762454
stopped after 100 iterations
# weights: 43
initial value 173.643287
iter 10 value 21.601119
iter 20 value 8.796027
iter 30 value 8.544548
iter 40 value 8.446692
iter 50 value 8.353433
iter 60 value 8.272101
iter 70 value 8.206328
iter 80 value 8.063129
iter 90 value 7.746420
iter 100 value 7.601502
final value 7.601502
stopped after 100 iterations
# weights: 11
initial value 179.578793
iter 10 value 70.531784
iter 20 value 70.524448
final value 70.524441
converged
# weights: 27
initial value 185.074774
iter 10 value 27.656667
iter 20 value 7.123101
iter 30 value 6.756883
iter 40 value 4.946839
iter 50 value 3.945075
iter 60 value 3.718874
iter 70 value 3.660584
iter 80 value 3.541751
iter 90 value 3.449596
iter 100 value 3.441462
final value 3.441462
stopped after 100 iterations
# weights: 43
initial value 195.293968
iter 10 value 39.081284
iter 20 value 6.698378
iter 30 value 6.298084
iter 40 value 5.264772
iter 50 value 5.056000
iter 60 value 4.507633
iter 70 value 3.212941
iter 80 value 2.216194
iter 90 value 1.768382
iter 100 value 1.589431
final value 1.589431
stopped after 100 iterations
# weights: 11
initial value 174.483307
iter 10 value 68.549401
iter 20 value 63.081082
final value 63.080566
converged
# weights: 27
initial value 177.636771
iter 10 value 65.774412
iter 20 value 44.857103
iter 30 value 44.302060
iter 40 value 44.028429
iter 50 value 43.074957
iter 60 value 42.965967
iter 70 value 42.913814
final value 42.912387
converged
# weights: 43
initial value 170.160017
iter 10 value 61.481570
iter 20 value 43.171140
iter 30 value 42.224781
iter 40 value 41.839977
iter 50 value 41.755709
iter 60 value 41.702481
iter 70 value 41.696427
iter 80 value 41.693768
final value 41.693612
converged
# weights: 11
initial value 171.375063
iter 10 value 72.685662
iter 20 value 21.191045
iter 30 value 7.967600
iter 40 value 7.574638
iter 50 value 7.528252
iter 60 value 7.491901
iter 70 value 7.491643
iter 80 value 7.491574
final value 7.491556
converged
# weights: 27
initial value 188.548120
iter 10 value 70.792460
iter 20 value 12.291874
iter 30 value 6.850852
iter 40 value 6.233244
iter 50 value 5.671705
iter 60 value 5.627720
iter 70 value 5.602805
iter 80 value 5.564978
iter 90 value 5.490468
iter 100 value 5.126283
final value 5.126283
stopped after 100 iterations
# weights: 43
initial value 182.240290
iter 10 value 34.874103
iter 20 value 6.995108
iter 30 value 6.436456
iter 40 value 4.387222
iter 50 value 3.849579
iter 60 value 3.172304
iter 70 value 2.820573
iter 80 value 1.969300
iter 90 value 1.752538
iter 100 value 1.350858
final value 1.350858
stopped after 100 iterations
# weights: 11
initial value 181.062849
iter 10 value 64.328368
iter 20 value 4.198350
iter 30 value 0.135465
iter 40 value 0.079998
iter 50 value 0.033597
iter 60 value 0.025298
iter 70 value 0.013139
iter 80 value 0.012764
iter 90 value 0.011526
iter 100 value 0.010216
final value 0.010216
stopped after 100 iterations
# weights: 27
initial value 171.092701
iter 10 value 73.284138
iter 20 value 0.617945
iter 30 value 0.001263
iter 40 value 0.000229
iter 40 value 0.000098
iter 40 value 0.000096
final value 0.000096
converged
# weights: 43
initial value 165.981423
iter 10 value 5.813172
iter 20 value 0.017195
iter 30 value 0.000931
final value 0.000077
converged
# weights: 11
initial value 172.206233
iter 10 value 92.038645
iter 20 value 56.521753
final value 56.447073
converged
# weights: 27
initial value 189.915844
iter 10 value 42.217547
iter 20 value 37.630835
iter 30 value 36.830074
iter 40 value 36.333211
iter 50 value 36.225200
iter 60 value 36.224534
iter 70 value 36.224335
iter 70 value 36.224335
iter 70 value 36.224335
final value 36.224335
converged
# weights: 43
initial value 183.464302
iter 10 value 67.829849
iter 20 value 41.305210
iter 30 value 35.379287
iter 40 value 34.989515
iter 50 value 34.949712
iter 60 value 34.945788
iter 70 value 34.941727
final value 34.941046
converged
# weights: 11
initial value 170.840650
iter 10 value 89.850602
iter 20 value 60.539246
iter 30 value 33.231480
iter 40 value 6.051393
iter 50 value 2.112472
iter 60 value 1.800286
iter 70 value 1.419297
iter 80 value 1.392364
iter 90 value 1.387538
iter 100 value 1.386546
final value 1.386546
stopped after 100 iterations
# weights: 27
initial value 162.072407
iter 10 value 8.552510
iter 20 value 0.813303
iter 30 value 0.707335
iter 40 value 0.600560
iter 50 value 0.535270
iter 60 value 0.419388
iter 70 value 0.393471
iter 80 value 0.372005
iter 90 value 0.337734
iter 100 value 0.296358
final value 0.296358
stopped after 100 iterations
# weights: 43
initial value 196.908794
iter 10 value 2.991294
iter 20 value 1.078601
iter 30 value 0.695538
iter 40 value 0.518227
iter 50 value 0.376233
iter 60 value 0.353977
iter 70 value 0.315169
iter 80 value 0.299898
iter 90 value 0.277764
iter 100 value 0.264177
final value 0.264177
stopped after 100 iterations
# weights: 11
initial value 168.891434
iter 10 value 70.530243
iter 20 value 69.766427
final value 69.765180
converged
# weights: 27
initial value 167.927981
iter 10 value 54.842466
iter 20 value 8.426124
iter 30 value 6.628147
iter 40 value 5.102352
iter 50 value 4.836705
iter 60 value 4.704650
iter 70 value 4.490773
iter 80 value 4.007901
iter 90 value 3.522860
iter 100 value 3.309671
final value 3.309671
stopped after 100 iterations
# weights: 43
initial value 167.082671
iter 10 value 44.763713
iter 20 value 7.066601
iter 30 value 6.010747
iter 40 value 3.642809
iter 50 value 1.159605
iter 60 value 0.125639
iter 70 value 0.025448
iter 80 value 0.000248
final value 0.000023
converged
# weights: 11
initial value 184.603759
iter 10 value 64.113961
iter 20 value 62.297416
final value 62.296647
converged
# weights: 27
initial value 167.191019
iter 10 value 88.265509
iter 20 value 46.405482
iter 30 value 43.020454
iter 40 value 42.904997
iter 50 value 42.890559
iter 60 value 42.886156
iter 70 value 42.883807
final value 42.883804
converged
# weights: 43
initial value 179.628424
iter 10 value 63.652480
iter 20 value 43.093747
iter 30 value 41.869848
iter 40 value 41.666657
iter 50 value 41.602086
iter 60 value 41.594443
iter 70 value 41.593474
iter 80 value 41.592665
iter 90 value 41.586734
iter 100 value 41.585860
final value 41.585860
stopped after 100 iterations
# weights: 11
initial value 174.190574
iter 10 value 98.978698
iter 20 value 12.946561
iter 30 value 7.824959
iter 40 value 7.707809
iter 50 value 7.445779
iter 60 value 7.419616
iter 70 value 7.412173
iter 80 value 7.403637
iter 90 value 7.403588
final value 7.403558
converged
# weights: 27
initial value 189.631676
iter 10 value 12.908923
iter 20 value 7.944078
iter 30 value 6.606125
iter 40 value 6.047341
iter 50 value 5.999868
iter 60 value 5.958680
iter 70 value 5.902880
iter 80 value 5.874668
iter 90 value 5.863523
iter 100 value 5.842167
final value 5.842167
stopped after 100 iterations
# weights: 43
initial value 177.878580
iter 10 value 47.889500
iter 20 value 7.314218
iter 30 value 6.583370
iter 40 value 5.090303
iter 50 value 4.443605
iter 60 value 3.245710
iter 70 value 2.550757
iter 80 value 1.932027
iter 90 value 1.846239
iter 100 value 1.764895
final value 1.764895
stopped after 100 iterations
# weights: 11
initial value 160.897893
iter 10 value 58.730508
iter 20 value 58.632536
final value 58.632173
converged
# weights: 27
initial value 167.592605
final value 58.632086
converged
# weights: 43
initial value 172.087722
iter 10 value 31.239621
iter 20 value 8.094256
iter 30 value 7.641723
iter 40 value 6.109649
iter 50 value 0.032367
final value 0.000048
converged
# weights: 11
initial value 162.794125
iter 10 value 81.013995
iter 20 value 58.494602
iter 30 value 58.223391
final value 58.223041
converged
# weights: 27
initial value 188.429721
iter 10 value 48.027289
iter 20 value 40.067812
iter 30 value 39.620415
iter 40 value 39.459435
iter 50 value 39.448150
final value 39.448146
converged
# weights: 43
initial value 183.609293
iter 10 value 74.688841
iter 20 value 39.403393
iter 30 value 38.640171
iter 40 value 38.595127
iter 50 value 38.589799
iter 60 value 38.582608
iter 70 value 38.549179
iter 80 value 38.471201
iter 90 value 38.387810
iter 100 value 38.332801
final value 38.332801
stopped after 100 iterations
# weights: 11
initial value 165.669025
iter 10 value 64.106364
iter 20 value 57.855623
iter 30 value 23.409034
iter 40 value 10.705234
iter 50 value 8.598947
iter 60 value 8.566178
iter 70 value 8.531685
iter 80 value 8.531218
iter 90 value 8.531039
final value 8.530883
converged
# weights: 27
initial value 169.478840
iter 10 value 18.212257
iter 20 value 9.001620
iter 30 value 8.429095
iter 40 value 8.060854
iter 50 value 8.028306
iter 60 value 7.948536
iter 70 value 7.741743
iter 80 value 7.490433
iter 90 value 6.203341
iter 100 value 5.661651
final value 5.661651
stopped after 100 iterations
# weights: 43
initial value 163.298999
iter 10 value 13.653970
iter 20 value 8.290753
iter 30 value 7.986416
iter 40 value 7.481600
iter 50 value 6.486894
iter 60 value 2.240464
iter 70 value 1.770729
iter 80 value 1.692151
iter 90 value 1.578572
iter 100 value 1.443759
final value 1.443759
stopped after 100 iterations
# weights: 11
initial value 171.262762
iter 10 value 85.374593
iter 20 value 71.424224
iter 30 value 67.267019
iter 40 value 21.107273
iter 50 value 7.228303
iter 60 value 5.205961
iter 70 value 4.725267
iter 80 value 3.919207
iter 90 value 3.503363
iter 100 value 3.448768
final value 3.448768
stopped after 100 iterations
# weights: 27
initial value 194.386256
iter 10 value 24.157191
iter 20 value 1.901329
iter 30 value 0.018458
final value 0.000034
converged
# weights: 43
initial value 182.071879
iter 10 value 66.659329
iter 20 value 4.359254
iter 30 value 0.046712
final value 0.000068
converged
# weights: 11
initial value 201.929902
iter 10 value 75.096014
iter 20 value 62.601940
final value 62.596304
converged
# weights: 27
initial value 172.090237
iter 10 value 85.090107
iter 20 value 60.542055
iter 30 value 47.165443
iter 40 value 44.361314
iter 50 value 42.232810
iter 60 value 42.161706
iter 70 value 42.154521
final value 42.154414
converged
# weights: 43
initial value 187.260112
iter 10 value 59.964730
iter 20 value 42.249517
iter 30 value 41.370946
iter 40 value 41.182625
iter 50 value 40.914990
iter 60 value 40.885573
iter 70 value 40.878995
iter 80 value 40.878082
iter 90 value 40.877925
iter 90 value 40.877925
iter 90 value 40.877925
final value 40.877925
converged
# weights: 11
initial value 186.137764
iter 10 value 72.627303
iter 20 value 32.634414
iter 30 value 10.033038
iter 40 value 5.915103
iter 50 value 5.526187
iter 60 value 4.831767
iter 70 value 4.780107
iter 80 value 4.753579
iter 90 value 4.726345
iter 100 value 4.720537
final value 4.720537
stopped after 100 iterations
# weights: 27
initial value 174.847396
iter 10 value 10.007473
iter 20 value 3.031985
iter 30 value 2.457708
iter 40 value 2.022947
iter 50 value 1.918000
iter 60 value 1.824028
iter 70 value 1.647212
iter 80 value 1.550839
iter 90 value 1.315174
iter 100 value 1.291570
final value 1.291570
stopped after 100 iterations
# weights: 43
initial value 178.803324
iter 10 value 14.152548
iter 20 value 3.101337
iter 30 value 2.629054
iter 40 value 2.037744
iter 50 value 1.872262
iter 60 value 1.777181
iter 70 value 1.717861
iter 80 value 1.635596
iter 90 value 1.530191
iter 100 value 1.428625
final value 1.428625
stopped after 100 iterations
# weights: 11
initial value 188.940829
iter 10 value 27.914651
iter 20 value 10.178301
iter 30 value 7.527089
iter 40 value 7.045906
iter 50 value 6.967196
iter 60 value 6.931479
iter 70 value 6.908658
iter 80 value 6.888876
iter 90 value 6.876313
iter 100 value 6.796470
final value 6.796470
stopped after 100 iterations
# weights: 27
initial value 182.859795
iter 10 value 45.315135
iter 20 value 6.817248
iter 30 value 6.396809
iter 40 value 5.246188
iter 50 value 3.163611
iter 60 value 2.892261
iter 70 value 2.404734
iter 80 value 0.884201
iter 90 value 0.282740
iter 100 value 0.149641
final value 0.149641
stopped after 100 iterations
# weights: 43
initial value 167.279646
iter 10 value 18.744866
iter 20 value 5.878451
iter 30 value 0.976253
iter 40 value 0.004264
final value 0.000060
converged
# weights: 11
initial value 170.567679
iter 10 value 88.219330
iter 20 value 61.803117
iter 30 value 60.229738
final value 60.225217
converged
# weights: 27
initial value 167.038355
iter 10 value 59.937392
iter 20 value 42.849806
iter 30 value 40.743123
iter 40 value 40.182815
iter 50 value 40.064084
iter 60 value 40.060553
iter 70 value 40.058734
final value 40.058733
converged
# weights: 43
initial value 185.388500
iter 10 value 57.067614
iter 20 value 40.074292
iter 30 value 39.386708
iter 40 value 38.919492
iter 50 value 38.798522
iter 60 value 38.785620
iter 70 value 38.781740
iter 80 value 38.776868
iter 90 value 38.776398
iter 100 value 38.775774
final value 38.775774
stopped after 100 iterations
# weights: 11
initial value 166.573798
iter 10 value 26.948576
iter 20 value 8.642491
iter 30 value 7.936178
iter 40 value 7.711549
iter 50 value 7.607289
iter 60 value 7.593221
iter 70 value 7.586716
iter 80 value 7.586676
iter 90 value 7.586431
final value 7.586421
converged
# weights: 27
initial value 183.363807
iter 10 value 62.786642
iter 20 value 10.599399
iter 30 value 6.290935
iter 40 value 5.558385
iter 50 value 5.304587
iter 60 value 5.208671
iter 70 value 5.009532
iter 80 value 4.579562
iter 90 value 4.327238
iter 100 value 4.117442
final value 4.117442
stopped after 100 iterations
# weights: 43
initial value 172.409437
iter 10 value 8.975206
iter 20 value 6.523794
iter 30 value 5.834589
iter 40 value 5.154818
iter 50 value 4.126680
iter 60 value 2.108165
iter 70 value 1.451483
iter 80 value 1.077488
iter 90 value 0.890550
iter 100 value 0.823792
final value 0.823792
stopped after 100 iterations
# weights: 11
initial value 175.224052
iter 10 value 73.208217
iter 20 value 10.750510
iter 30 value 5.746250
iter 40 value 5.460666
iter 50 value 5.379383
iter 60 value 5.321167
iter 70 value 5.240005
iter 80 value 5.179828
iter 90 value 5.066227
iter 100 value 5.044381
final value 5.044381
stopped after 100 iterations
# weights: 27
initial value 186.996408
iter 10 value 42.119312
iter 20 value 6.022536
iter 30 value 4.724800
iter 40 value 4.649534
iter 50 value 4.646272
iter 60 value 4.638396
iter 70 value 4.638343
iter 80 value 4.637807
iter 90 value 4.637333
final value 4.637330
converged
# weights: 43
initial value 190.645241
iter 10 value 14.212059
iter 20 value 5.186714
iter 30 value 4.618686
iter 40 value 3.230495
iter 50 value 1.207191
iter 60 value 0.673871
iter 70 value 0.258523
iter 80 value 0.145741
iter 90 value 0.018272
iter 100 value 0.006882
final value 0.006882
stopped after 100 iterations
# weights: 11
initial value 166.382740
iter 10 value 70.500975
iter 20 value 58.692862
final value 58.692852
converged
# weights: 27
initial value 172.056746
iter 10 value 63.725641
iter 20 value 40.807278
iter 30 value 40.685557
iter 40 value 40.439191
iter 50 value 39.655447
iter 60 value 39.330705
iter 70 value 39.266871
iter 80 value 39.260939
iter 80 value 39.260939
iter 80 value 39.260939
final value 39.260939
converged
# weights: 43
initial value 201.052187
iter 10 value 62.814655
iter 20 value 40.235305
iter 30 value 38.277220
iter 40 value 38.041842
iter 50 value 37.958353
iter 60 value 37.956216
iter 70 value 37.954562
iter 80 value 37.953448
iter 90 value 37.952518
iter 100 value 37.949587
final value 37.949587
stopped after 100 iterations
# weights: 11
initial value 169.574941
iter 10 value 130.008314
iter 20 value 66.765446
iter 30 value 41.135929
iter 40 value 12.918448
iter 50 value 8.078210
iter 60 value 7.169626
iter 70 value 6.260757
iter 80 value 6.218925
iter 90 value 6.200063
iter 100 value 6.184428
final value 6.184428
stopped after 100 iterations
# weights: 27
initial value 169.024604
iter 10 value 53.627505
iter 20 value 5.761516
iter 30 value 4.813202
iter 40 value 1.934642
iter 50 value 1.294633
iter 60 value 0.904577
iter 70 value 0.836664
iter 80 value 0.780547
iter 90 value 0.737725
iter 100 value 0.688501
final value 0.688501
stopped after 100 iterations
# weights: 43
initial value 236.006269
iter 10 value 12.070835
iter 20 value 5.453487
iter 30 value 4.520437
iter 40 value 2.081919
iter 50 value 1.178188
iter 60 value 1.034673
iter 70 value 0.959226
iter 80 value 0.886478
iter 90 value 0.845874
iter 100 value 0.813910
final value 0.813910
stopped after 100 iterations
# weights: 11
initial value 172.499655
iter 10 value 71.534170
iter 20 value 11.186756
iter 30 value 4.690239
iter 40 value 4.312096
iter 50 value 4.195367
iter 60 value 4.178348
iter 70 value 3.988737
iter 80 value 3.870810
iter 90 value 3.806147
iter 100 value 3.755802
final value 3.755802
stopped after 100 iterations
# weights: 27
initial value 178.934525
iter 10 value 33.210917
iter 20 value 4.977407
iter 30 value 3.624387
iter 40 value 1.853961
iter 50 value 0.054148
iter 60 value 0.008031
iter 70 value 0.000429
iter 80 value 0.000277
iter 90 value 0.000217
final value 0.000078
converged
# weights: 43
initial value 210.569285
iter 10 value 14.499049
iter 20 value 4.264359
iter 30 value 2.766636
iter 40 value 0.005815
final value 0.000069
converged
# weights: 11
initial value 167.446433
iter 10 value 108.927240
iter 20 value 59.997272
iter 30 value 59.977726
final value 59.977559
converged
# weights: 27
initial value 201.854440
iter 10 value 80.344193
iter 20 value 57.958856
iter 30 value 42.920061
iter 40 value 42.543407
iter 50 value 42.542966
final value 42.542963
converged
# weights: 43
initial value 165.172372
iter 10 value 65.728989
iter 20 value 43.558445
iter 30 value 40.212048
iter 40 value 39.729003
iter 50 value 39.397311
iter 60 value 39.362129
iter 70 value 39.355659
iter 80 value 39.351654
iter 90 value 39.338521
iter 100 value 39.335240
final value 39.335240
stopped after 100 iterations
# weights: 11
initial value 182.507754
iter 10 value 68.389704
iter 20 value 67.908682
iter 30 value 67.824164
iter 40 value 66.197973
iter 50 value 29.963022
iter 60 value 11.604307
iter 70 value 6.957111
iter 80 value 6.445109
iter 90 value 6.007539
iter 100 value 5.748138
final value 5.748138
stopped after 100 iterations
# weights: 27
initial value 185.585020
iter 10 value 62.611468
iter 20 value 24.256957
iter 30 value 6.060004
iter 40 value 4.755600
iter 50 value 4.137578
iter 60 value 3.651823
iter 70 value 3.531726
iter 80 value 3.452570
iter 90 value 3.225567
iter 100 value 3.044721
final value 3.044721
stopped after 100 iterations
# weights: 43
initial value 171.748209
iter 10 value 51.321818
iter 20 value 6.135818
iter 30 value 4.283541
iter 40 value 4.141378
iter 50 value 4.022135
iter 60 value 3.659525
iter 70 value 1.707115
iter 80 value 1.020709
iter 90 value 0.842300
iter 100 value 0.764684
final value 0.764684
stopped after 100 iterations
# weights: 11
initial value 165.825938
iter 10 value 75.735939
iter 20 value 69.448264
final value 69.441536
converged
# weights: 27
initial value 163.309802
iter 10 value 41.435126
iter 20 value 0.519976
iter 30 value 0.003593
final value 0.000048
converged
# weights: 43
initial value 196.837045
iter 10 value 52.140938
iter 20 value 1.638296
iter 30 value 0.001166
final value 0.000062
converged
# weights: 11
initial value 169.185762
iter 10 value 85.653870
iter 20 value 58.160710
final value 57.414873
converged
# weights: 27
initial value 168.811450
iter 10 value 82.509686
iter 20 value 44.398192
iter 30 value 41.078981
iter 40 value 40.525154
iter 50 value 40.321192
iter 60 value 40.282618
iter 70 value 39.745097
iter 80 value 39.118559
iter 90 value 39.032523
final value 39.032170
converged
# weights: 43
initial value 185.639025
iter 10 value 49.531489
iter 20 value 37.999792
iter 30 value 37.743830
iter 40 value 37.728873
iter 50 value 37.725183
iter 60 value 37.722978
iter 70 value 37.721392
iter 80 value 37.719441
final value 37.719437
converged
# weights: 11
initial value 178.141080
iter 10 value 80.764941
iter 20 value 15.237901
iter 30 value 3.165658
iter 40 value 2.411813
iter 50 value 2.168072
iter 60 value 2.135200
iter 70 value 2.071295
iter 80 value 2.053924
iter 90 value 2.032266
iter 100 value 2.027107
final value 2.027107
stopped after 100 iterations
# weights: 27
initial value 181.913925
iter 10 value 70.227812
iter 20 value 69.899570
iter 30 value 50.117514
iter 40 value 2.652526
iter 50 value 0.990672
iter 60 value 0.853333
iter 70 value 0.753104
iter 80 value 0.722087
iter 90 value 0.636057
iter 100 value 0.615805
final value 0.615805
stopped after 100 iterations
# weights: 43
initial value 170.811320
iter 10 value 5.180118
iter 20 value 1.606862
iter 30 value 0.872097
iter 40 value 0.577207
iter 50 value 0.467935
iter 60 value 0.423515
iter 70 value 0.395943
iter 80 value 0.390605
iter 90 value 0.387506
iter 100 value 0.371338
final value 0.371338
stopped after 100 iterations
# weights: 11
initial value 178.395454
iter 10 value 33.739579
iter 20 value 9.595727
iter 30 value 7.546890
iter 40 value 6.039365
iter 50 value 6.022569
iter 60 value 6.020466
iter 70 value 6.010301
iter 80 value 5.965894
iter 90 value 5.965443
iter 100 value 5.964873
final value 5.964873
stopped after 100 iterations
# weights: 27
initial value 192.347573
iter 10 value 26.244033
iter 20 value 4.338416
iter 30 value 3.572020
iter 40 value 3.133379
iter 50 value 2.664517
iter 60 value 2.138705
iter 70 value 2.013902
iter 80 value 1.894713
iter 90 value 1.724620
iter 100 value 1.659088
final value 1.659088
stopped after 100 iterations
# weights: 43
initial value 176.894669
iter 10 value 9.505200
iter 20 value 5.867554
iter 30 value 4.153805
iter 40 value 3.232320
iter 50 value 2.127994
iter 60 value 0.912042
iter 70 value 0.097457
iter 80 value 0.001523
iter 90 value 0.000427
final value 0.000080
converged
# weights: 11
initial value 167.998487
iter 10 value 79.674711
iter 20 value 59.771464
iter 30 value 59.557266
final value 59.557228
converged
# weights: 27
initial value 180.099423
iter 10 value 68.497982
iter 20 value 42.647870
iter 30 value 40.996365
iter 40 value 39.778514
iter 50 value 39.513201
iter 60 value 39.484176
iter 70 value 39.471652
final value 39.471645
converged
# weights: 43
initial value 209.522492
iter 10 value 51.094651
iter 20 value 39.323754
iter 30 value 38.666331
iter 40 value 38.524303
iter 50 value 38.513950
iter 60 value 38.388636
iter 70 value 38.338498
iter 80 value 38.325864
iter 90 value 38.320279
iter 100 value 38.314589
final value 38.314589
stopped after 100 iterations
# weights: 11
initial value 170.276512
iter 10 value 67.504175
iter 20 value 65.573050
iter 30 value 65.207949
iter 40 value 64.873142
iter 50 value 64.685597
iter 60 value 64.639667
iter 70 value 64.590558
iter 80 value 64.573690
iter 90 value 61.136045
iter 100 value 36.275241
final value 36.275241
stopped after 100 iterations
# weights: 27
initial value 169.299921
iter 10 value 63.761040
iter 20 value 9.121865
iter 30 value 6.375016
iter 40 value 6.267384
iter 50 value 6.215691
iter 60 value 6.085234
iter 70 value 5.951898
iter 80 value 5.534536
iter 90 value 4.691387
iter 100 value 4.493612
final value 4.493612
stopped after 100 iterations
# weights: 43
initial value 163.840485
iter 10 value 27.031928
iter 20 value 6.535636
iter 30 value 6.334268
iter 40 value 5.546043
iter 50 value 4.479134
iter 60 value 2.630266
iter 70 value 1.276870
iter 80 value 1.025136
iter 90 value 0.862740
iter 100 value 0.806920
final value 0.806920
stopped after 100 iterations
# weights: 11
initial value 166.893101
iter 10 value 62.120812
iter 20 value 9.515895
iter 30 value 4.789855
iter 40 value 4.509076
iter 50 value 4.440336
iter 60 value 4.404488
iter 70 value 4.384561
iter 80 value 4.347210
iter 90 value 4.343782
iter 100 value 4.230591
final value 4.230591
stopped after 100 iterations
# weights: 27
initial value 174.351348
iter 10 value 37.024406
iter 20 value 4.551789
iter 30 value 0.092843
final value 0.000063
converged
# weights: 43
initial value 167.461849
iter 10 value 23.270606
iter 20 value 4.319681
iter 30 value 0.562214
iter 40 value 0.000435
final value 0.000028
converged
# weights: 11
initial value 179.108913
iter 10 value 61.393507
iter 20 value 60.593337
final value 60.590810
converged
# weights: 27
initial value 183.618444
iter 10 value 85.835660
iter 20 value 45.191533
iter 30 value 42.382648
iter 40 value 41.247785
iter 50 value 41.004743
iter 60 value 40.796336
iter 70 value 40.629128
final value 40.628523
converged
# weights: 43
initial value 180.781443
iter 10 value 59.424093
iter 20 value 41.084456
iter 30 value 39.938773
iter 40 value 39.709642
iter 50 value 39.580482
iter 60 value 39.439193
iter 70 value 39.344538
iter 80 value 39.334674
iter 90 value 39.334251
iter 100 value 39.333916
final value 39.333916
stopped after 100 iterations
# weights: 11
initial value 187.100857
iter 10 value 35.772303
iter 20 value 9.990793
iter 30 value 6.447908
iter 40 value 6.028135
iter 50 value 5.945315
iter 60 value 5.928897
iter 70 value 5.907501
iter 80 value 5.906710
iter 90 value 5.906219
final value 5.905925
converged
# weights: 27
initial value 163.320187
iter 10 value 23.686571
iter 20 value 4.937070
iter 30 value 4.518703
iter 40 value 4.281251
iter 50 value 3.914030
iter 60 value 3.742699
iter 70 value 3.477747
iter 80 value 3.425604
iter 90 value 2.886793
iter 100 value 2.461872
final value 2.461872
stopped after 100 iterations
# weights: 43
initial value 197.125197
iter 10 value 70.614544
iter 20 value 7.984425
iter 30 value 4.938201
iter 40 value 4.700485
iter 50 value 4.560783
iter 60 value 2.718800
iter 70 value 1.194384
iter 80 value 1.136642
iter 90 value 0.989827
iter 100 value 0.819954
final value 0.819954
stopped after 100 iterations
# weights: 11
initial value 163.878367
iter 10 value 72.841771
iter 20 value 65.216440
final value 65.203466
converged
# weights: 27
initial value 171.858873
iter 10 value 32.987064
iter 20 value 0.247175
iter 30 value 0.000398
final value 0.000073
converged
# weights: 43
initial value 178.845390
iter 10 value 49.656005
iter 20 value 1.612803
iter 30 value 0.001296
iter 40 value 0.000104
iter 40 value 0.000080
iter 40 value 0.000078
final value 0.000078
converged
# weights: 11
initial value 170.648501
iter 10 value 80.183791
iter 20 value 56.927661
final value 56.904756
converged
# weights: 27
initial value 185.960212
iter 10 value 69.916288
iter 20 value 40.269968
iter 30 value 38.615620
iter 40 value 38.213727
iter 50 value 37.580440
iter 60 value 37.369637
iter 70 value 37.291829
final value 37.291719
converged
# weights: 43
initial value 177.478908
iter 10 value 48.739090
iter 20 value 36.875791
iter 30 value 36.392484
iter 40 value 36.355892
iter 50 value 36.337866
iter 60 value 36.332441
iter 70 value 36.327381
iter 80 value 36.271240
iter 90 value 36.183000
iter 100 value 36.098212
final value 36.098212
stopped after 100 iterations
# weights: 11
initial value 189.768603
iter 10 value 41.096730
iter 20 value 3.043487
iter 30 value 1.748508
iter 40 value 1.670528
iter 50 value 1.649159
iter 60 value 1.645876
iter 70 value 1.641893
iter 80 value 1.640691
iter 90 value 1.640217
iter 100 value 1.640077
final value 1.640077
stopped after 100 iterations
# weights: 27
initial value 164.978275
iter 10 value 5.329871
iter 20 value 0.394624
iter 30 value 0.379200
iter 40 value 0.366000
iter 50 value 0.358294
iter 60 value 0.345123
iter 70 value 0.336192
iter 80 value 0.331745
iter 90 value 0.319360
iter 100 value 0.311197
final value 0.311197
stopped after 100 iterations
# weights: 43
initial value 232.798830
iter 10 value 22.723314
iter 20 value 2.672622
iter 30 value 0.826814
iter 40 value 0.729456
iter 50 value 0.658593
iter 60 value 0.604619
iter 70 value 0.578124
iter 80 value 0.534329
iter 90 value 0.463329
iter 100 value 0.412957
final value 0.412957
stopped after 100 iterations
# weights: 11
initial value 166.220520
iter 10 value 15.970652
iter 20 value 5.603266
iter 30 value 2.340756
iter 40 value 1.883149
iter 50 value 1.828207
iter 60 value 1.611098
iter 70 value 0.357149
iter 80 value 0.343066
iter 90 value 0.336655
iter 100 value 0.276263
final value 0.276263
stopped after 100 iterations
# weights: 27
initial value 162.336856
iter 10 value 4.870064
iter 20 value 1.255690
iter 30 value 0.044073
final value 0.000078
converged
# weights: 43
initial value 184.090774
iter 10 value 15.838156
iter 20 value 0.739368
iter 30 value 0.001672
final value 0.000067
converged
# weights: 11
initial value 164.762865
iter 10 value 90.438619
iter 20 value 59.369276
iter 30 value 58.961877
final value 58.961873
converged
# weights: 27
initial value 184.157874
iter 10 value 65.765030
iter 20 value 43.139382
iter 30 value 41.136188
iter 40 value 40.814736
iter 50 value 40.782583
iter 60 value 40.672539
iter 70 value 39.908897
iter 80 value 39.324243
iter 90 value 39.293215
final value 39.293187
converged
# weights: 43
initial value 178.135258
iter 10 value 46.487694
iter 20 value 40.298164
iter 30 value 39.432857
iter 40 value 38.910959
iter 50 value 38.444994
iter 60 value 38.354851
iter 70 value 38.350348
iter 80 value 38.349348
iter 90 value 38.347731
iter 100 value 38.347703
final value 38.347703
stopped after 100 iterations
# weights: 11
initial value 173.627165
iter 10 value 73.312126
iter 20 value 73.081270
iter 30 value 73.008783
iter 40 value 72.929948
iter 50 value 72.915018
iter 60 value 72.816291
iter 70 value 70.682297
iter 80 value 18.140960
iter 90 value 6.819932
iter 100 value 4.146975
final value 4.146975
stopped after 100 iterations
# weights: 27
initial value 194.178298
iter 10 value 28.716146
iter 20 value 7.366555
iter 30 value 4.333268
iter 40 value 3.840452
iter 50 value 3.706446
iter 60 value 3.555310
iter 70 value 3.504584
iter 80 value 3.268013
iter 90 value 3.256436
iter 100 value 3.178389
final value 3.178389
stopped after 100 iterations
# weights: 43
initial value 163.022608
iter 10 value 9.262015
iter 20 value 1.966429
iter 30 value 1.522213
iter 40 value 1.173986
iter 50 value 1.052199
iter 60 value 0.993066
iter 70 value 0.928813
iter 80 value 0.895489
iter 90 value 0.853673
iter 100 value 0.804040
final value 0.804040
stopped after 100 iterations
# weights: 11
initial value 168.696121
iter 10 value 65.329912
iter 20 value 65.134757
final value 65.134569
converged
# weights: 27
initial value 179.176656
iter 10 value 95.550944
iter 20 value 8.323187
iter 30 value 0.178483
iter 40 value 0.000125
iter 40 value 0.000062
iter 40 value 0.000061
final value 0.000061
converged
# weights: 43
initial value 163.888664
iter 10 value 42.182387
iter 20 value 2.003363
iter 30 value 0.109488
iter 40 value 0.003707
iter 50 value 0.001014
final value 0.000087
converged
# weights: 11
initial value 171.024496
iter 10 value 69.747092
iter 20 value 59.774274
iter 30 value 59.168509
final value 59.167272
converged
# weights: 27
initial value 176.641871
iter 10 value 63.870461
iter 20 value 40.213306
iter 30 value 38.466921
iter 40 value 38.331998
iter 50 value 38.327863
final value 38.327851
converged
# weights: 43
initial value 190.604619
iter 10 value 68.309703
iter 20 value 38.721875
iter 30 value 37.494633
iter 40 value 37.074709
iter 50 value 37.070032
iter 60 value 37.064374
iter 70 value 37.050442
iter 80 value 37.047264
final value 37.047262
converged
# weights: 11
initial value 176.700888
iter 10 value 70.829909
iter 20 value 65.314554
iter 30 value 65.283184
iter 40 value 65.262332
iter 50 value 65.218312
iter 60 value 61.129880
iter 70 value 16.337760
iter 80 value 4.938655
iter 90 value 3.886107
iter 100 value 3.790460
final value 3.790460
stopped after 100 iterations
# weights: 27
initial value 162.268332
iter 10 value 65.307141
iter 20 value 65.248983
iter 30 value 65.115429
iter 40 value 4.301271
iter 50 value 0.800342
iter 60 value 0.700513
iter 70 value 0.662878
iter 80 value 0.636981
iter 90 value 0.564560
iter 100 value 0.546704
final value 0.546704
stopped after 100 iterations
# weights: 43
initial value 175.789747
iter 10 value 45.664398
iter 20 value 3.381003
iter 30 value 0.986033
iter 40 value 0.805398
iter 50 value 0.775659
iter 60 value 0.682382
iter 70 value 0.656312
iter 80 value 0.645524
iter 90 value 0.634474
iter 100 value 0.621675
final value 0.621675
stopped after 100 iterations
# weights: 11
initial value 172.995749
iter 10 value 72.737436
iter 20 value 69.902562
iter 30 value 65.688556
iter 40 value 53.468070
iter 50 value 19.206761
iter 60 value 10.709423
iter 70 value 10.177121
iter 80 value 10.060192
iter 90 value 9.905064
iter 100 value 9.866065
final value 9.866065
stopped after 100 iterations
# weights: 27
initial value 169.619848
iter 10 value 19.866180
iter 20 value 9.764704
iter 30 value 8.691419
iter 40 value 5.763075
iter 50 value 5.306838
iter 60 value 5.300040
iter 70 value 5.299013
iter 80 value 5.298041
iter 90 value 5.297426
iter 100 value 5.297323
final value 5.297323
stopped after 100 iterations
# weights: 43
initial value 170.581373
iter 10 value 16.064151
iter 20 value 9.961145
iter 30 value 9.921253
iter 40 value 9.827168
iter 50 value 9.681256
iter 60 value 9.485507
iter 70 value 9.405323
iter 80 value 9.343606
iter 90 value 8.924124
iter 100 value 8.109024
final value 8.109024
stopped after 100 iterations
# weights: 11
initial value 168.810480
iter 10 value 82.487160
iter 20 value 59.659898
iter 30 value 59.640769
final value 59.640762
converged
# weights: 27
initial value 185.555836
iter 10 value 78.142447
iter 20 value 45.949051
iter 30 value 41.889046
iter 40 value 41.529857
iter 50 value 41.193781
iter 60 value 41.118211
iter 70 value 41.052778
final value 41.052643
converged
# weights: 43
initial value 183.257539
iter 10 value 61.958582
iter 20 value 42.719070
iter 30 value 40.259146
iter 40 value 39.922292
iter 50 value 39.820419
iter 60 value 39.802492
iter 70 value 39.783944
iter 80 value 39.780203
iter 90 value 39.775526
iter 100 value 39.773331
final value 39.773331
stopped after 100 iterations
# weights: 11
initial value 165.619707
iter 10 value 155.604777
iter 20 value 58.894824
iter 30 value 31.686445
iter 40 value 12.448302
iter 50 value 10.785855
iter 60 value 10.427832
iter 70 value 10.404016
iter 80 value 10.384982
iter 90 value 10.382576
final value 10.381582
converged
# weights: 27
initial value 181.864218
iter 10 value 64.879433
iter 20 value 10.531922
iter 30 value 10.236242
iter 40 value 10.038365
iter 50 value 10.025954
iter 60 value 10.003401
iter 70 value 9.991242
iter 80 value 9.958584
iter 90 value 9.873930
iter 100 value 9.834231
final value 9.834231
stopped after 100 iterations
# weights: 43
initial value 178.858481
iter 10 value 37.805514
iter 20 value 11.268633
iter 30 value 10.704581
iter 40 value 10.626679
iter 50 value 10.506896
iter 60 value 10.384911
iter 70 value 10.288440
iter 80 value 8.595268
iter 90 value 7.425508
iter 100 value 6.417690
final value 6.417690
stopped after 100 iterations
# weights: 11
initial value 170.305360
iter 10 value 150.606792
iter 20 value 23.922601
iter 30 value 5.812253
iter 40 value 5.379415
iter 50 value 5.371748
iter 60 value 5.357990
iter 70 value 5.357528
iter 80 value 5.350817
iter 90 value 5.344588
iter 100 value 5.344427
final value 5.344427
stopped after 100 iterations
# weights: 27
initial value 172.242205
iter 10 value 68.688675
iter 20 value 68.576584
final value 68.576110
converged
# weights: 43
initial value 190.046942
iter 10 value 47.483907
iter 20 value 6.860406
iter 30 value 5.724838
iter 40 value 5.611788
iter 50 value 5.483791
iter 60 value 4.821699
iter 70 value 4.323780
iter 80 value 4.175831
iter 90 value 4.042389
iter 100 value 3.975044
final value 3.975044
stopped after 100 iterations
# weights: 11
initial value 169.186928
iter 10 value 115.350316
iter 20 value 75.709497
iter 30 value 58.665568
final value 58.621666
converged
# weights: 27
initial value 174.184736
iter 10 value 67.385641
iter 20 value 45.402879
iter 30 value 41.925534
iter 40 value 41.438778
iter 50 value 40.422649
iter 60 value 38.949947
iter 70 value 38.723767
iter 80 value 38.722757
iter 80 value 38.722757
iter 80 value 38.722757
final value 38.722757
converged
# weights: 43
initial value 174.012836
iter 10 value 59.169407
iter 20 value 40.586156
iter 30 value 38.559049
iter 40 value 37.763979
iter 50 value 37.513816
iter 60 value 37.494773
iter 70 value 37.480878
iter 80 value 37.469563
final value 37.469353
converged
# weights: 11
initial value 165.160104
iter 10 value 69.147444
iter 20 value 68.763547
iter 30 value 68.712883
iter 40 value 68.706136
iter 50 value 58.422944
iter 60 value 8.347519
iter 70 value 6.064782
iter 80 value 6.051341
iter 90 value 6.036810
iter 100 value 6.020973
final value 6.020973
stopped after 100 iterations
# weights: 27
initial value 181.167143
iter 10 value 66.748672
iter 20 value 6.470720
iter 30 value 6.055631
iter 40 value 5.771185
iter 50 value 5.548332
iter 60 value 5.501130
iter 70 value 5.429792
iter 80 value 5.391738
iter 90 value 5.366122
iter 100 value 5.350329
final value 5.350329
stopped after 100 iterations
# weights: 43
initial value 174.472800
iter 10 value 28.830262
iter 20 value 6.073763
iter 30 value 5.832959
iter 40 value 5.599353
iter 50 value 5.503276
iter 60 value 5.423026
iter 70 value 5.278635
iter 80 value 5.196740
iter 90 value 4.932085
iter 100 value 4.851772
final value 4.851772
stopped after 100 iterations
# weights: 11
initial value 180.174652
iter 10 value 88.928756
iter 20 value 70.634700
final value 70.622437
converged
# weights: 27
initial value 167.088080
iter 10 value 16.629792
iter 20 value 1.421432
iter 30 value 0.000282
final value 0.000058
converged
# weights: 43
initial value 176.438307
iter 10 value 23.454568
iter 20 value 2.538702
iter 30 value 0.007386
iter 40 value 0.000247
final value 0.000070
converged
# weights: 11
initial value 173.257981
iter 10 value 81.162447
iter 20 value 61.883499
iter 30 value 61.785179
final value 61.785142
converged
# weights: 27
initial value 172.058168
iter 10 value 70.606193
iter 20 value 46.501719
iter 30 value 44.080837
iter 40 value 43.923468
iter 50 value 43.895826
final value 43.895326
converged
# weights: 43
initial value 212.953405
iter 10 value 75.199330
iter 20 value 43.553976
iter 30 value 41.083104
iter 40 value 40.954323
iter 50 value 40.904836
iter 60 value 40.880801
iter 70 value 40.869866
iter 80 value 40.867046
final value 40.867026
converged
# weights: 11
initial value 180.862345
iter 10 value 72.769169
iter 20 value 71.749153
iter 30 value 71.481372
iter 40 value 71.339301
iter 50 value 70.943539
iter 60 value 52.699449
iter 70 value 16.747717
iter 80 value 7.237536
iter 90 value 5.316680
iter 100 value 5.016012
final value 5.016012
stopped after 100 iterations
# weights: 27
initial value 166.703697
iter 10 value 7.193687
iter 20 value 1.688820
iter 30 value 1.531547
iter 40 value 1.315949
iter 50 value 1.281212
iter 60 value 1.236478
iter 70 value 1.188063
iter 80 value 1.107164
iter 90 value 1.050108
iter 100 value 0.968687
final value 0.968687
stopped after 100 iterations
# weights: 43
initial value 173.257741
iter 10 value 63.900082
iter 20 value 4.362587
iter 30 value 1.325219
iter 40 value 1.241411
iter 50 value 1.034752
iter 60 value 1.006308
iter 70 value 0.944036
iter 80 value 0.852861
iter 90 value 0.829590
iter 100 value 0.821570
final value 0.821570
stopped after 100 iterations
# weights: 11
initial value 181.490406
iter 10 value 48.607253
iter 20 value 1.188489
iter 30 value 0.100836
iter 40 value 0.034112
iter 50 value 0.029874
iter 60 value 0.029433
iter 70 value 0.028628
iter 80 value 0.022651
iter 90 value 0.022349
iter 100 value 0.021958
final value 0.021958
stopped after 100 iterations
# weights: 27
initial value 160.042550
iter 10 value 4.811392
iter 20 value 0.026362
final value 0.000076
converged
# weights: 43
initial value 164.646445
iter 10 value 3.614460
iter 20 value 0.016227
iter 30 value 0.000690
final value 0.000051
converged
# weights: 11
initial value 166.107167
iter 10 value 55.175866
iter 20 value 54.160446
iter 20 value 54.160446
iter 20 value 54.160446
final value 54.160446
converged
# weights: 27
initial value 178.162906
iter 10 value 94.674999
iter 20 value 37.593418
iter 30 value 36.417495
iter 40 value 35.925926
iter 50 value 35.235506
iter 60 value 34.728104
iter 70 value 34.491601
final value 34.487558
converged
# weights: 43
initial value 177.926631
iter 10 value 66.356207
iter 20 value 42.280751
iter 30 value 34.636226
iter 40 value 33.759666
iter 50 value 33.465357
iter 60 value 33.288806
iter 70 value 33.253004
iter 80 value 33.203584
iter 90 value 33.193865
iter 100 value 33.182003
final value 33.182003
stopped after 100 iterations
# weights: 11
initial value 169.676926
iter 10 value 67.499658
iter 20 value 61.917174
iter 30 value 61.895384
iter 40 value 61.879474
iter 50 value 61.737729
iter 60 value 56.571478
iter 70 value 9.607825
iter 80 value 1.411861
iter 90 value 1.003900
iter 100 value 0.957757
final value 0.957757
stopped after 100 iterations
# weights: 27
initial value 169.503613
iter 10 value 62.776712
iter 20 value 55.985838
iter 30 value 1.339345
iter 40 value 0.266696
iter 50 value 0.251634
iter 60 value 0.240582
iter 70 value 0.222416
iter 80 value 0.207240
iter 90 value 0.194533
iter 100 value 0.188465
final value 0.188465
stopped after 100 iterations
# weights: 43
initial value 186.567423
iter 10 value 69.805281
iter 20 value 0.930718
iter 30 value 0.698423
iter 40 value 0.622696
iter 50 value 0.491664
iter 60 value 0.400929
iter 70 value 0.330712
iter 80 value 0.297655
iter 90 value 0.284811
iter 100 value 0.257484
final value 0.257484
stopped after 100 iterations
# weights: 11
initial value 176.099363
final value 63.936108
converged
# weights: 27
initial value 165.458199
iter 10 value 63.886297
iter 20 value 29.177265
iter 30 value 0.617767
iter 40 value 0.006101
iter 50 value 0.001538
iter 60 value 0.000526
iter 70 value 0.000206
final value 0.000070
converged
# weights: 43
initial value 177.209952
iter 10 value 6.432372
iter 20 value 0.016114
final value 0.000099
converged
# weights: 11
initial value 161.668457
iter 10 value 83.230838
iter 20 value 59.196086
iter 30 value 59.098870
final value 59.098868
converged
# weights: 27
initial value 171.021302
iter 10 value 85.644793
iter 20 value 41.719836
iter 30 value 39.950862
iter 40 value 39.076069
iter 50 value 38.382174
iter 60 value 38.260340
iter 70 value 38.183383
final value 38.180563
converged
# weights: 43
initial value 164.198039
iter 10 value 62.481669
iter 20 value 38.479265
iter 30 value 37.420312
iter 40 value 36.980284
iter 50 value 36.956447
iter 60 value 36.943891
iter 70 value 36.937798
iter 80 value 36.928672
iter 90 value 36.922187
iter 100 value 36.920968
final value 36.920968
stopped after 100 iterations
# weights: 11
initial value 170.218565
iter 10 value 58.033862
iter 20 value 20.053579
iter 30 value 6.185311
iter 40 value 4.401491
iter 50 value 3.978003
iter 60 value 3.400598
iter 70 value 3.101418
iter 80 value 3.092401
iter 90 value 3.082504
iter 100 value 3.044047
final value 3.044047
stopped after 100 iterations
# weights: 27
initial value 172.889468
iter 10 value 28.400798
iter 20 value 2.364016
iter 30 value 1.521472
iter 40 value 0.970336
iter 50 value 0.901597
iter 60 value 0.842357
iter 70 value 0.764006
iter 80 value 0.720992
iter 90 value 0.689316
iter 100 value 0.561774
final value 0.561774
stopped after 100 iterations
# weights: 43
initial value 161.601683
iter 10 value 10.765936
iter 20 value 1.347421
iter 30 value 1.051087
iter 40 value 0.793390
iter 50 value 0.545669
iter 60 value 0.528381
iter 70 value 0.497424
iter 80 value 0.489332
iter 90 value 0.474401
iter 100 value 0.466455
final value 0.466455
stopped after 100 iterations
# weights: 11
initial value 174.631374
iter 10 value 60.256187
iter 20 value 15.412702
iter 30 value 7.920986
iter 40 value 7.871448
iter 50 value 7.836462
iter 60 value 7.831284
iter 70 value 7.822426
iter 80 value 7.746246
iter 90 value 7.695265
iter 100 value 7.647506
final value 7.647506
stopped after 100 iterations
# weights: 27
initial value 184.202322
iter 10 value 66.312519
iter 20 value 9.878472
iter 30 value 7.876545
iter 40 value 7.288767
iter 50 value 5.864465
iter 60 value 4.971978
iter 70 value 4.961065
final value 4.960896
converged
# weights: 43
initial value 169.366116
iter 10 value 18.986168
iter 20 value 7.758251
iter 30 value 7.593599
iter 40 value 6.799797
iter 50 value 5.045772
iter 60 value 4.145159
iter 70 value 3.994237
iter 80 value 3.963420
iter 90 value 3.934007
iter 100 value 3.925027
final value 3.925027
stopped after 100 iterations
# weights: 11
initial value 184.002998
iter 10 value 79.970351
iter 20 value 60.658353
final value 60.657421
converged
# weights: 27
initial value 182.028868
iter 10 value 80.131808
iter 20 value 50.270893
iter 30 value 44.117658
iter 40 value 42.955020
iter 50 value 42.866670
iter 60 value 42.847671
iter 70 value 42.829318
final value 42.829293
converged
# weights: 43
initial value 174.679519
iter 10 value 50.372594
iter 20 value 43.591934
iter 30 value 42.694292
iter 40 value 42.380235
iter 50 value 42.353430
iter 60 value 42.348787
iter 70 value 42.347448
final value 42.347435
converged
# weights: 11
initial value 164.247058
iter 10 value 45.883942
iter 20 value 10.573359
iter 30 value 8.691604
iter 40 value 8.642158
iter 50 value 8.636979
iter 60 value 8.634771
iter 70 value 8.633382
iter 80 value 8.632943
iter 90 value 8.632935
final value 8.632909
converged
# weights: 27
initial value 169.844470
iter 10 value 53.459898
iter 20 value 8.171051
iter 30 value 7.936401
iter 40 value 7.594565
iter 50 value 7.315643
iter 60 value 7.205716
iter 70 value 7.195157
iter 80 value 7.157010
iter 90 value 7.117346
iter 100 value 7.105827
final value 7.105827
stopped after 100 iterations
# weights: 43
initial value 169.840314
iter 10 value 62.666614
iter 20 value 8.606748
iter 30 value 8.199720
iter 40 value 7.801103
iter 50 value 7.543000
iter 60 value 7.435449
iter 70 value 7.385821
iter 80 value 7.237686
iter 90 value 7.163025
iter 100 value 6.797768
final value 6.797768
stopped after 100 iterations
# weights: 11
initial value 181.902187
iter 10 value 144.622017
iter 20 value 66.876559
iter 30 value 66.817649
iter 30 value 66.817649
final value 66.817649
converged
# weights: 27
initial value 168.614868
iter 10 value 49.533928
iter 20 value 3.121489
iter 30 value 1.700315
iter 40 value 0.506967
iter 50 value 0.261012
iter 60 value 0.020421
iter 70 value 0.003230
iter 80 value 0.001874
iter 90 value 0.001224
iter 100 value 0.000897
final value 0.000897
stopped after 100 iterations
# weights: 43
initial value 201.785496
iter 10 value 5.678618
iter 20 value 1.878313
iter 30 value 0.806462
iter 40 value 0.251864
iter 50 value 0.011982
final value 0.000058
converged
# weights: 11
initial value 176.486351
iter 10 value 64.161089
iter 20 value 56.439529
final value 56.438363
converged
# weights: 27
initial value 183.658463
iter 10 value 84.887559
iter 20 value 40.403291
iter 30 value 38.694263
iter 40 value 37.179109
iter 50 value 37.083113
iter 60 value 37.082209
iter 70 value 37.080640
final value 37.080639
converged
# weights: 43
initial value 172.678629
iter 10 value 66.830111
iter 20 value 37.009024
iter 30 value 35.868098
iter 40 value 35.769135
iter 50 value 35.754571
iter 60 value 35.743468
iter 70 value 35.740733
final value 35.740676
converged
# weights: 11
initial value 173.294999
iter 10 value 41.638218
iter 20 value 6.429287
iter 30 value 4.644790
iter 40 value 3.903213
iter 50 value 3.697522
iter 60 value 3.640592
iter 70 value 3.487495
iter 80 value 3.462646
iter 90 value 3.453593
iter 100 value 3.435051
final value 3.435051
stopped after 100 iterations
# weights: 27
initial value 171.079312
iter 10 value 16.108696
iter 20 value 2.800340
iter 30 value 1.382617
iter 40 value 1.268332
iter 50 value 1.022283
iter 60 value 0.976941
iter 70 value 0.917988
iter 80 value 0.872110
iter 90 value 0.793026
iter 100 value 0.756846
final value 0.756846
stopped after 100 iterations
# weights: 43
initial value 203.335053
iter 10 value 13.279604
iter 20 value 2.788286
iter 30 value 1.116014
iter 40 value 0.855609
iter 50 value 0.772781
iter 60 value 0.712967
iter 70 value 0.698508
iter 80 value 0.622472
iter 90 value 0.603336
iter 100 value 0.590252
final value 0.590252
stopped after 100 iterations
# weights: 11
initial value 179.475960
iter 10 value 71.882006
iter 20 value 7.801470
iter 30 value 3.313535
iter 40 value 3.004265
iter 50 value 2.888254
iter 60 value 2.869465
iter 70 value 2.735980
iter 80 value 2.707705
iter 90 value 2.616752
iter 100 value 2.572073
final value 2.572073
stopped after 100 iterations
# weights: 27
initial value 197.820007
iter 10 value 58.085247
iter 20 value 2.364257
iter 30 value 0.000411
final value 0.000045
converged
# weights: 43
initial value 167.020155
iter 10 value 10.674917
iter 20 value 3.027553
iter 30 value 0.433505
iter 40 value 0.000297
final value 0.000079
converged
# weights: 11
initial value 171.920857
iter 10 value 111.124779
iter 20 value 59.671074
final value 59.600320
converged
# weights: 27
initial value 174.285060
iter 10 value 85.515772
iter 20 value 50.531773
iter 30 value 38.814730
iter 40 value 38.646876
iter 50 value 38.510481
iter 60 value 38.503323
final value 38.503304
converged
# weights: 43
initial value 182.493231
iter 10 value 59.685764
iter 20 value 39.844267
iter 30 value 38.046955
iter 40 value 37.713858
iter 50 value 37.578545
iter 60 value 37.422372
iter 70 value 37.397965
iter 80 value 37.384982
iter 90 value 37.384493
iter 100 value 37.384292
final value 37.384292
stopped after 100 iterations
# weights: 11
initial value 165.662057
iter 10 value 115.842251
iter 20 value 66.671876
iter 30 value 66.462039
iter 40 value 66.084892
iter 50 value 35.965204
iter 60 value 13.238187
iter 70 value 5.723290
iter 80 value 4.900742
iter 90 value 4.379296
iter 100 value 4.195317
final value 4.195317
stopped after 100 iterations
# weights: 27
initial value 185.553476
iter 10 value 66.155683
iter 20 value 32.516485
iter 30 value 3.874982
iter 40 value 1.638402
iter 50 value 1.422843
iter 60 value 1.346389
iter 70 value 1.245435
iter 80 value 1.183710
iter 90 value 1.173082
iter 100 value 1.168704
final value 1.168704
stopped after 100 iterations
# weights: 43
initial value 234.309824
iter 10 value 23.858967
iter 20 value 2.548127
iter 30 value 1.738580
iter 40 value 1.645526
iter 50 value 1.567101
iter 60 value 1.482626
iter 70 value 1.376219
iter 80 value 1.309383
iter 90 value 1.240135
iter 100 value 1.213155
final value 1.213155
stopped after 100 iterations
# weights: 11
initial value 167.597307
iter 10 value 61.283335
iter 20 value 54.371009
iter 30 value 11.530236
iter 40 value 2.779615
iter 50 value 1.070484
iter 60 value 0.296015
iter 70 value 0.010667
iter 80 value 0.009392
iter 90 value 0.009050
iter 100 value 0.008876
final value 0.008876
stopped after 100 iterations
# weights: 27
initial value 193.249311
iter 10 value 54.905518
iter 20 value 0.869962
iter 30 value 0.008648
final value 0.000076
converged
# weights: 43
initial value 195.604202
iter 10 value 49.942020
iter 20 value 0.144424
iter 30 value 0.001246
iter 40 value 0.000340
final value 0.000091
converged
# weights: 11
initial value 165.909173
iter 10 value 72.816333
iter 20 value 55.877106
final value 55.583814
converged
# weights: 27
initial value 166.442114
iter 10 value 81.482148
iter 20 value 39.070761
iter 30 value 36.762733
iter 40 value 35.594777
iter 50 value 35.406464
iter 60 value 35.375597
iter 70 value 35.374974
final value 35.374970
converged
# weights: 43
initial value 180.796028
iter 10 value 54.699374
iter 20 value 35.324689
iter 30 value 34.196658
iter 40 value 34.114064
iter 50 value 34.088586
iter 60 value 34.085470
iter 70 value 34.083609
iter 80 value 34.081265
final value 34.081261
converged
# weights: 11
initial value 164.531015
iter 10 value 51.645861
iter 20 value 1.289726
iter 30 value 1.107578
iter 40 value 1.072999
iter 50 value 1.057942
iter 60 value 1.048597
iter 70 value 1.045440
iter 80 value 1.042720
iter 90 value 1.041265
iter 100 value 1.039306
final value 1.039306
stopped after 100 iterations
# weights: 27
initial value 171.483240
iter 10 value 18.206051
iter 20 value 0.372524
iter 30 value 0.328026
iter 40 value 0.314735
iter 50 value 0.278831
iter 60 value 0.252595
iter 70 value 0.231133
iter 80 value 0.216405
iter 90 value 0.207728
iter 100 value 0.204081
final value 0.204081
stopped after 100 iterations
# weights: 43
initial value 273.552982
iter 10 value 66.308671
iter 20 value 5.530678
iter 30 value 0.401130
iter 40 value 0.385016
iter 50 value 0.327054
iter 60 value 0.266699
iter 70 value 0.241759
iter 80 value 0.213495
iter 90 value 0.200989
iter 100 value 0.196890
final value 0.196890
stopped after 100 iterations
# weights: 11
initial value 170.266802
iter 10 value 64.500504
iter 20 value 64.414506
final value 64.414303
converged
# weights: 27
initial value 199.366607
iter 10 value 17.181577
iter 20 value 0.309964
iter 30 value 0.008303
final value 0.000069
converged
# weights: 43
initial value 198.289900
iter 10 value 42.130104
iter 20 value 3.012512
iter 30 value 0.004167
final value 0.000080
converged
# weights: 11
initial value 168.502911
iter 10 value 61.930313
iter 20 value 58.607181
iter 30 value 58.593284
final value 58.593283
converged
# weights: 27
initial value 176.088450
iter 10 value 54.873862
iter 20 value 39.866916
iter 30 value 39.258914
iter 40 value 39.093299
iter 50 value 38.992377
iter 60 value 38.964111
iter 70 value 38.963431
final value 38.963427
converged
# weights: 43
initial value 176.864985
iter 10 value 56.093673
iter 20 value 38.879099
iter 30 value 37.983676
iter 40 value 37.759968
iter 50 value 37.716781
iter 60 value 37.711835
iter 70 value 37.711510
iter 80 value 37.711358
iter 90 value 37.711262
iter 100 value 37.711022
final value 37.711022
stopped after 100 iterations
# weights: 11
initial value 174.013077
iter 10 value 64.782388
iter 20 value 62.729934
iter 30 value 60.016870
iter 40 value 19.274654
iter 50 value 9.271434
iter 60 value 4.774003
iter 70 value 4.234401
iter 80 value 3.208776
iter 90 value 2.946949
iter 100 value 2.928912
final value 2.928912
stopped after 100 iterations
# weights: 27
initial value 178.023537
iter 10 value 43.621890
iter 20 value 1.134345
iter 30 value 0.905191
iter 40 value 0.750159
iter 50 value 0.683812
iter 60 value 0.577226
iter 70 value 0.534329
iter 80 value 0.506859
iter 90 value 0.482088
iter 100 value 0.455637
final value 0.455637
stopped after 100 iterations
# weights: 43
initial value 203.207223
iter 10 value 28.896125
iter 20 value 4.390006
iter 30 value 0.805623
iter 40 value 0.719167
iter 50 value 0.643688
iter 60 value 0.498391
iter 70 value 0.468067
iter 80 value 0.436324
iter 90 value 0.431087
iter 100 value 0.426338
final value 0.426338
stopped after 100 iterations
# weights: 11
initial value 162.640791
final value 58.440100
converged
# weights: 27
initial value 258.286196
iter 10 value 57.610729
iter 20 value 18.208563
iter 30 value 1.984385
iter 40 value 0.730709
iter 50 value 0.160425
iter 60 value 0.000852
iter 70 value 0.000312
iter 80 value 0.000170
iter 90 value 0.000111
iter 90 value 0.000099
iter 90 value 0.000097
final value 0.000097
converged
# weights: 43
initial value 189.563001
iter 10 value 5.076907
iter 20 value 0.048188
final value 0.000053
converged
# weights: 11
initial value 179.023879
iter 10 value 73.779773
iter 20 value 54.401702
final value 54.384676
converged
# weights: 27
initial value 173.720339
iter 10 value 47.127566
iter 20 value 35.935837
iter 30 value 35.212365
iter 40 value 35.209653
iter 40 value 35.209653
iter 40 value 35.209653
final value 35.209653
converged
# weights: 43
initial value 180.963420
iter 10 value 55.714572
iter 20 value 35.840578
iter 30 value 34.603858
iter 40 value 34.113375
iter 50 value 34.034866
iter 60 value 34.012956
iter 70 value 33.991848
iter 80 value 33.985978
iter 90 value 33.973620
iter 100 value 33.972220
final value 33.972220
stopped after 100 iterations
# weights: 11
initial value 173.031038
iter 10 value 55.596746
iter 20 value 8.806275
iter 30 value 3.372755
iter 40 value 2.323976
iter 50 value 2.165437
iter 60 value 2.145739
iter 70 value 2.135367
iter 80 value 2.077519
iter 90 value 2.077010
iter 100 value 2.076620
final value 2.076620
stopped after 100 iterations
# weights: 27
initial value 168.126801
iter 10 value 18.709674
iter 20 value 1.370945
iter 30 value 1.207070
iter 40 value 0.856836
iter 50 value 0.749134
iter 60 value 0.595299
iter 70 value 0.546744
iter 80 value 0.512070
iter 90 value 0.464156
iter 100 value 0.445490
final value 0.445490
stopped after 100 iterations
# weights: 43
initial value 174.838011
iter 10 value 51.518169
iter 20 value 2.148209
iter 30 value 0.519809
iter 40 value 0.486771
iter 50 value 0.458342
iter 60 value 0.436370
iter 70 value 0.407755
iter 80 value 0.384542
iter 90 value 0.345671
iter 100 value 0.278057
final value 0.278057
stopped after 100 iterations
# weights: 11
initial value 161.993491
iter 10 value 63.002699
iter 20 value 56.440098
iter 30 value 11.211046
iter 40 value 2.780539
iter 50 value 1.308112
iter 60 value 1.132958
iter 70 value 1.062425
iter 80 value 0.955457
iter 90 value 0.805359
iter 100 value 0.683714
final value 0.683714
stopped after 100 iterations
# weights: 27
initial value 182.283290
iter 10 value 24.703551
iter 20 value 0.084147
final value 0.000076
converged
# weights: 43
initial value 189.622437
iter 10 value 7.012054
iter 20 value 0.750831
iter 30 value 0.000920
final value 0.000054
converged
# weights: 11
initial value 178.176171
iter 10 value 68.799013
iter 20 value 55.442763
final value 55.442151
converged
# weights: 27
initial value 169.012274
iter 10 value 63.052526
iter 20 value 40.449481
iter 30 value 37.636970
iter 40 value 37.476081
iter 50 value 37.455021
final value 37.454866
converged
# weights: 43
initial value 172.326064
iter 10 value 54.140177
iter 20 value 36.861369
iter 30 value 35.157161
iter 40 value 34.358972
iter 50 value 34.253206
iter 60 value 34.230632
iter 70 value 34.216219
iter 80 value 34.214199
iter 90 value 34.212674
iter 100 value 34.212606
final value 34.212606
stopped after 100 iterations
# weights: 11
initial value 174.322907
iter 10 value 64.314483
iter 20 value 63.281833
iter 30 value 63.225048
iter 40 value 63.198225
iter 50 value 59.209156
iter 60 value 17.758269
iter 70 value 4.634225
iter 80 value 2.749326
iter 90 value 2.449049
iter 100 value 2.404783
final value 2.404783
stopped after 100 iterations
# weights: 27
initial value 160.984512
iter 10 value 2.799014
iter 20 value 1.002201
iter 30 value 0.934476
iter 40 value 0.792893
iter 50 value 0.693564
iter 60 value 0.607726
iter 70 value 0.576796
iter 80 value 0.545915
iter 90 value 0.507294
iter 100 value 0.462860
final value 0.462860
stopped after 100 iterations
# weights: 43
initial value 174.851804
iter 10 value 10.195579
iter 20 value 1.493405
iter 30 value 1.319186
iter 40 value 0.933939
iter 50 value 0.682579
iter 60 value 0.570346
iter 70 value 0.539960
iter 80 value 0.499685
iter 90 value 0.493704
iter 100 value 0.459624
final value 0.459624
stopped after 100 iterations
# weights: 11
initial value 185.181909
iter 10 value 63.654727
iter 20 value 15.391630
iter 30 value 9.014708
iter 40 value 3.710321
iter 50 value 1.908832
iter 60 value 1.287977
iter 70 value 0.193038
iter 80 value 0.112106
iter 90 value 0.096868
iter 100 value 0.079509
final value 0.079509
stopped after 100 iterations
# weights: 27
initial value 179.365102
iter 10 value 12.241319
iter 20 value 0.128912
iter 30 value 0.001125
final value 0.000071
converged
# weights: 43
initial value 165.741642
iter 10 value 4.909292
iter 20 value 0.021864
iter 30 value 0.000985
iter 40 value 0.000109
final value 0.000099
converged
# weights: 11
initial value 176.631411
iter 10 value 66.465047
iter 20 value 57.910437
final value 57.910385
converged
# weights: 27
initial value 171.886318
iter 10 value 70.602461
iter 20 value 39.715885
iter 30 value 39.073478
iter 40 value 38.491647
iter 50 value 37.877036
iter 60 value 37.852753
iter 70 value 37.852313
final value 37.852310
converged
# weights: 43
initial value 168.656496
iter 10 value 55.168666
iter 20 value 39.262087
iter 30 value 38.467441
iter 40 value 37.177283
iter 50 value 36.882288
iter 60 value 36.707635
iter 70 value 36.671449
iter 80 value 36.662382
iter 90 value 36.648987
iter 100 value 36.648291
final value 36.648291
stopped after 100 iterations
# weights: 11
initial value 180.346866
iter 10 value 67.822959
iter 20 value 18.863725
iter 30 value 5.594360
iter 40 value 3.123510
iter 50 value 2.413798
iter 60 value 2.221722
iter 70 value 2.204786
iter 80 value 2.142625
iter 90 value 2.140704
iter 100 value 2.140565
final value 2.140565
stopped after 100 iterations
# weights: 27
initial value 173.135396
iter 10 value 74.573617
iter 20 value 73.465600
iter 30 value 8.514315
iter 40 value 1.667613
iter 50 value 1.080856
iter 60 value 0.824322
iter 70 value 0.769018
iter 80 value 0.538806
iter 90 value 0.489551
iter 100 value 0.390875
final value 0.390875
stopped after 100 iterations
# weights: 43
initial value 184.588222
iter 10 value 24.632210
iter 20 value 0.863290
iter 30 value 0.704674
iter 40 value 0.551238
iter 50 value 0.512771
iter 60 value 0.469863
iter 70 value 0.444426
iter 80 value 0.412575
iter 90 value 0.386508
iter 100 value 0.366523
final value 0.366523
stopped after 100 iterations
# weights: 11
initial value 170.355975
iter 10 value 78.877798
iter 20 value 77.474281
final value 77.471856
converged
# weights: 27
initial value 197.946231
iter 10 value 28.797659
iter 20 value 1.548854
iter 30 value 0.013020
final value 0.000066
converged
# weights: 43
initial value 210.363573
iter 10 value 7.948499
iter 20 value 2.356176
iter 30 value 0.016378
final value 0.000039
converged
# weights: 11
initial value 177.586658
iter 10 value 131.896621
iter 20 value 60.655013
iter 30 value 59.730555
final value 59.730547
converged
# weights: 27
initial value 184.208149
iter 10 value 62.258397
iter 20 value 43.728284
iter 30 value 41.590005
iter 40 value 40.845995
iter 50 value 40.250227
iter 60 value 40.085820
iter 70 value 39.112552
iter 80 value 38.951963
final value 38.950421
converged
# weights: 43
initial value 178.516965
iter 10 value 54.864015
iter 20 value 41.061900
iter 30 value 38.968855
iter 40 value 38.164262
iter 50 value 38.105839
iter 60 value 38.019268
iter 70 value 37.990326
iter 80 value 37.983210
iter 90 value 37.908367
iter 100 value 37.760910
final value 37.760910
stopped after 100 iterations
# weights: 11
initial value 168.265811
iter 10 value 78.869544
iter 20 value 77.615054
iter 30 value 77.556181
iter 40 value 73.976255
iter 50 value 12.726756
iter 60 value 3.619499
iter 70 value 3.467445
iter 80 value 3.409614
iter 90 value 3.406876
iter 100 value 3.404287
final value 3.404287
stopped after 100 iterations
# weights: 27
initial value 187.734505
iter 10 value 50.574934
iter 20 value 3.185046
iter 30 value 2.786709
iter 40 value 1.749622
iter 50 value 1.552967
iter 60 value 1.303285
iter 70 value 1.191969
iter 80 value 1.058266
iter 90 value 1.005349
iter 100 value 0.936493
final value 0.936493
stopped after 100 iterations
# weights: 43
initial value 197.947415
iter 10 value 6.859988
iter 20 value 2.211203
iter 30 value 2.016662
iter 40 value 1.655569
iter 50 value 1.324820
iter 60 value 1.080380
iter 70 value 1.006915
iter 80 value 0.970971
iter 90 value 0.956928
iter 100 value 0.876186
final value 0.876186
stopped after 100 iterations
# weights: 11
initial value 174.864092
iter 10 value 75.593695
iter 20 value 16.903452
iter 30 value 6.281489
iter 40 value 4.652156
iter 50 value 4.287530
iter 60 value 4.088553
iter 70 value 3.892453
iter 80 value 3.660703
iter 90 value 3.470937
iter 100 value 3.418484
final value 3.418484
stopped after 100 iterations
# weights: 27
initial value 183.210858
iter 10 value 62.572043
iter 20 value 5.214928
iter 30 value 2.808741
iter 40 value 1.370983
iter 50 value 0.000790
final value 0.000050
converged
# weights: 43
initial value 187.994053
iter 10 value 9.247343
iter 20 value 3.046918
iter 30 value 1.257893
iter 40 value 0.026042
iter 50 value 0.001768
iter 60 value 0.001452
iter 70 value 0.000550
iter 80 value 0.000527
iter 90 value 0.000396
iter 100 value 0.000240
final value 0.000240
stopped after 100 iterations
# weights: 11
initial value 176.454615
iter 10 value 96.191482
iter 20 value 59.222610
final value 58.214044
converged
# weights: 27
initial value 166.825037
iter 10 value 82.371769
iter 20 value 46.415063
iter 30 value 43.543838
iter 40 value 42.530374
iter 50 value 41.999707
iter 60 value 41.934173
iter 70 value 41.932378
final value 41.932377
converged
# weights: 43
initial value 188.301550
iter 10 value 76.854058
iter 20 value 45.783535
iter 30 value 41.166268
iter 40 value 39.354232
iter 50 value 39.005808
iter 60 value 38.764429
iter 70 value 38.667491
iter 80 value 38.574545
iter 90 value 38.483142
iter 100 value 38.449895
final value 38.449895
stopped after 100 iterations
# weights: 11
initial value 170.631056
iter 10 value 46.046980
iter 20 value 7.563981
iter 30 value 6.221885
iter 40 value 5.523682
iter 50 value 5.116099
iter 60 value 4.905606
iter 70 value 4.827180
iter 80 value 4.814930
iter 90 value 4.813942
iter 100 value 4.812917
final value 4.812917
stopped after 100 iterations
# weights: 27
initial value 185.551585
iter 10 value 30.060051
iter 20 value 6.292866
iter 30 value 5.107195
iter 40 value 5.017437
iter 50 value 4.862509
iter 60 value 4.852550
iter 70 value 4.835587
iter 80 value 4.783071
iter 90 value 4.768313
iter 100 value 4.699043
final value 4.699043
stopped after 100 iterations
# weights: 43
initial value 179.480857
iter 10 value 7.365101
iter 20 value 3.906043
iter 30 value 3.656179
iter 40 value 3.529895
iter 50 value 3.422934
iter 60 value 3.261922
iter 70 value 3.036890
iter 80 value 2.958030
iter 90 value 2.835981
iter 100 value 2.064799
final value 2.064799
stopped after 100 iterations
# weights: 11
initial value 165.361190
iter 10 value 72.319549
iter 20 value 72.069501
final value 72.068162
converged
# weights: 27
initial value 203.177453
iter 10 value 5.432068
iter 20 value 0.011948
final value 0.000068
converged
# weights: 43
initial value 184.533028
iter 10 value 34.931139
iter 20 value 0.754476
iter 30 value 0.001052
final value 0.000094
converged
# weights: 11
initial value 170.554040
iter 10 value 85.216428
iter 20 value 60.635506
iter 30 value 58.359332
final value 58.331283
converged
# weights: 27
initial value 195.963127
iter 10 value 58.385275
iter 20 value 38.030780
iter 30 value 37.209388
iter 40 value 37.198390
final value 37.198308
converged
# weights: 43
initial value 170.698874
iter 10 value 53.219768
iter 20 value 38.133978
iter 30 value 36.204060
iter 40 value 36.086092
iter 50 value 36.039150
iter 60 value 36.029569
iter 70 value 36.016752
iter 80 value 36.012554
iter 90 value 36.011009
iter 100 value 36.009607
final value 36.009607
stopped after 100 iterations
# weights: 11
initial value 179.645729
iter 10 value 106.911330
iter 20 value 10.681523
iter 30 value 1.450697
iter 40 value 1.248173
iter 50 value 1.215491
iter 60 value 1.187701
iter 70 value 1.165672
iter 80 value 1.156645
iter 90 value 1.145401
iter 100 value 1.137236
final value 1.137236
stopped after 100 iterations
# weights: 27
initial value 180.355446
iter 10 value 70.225352
iter 20 value 1.399356
iter 30 value 0.340652
iter 40 value 0.316530
iter 50 value 0.279913
iter 60 value 0.258605
iter 70 value 0.240204
iter 80 value 0.221124
iter 90 value 0.209068
iter 100 value 0.204046
final value 0.204046
stopped after 100 iterations
# weights: 43
initial value 163.391091
iter 10 value 40.909641
iter 20 value 0.998521
iter 30 value 0.907240
iter 40 value 0.754318
iter 50 value 0.566021
iter 60 value 0.500973
iter 70 value 0.424119
iter 80 value 0.388959
iter 90 value 0.341028
iter 100 value 0.318258
final value 0.318258
stopped after 100 iterations
# weights: 11
initial value 176.128054
iter 10 value 69.033115
iter 20 value 66.993621
iter 30 value 30.114093
iter 40 value 8.487184
iter 50 value 5.496427
iter 60 value 5.395237
iter 70 value 5.356691
iter 80 value 5.344945
iter 90 value 5.320378
iter 100 value 5.314258
final value 5.314258
stopped after 100 iterations
# weights: 27
initial value 158.886864
iter 10 value 67.915440
iter 20 value 6.105955
iter 30 value 5.294224
iter 40 value 4.606222
iter 50 value 3.722711
iter 60 value 3.219676
iter 70 value 2.977415
iter 80 value 2.958226
iter 90 value 2.955755
iter 100 value 2.950870
final value 2.950870
stopped after 100 iterations
# weights: 43
initial value 171.806641
iter 10 value 13.463705
iter 20 value 5.354775
iter 30 value 5.332148
iter 40 value 5.228104
iter 50 value 5.198918
iter 60 value 5.180743
iter 70 value 5.177286
iter 80 value 5.150181
iter 90 value 5.146500
iter 100 value 5.145202
final value 5.145202
stopped after 100 iterations
# weights: 11
initial value 178.957273
iter 10 value 88.385394
iter 20 value 59.396327
final value 59.329031
converged
# weights: 27
initial value 181.415220
iter 10 value 87.524475
iter 20 value 46.985231
iter 30 value 44.400148
iter 40 value 43.381025
iter 50 value 42.785350
iter 60 value 40.761865
iter 70 value 40.509832
final value 40.507539
converged
# weights: 43
initial value 196.847054
iter 10 value 62.748370
iter 20 value 41.334300
iter 30 value 39.674827
iter 40 value 39.347688
iter 50 value 39.307664
iter 60 value 39.286730
iter 70 value 39.223701
iter 80 value 39.201904
iter 90 value 39.191211
iter 100 value 39.186572
final value 39.186572
stopped after 100 iterations
# weights: 11
initial value 169.656940
iter 10 value 69.372299
iter 20 value 69.200278
iter 30 value 69.127032
iter 40 value 69.093983
iter 50 value 69.081105
iter 60 value 68.939502
iter 70 value 11.020579
iter 80 value 5.870134
iter 90 value 5.856367
iter 100 value 5.854508
final value 5.854508
stopped after 100 iterations
# weights: 27
initial value 169.171832
iter 10 value 6.371781
iter 20 value 5.581794
iter 30 value 5.515907
iter 40 value 5.457881
iter 50 value 5.445639
iter 60 value 5.438664
iter 70 value 5.432714
iter 80 value 5.423100
iter 90 value 5.417117
iter 100 value 5.399514
final value 5.399514
stopped after 100 iterations
# weights: 43
initial value 184.903496
iter 10 value 9.850296
iter 20 value 5.778004
iter 30 value 5.667222
iter 40 value 5.097318
iter 50 value 4.791308
iter 60 value 4.729813
iter 70 value 4.657424
iter 80 value 4.567456
iter 90 value 4.490692
iter 100 value 4.373223
final value 4.373223
stopped after 100 iterations
# weights: 11
initial value 166.002339
iter 10 value 52.262070
iter 20 value 6.791259
iter 30 value 2.053778
iter 40 value 0.699878
iter 50 value 0.363273
iter 60 value 0.321497
iter 70 value 0.274980
iter 80 value 0.193645
iter 90 value 0.190812
iter 100 value 0.162380
final value 0.162380
stopped after 100 iterations
# weights: 27
initial value 168.724135
iter 10 value 36.325733
iter 20 value 3.053473
iter 30 value 0.003220
final value 0.000073
converged
# weights: 43
initial value 189.453306
iter 10 value 22.735432
iter 20 value 1.589229
iter 30 value 0.000147
iter 30 value 0.000071
iter 30 value 0.000063
final value 0.000063
converged
# weights: 11
initial value 188.734460
iter 10 value 87.760097
iter 20 value 59.171599
iter 30 value 59.030680
final value 59.030225
converged
# weights: 27
initial value 176.552281
iter 10 value 110.859999
iter 20 value 43.277952
iter 30 value 42.412508
iter 40 value 40.503420
iter 50 value 38.836741
iter 60 value 38.661182
iter 70 value 38.648641
final value 38.648462
converged
# weights: 43
initial value 173.387336
iter 10 value 59.685390
iter 20 value 38.693517
iter 30 value 37.962129
iter 40 value 37.790048
iter 50 value 37.724370
iter 60 value 37.702419
iter 70 value 37.694681
iter 80 value 37.685613
iter 90 value 37.683130
iter 100 value 37.682396
final value 37.682396
stopped after 100 iterations
# weights: 11
initial value 172.460232
iter 10 value 70.565880
iter 20 value 67.236312
iter 30 value 67.202113
iter 40 value 59.437882
iter 50 value 15.566292
iter 60 value 4.841250
iter 70 value 4.043959
iter 80 value 3.936685
iter 90 value 3.865746
iter 100 value 3.791147
final value 3.791147
stopped after 100 iterations
# weights: 27
initial value 165.825586
iter 10 value 66.862029
iter 20 value 12.328971
iter 30 value 3.446125
iter 40 value 1.834153
iter 50 value 1.481335
iter 60 value 1.275342
iter 70 value 1.159043
iter 80 value 1.050258
iter 90 value 1.007294
iter 100 value 0.880421
final value 0.880421
stopped after 100 iterations
# weights: 43
initial value 174.351246
iter 10 value 36.789800
iter 20 value 3.389437
iter 30 value 1.801770
iter 40 value 1.611282
iter 50 value 1.371579
iter 60 value 1.017492
iter 70 value 0.934944
iter 80 value 0.907468
iter 90 value 0.819005
iter 100 value 0.802734
final value 0.802734
stopped after 100 iterations
# weights: 11
initial value 174.504883
iter 10 value 62.343552
iter 20 value 61.415637
final value 61.414605
converged
# weights: 27
initial value 195.396653
iter 10 value 19.697208
iter 20 value 5.701845
iter 30 value 5.650146
iter 40 value 5.608312
iter 50 value 5.572238
iter 60 value 5.553831
iter 70 value 5.544915
iter 80 value 5.366120
iter 90 value 3.361060
iter 100 value 0.331264
final value 0.331264
stopped after 100 iterations
# weights: 43
initial value 169.063941
iter 10 value 36.785232
iter 20 value 5.740509
iter 30 value 5.661685
iter 40 value 5.617190
iter 50 value 5.562193
iter 60 value 5.494923
iter 70 value 5.229924
iter 80 value 4.896873
iter 90 value 4.808761
iter 100 value 4.635822
final value 4.635822
stopped after 100 iterations
# weights: 11
initial value 165.570676
iter 10 value 70.199037
iter 20 value 56.339601
iter 30 value 55.992472
final value 55.992412
converged
# weights: 27
initial value 172.510262
iter 10 value 67.183579
iter 20 value 40.764524
iter 30 value 40.023508
iter 40 value 39.741796
iter 50 value 38.975373
iter 60 value 38.596575
iter 70 value 38.518782
final value 38.517519
converged
# weights: 43
initial value 164.588224
iter 10 value 73.852469
iter 20 value 49.218429
iter 30 value 37.446590
iter 40 value 37.373833
iter 50 value 37.344377
iter 60 value 37.341137
iter 70 value 37.336911
iter 80 value 37.335592
iter 90 value 37.319060
iter 100 value 37.268550
final value 37.268550
stopped after 100 iterations
# weights: 11
initial value 176.042868
iter 10 value 134.468633
iter 20 value 12.460241
iter 30 value 6.669554
iter 40 value 6.308387
iter 50 value 6.269563
iter 60 value 6.258915
iter 70 value 6.235682
iter 80 value 6.217493
iter 90 value 6.210315
iter 100 value 6.201307
final value 6.201307
stopped after 100 iterations
# weights: 27
initial value 171.402188
iter 10 value 45.661640
iter 20 value 6.317779
iter 30 value 5.961295
iter 40 value 5.917009
iter 50 value 5.785326
iter 60 value 5.744647
iter 70 value 5.733438
iter 80 value 5.720212
iter 90 value 5.696755
iter 100 value 5.633406
final value 5.633406
stopped after 100 iterations
# weights: 43
initial value 172.925454
iter 10 value 6.756453
iter 20 value 5.945931
iter 30 value 5.764957
iter 40 value 5.720170
iter 50 value 5.684723
iter 60 value 5.429953
iter 70 value 4.684859
iter 80 value 4.523875
iter 90 value 4.296848
iter 100 value 4.160400
final value 4.160400
stopped after 100 iterations
# weights: 11
initial value 171.924481
iter 10 value 57.654379
iter 20 value 11.953610
iter 30 value 2.590809
iter 40 value 0.212359
iter 50 value 0.159734
iter 60 value 0.157332
iter 70 value 0.147911
iter 80 value 0.125701
iter 90 value 0.119857
iter 100 value 0.118640
final value 0.118640
stopped after 100 iterations
# weights: 27
initial value 170.639894
iter 10 value 4.710719
iter 20 value 0.080421
iter 30 value 0.000196
iter 30 value 0.000098
iter 30 value 0.000098
final value 0.000098
converged
# weights: 43
initial value 177.808830
iter 10 value 5.786161
iter 20 value 0.039221
iter 30 value 0.001845
iter 40 value 0.000491
final value 0.000066
converged
# weights: 11
initial value 180.494541
iter 10 value 92.405936
iter 20 value 64.944632
iter 30 value 61.064692
final value 61.062681
converged
# weights: 27
initial value 166.847967
iter 10 value 68.587785
iter 20 value 40.670089
iter 30 value 40.026311
iter 40 value 39.216811
iter 50 value 38.679854
iter 60 value 38.567320
iter 70 value 38.329665
iter 80 value 38.314930
final value 38.314929
converged
# weights: 43
initial value 172.633079
iter 10 value 64.480555
iter 20 value 42.098896
iter 30 value 39.431363
iter 40 value 37.579153
iter 50 value 37.086790
iter 60 value 37.039809
iter 70 value 37.014480
iter 80 value 37.012804
iter 90 value 37.012320
iter 100 value 37.012109
final value 37.012109
stopped after 100 iterations
# weights: 11
initial value 180.803403
iter 10 value 71.361248
iter 20 value 56.817690
iter 30 value 12.008918
iter 40 value 2.740382
iter 50 value 2.472427
iter 60 value 2.402783
iter 70 value 2.402404
iter 80 value 2.400500
iter 90 value 2.398134
iter 100 value 2.397634
final value 2.397634
stopped after 100 iterations
# weights: 27
initial value 170.374648
iter 10 value 26.115701
iter 20 value 3.067527
iter 30 value 2.062497
iter 40 value 0.947562
iter 50 value 0.767128
iter 60 value 0.579610
iter 70 value 0.539419
iter 80 value 0.453063
iter 90 value 0.390749
iter 100 value 0.378184
final value 0.378184
stopped after 100 iterations
# weights: 43
initial value 168.285916
iter 10 value 13.547035
iter 20 value 0.766303
iter 30 value 0.677545
iter 40 value 0.525224
iter 50 value 0.463027
iter 60 value 0.394475
iter 70 value 0.366749
iter 80 value 0.357144
iter 90 value 0.346257
iter 100 value 0.340954
final value 0.340954
stopped after 100 iterations
# weights: 11
initial value 175.675402
iter 10 value 69.459555
iter 20 value 13.931157
iter 30 value 1.043049
iter 40 value 0.677051
iter 50 value 0.408593
iter 60 value 0.367368
iter 70 value 0.285408
iter 80 value 0.229425
iter 90 value 0.206475
iter 100 value 0.196204
final value 0.196204
stopped after 100 iterations
# weights: 27
initial value 170.198893
iter 10 value 34.998543
iter 20 value 0.260574
iter 30 value 0.002786
final value 0.000100
converged
# weights: 43
initial value 177.640757
iter 10 value 28.873914
iter 20 value 0.087604
iter 30 value 0.001461
iter 40 value 0.000520
final value 0.000089
converged
# weights: 11
initial value 171.897330
iter 10 value 63.449887
iter 20 value 56.764101
final value 56.764080
converged
# weights: 27
initial value 172.250951
iter 10 value 76.071608
iter 20 value 39.967476
iter 30 value 38.475539
iter 40 value 38.173886
iter 50 value 38.097198
iter 60 value 37.223883
iter 70 value 36.826865
iter 80 value 36.805824
final value 36.805807
converged
# weights: 43
initial value 175.370821
iter 10 value 48.334836
iter 20 value 36.752936
iter 30 value 36.109817
iter 40 value 35.689460
iter 50 value 35.603525
iter 60 value 35.545203
iter 70 value 35.535299
iter 80 value 35.528835
final value 35.528420
converged
# weights: 11
initial value 212.905318
iter 10 value 42.663233
iter 20 value 7.928976
iter 30 value 3.489495
iter 40 value 1.582398
iter 50 value 1.419124
iter 60 value 1.369832
iter 70 value 1.353154
iter 80 value 1.338529
iter 90 value 1.321283
iter 100 value 1.313961
final value 1.313961
stopped after 100 iterations
# weights: 27
initial value 206.420088
iter 10 value 72.914397
iter 20 value 32.266041
iter 30 value 0.459418
iter 40 value 0.413281
iter 50 value 0.368729
iter 60 value 0.323920
iter 70 value 0.258832
iter 80 value 0.240185
iter 90 value 0.231881
iter 100 value 0.224296
final value 0.224296
stopped after 100 iterations
# weights: 43
initial value 169.879070
iter 10 value 66.852274
iter 20 value 0.946620
iter 30 value 0.367085
iter 40 value 0.322923
iter 50 value 0.289376
iter 60 value 0.271008
iter 70 value 0.254879
iter 80 value 0.240174
iter 90 value 0.236944
iter 100 value 0.226704
final value 0.226704
stopped after 100 iterations
# weights: 11
initial value 171.027585
iter 10 value 33.666330
iter 20 value 3.114342
iter 30 value 0.690929
iter 40 value 0.585838
iter 50 value 0.518746
iter 60 value 0.397464
iter 70 value 0.347030
iter 80 value 0.307850
iter 90 value 0.230352
iter 100 value 0.227819
final value 0.227819
stopped after 100 iterations
# weights: 27
initial value 199.429383
iter 10 value 65.531918
iter 20 value 11.612315
iter 30 value 0.360940
iter 40 value 0.003294
final value 0.000097
converged
# weights: 43
initial value 173.884811
iter 10 value 23.894534
iter 20 value 0.773142
iter 30 value 0.001938
final value 0.000088
converged
# weights: 11
initial value 175.734609
iter 10 value 82.871232
iter 20 value 61.671235
iter 30 value 60.941669
final value 60.938189
converged
# weights: 27
initial value 204.801227
iter 10 value 100.387556
iter 20 value 48.168959
iter 30 value 42.410398
iter 40 value 40.603603
iter 50 value 39.707832
iter 60 value 39.667930
iter 70 value 39.633914
final value 39.633477
converged
# weights: 43
initial value 223.227269
iter 10 value 65.028295
iter 20 value 44.825964
iter 30 value 41.754520
iter 40 value 39.861003
iter 50 value 39.114133
iter 60 value 38.476290
iter 70 value 38.469348
iter 80 value 38.460020
final value 38.459666
converged
# weights: 11
initial value 183.360018
iter 10 value 76.222096
iter 20 value 19.432885
iter 30 value 8.353567
iter 40 value 4.556836
iter 50 value 3.303157
iter 60 value 2.991185
iter 70 value 2.815512
iter 80 value 2.638649
iter 90 value 2.634820
iter 100 value 2.631317
final value 2.631317
stopped after 100 iterations
# weights: 27
initial value 190.629469
iter 10 value 41.617637
iter 20 value 2.628712
iter 30 value 0.808565
iter 40 value 0.555901
iter 50 value 0.470577
iter 60 value 0.453172
iter 70 value 0.428484
iter 80 value 0.418727
iter 90 value 0.402845
iter 100 value 0.395241
final value 0.395241
stopped after 100 iterations
# weights: 43
initial value 168.187533
iter 10 value 35.113561
iter 20 value 0.980147
iter 30 value 0.724978
iter 40 value 0.589433
iter 50 value 0.530794
iter 60 value 0.488789
iter 70 value 0.467888
iter 80 value 0.430088
iter 90 value 0.413204
iter 100 value 0.386696
final value 0.386696
stopped after 100 iterations
# weights: 11
initial value 164.896061
iter 10 value 64.450648
iter 20 value 64.443479
final value 64.443459
converged
# weights: 27
initial value 186.616161
iter 10 value 6.439407
iter 20 value 0.075144
final value 0.000091
converged
# weights: 43
initial value 189.977452
iter 10 value 36.261176
iter 20 value 0.837073
iter 30 value 0.003158
final value 0.000076
converged
# weights: 11
initial value 174.338468
iter 10 value 85.456485
iter 20 value 59.249641
iter 30 value 57.361484
final value 57.361425
converged
# weights: 27
initial value 177.266436
iter 10 value 78.561996
iter 20 value 40.242858
iter 30 value 38.489705
iter 40 value 38.110860
iter 50 value 37.845113
iter 60 value 37.286793
iter 70 value 37.130953
final value 37.129688
converged
# weights: 43
initial value 179.838998
iter 10 value 56.018248
iter 20 value 38.366017
iter 30 value 36.560150
iter 40 value 35.952458
iter 50 value 35.915049
iter 60 value 35.912004
iter 70 value 35.908926
iter 80 value 35.908722
iter 90 value 35.908675
iter 100 value 35.908579
final value 35.908579
stopped after 100 iterations
# weights: 11
initial value 171.171732
iter 10 value 115.652407
iter 20 value 53.596574
iter 30 value 4.650877
iter 40 value 2.315967
iter 50 value 2.070529
iter 60 value 2.016120
iter 70 value 2.014578
iter 80 value 2.005184
iter 90 value 2.003525
iter 100 value 2.003072
final value 2.003072
stopped after 100 iterations
# weights: 27
initial value 201.722982
iter 10 value 51.692084
iter 20 value 2.705874
iter 30 value 0.627318
iter 40 value 0.579303
iter 50 value 0.553234
iter 60 value 0.523325
iter 70 value 0.442126
iter 80 value 0.426775
iter 90 value 0.386903
iter 100 value 0.375131
final value 0.375131
stopped after 100 iterations
# weights: 43
initial value 166.143910
iter 10 value 29.552764
iter 20 value 3.215464
iter 30 value 1.442863
iter 40 value 1.382443
iter 50 value 0.715926
iter 60 value 0.451341
iter 70 value 0.396782
iter 80 value 0.361512
iter 90 value 0.343646
iter 100 value 0.336745
final value 0.336745
stopped after 100 iterations
# weights: 11
initial value 166.761350
iter 10 value 134.469936
iter 20 value 73.017708
iter 30 value 72.775957
final value 72.775752
converged
# weights: 27
initial value 166.881400
iter 10 value 9.687056
iter 20 value 0.103165
iter 30 value 0.000658
final value 0.000067
converged
# weights: 43
initial value 203.464608
iter 10 value 13.816485
iter 20 value 0.262862
iter 30 value 0.001526
iter 40 value 0.000201
iter 50 value 0.000149
final value 0.000061
converged
# weights: 11
initial value 177.765661
iter 10 value 84.753196
iter 20 value 68.155127
iter 30 value 61.390895
final value 61.319421
converged
# weights: 27
initial value 173.330040
iter 10 value 63.898755
iter 20 value 43.407392
iter 30 value 41.885873
iter 40 value 41.840221
final value 41.839664
converged
# weights: 43
initial value 171.219496
iter 10 value 71.999111
iter 20 value 39.828055
iter 30 value 39.004093
iter 40 value 38.727292
iter 50 value 38.683642
iter 60 value 38.669676
iter 70 value 38.667513
iter 80 value 38.665706
iter 90 value 38.662780
iter 100 value 38.662689
final value 38.662689
stopped after 100 iterations
# weights: 11
initial value 184.845894
iter 10 value 66.778632
iter 20 value 22.366095
iter 30 value 3.762123
iter 40 value 1.867510
iter 50 value 1.779233
iter 60 value 1.774963
iter 70 value 1.769160
iter 80 value 1.767294
iter 90 value 1.766709
iter 100 value 1.766417
final value 1.766417
stopped after 100 iterations
# weights: 27
initial value 175.247841
iter 10 value 16.221851
iter 20 value 1.216495
iter 30 value 0.936161
iter 40 value 0.801035
iter 50 value 0.675214
iter 60 value 0.552372
iter 70 value 0.514467
iter 80 value 0.464595
iter 90 value 0.430047
iter 100 value 0.351404
final value 0.351404
stopped after 100 iterations
# weights: 43
initial value 164.330488
iter 10 value 9.643171
iter 20 value 0.752125
iter 30 value 0.669929
iter 40 value 0.570228
iter 50 value 0.408830
iter 60 value 0.398663
iter 70 value 0.383524
iter 80 value 0.348932
iter 90 value 0.340840
iter 100 value 0.332902
final value 0.332902
stopped after 100 iterations
# weights: 11
initial value 165.618001
iter 10 value 67.320013
iter 20 value 6.433690
iter 30 value 0.667971
iter 40 value 0.329261
iter 50 value 0.216884
iter 60 value 0.167132
iter 70 value 0.159782
iter 80 value 0.142342
iter 90 value 0.140736
iter 100 value 0.130118
final value 0.130118
stopped after 100 iterations
# weights: 27
initial value 176.417890
iter 10 value 47.603134
iter 20 value 9.844673
iter 30 value 0.520786
iter 40 value 0.000477
final value 0.000057
converged
# weights: 43
initial value 173.564865
iter 10 value 27.878694
iter 20 value 0.720597
iter 30 value 0.000515
final value 0.000054
converged
# weights: 11
initial value 174.560039
iter 10 value 78.297054
iter 20 value 60.367499
iter 30 value 60.216078
final value 60.216037
converged
# weights: 27
initial value 178.397751
iter 10 value 76.398118
iter 20 value 40.987416
iter 30 value 39.033000
iter 40 value 38.699069
iter 50 value 38.583131
iter 60 value 38.561072
iter 70 value 38.558297
final value 38.558294
converged
# weights: 43
initial value 167.567338
iter 10 value 71.902814
iter 20 value 41.803969
iter 30 value 38.038605
iter 40 value 37.430235
iter 50 value 37.356021
iter 60 value 37.326552
iter 70 value 37.315149
iter 80 value 37.312957
final value 37.312688
converged
# weights: 11
initial value 174.763901
iter 10 value 95.059073
iter 20 value 33.710583
iter 30 value 13.390214
iter 40 value 4.541667
iter 50 value 3.252139
iter 60 value 2.659400
iter 70 value 2.602563
iter 80 value 2.596527
iter 90 value 2.588103
iter 100 value 2.586527
final value 2.586527
stopped after 100 iterations
# weights: 27
initial value 165.180684
iter 10 value 13.196178
iter 20 value 1.314008
iter 30 value 1.168028
iter 40 value 1.063001
iter 50 value 0.846792
iter 60 value 0.808769
iter 70 value 0.734402
iter 80 value 0.679491
iter 90 value 0.435132
iter 100 value 0.406775
final value 0.406775
stopped after 100 iterations
# weights: 43
initial value 182.577128
iter 10 value 25.091629
iter 20 value 1.079104
iter 30 value 0.953738
iter 40 value 0.789433
iter 50 value 0.654363
iter 60 value 0.605460
iter 70 value 0.567524
iter 80 value 0.525640
iter 90 value 0.496680
iter 100 value 0.478396
final value 0.478396
stopped after 100 iterations
# weights: 11
initial value 166.460911
iter 10 value 69.884786
iter 20 value 69.884053
iter 20 value 69.884053
iter 20 value 69.884053
final value 69.884053
converged
# weights: 27
initial value 169.746622
iter 10 value 23.526388
iter 20 value 6.637015
iter 30 value 6.596681
iter 40 value 6.561362
iter 50 value 6.403857
iter 60 value 5.838629
iter 70 value 5.209226
iter 80 value 4.936093
iter 90 value 4.824342
iter 100 value 4.782289
final value 4.782289
stopped after 100 iterations
# weights: 43
initial value 216.886367
iter 10 value 12.748836
iter 20 value 6.710002
iter 30 value 6.657812
iter 40 value 6.540396
iter 50 value 6.511999
iter 60 value 6.264258
iter 70 value 4.832904
iter 80 value 0.011664
iter 90 value 0.003345
iter 100 value 0.001273
final value 0.001273
stopped after 100 iterations
# weights: 11
initial value 169.104659
iter 10 value 88.766714
iter 20 value 60.399343
iter 30 value 60.294221
final value 60.294217
converged
# weights: 27
initial value 189.394748
iter 10 value 83.717816
iter 20 value 45.083121
iter 30 value 42.323089
iter 40 value 40.577420
iter 50 value 40.426484
iter 60 value 40.416169
iter 70 value 40.410077
final value 40.410069
converged
# weights: 43
initial value 173.032401
iter 10 value 67.486723
iter 20 value 39.874238
iter 30 value 39.274843
iter 40 value 39.228483
iter 50 value 39.225221
iter 60 value 39.225012
iter 70 value 39.221966
iter 80 value 39.159750
iter 90 value 39.132476
iter 100 value 39.132193
final value 39.132193
stopped after 100 iterations
# weights: 11
initial value 164.979526
iter 10 value 103.114958
iter 20 value 16.761321
iter 30 value 7.939991
iter 40 value 7.224668
iter 50 value 7.221992
iter 60 value 7.221644
iter 60 value 7.221644
final value 7.221644
converged
# weights: 27
initial value 188.285964
iter 10 value 27.952349
iter 20 value 7.661297
iter 30 value 7.169999
iter 40 value 6.926159
iter 50 value 6.795986
iter 60 value 6.763174
iter 70 value 6.716627
iter 80 value 6.697757
iter 90 value 6.683276
iter 100 value 6.612237
final value 6.612237
stopped after 100 iterations
# weights: 43
initial value 221.892568
iter 10 value 27.389674
iter 20 value 6.772760
iter 30 value 6.710763
iter 40 value 6.642644
iter 50 value 6.495769
iter 60 value 5.495020
iter 70 value 4.278751
iter 80 value 1.255533
iter 90 value 1.153580
iter 100 value 1.071667
final value 1.071667
stopped after 100 iterations
# weights: 11
initial value 180.464382
iter 10 value 60.622595
iter 20 value 19.656001
iter 30 value 6.246324
iter 40 value 5.284442
iter 50 value 4.418910
iter 60 value 4.012122
iter 70 value 3.884626
iter 80 value 3.847617
iter 90 value 3.639116
iter 100 value 3.222501
final value 3.222501
stopped after 100 iterations
# weights: 27
initial value 176.712861
iter 10 value 51.042488
iter 20 value 6.923684
iter 30 value 3.296065
iter 40 value 0.003521
final value 0.000067
converged
# weights: 43
initial value 170.289263
iter 10 value 35.201562
iter 20 value 4.745586
iter 30 value 2.441773
iter 40 value 0.048962
final value 0.000045
converged
# weights: 11
initial value 171.561542
iter 10 value 107.710158
iter 20 value 59.286355
iter 30 value 58.965380
final value 58.965273
converged
# weights: 27
initial value 197.482187
iter 10 value 67.004058
iter 20 value 41.332623
iter 30 value 40.244262
iter 40 value 39.894522
iter 50 value 39.883463
final value 39.883113
converged
# weights: 43
initial value 206.937911
iter 10 value 81.198998
iter 20 value 43.206728
iter 30 value 40.932983
iter 40 value 40.109246
iter 50 value 39.900376
iter 60 value 39.735179
iter 70 value 39.591579
iter 80 value 39.451499
iter 90 value 39.421507
iter 100 value 39.406682
final value 39.406682
stopped after 100 iterations
# weights: 11
initial value 164.544738
iter 10 value 64.941364
iter 20 value 64.584574
iter 30 value 57.807625
iter 40 value 12.993361
iter 50 value 6.908160
iter 60 value 6.635572
iter 70 value 6.497657
iter 80 value 6.327514
iter 90 value 6.220912
iter 100 value 6.217181
final value 6.217181
stopped after 100 iterations
# weights: 27
initial value 167.534823
iter 10 value 12.139296
iter 20 value 4.657182
iter 30 value 4.052616
iter 40 value 3.678883
iter 50 value 3.308634
iter 60 value 3.198623
iter 70 value 2.961159
iter 80 value 2.669564
iter 90 value 2.441753
iter 100 value 2.338616
final value 2.338616
stopped after 100 iterations
# weights: 43
initial value 207.139011
iter 10 value 12.947912
iter 20 value 4.374084
iter 30 value 3.267134
iter 40 value 2.895837
iter 50 value 2.759302
iter 60 value 2.566407
iter 70 value 2.440234
iter 80 value 2.304338
iter 90 value 2.222340
iter 100 value 2.138446
final value 2.138446
stopped after 100 iterations
# weights: 11
initial value 166.265458
iter 10 value 85.430957
iter 20 value 18.547088
iter 30 value 4.005706
iter 40 value 1.792218
iter 50 value 1.469568
iter 60 value 1.246268
iter 70 value 1.042120
iter 80 value 0.963660
iter 90 value 0.805769
iter 100 value 0.725748
final value 0.725748
stopped after 100 iterations
# weights: 27
initial value 177.339353
iter 10 value 41.623512
iter 20 value 1.617167
iter 30 value 0.004249
final value 0.000059
converged
# weights: 43
initial value 169.536128
iter 10 value 21.691543
iter 20 value 0.289927
iter 30 value 0.000162
iter 30 value 0.000079
iter 30 value 0.000077
final value 0.000077
converged
# weights: 11
initial value 171.638556
iter 10 value 80.039338
iter 20 value 60.775584
final value 60.765634
converged
# weights: 27
initial value 165.352213
iter 10 value 68.634927
iter 20 value 45.775969
iter 30 value 43.397191
iter 40 value 41.899984
iter 50 value 41.799567
iter 60 value 41.798986
final value 41.798588
converged
# weights: 43
initial value 170.544925
iter 10 value 68.682544
iter 20 value 41.670582
iter 30 value 41.153569
iter 40 value 40.652107
iter 50 value 40.579740
iter 60 value 40.555473
iter 70 value 40.552000
iter 80 value 40.549906
iter 90 value 40.548657
iter 100 value 40.548415
final value 40.548415
stopped after 100 iterations
# weights: 11
initial value 172.951726
iter 10 value 72.149061
iter 20 value 71.941189
iter 30 value 71.860194
iter 40 value 71.815614
iter 50 value 71.787452
iter 60 value 71.664497
iter 70 value 59.643094
iter 80 value 10.690146
iter 90 value 3.466933
iter 100 value 2.717225
final value 2.717225
stopped after 100 iterations
# weights: 27
initial value 165.800928
iter 10 value 72.096897
iter 20 value 24.002370
iter 30 value 2.420032
iter 40 value 0.988661
iter 50 value 0.844196
iter 60 value 0.777627
iter 70 value 0.713521
iter 80 value 0.679406
iter 90 value 0.640499
iter 100 value 0.600818
final value 0.600818
stopped after 100 iterations
# weights: 43
initial value 167.299279
iter 10 value 5.774428
iter 20 value 1.021811
iter 30 value 0.929882
iter 40 value 0.756610
iter 50 value 0.652766
iter 60 value 0.539539
iter 70 value 0.497314
iter 80 value 0.439460
iter 90 value 0.417312
iter 100 value 0.403180
final value 0.403180
stopped after 100 iterations
# weights: 11
initial value 183.660173
iter 10 value 70.282642
iter 20 value 9.980423
iter 30 value 0.577066
iter 40 value 0.116942
iter 50 value 0.085219
iter 60 value 0.076716
iter 70 value 0.072079
iter 80 value 0.065342
iter 90 value 0.060447
iter 100 value 0.058793
final value 0.058793
stopped after 100 iterations
# weights: 27
initial value 165.113430
iter 10 value 38.605180
iter 20 value 0.450683
iter 30 value 0.004921
iter 40 value 0.000232
final value 0.000077
converged
# weights: 43
initial value 195.631508
iter 10 value 66.750604
iter 20 value 6.326419
iter 30 value 0.176389
iter 40 value 0.000372
final value 0.000094
converged
# weights: 11
initial value 170.861463
iter 10 value 57.959933
iter 20 value 57.061921
final value 57.061191
converged
# weights: 27
initial value 200.944947
iter 10 value 68.256494
iter 20 value 46.426876
iter 30 value 40.311852
iter 40 value 38.013229
iter 50 value 37.648306
iter 60 value 37.633070
iter 70 value 37.621301
final value 37.621300
converged
# weights: 43
initial value 174.054905
iter 10 value 74.435843
iter 20 value 41.386572
iter 30 value 36.790132
iter 40 value 36.408553
iter 50 value 36.379263
iter 60 value 36.374645
iter 70 value 36.372244
iter 80 value 36.361160
iter 90 value 36.346143
iter 100 value 36.308946
final value 36.308946
stopped after 100 iterations
# weights: 11
initial value 177.934668
iter 10 value 52.916345
iter 20 value 3.227037
iter 30 value 1.360995
iter 40 value 1.275738
iter 50 value 1.229639
iter 60 value 1.227596
iter 70 value 1.225624
final value 1.225583
converged
# weights: 27
initial value 194.836268
iter 10 value 24.597777
iter 20 value 0.785788
iter 30 value 0.583878
iter 40 value 0.498357
iter 50 value 0.441720
iter 60 value 0.370691
iter 70 value 0.344699
iter 80 value 0.327096
iter 90 value 0.299468
iter 100 value 0.274749
final value 0.274749
stopped after 100 iterations
# weights: 43
initial value 174.250980
iter 10 value 20.284851
iter 20 value 0.706449
iter 30 value 0.607337
iter 40 value 0.580320
iter 50 value 0.443074
iter 60 value 0.357767
iter 70 value 0.336844
iter 80 value 0.316836
iter 90 value 0.310028
iter 100 value 0.284453
final value 0.284453
stopped after 100 iterations
# weights: 11
initial value 172.269183
iter 10 value 69.874191
iter 20 value 69.212011
iter 30 value 35.346833
iter 40 value 8.433934
iter 50 value 2.701101
iter 60 value 2.096346
iter 70 value 1.872273
iter 80 value 1.747388
iter 90 value 1.531177
iter 100 value 1.474537
final value 1.474537
stopped after 100 iterations
# weights: 27
initial value 166.436425
iter 10 value 40.711005
iter 20 value 2.568416
final value 0.000016
converged
# weights: 43
initial value 182.601884
iter 10 value 59.118259
iter 20 value 4.141110
iter 30 value 0.033673
iter 40 value 0.003106
final value 0.000052
converged
# weights: 11
initial value 169.457193
iter 10 value 62.960700
iter 20 value 59.608886
final value 59.591775
converged
# weights: 27
initial value 171.646158
iter 10 value 53.763730
iter 20 value 41.562820
iter 30 value 38.674971
iter 40 value 38.595995
iter 50 value 38.582464
final value 38.582080
converged
# weights: 43
initial value 239.121659
iter 10 value 72.315691
iter 20 value 42.000756
iter 30 value 38.595128
iter 40 value 37.981143
iter 50 value 37.721744
iter 60 value 37.635061
iter 70 value 37.378388
iter 80 value 37.361572
iter 90 value 37.351697
iter 100 value 37.347228
final value 37.347228
stopped after 100 iterations
# weights: 11
initial value 193.881242
iter 10 value 125.224210
iter 20 value 69.998296
iter 30 value 69.961844
iter 40 value 62.831496
iter 50 value 11.431196
iter 60 value 4.713130
iter 70 value 3.982099
iter 80 value 3.914211
iter 90 value 3.845129
iter 100 value 3.833522
final value 3.833522
stopped after 100 iterations
# weights: 27
initial value 178.266712
iter 10 value 38.397107
iter 20 value 3.140732
iter 30 value 2.272725
iter 40 value 1.732190
iter 50 value 1.312917
iter 60 value 1.056150
iter 70 value 0.946349
iter 80 value 0.884025
iter 90 value 0.806087
iter 100 value 0.771047
final value 0.771047
stopped after 100 iterations
# weights: 43
initial value 207.506233
iter 10 value 9.004212
iter 20 value 2.773882
iter 30 value 1.061492
iter 40 value 0.990726
iter 50 value 0.705722
iter 60 value 0.498519
iter 70 value 0.415070
iter 80 value 0.400852
iter 90 value 0.394992
iter 100 value 0.388282
final value 0.388282
stopped after 100 iterations
# weights: 11
initial value 185.386046
iter 10 value 80.709980
iter 20 value 67.273357
final value 67.230625
converged
# weights: 27
initial value 168.977360
iter 10 value 10.461799
iter 20 value 0.075279
iter 30 value 0.000307
iter 40 value 0.000102
iter 40 value 0.000062
iter 40 value 0.000060
final value 0.000060
converged
# weights: 43
initial value 220.566857
iter 10 value 11.689150
iter 20 value 0.063001
final value 0.000073
converged
# weights: 11
initial value 172.270036
iter 10 value 77.380837
iter 20 value 58.037045
iter 30 value 57.980425
final value 57.980262
converged
# weights: 27
initial value 166.828743
iter 10 value 64.815537
iter 20 value 43.369089
iter 30 value 38.732118
iter 40 value 37.992650
iter 50 value 36.600352
iter 60 value 36.417587
iter 70 value 36.369468
iter 80 value 36.363733
final value 36.363732
converged
# weights: 43
initial value 164.392773
iter 10 value 61.495479
iter 20 value 36.417466
iter 30 value 35.399976
iter 40 value 35.328902
iter 50 value 35.241670
iter 60 value 35.220170
iter 70 value 35.219144
iter 80 value 35.219062
iter 90 value 35.219024
iter 100 value 35.218626
final value 35.218626
stopped after 100 iterations
# weights: 11
initial value 174.864057
iter 10 value 68.728178
iter 20 value 68.006740
iter 30 value 67.721677
iter 40 value 67.659067
iter 50 value 67.522072
iter 60 value 67.486166
iter 70 value 67.116434
iter 80 value 61.912999
iter 90 value 25.711085
iter 100 value 4.862363
final value 4.862363
stopped after 100 iterations
# weights: 27
initial value 163.924415
iter 10 value 16.831552
iter 20 value 0.554632
iter 30 value 0.481569
iter 40 value 0.380569
iter 50 value 0.362620
iter 60 value 0.331898
iter 70 value 0.303763
iter 80 value 0.280389
iter 90 value 0.259344
iter 100 value 0.251176
final value 0.251176
stopped after 100 iterations
# weights: 43
initial value 211.242086
iter 10 value 4.308403
iter 20 value 0.921603
iter 30 value 0.787509
iter 40 value 0.572820
iter 50 value 0.491917
iter 60 value 0.412765
iter 70 value 0.337176
iter 80 value 0.311889
iter 90 value 0.301146
iter 100 value 0.284008
final value 0.284008
stopped after 100 iterations
# weights: 11
initial value 194.328767
iter 10 value 120.838946
iter 20 value 21.285526
iter 30 value 6.549098
iter 40 value 3.748130
iter 50 value 2.900821
iter 60 value 2.635678
iter 70 value 1.444276
iter 80 value 1.064747
iter 90 value 0.769317
iter 100 value 0.758061
final value 0.758061
stopped after 100 iterations
# weights: 27
initial value 179.903891
iter 10 value 59.760215
iter 20 value 3.966652
iter 30 value 0.682115
iter 40 value 0.000477
final value 0.000065
converged
# weights: 43
initial value 185.322109
iter 10 value 8.764018
iter 20 value 0.176127
final value 0.000070
converged
# weights: 11
initial value 204.192183
iter 10 value 81.032405
iter 20 value 60.453628
iter 30 value 57.982632
final value 57.981952
converged
# weights: 27
initial value 175.176860
iter 10 value 60.897124
iter 20 value 37.860257
iter 30 value 37.437006
iter 40 value 37.407199
iter 50 value 37.397086
final value 37.396809
converged
# weights: 43
initial value 176.326641
iter 10 value 62.000540
iter 20 value 38.849694
iter 30 value 36.992767
iter 40 value 36.310878
iter 50 value 36.281028
iter 60 value 36.269705
iter 70 value 36.265644
iter 80 value 36.265341
iter 90 value 36.264880
iter 100 value 36.264213
final value 36.264213
stopped after 100 iterations
# weights: 11
initial value 184.049040
iter 10 value 66.984873
iter 20 value 64.179866
iter 30 value 57.314895
iter 40 value 29.870328
iter 50 value 5.287026
iter 60 value 3.695060
iter 70 value 3.525820
iter 80 value 3.034929
iter 90 value 2.983326
iter 100 value 2.951322
final value 2.951322
stopped after 100 iterations
# weights: 27
initial value 160.865672
iter 10 value 64.788308
iter 20 value 4.016792
iter 30 value 0.679142
iter 40 value 0.582371
iter 50 value 0.556987
iter 60 value 0.550122
iter 70 value 0.518969
iter 80 value 0.515319
iter 90 value 0.512767
iter 100 value 0.508737
final value 0.508737
stopped after 100 iterations
# weights: 43
initial value 197.217531
iter 10 value 44.243196
iter 20 value 2.041895
iter 30 value 0.761171
iter 40 value 0.685049
iter 50 value 0.588243
iter 60 value 0.535417
iter 70 value 0.491117
iter 80 value 0.475330
iter 90 value 0.449977
iter 100 value 0.438908
final value 0.438908
stopped after 100 iterations
# weights: 11
initial value 169.067876
iter 10 value 76.957097
iter 20 value 63.943086
final value 63.936566
converged
# weights: 27
initial value 176.746471
iter 10 value 53.335547
iter 20 value 5.793251
iter 30 value 5.600638
iter 40 value 5.345232
iter 50 value 4.778637
iter 60 value 4.651143
iter 70 value 4.650679
final value 4.650679
converged
# weights: 43
initial value 170.258059
iter 10 value 33.543215
iter 20 value 5.760988
iter 30 value 5.442766
iter 40 value 4.914597
iter 50 value 4.725973
iter 60 value 4.668815
iter 70 value 4.650987
final value 4.650521
converged
# weights: 11
initial value 190.832001
iter 10 value 88.457986
iter 20 value 65.533494
iter 30 value 61.097911
final value 61.030085
converged
# weights: 27
initial value 171.627742
iter 10 value 95.023420
iter 20 value 47.716812
iter 30 value 41.313476
iter 40 value 40.596626
iter 50 value 40.346275
iter 60 value 40.263457
iter 70 value 40.243110
final value 40.243066
converged
# weights: 43
initial value 186.380419
iter 10 value 65.062862
iter 20 value 40.276000
iter 30 value 39.376949
iter 40 value 39.217437
iter 50 value 39.096980
iter 60 value 39.062374
iter 70 value 39.009074
iter 80 value 38.997635
iter 90 value 38.995684
iter 90 value 38.995684
iter 90 value 38.995684
final value 38.995684
converged
# weights: 11
initial value 178.727686
iter 10 value 67.700622
iter 20 value 23.131631
iter 30 value 8.429140
iter 40 value 6.711874
iter 50 value 6.551317
iter 60 value 6.480609
iter 70 value 6.480382
iter 80 value 6.480011
iter 80 value 6.480011
final value 6.480011
converged
# weights: 27
initial value 191.357842
iter 10 value 37.203691
iter 20 value 5.815365
iter 30 value 5.659953
iter 40 value 5.536769
iter 50 value 5.439582
iter 60 value 5.101169
iter 70 value 4.865118
iter 80 value 4.496121
iter 90 value 4.001958
iter 100 value 3.718674
final value 3.718674
stopped after 100 iterations
# weights: 43
initial value 167.664719
iter 10 value 32.919713
iter 20 value 5.958402
iter 30 value 5.735324
iter 40 value 5.683496
iter 50 value 5.607811
iter 60 value 5.499746
iter 70 value 5.434070
iter 80 value 5.429780
iter 90 value 5.408601
iter 100 value 5.147011
final value 5.147011
stopped after 100 iterations
# weights: 11
initial value 200.635678
iter 10 value 90.619465
iter 20 value 69.968942
final value 69.963320
converged
# weights: 27
initial value 165.602278
iter 10 value 56.015918
iter 20 value 3.998646
iter 30 value 3.669054
iter 40 value 3.652938
iter 50 value 3.642421
iter 60 value 3.639347
iter 70 value 3.638727
iter 80 value 3.635594
iter 90 value 3.630546
iter 100 value 3.607283
final value 3.607283
stopped after 100 iterations
# weights: 43
initial value 182.500585
iter 10 value 10.967508
iter 20 value 3.969398
iter 30 value 3.658292
iter 40 value 3.478380
iter 50 value 0.006426
final value 0.000092
converged
# weights: 11
initial value 167.661915
iter 10 value 70.363343
iter 20 value 57.929901
final value 57.885405
converged
# weights: 27
initial value 192.993146
iter 10 value 78.121363
iter 20 value 42.546892
iter 30 value 40.242654
iter 40 value 38.856922
iter 50 value 37.992642
iter 60 value 37.894086
iter 70 value 37.794864
final value 37.794750
converged
# weights: 43
initial value 183.439819
iter 10 value 47.046748
iter 20 value 36.963115
iter 30 value 36.591606
iter 40 value 36.471966
iter 50 value 36.466767
iter 60 value 36.465721
iter 70 value 36.465692
final value 36.465691
converged
# weights: 11
initial value 175.659541
iter 10 value 75.862586
iter 20 value 29.644567
iter 30 value 6.072452
iter 40 value 4.772783
iter 50 value 4.757712
iter 60 value 4.737833
iter 70 value 4.728592
iter 80 value 4.726886
iter 90 value 4.724080
iter 100 value 4.723960
final value 4.723960
stopped after 100 iterations
# weights: 27
initial value 158.478134
iter 10 value 6.117128
iter 20 value 4.255971
iter 30 value 4.035568
iter 40 value 3.866781
iter 50 value 3.821128
iter 60 value 3.814317
iter 70 value 3.809015
iter 80 value 3.793983
iter 90 value 3.716351
iter 100 value 3.307116
final value 3.307116
stopped after 100 iterations
# weights: 43
initial value 167.052943
iter 10 value 4.901141
iter 20 value 4.032039
iter 30 value 3.945592
iter 40 value 3.840129
iter 50 value 3.827022
iter 60 value 3.817902
iter 70 value 3.790744
iter 80 value 3.240582
iter 90 value 2.314960
iter 100 value 1.599845
final value 1.599845
stopped after 100 iterations
# weights: 11
initial value 184.825446
iter 10 value 79.798552
iter 20 value 9.297930
iter 30 value 0.074516
iter 40 value 0.008801
iter 50 value 0.001739
iter 60 value 0.001424
iter 70 value 0.001389
iter 80 value 0.001308
iter 90 value 0.001275
iter 100 value 0.001266
final value 0.001266
stopped after 100 iterations
# weights: 27
initial value 236.853981
iter 10 value 17.369682
iter 20 value 0.038402
final value 0.000064
converged
# weights: 43
initial value 174.673929
iter 10 value 11.937425
iter 20 value 0.036316
iter 30 value 0.000922
final value 0.000078
converged
# weights: 11
initial value 165.543982
iter 10 value 66.448686
iter 20 value 55.316222
iter 30 value 55.078831
final value 55.078818
converged
# weights: 27
initial value 196.212357
iter 10 value 58.850877
iter 20 value 39.862796
iter 30 value 37.399232
iter 40 value 37.145354
iter 50 value 37.123440
iter 60 value 37.118765
final value 37.118397
converged
# weights: 43
initial value 210.210743
iter 10 value 51.048790
iter 20 value 34.752179
iter 30 value 34.248352
iter 40 value 34.046369
iter 50 value 34.005064
iter 60 value 33.988660
iter 70 value 33.970716
iter 80 value 33.969486
iter 90 value 33.969088
iter 100 value 33.968474
final value 33.968474
stopped after 100 iterations
# weights: 11
initial value 165.781460
iter 10 value 51.906097
iter 20 value 6.584065
iter 30 value 1.418384
iter 40 value 1.200385
iter 50 value 0.967631
iter 60 value 0.929273
iter 70 value 0.925655
iter 80 value 0.925424
iter 90 value 0.925338
iter 100 value 0.925281
final value 0.925281
stopped after 100 iterations
# weights: 27
initial value 174.820690
iter 10 value 15.073871
iter 20 value 1.124210
iter 30 value 0.784152
iter 40 value 0.474100
iter 50 value 0.331027
iter 60 value 0.287986
iter 70 value 0.253419
iter 80 value 0.236029
iter 90 value 0.187457
iter 100 value 0.183619
final value 0.183619
stopped after 100 iterations
# weights: 43
initial value 197.712994
iter 10 value 21.679044
iter 20 value 0.784902
iter 30 value 0.714792
iter 40 value 0.611666
iter 50 value 0.551892
iter 60 value 0.464983
iter 70 value 0.440712
iter 80 value 0.409751
iter 90 value 0.369391
iter 100 value 0.339119
final value 0.339119
stopped after 100 iterations
# weights: 11
initial value 163.417703
iter 10 value 60.572494
iter 20 value 8.160753
iter 30 value 2.409873
iter 40 value 1.625742
iter 50 value 1.352823
iter 60 value 1.295591
iter 70 value 1.224918
iter 80 value 1.128495
iter 90 value 1.107620
iter 100 value 0.989126
final value 0.989126
stopped after 100 iterations
# weights: 27
initial value 167.540176
final value 60.297890
converged
# weights: 43
initial value 178.441776
iter 10 value 18.617689
iter 20 value 2.226354
iter 30 value 0.000143
iter 30 value 0.000073
iter 30 value 0.000033
final value 0.000033
converged
# weights: 11
initial value 165.637331
iter 10 value 68.526664
iter 20 value 57.106073
iter 30 value 54.984351
final value 54.980800
converged
# weights: 27
initial value 178.387924
iter 10 value 69.658849
iter 20 value 36.295643
iter 30 value 35.895276
final value 35.895124
converged
# weights: 43
initial value 200.748032
iter 10 value 63.813669
iter 20 value 36.763652
iter 30 value 35.331125
iter 40 value 35.166188
iter 50 value 34.753479
iter 60 value 34.682550
iter 70 value 34.663902
iter 80 value 34.647738
iter 90 value 34.645482
iter 100 value 34.637955
final value 34.637955
stopped after 100 iterations
# weights: 11
initial value 187.932365
iter 10 value 61.122087
iter 20 value 60.399788
iter 30 value 60.395833
iter 40 value 60.382586
iter 50 value 52.271039
iter 60 value 6.447486
iter 70 value 3.522721
iter 80 value 3.305369
iter 90 value 3.264782
iter 100 value 3.186999
final value 3.186999
stopped after 100 iterations
# weights: 27
initial value 175.520182
iter 10 value 60.586458
iter 20 value 3.738222
iter 30 value 2.157226
iter 40 value 1.762030
iter 50 value 1.613609
iter 60 value 0.953466
iter 70 value 0.922904
iter 80 value 0.913025
iter 90 value 0.903006
iter 100 value 0.878689
final value 0.878689
stopped after 100 iterations
# weights: 43
initial value 204.512639
iter 10 value 29.553934
iter 20 value 2.974898
iter 30 value 2.388635
iter 40 value 2.177126
iter 50 value 1.517823
iter 60 value 1.216598
iter 70 value 1.186926
iter 80 value 1.160056
iter 90 value 1.095194
iter 100 value 1.048757
final value 1.048757
stopped after 100 iterations
# weights: 11
initial value 181.432999
iter 10 value 67.842246
iter 20 value 65.729974
iter 30 value 49.737825
iter 40 value 26.249634
iter 50 value 10.570835
iter 60 value 7.320210
iter 70 value 6.699960
iter 80 value 6.666133
iter 90 value 6.487310
iter 100 value 6.452207
final value 6.452207
stopped after 100 iterations
# weights: 27
initial value 208.081659
iter 10 value 60.409180
iter 20 value 20.146866
iter 30 value 6.594452
iter 40 value 6.457255
iter 50 value 6.445479
iter 60 value 5.984637
iter 70 value 4.818525
iter 80 value 4.649883
iter 90 value 4.606660
iter 100 value 4.598673
final value 4.598673
stopped after 100 iterations
# weights: 43
initial value 192.860882
iter 10 value 32.281832
iter 20 value 6.554193
iter 30 value 6.469738
iter 40 value 6.463003
iter 50 value 6.456675
iter 60 value 6.415805
iter 70 value 6.073217
iter 80 value 5.098863
iter 90 value 3.792664
iter 100 value 3.357884
final value 3.357884
stopped after 100 iterations
# weights: 11
initial value 203.575724
iter 10 value 86.572720
iter 20 value 65.276439
iter 30 value 59.851334
final value 59.851332
converged
# weights: 27
initial value 177.371244
iter 10 value 75.568985
iter 20 value 44.874779
iter 30 value 42.840069
iter 40 value 40.907806
iter 50 value 40.589658
iter 60 value 40.556077
iter 70 value 40.492866
final value 40.492468
converged
# weights: 43
initial value 169.151462
iter 10 value 61.692647
iter 20 value 43.362383
iter 30 value 39.926499
iter 40 value 39.686043
iter 50 value 39.475590
iter 60 value 39.329661
iter 70 value 39.277603
iter 80 value 39.262548
iter 90 value 39.261890
iter 100 value 39.261331
final value 39.261331
stopped after 100 iterations
# weights: 11
initial value 167.394944
iter 10 value 57.676754
iter 20 value 12.992187
iter 30 value 7.968308
iter 40 value 7.473586
iter 50 value 7.332700
iter 60 value 7.281725
iter 70 value 7.257384
iter 80 value 7.254501
iter 90 value 7.254045
iter 100 value 7.252767
final value 7.252767
stopped after 100 iterations
# weights: 27
initial value 183.080489
iter 10 value 67.349323
iter 20 value 66.468182
iter 30 value 63.176391
iter 40 value 21.352970
iter 50 value 8.194639
iter 60 value 7.376974
iter 70 value 7.274294
iter 80 value 7.207093
iter 90 value 7.178591
iter 100 value 7.059099
final value 7.059099
stopped after 100 iterations
# weights: 43
initial value 218.381711
iter 10 value 15.839343
iter 20 value 6.368051
iter 30 value 4.420859
iter 40 value 4.262568
iter 50 value 3.840714
iter 60 value 3.596982
iter 70 value 3.524952
iter 80 value 3.410067
iter 90 value 3.067798
iter 100 value 2.420592
final value 2.420592
stopped after 100 iterations
# weights: 11
initial value 179.484672
iter 10 value 65.204281
iter 20 value 63.750240
final value 63.747960
converged
# weights: 27
initial value 190.120183
iter 10 value 59.333624
iter 20 value 5.069332
iter 30 value 1.393197
iter 40 value 0.000656
final value 0.000091
converged
# weights: 43
initial value 191.258535
iter 10 value 23.166651
iter 20 value 2.206476
iter 30 value 0.001662
final value 0.000071
converged
# weights: 11
initial value 164.712888
iter 10 value 83.614032
iter 20 value 62.346575
iter 30 value 59.014150
final value 59.011898
converged
# weights: 27
initial value 212.867641
iter 10 value 64.708279
iter 20 value 42.259938
iter 30 value 39.483886
iter 40 value 39.134444
iter 50 value 39.118235
iter 60 value 39.117036
final value 39.116999
converged
# weights: 43
initial value 195.256828
iter 10 value 82.577774
iter 20 value 43.228826
iter 30 value 38.741391
iter 40 value 38.303120
iter 50 value 38.020092
iter 60 value 37.967804
iter 70 value 37.953386
iter 80 value 37.948594
final value 37.948561
converged
# weights: 11
initial value 167.222027
iter 10 value 66.754750
iter 20 value 64.067379
iter 30 value 63.974020
iter 40 value 63.771760
iter 50 value 17.224732
iter 60 value 4.903060
iter 70 value 3.661824
iter 80 value 3.440672
iter 90 value 3.405293
iter 100 value 3.372076
final value 3.372076
stopped after 100 iterations
# weights: 27
initial value 164.278174
iter 10 value 21.260268
iter 20 value 3.209949
iter 30 value 2.319806
iter 40 value 1.995881
iter 50 value 1.110250
iter 60 value 0.842565
iter 70 value 0.786308
iter 80 value 0.722148
iter 90 value 0.686182
iter 100 value 0.565967
final value 0.565967
stopped after 100 iterations
# weights: 43
initial value 176.848469
iter 10 value 50.441445
iter 20 value 3.879105
iter 30 value 0.976776
iter 40 value 0.706606
iter 50 value 0.689197
iter 60 value 0.614119
iter 70 value 0.549851
iter 80 value 0.538881
iter 90 value 0.528791
iter 100 value 0.520169
final value 0.520169
stopped after 100 iterations
# weights: 11
initial value 170.337054
iter 10 value 71.960103
iter 20 value 71.777642
final value 71.777614
converged
# weights: 27
initial value 170.389062
iter 10 value 38.128236
iter 20 value 6.107172
iter 30 value 5.745320
iter 40 value 5.584998
iter 50 value 5.339116
iter 60 value 4.046016
iter 70 value 2.527759
iter 80 value 0.056517
iter 90 value 0.024121
iter 100 value 0.018864
final value 0.018864
stopped after 100 iterations
# weights: 43
initial value 170.907414
iter 10 value 71.525402
iter 20 value 12.197111
iter 30 value 5.806947
iter 40 value 5.775468
iter 50 value 5.620979
iter 60 value 5.559251
iter 70 value 5.546530
iter 80 value 5.540661
iter 90 value 5.537829
iter 100 value 5.537222
final value 5.537222
stopped after 100 iterations
# weights: 11
initial value 177.247913
iter 10 value 87.657010
iter 20 value 65.243697
iter 30 value 60.228376
final value 60.225301
converged
# weights: 27
initial value 211.710925
iter 10 value 60.392847
iter 20 value 42.515669
iter 30 value 41.528194
iter 40 value 41.008203
iter 50 value 40.551521
iter 60 value 40.160486
iter 70 value 40.035590
final value 40.034264
converged
# weights: 43
initial value 171.233380
iter 10 value 80.446802
iter 20 value 42.981125
iter 30 value 39.717304
iter 40 value 39.206514
iter 50 value 39.115163
iter 60 value 39.084574
iter 70 value 39.070374
iter 80 value 39.064915
iter 90 value 39.059312
iter 100 value 39.051783
final value 39.051783
stopped after 100 iterations
# weights: 11
initial value 179.561400
iter 10 value 70.394185
iter 20 value 64.884060
iter 30 value 12.302850
iter 40 value 6.465495
iter 50 value 6.360858
iter 60 value 6.339135
iter 70 value 6.336668
iter 80 value 6.330405
iter 90 value 6.324277
iter 100 value 6.322712
final value 6.322712
stopped after 100 iterations
# weights: 27
initial value 165.068238
iter 10 value 61.428477
iter 20 value 6.479559
iter 30 value 5.914596
iter 40 value 5.832415
iter 50 value 5.776100
iter 60 value 5.704633
iter 70 value 5.688281
iter 80 value 5.681202
iter 90 value 5.675818
iter 100 value 5.664844
final value 5.664844
stopped after 100 iterations
# weights: 43
initial value 175.537443
iter 10 value 20.084999
iter 20 value 6.042146
iter 30 value 5.556863
iter 40 value 5.186039
iter 50 value 4.193199
iter 60 value 2.675500
iter 70 value 2.181887
iter 80 value 1.912056
iter 90 value 1.809084
iter 100 value 1.620757
final value 1.620757
stopped after 100 iterations
# weights: 11
initial value 201.733954
iter 10 value 41.032728
iter 20 value 8.828705
iter 30 value 3.036724
iter 40 value 1.575878
iter 50 value 0.180883
iter 60 value 0.152530
iter 70 value 0.074247
iter 80 value 0.073368
iter 90 value 0.068707
iter 100 value 0.050372
final value 0.050372
stopped after 100 iterations
# weights: 27
initial value 174.966263
iter 10 value 57.687566
iter 20 value 3.832800
iter 30 value 2.074302
iter 40 value 0.825140
iter 50 value 0.261127
iter 60 value 0.003721
iter 70 value 0.003151
iter 80 value 0.000382
iter 90 value 0.000247
iter 100 value 0.000144
final value 0.000144
stopped after 100 iterations
# weights: 43
initial value 178.342969
iter 10 value 34.664267
iter 20 value 0.284619
iter 30 value 0.000507
final value 0.000067
converged
# weights: 11
initial value 180.877291
iter 10 value 84.737670
iter 20 value 59.033796
final value 58.891485
converged
# weights: 27
initial value 173.747281
iter 10 value 51.939276
iter 20 value 41.087824
iter 30 value 40.488188
iter 40 value 40.483705
final value 40.483428
converged
# weights: 43
initial value 185.837336
iter 10 value 90.553213
iter 20 value 41.834655
iter 30 value 39.426591
iter 40 value 38.506781
iter 50 value 37.867567
iter 60 value 37.738543
iter 70 value 37.725459
iter 80 value 37.717618
iter 90 value 37.716658
iter 100 value 37.715955
final value 37.715955
stopped after 100 iterations
# weights: 11
initial value 175.014638
iter 10 value 48.609442
iter 20 value 7.747538
iter 30 value 3.165707
iter 40 value 2.156151
iter 50 value 2.073999
iter 60 value 2.000053
iter 70 value 1.901037
iter 80 value 1.894695
iter 90 value 1.891270
iter 100 value 1.891149
final value 1.891149
stopped after 100 iterations
# weights: 27
initial value 172.435525
iter 10 value 4.355264
iter 20 value 1.165382
iter 30 value 0.734882
iter 40 value 0.434168
iter 50 value 0.403745
iter 60 value 0.381218
iter 70 value 0.362461
iter 80 value 0.339300
iter 90 value 0.306727
iter 100 value 0.297607
final value 0.297607
stopped after 100 iterations
# weights: 43
initial value 185.634389
iter 10 value 21.029666
iter 20 value 0.613346
iter 30 value 0.576849
iter 40 value 0.463274
iter 50 value 0.410837
iter 60 value 0.359610
iter 70 value 0.336836
iter 80 value 0.322056
iter 90 value 0.315465
iter 100 value 0.307392
final value 0.307392
stopped after 100 iterations
# weights: 11
initial value 187.093979
iter 10 value 49.048001
iter 20 value 3.335978
iter 30 value 0.267831
iter 40 value 0.098504
iter 50 value 0.087998
iter 60 value 0.079654
iter 70 value 0.072427
iter 80 value 0.053222
iter 90 value 0.051680
iter 100 value 0.046248
final value 0.046248
stopped after 100 iterations
# weights: 27
initial value 192.927885
iter 10 value 48.124410
iter 20 value 2.048681
iter 30 value 0.011980
iter 40 value 0.000670
final value 0.000087
converged
# weights: 43
initial value 172.845589
iter 10 value 8.323137
iter 20 value 0.619980
iter 30 value 0.012527
iter 40 value 0.001713
final value 0.000055
converged
# weights: 11
initial value 167.579243
iter 10 value 77.944352
iter 20 value 56.241413
iter 30 value 56.239367
iter 30 value 56.239367
iter 30 value 56.239367
final value 56.239367
converged
# weights: 27
initial value 166.220927
iter 10 value 82.883588
iter 20 value 40.755802
iter 30 value 36.524782
iter 40 value 36.278067
iter 50 value 36.262568
iter 60 value 36.262541
final value 36.262534
converged
# weights: 43
initial value 182.630033
iter 10 value 80.293244
iter 20 value 41.106609
iter 30 value 36.038115
iter 40 value 35.139472
iter 50 value 35.060402
iter 60 value 35.033278
iter 70 value 35.024615
iter 80 value 35.020065
iter 90 value 35.019193
iter 100 value 35.017436
final value 35.017436
stopped after 100 iterations
# weights: 11
initial value 171.630341
iter 10 value 67.624647
iter 20 value 38.454251
iter 30 value 2.877281
iter 40 value 1.884099
iter 50 value 1.483021
iter 60 value 1.403629
iter 70 value 1.394359
iter 80 value 1.352415
iter 90 value 1.350797
iter 100 value 1.350400
final value 1.350400
stopped after 100 iterations
# weights: 27
initial value 198.473205
iter 10 value 74.935568
iter 20 value 8.511356
iter 30 value 0.631095
iter 40 value 0.572877
iter 50 value 0.499472
iter 60 value 0.418941
iter 70 value 0.405318
iter 80 value 0.369306
iter 90 value 0.336587
iter 100 value 0.324089
final value 0.324089
stopped after 100 iterations
# weights: 43
initial value 187.859906
iter 10 value 19.501301
iter 20 value 0.886232
iter 30 value 0.740067
iter 40 value 0.672900
iter 50 value 0.552208
iter 60 value 0.442198
iter 70 value 0.421461
iter 80 value 0.399084
iter 90 value 0.395125
iter 100 value 0.374348
final value 0.374348
stopped after 100 iterations
# weights: 11
initial value 170.018379
iter 10 value 29.676448
iter 20 value 15.372011
iter 30 value 8.958469
iter 40 value 4.193128
iter 50 value 1.311899
iter 60 value 0.911921
iter 70 value 0.779703
iter 80 value 0.764797
iter 90 value 0.671085
iter 100 value 0.666393
final value 0.666393
stopped after 100 iterations
# weights: 27
initial value 172.116156
iter 10 value 63.631945
iter 20 value 34.624273
iter 30 value 4.401443
iter 40 value 0.879785
iter 50 value 0.016773
final value 0.000067
converged
# weights: 43
initial value 171.364024
iter 10 value 9.125903
iter 20 value 0.922609
iter 30 value 0.000306
final value 0.000064
converged
# weights: 11
initial value 172.750649
iter 10 value 74.281933
iter 20 value 60.166845
iter 30 value 60.036734
final value 60.036688
converged
# weights: 27
initial value 172.146686
iter 10 value 74.969679
iter 20 value 48.159033
iter 30 value 40.705460
iter 40 value 39.604979
iter 50 value 39.579791
final value 39.579495
converged
# weights: 43
initial value 172.677634
iter 10 value 66.472924
iter 20 value 42.845533
iter 30 value 40.300544
iter 40 value 39.721390
iter 50 value 38.983894
iter 60 value 38.471974
iter 70 value 38.348233
iter 80 value 38.333599
iter 90 value 38.315872
iter 100 value 38.303633
final value 38.303633
stopped after 100 iterations
# weights: 11
initial value 172.446183
iter 10 value 35.737069
iter 20 value 8.269929
iter 30 value 5.692837
iter 40 value 5.455859
iter 50 value 5.412714
iter 60 value 5.327613
iter 70 value 5.309961
iter 80 value 5.251029
iter 90 value 5.248584
iter 100 value 5.244952
final value 5.244952
stopped after 100 iterations
# weights: 27
initial value 172.801892
iter 10 value 43.443796
iter 20 value 4.918749
iter 30 value 1.580775
iter 40 value 1.439062
iter 50 value 1.295274
iter 60 value 1.217478
iter 70 value 1.063365
iter 80 value 1.003753
iter 90 value 0.973766
iter 100 value 0.856410
final value 0.856410
stopped after 100 iterations
# weights: 43
initial value 169.908264
iter 10 value 66.255392
iter 20 value 59.773634
iter 30 value 5.904606
iter 40 value 3.091531
iter 50 value 2.365021
iter 60 value 2.204103
iter 70 value 2.043576
iter 80 value 1.542006
iter 90 value 1.448086
iter 100 value 1.389744
final value 1.389744
stopped after 100 iterations
# weights: 11
initial value 164.798318
iter 10 value 34.149094
iter 20 value 1.227816
iter 30 value 0.052136
iter 40 value 0.021660
iter 50 value 0.008052
iter 60 value 0.006527
iter 70 value 0.006036
iter 80 value 0.005978
iter 90 value 0.005924
iter 100 value 0.005833
final value 0.005833
stopped after 100 iterations
# weights: 27
initial value 169.087222
iter 10 value 69.187419
iter 20 value 61.515051
iter 30 value 4.136419
iter 40 value 0.029455
final value 0.000067
converged
# weights: 43
initial value 165.113057
iter 10 value 10.709303
iter 20 value 0.022818
final value 0.000086
converged
# weights: 11
initial value 166.630759
iter 10 value 87.754826
iter 20 value 62.655914
iter 30 value 59.458758
final value 59.445805
converged
# weights: 27
initial value 178.499498
iter 10 value 73.476098
iter 20 value 39.741347
iter 30 value 38.992714
iter 40 value 38.992073
iter 40 value 38.992072
iter 40 value 38.992072
final value 38.992072
converged
# weights: 43
initial value 182.103420
iter 10 value 73.750140
iter 20 value 43.519051
iter 30 value 40.420031
iter 40 value 39.440399
iter 50 value 38.433111
iter 60 value 37.996736
iter 70 value 37.791876
iter 80 value 37.785818
iter 90 value 37.785400
iter 100 value 37.784859
final value 37.784859
stopped after 100 iterations
# weights: 11
initial value 184.055392
iter 10 value 70.377427
iter 20 value 69.135672
iter 30 value 69.088261
iter 40 value 66.696630
iter 50 value 27.415767
iter 60 value 6.843691
iter 70 value 3.072713
iter 80 value 2.371288
iter 90 value 2.086125
iter 100 value 2.016240
final value 2.016240
stopped after 100 iterations
# weights: 27
initial value 168.722209
iter 10 value 47.820688
iter 20 value 0.701482
iter 30 value 0.459050
iter 40 value 0.437148
iter 50 value 0.394510
iter 60 value 0.373325
iter 70 value 0.354060
iter 80 value 0.344858
iter 90 value 0.335582
iter 100 value 0.319576
final value 0.319576
stopped after 100 iterations
# weights: 43
initial value 167.416950
iter 10 value 65.664731
iter 20 value 1.543509
iter 30 value 0.955212
iter 40 value 0.749022
iter 50 value 0.621440
iter 60 value 0.487791
iter 70 value 0.441734
iter 80 value 0.399160
iter 90 value 0.364451
iter 100 value 0.326503
final value 0.326503
stopped after 100 iterations
# weights: 11
initial value 164.519501
iter 10 value 66.889150
iter 20 value 65.874150
final value 65.873278
converged
# weights: 27
initial value 177.569563
iter 10 value 34.216069
iter 20 value 3.162050
iter 30 value 0.016825
iter 40 value 0.001262
final value 0.000067
converged
# weights: 43
initial value 196.092483
iter 10 value 7.642277
iter 20 value 3.200933
iter 30 value 0.056964
iter 40 value 0.000111
final value 0.000098
converged
# weights: 11
initial value 166.684329
iter 10 value 72.017736
iter 20 value 56.510274
iter 30 value 56.492613
final value 56.492611
converged
# weights: 27
initial value 169.220187
iter 10 value 78.056116
iter 20 value 37.730697
iter 30 value 37.310996
iter 40 value 36.968704
iter 50 value 36.958270
iter 60 value 36.956795
iter 60 value 36.956795
final value 36.956795
converged
# weights: 43
initial value 167.919057
iter 10 value 60.193974
iter 20 value 40.011574
iter 30 value 36.208486
iter 40 value 35.867567
iter 50 value 35.824752
iter 60 value 35.823110
iter 70 value 35.816417
iter 80 value 35.804111
iter 90 value 35.794320
iter 100 value 35.793150
final value 35.793150
stopped after 100 iterations
# weights: 11
initial value 162.584209
iter 10 value 74.105520
iter 20 value 11.047381
iter 30 value 4.460918
iter 40 value 3.841590
iter 50 value 3.654429
iter 60 value 3.559332
iter 70 value 3.460675
iter 80 value 3.418401
iter 90 value 3.412083
iter 100 value 3.398015
final value 3.398015
stopped after 100 iterations
# weights: 27
initial value 179.315829
iter 10 value 57.146154
iter 20 value 8.194008
iter 30 value 0.630864
iter 40 value 0.529483
iter 50 value 0.439848
iter 60 value 0.427949
iter 70 value 0.388369
iter 80 value 0.369820
iter 90 value 0.353696
iter 100 value 0.340203
final value 0.340203
stopped after 100 iterations
# weights: 43
initial value 161.982601
iter 10 value 20.058058
iter 20 value 3.203944
iter 30 value 0.845151
iter 40 value 0.798110
iter 50 value 0.742446
iter 60 value 0.576873
iter 70 value 0.520186
iter 80 value 0.442879
iter 90 value 0.369121
iter 100 value 0.338581
final value 0.338581
stopped after 100 iterations
# weights: 11
initial value 166.014473
final value 67.188877
converged
# weights: 27
initial value 198.932476
iter 10 value 13.384927
iter 20 value 5.143298
iter 30 value 5.024671
iter 40 value 4.989024
iter 50 value 4.974890
iter 60 value 4.932307
iter 70 value 4.931492
iter 80 value 4.919121
iter 90 value 4.916711
iter 100 value 4.911635
final value 4.911635
stopped after 100 iterations
# weights: 43
initial value 192.015585
iter 10 value 12.354826
iter 20 value 5.142322
iter 30 value 5.012155
iter 40 value 4.948121
iter 50 value 4.594292
iter 60 value 3.083995
iter 70 value 2.189554
iter 80 value 1.932962
iter 90 value 0.713768
iter 100 value 0.327696
final value 0.327696
stopped after 100 iterations
# weights: 11
initial value 199.505833
iter 10 value 82.369816
iter 20 value 64.392471
iter 30 value 57.813450
final value 57.809583
converged
# weights: 27
initial value 206.290050
iter 10 value 54.462342
iter 20 value 43.584140
iter 30 value 42.268607
iter 40 value 42.207243
iter 50 value 42.200020
iter 60 value 41.724268
iter 70 value 40.532274
iter 80 value 40.444553
final value 40.444553
converged
# weights: 43
initial value 179.993959
iter 10 value 47.721882
iter 20 value 37.868868
iter 30 value 37.497066
iter 40 value 37.106634
iter 50 value 37.027611
iter 60 value 37.000580
iter 70 value 36.993392
iter 80 value 36.993033
final value 36.993007
converged
# weights: 11
initial value 170.362119
iter 10 value 59.472376
iter 20 value 13.454109
iter 30 value 5.677962
iter 40 value 5.653978
iter 50 value 5.631919
iter 60 value 5.626181
iter 70 value 5.624326
iter 80 value 5.622214
iter 90 value 5.621287
iter 100 value 5.620795
final value 5.620795
stopped after 100 iterations
# weights: 27
initial value 173.781887
iter 10 value 14.123092
iter 20 value 5.310431
iter 30 value 5.259668
iter 40 value 5.224931
iter 50 value 5.180710
iter 60 value 5.167790
iter 70 value 5.151761
iter 80 value 5.128515
iter 90 value 5.120653
iter 100 value 5.090397
final value 5.090397
stopped after 100 iterations
# weights: 43
initial value 171.272322
iter 10 value 10.256677
iter 20 value 5.208171
iter 30 value 5.161615
iter 40 value 4.959395
iter 50 value 4.339057
iter 60 value 3.751257
iter 70 value 3.010094
iter 80 value 2.105436
iter 90 value 1.169967
iter 100 value 0.964643
final value 0.964643
stopped after 100 iterations
# weights: 11
initial value 166.703862
iter 10 value 111.652776
iter 20 value 17.728490
iter 30 value 6.274170
iter 40 value 3.660190
iter 50 value 0.859856
iter 60 value 0.792219
iter 70 value 0.656119
iter 80 value 0.639024
iter 90 value 0.558975
iter 100 value 0.532766
final value 0.532766
stopped after 100 iterations
# weights: 27
initial value 167.745253
iter 10 value 14.841444
iter 20 value 0.749270
iter 30 value 0.003405
final value 0.000058
converged
# weights: 43
initial value 196.088897
iter 10 value 15.791026
iter 20 value 0.195806
iter 30 value 0.000266
final value 0.000062
converged
# weights: 11
initial value 175.440933
iter 10 value 138.340196
iter 20 value 65.172616
iter 30 value 61.115688
final value 61.073209
converged
# weights: 27
initial value 169.742063
iter 10 value 82.232641
iter 20 value 44.497111
iter 30 value 43.016675
iter 40 value 40.700429
iter 50 value 40.622196
iter 60 value 40.608023
iter 70 value 40.579127
final value 40.579028
converged
# weights: 43
initial value 167.742044
iter 10 value 66.341855
iter 20 value 42.881629
iter 30 value 39.518546
iter 40 value 39.374539
iter 50 value 39.358285
iter 60 value 39.348374
iter 70 value 39.344666
iter 80 value 39.344197
iter 90 value 39.344089
iter 100 value 39.343648
final value 39.343648
stopped after 100 iterations
# weights: 11
initial value 166.903617
iter 10 value 72.749553
iter 20 value 72.324765
iter 30 value 71.913047
iter 40 value 53.128900
iter 50 value 14.241139
iter 60 value 5.018809
iter 70 value 3.791520
iter 80 value 3.173102
iter 90 value 2.825437
iter 100 value 2.683306
final value 2.683306
stopped after 100 iterations
# weights: 27
initial value 193.719624
iter 10 value 13.186931
iter 20 value 1.195599
iter 30 value 1.005694
iter 40 value 0.792690
iter 50 value 0.648896
iter 60 value 0.617645
iter 70 value 0.592068
iter 80 value 0.576044
iter 90 value 0.543771
iter 100 value 0.511771
final value 0.511771
stopped after 100 iterations
# weights: 43
initial value 178.690165
iter 10 value 30.120011
iter 20 value 0.987352
iter 30 value 0.611044
iter 40 value 0.551181
iter 50 value 0.514948
iter 60 value 0.486460
iter 70 value 0.412350
iter 80 value 0.393286
iter 90 value 0.376831
iter 100 value 0.362165
final value 0.362165
stopped after 100 iterations
# weights: 11
initial value 175.057736
iter 10 value 74.973611
iter 20 value 14.938649
iter 30 value 9.883268
iter 40 value 9.064514
iter 50 value 8.313398
iter 60 value 8.116586
iter 70 value 8.003187
iter 80 value 7.987168
iter 90 value 7.953716
iter 100 value 7.821873
final value 7.821873
stopped after 100 iterations
# weights: 27
initial value 164.043636
iter 10 value 14.648310
iter 20 value 7.322392
iter 30 value 7.234552
iter 40 value 5.593143
iter 50 value 5.040385
iter 60 value 5.034396
final value 5.034372
converged
# weights: 43
initial value 178.901810
iter 10 value 17.554821
iter 20 value 7.568163
iter 30 value 6.014756
iter 40 value 1.883322
iter 50 value 0.007329
final value 0.000077
converged
# weights: 11
initial value 174.287453
iter 10 value 71.506176
iter 20 value 61.244260
final value 61.243968
converged
# weights: 27
initial value 180.021445
iter 10 value 77.898931
iter 20 value 45.087407
iter 30 value 43.910568
iter 40 value 43.244108
iter 50 value 42.844202
iter 60 value 42.512590
iter 70 value 42.449382
final value 42.449250
converged
# weights: 43
initial value 182.602455
iter 10 value 59.710003
iter 20 value 43.174285
iter 30 value 41.676083
iter 40 value 41.474917
iter 50 value 41.256496
iter 60 value 41.200231
iter 70 value 41.161660
iter 80 value 41.151788
iter 90 value 41.147393
iter 100 value 41.144944
final value 41.144944
stopped after 100 iterations
# weights: 11
initial value 175.179254
iter 10 value 76.862815
iter 20 value 71.910487
iter 30 value 71.901892
iter 40 value 71.846612
iter 50 value 50.615147
iter 60 value 12.920969
iter 70 value 9.087239
iter 80 value 9.034724
iter 90 value 9.003914
iter 100 value 8.949878
final value 8.949878
stopped after 100 iterations
# weights: 27
initial value 178.285765
iter 10 value 67.428781
iter 20 value 17.575421
iter 30 value 9.257763
iter 40 value 9.028498
iter 50 value 8.757101
iter 60 value 7.881633
iter 70 value 7.587318
iter 80 value 7.550881
iter 90 value 7.447101
iter 100 value 7.361273
final value 7.361273
stopped after 100 iterations
# weights: 43
initial value 203.260618
iter 10 value 34.409486
iter 20 value 8.738348
iter 30 value 8.427291
iter 40 value 7.811863
iter 50 value 7.715010
iter 60 value 7.515537
iter 70 value 6.756174
iter 80 value 5.267899
iter 90 value 2.518331
iter 100 value 1.876039
final value 1.876039
stopped after 100 iterations
# weights: 11
initial value 172.195555
iter 10 value 69.604547
iter 20 value 66.144145
iter 30 value 66.080724
iter 40 value 66.070838
final value 66.070819
converged
# weights: 27
initial value 172.149299
iter 10 value 17.901937
iter 20 value 6.284138
iter 30 value 5.174918
iter 40 value 5.143479
iter 50 value 5.075440
iter 60 value 4.839458
iter 70 value 4.830575
iter 80 value 4.791534
iter 90 value 4.783786
iter 100 value 4.783726
final value 4.783726
stopped after 100 iterations
# weights: 43
initial value 175.402281
iter 10 value 13.573299
iter 20 value 5.206074
iter 30 value 5.086703
iter 40 value 4.832471
iter 50 value 4.778165
iter 60 value 4.747273
iter 70 value 4.726333
final value 4.725668
converged
# weights: 11
initial value 176.696161
iter 10 value 76.449594
iter 20 value 59.566105
iter 30 value 59.509116
final value 59.509114
converged
# weights: 27
initial value 179.928923
iter 10 value 81.162629
iter 20 value 46.535859
iter 30 value 40.598988
iter 40 value 39.832904
iter 50 value 39.645791
iter 60 value 39.430535
iter 70 value 39.347583
iter 80 value 39.342218
final value 39.342217
converged
# weights: 43
initial value 182.134003
iter 10 value 85.346785
iter 20 value 44.996110
iter 30 value 39.669285
iter 40 value 39.055290
iter 50 value 38.869772
iter 60 value 38.573219
iter 70 value 38.492434
iter 80 value 38.474450
iter 90 value 38.359525
iter 100 value 38.195280
final value 38.195280
stopped after 100 iterations
# weights: 11
initial value 222.635152
iter 10 value 83.956958
iter 20 value 48.223003
iter 30 value 14.988545
iter 40 value 6.517249
iter 50 value 6.246097
iter 60 value 6.211288
iter 70 value 6.197008
iter 80 value 6.193547
iter 90 value 6.192680
iter 100 value 6.190661
final value 6.190661
stopped after 100 iterations
# weights: 27
initial value 230.937497
iter 10 value 66.700628
iter 20 value 46.051517
iter 30 value 8.796277
iter 40 value 5.546700
iter 50 value 5.501205
iter 60 value 5.379908
iter 70 value 5.305486
iter 80 value 5.297000
iter 90 value 5.267059
iter 100 value 5.213294
final value 5.213294
stopped after 100 iterations
# weights: 43
initial value 179.856030
iter 10 value 10.826307
iter 20 value 5.627845
iter 30 value 4.847772
iter 40 value 3.733664
iter 50 value 2.960696
iter 60 value 2.462519
iter 70 value 2.001342
iter 80 value 1.684219
iter 90 value 1.591631
iter 100 value 1.468381
final value 1.468381
stopped after 100 iterations
# weights: 11
initial value 168.449218
iter 10 value 62.094251
iter 20 value 61.775500
final value 61.775209
converged
# weights: 27
initial value 170.330929
iter 10 value 58.302668
iter 20 value 0.473755
iter 30 value 0.012403
iter 40 value 0.000324
iter 50 value 0.000184
final value 0.000094
converged
# weights: 43
initial value 173.102438
iter 10 value 27.329419
iter 20 value 0.042918
iter 30 value 0.000312
final value 0.000073
converged
# weights: 11
initial value 179.040508
iter 10 value 68.711470
iter 20 value 57.690403
iter 30 value 57.477331
final value 57.477288
converged
# weights: 27
initial value 167.265866
iter 10 value 59.028166
iter 20 value 36.908397
iter 30 value 36.501027
iter 40 value 36.079338
iter 50 value 35.777295
iter 60 value 35.638103
iter 70 value 35.625957
final value 35.625945
converged
# weights: 43
initial value 211.949981
iter 10 value 52.092378
iter 20 value 35.923748
iter 30 value 34.569246
iter 40 value 34.418319
iter 50 value 34.361603
iter 60 value 34.345263
iter 70 value 34.342180
iter 80 value 34.342072
final value 34.342071
converged
# weights: 11
initial value 207.699805
iter 10 value 62.876703
iter 20 value 7.763517
iter 30 value 1.287270
iter 40 value 1.155425
iter 50 value 1.118032
iter 60 value 1.115125
iter 70 value 1.113453
iter 80 value 1.110603
iter 90 value 1.110124
iter 100 value 1.110065
final value 1.110065
stopped after 100 iterations
# weights: 27
initial value 173.594100
iter 10 value 62.942501
iter 20 value 18.987598
iter 30 value 11.961171
iter 40 value 0.850439
iter 50 value 0.697165
iter 60 value 0.545364
iter 70 value 0.500743
iter 80 value 0.426154
iter 90 value 0.347252
iter 100 value 0.316868
final value 0.316868
stopped after 100 iterations
# weights: 43
initial value 162.020787
iter 10 value 27.280374
iter 20 value 0.511284
iter 30 value 0.437407
iter 40 value 0.334463
iter 50 value 0.235284
iter 60 value 0.212892
iter 70 value 0.191364
iter 80 value 0.184029
iter 90 value 0.180944
iter 100 value 0.176834
final value 0.176834
stopped after 100 iterations
# weights: 11
initial value 170.419966
iter 10 value 66.359882
iter 20 value 48.789356
iter 30 value 14.314483
iter 40 value 7.775381
iter 50 value 3.978698
iter 60 value 3.637822
iter 70 value 3.431964
iter 80 value 3.398912
iter 90 value 3.105961
iter 100 value 3.006209
final value 3.006209
stopped after 100 iterations
# weights: 27
initial value 168.669497
iter 10 value 20.989092
iter 20 value 3.671054
iter 30 value 0.002417
final value 0.000040
converged
# weights: 43
initial value 169.434652
iter 10 value 9.891052
iter 20 value 3.425215
iter 30 value 0.007818
iter 40 value 0.000137
final value 0.000049
converged
# weights: 11
initial value 167.000060
iter 10 value 80.422765
iter 20 value 61.027450
iter 30 value 59.457495
final value 59.456167
converged
# weights: 27
initial value 177.193084
iter 10 value 83.562774
iter 20 value 42.670858
iter 30 value 40.616118
iter 40 value 40.532943
iter 50 value 40.493051
iter 60 value 40.489367
iter 70 value 40.488782
final value 40.488777
converged
# weights: 43
initial value 193.835844
iter 10 value 84.882029
iter 20 value 41.313990
iter 30 value 37.971828
iter 40 value 37.627189
iter 50 value 37.563451
iter 60 value 37.536292
iter 70 value 37.535485
iter 80 value 37.535119
final value 37.535091
converged
# weights: 11
initial value 203.342173
iter 10 value 67.764789
iter 20 value 67.255866
iter 30 value 67.222382
iter 40 value 67.145315
iter 50 value 62.271660
iter 60 value 16.128751
iter 70 value 7.575586
iter 80 value 6.276439
iter 90 value 5.671080
iter 100 value 5.484475
final value 5.484475
stopped after 100 iterations
# weights: 27
initial value 188.142126
iter 10 value 28.072044
iter 20 value 5.260365
iter 30 value 3.132826
iter 40 value 2.426968
iter 50 value 2.034105
iter 60 value 1.845546
iter 70 value 1.700371
iter 80 value 1.567879
iter 90 value 1.435811
iter 100 value 1.376514
final value 1.376514
stopped after 100 iterations
# weights: 43
initial value 188.780124
iter 10 value 14.293102
iter 20 value 3.153893
iter 30 value 2.206353
iter 40 value 2.057500
iter 50 value 1.825667
iter 60 value 1.746722
iter 70 value 1.698733
iter 80 value 1.595713
iter 90 value 1.516757
iter 100 value 1.461725
final value 1.461725
stopped after 100 iterations
# weights: 11
initial value 160.822386
iter 10 value 58.031378
iter 20 value 6.684934
iter 30 value 1.808048
iter 40 value 1.576273
iter 50 value 1.440038
iter 60 value 1.408094
iter 70 value 1.176793
iter 80 value 1.047436
iter 90 value 0.826060
iter 100 value 0.737376
final value 0.737376
stopped after 100 iterations
# weights: 27
initial value 166.683122
iter 10 value 13.232590
iter 20 value 0.951048
iter 30 value 0.002383
final value 0.000079
converged
# weights: 43
initial value 200.034416
iter 10 value 14.112651
iter 20 value 1.899080
iter 30 value 0.003937
iter 40 value 0.001465
iter 50 value 0.000952
final value 0.000071
converged
# weights: 11
initial value 168.633906
iter 10 value 89.746903
iter 20 value 54.956128
iter 30 value 54.729867
final value 54.729490
converged
# weights: 27
initial value 166.504286
iter 10 value 58.716300
iter 20 value 38.183254
iter 30 value 37.704137
iter 40 value 37.200832
iter 50 value 36.895809
iter 60 value 36.825339
iter 70 value 36.819406
final value 36.819325
converged
# weights: 43
initial value 240.972364
iter 10 value 44.326924
iter 20 value 36.433055
iter 30 value 35.742050
iter 40 value 35.603809
iter 50 value 35.556486
iter 60 value 35.551055
iter 70 value 35.547588
iter 80 value 35.545651
final value 35.545636
converged
# weights: 11
initial value 174.111994
iter 10 value 65.279770
iter 20 value 17.783637
iter 30 value 4.895663
iter 40 value 3.746619
iter 50 value 3.541406
iter 60 value 3.503710
iter 60 value 3.503710
final value 3.503710
converged
# weights: 27
initial value 184.766362
iter 10 value 22.564944
iter 20 value 2.215968
iter 30 value 1.727621
iter 40 value 1.572718
iter 50 value 1.252038
iter 60 value 1.045998
iter 70 value 0.926224
iter 80 value 0.902168
iter 90 value 0.785091
iter 100 value 0.673633
final value 0.673633
stopped after 100 iterations
# weights: 43
initial value 188.569334
iter 10 value 13.250613
iter 20 value 1.919541
iter 30 value 1.393624
iter 40 value 1.150303
iter 50 value 0.952305
iter 60 value 0.894433
iter 70 value 0.818777
iter 80 value 0.780654
iter 90 value 0.723585
iter 100 value 0.694731
final value 0.694731
stopped after 100 iterations
# weights: 11
initial value 174.565770
iter 10 value 70.903989
iter 20 value 44.828945
iter 30 value 11.257371
iter 40 value 9.328582
iter 50 value 9.153910
iter 60 value 9.125367
iter 70 value 9.101339
iter 80 value 9.089435
iter 90 value 9.049005
iter 100 value 9.044961
final value 9.044961
stopped after 100 iterations
# weights: 27
initial value 164.809941
iter 10 value 12.613857
iter 20 value 9.118045
iter 30 value 8.919101
iter 40 value 8.820596
iter 50 value 8.613289
iter 60 value 8.058325
iter 70 value 7.896798
iter 80 value 7.403460
iter 90 value 6.768998
iter 100 value 5.745297
final value 5.745297
stopped after 100 iterations
# weights: 43
initial value 178.995245
iter 10 value 27.913867
iter 20 value 9.490166
iter 30 value 9.167728
iter 40 value 8.574545
iter 50 value 8.510194
iter 60 value 7.961506
iter 70 value 6.960048
iter 80 value 6.370676
iter 90 value 5.860235
iter 100 value 5.184918
final value 5.184918
stopped after 100 iterations
# weights: 11
initial value 209.550913
iter 10 value 71.587156
iter 20 value 61.032738
iter 30 value 60.892368
final value 60.892342
converged
# weights: 27
initial value 168.560774
iter 10 value 69.966200
iter 20 value 50.243315
iter 30 value 45.304538
iter 40 value 42.466883
iter 50 value 42.013199
iter 60 value 41.753730
iter 70 value 41.597601
iter 80 value 41.579789
final value 41.579741
converged
# weights: 43
initial value 191.479097
iter 10 value 63.187581
iter 20 value 41.591976
iter 30 value 40.696282
iter 40 value 40.577252
iter 50 value 40.555810
iter 60 value 40.530771
iter 70 value 40.508617
iter 80 value 40.449966
iter 90 value 40.433474
iter 100 value 40.431391
final value 40.431391
stopped after 100 iterations
# weights: 11
initial value 172.783826
iter 10 value 73.865372
iter 20 value 72.429898
iter 30 value 72.321283
iter 40 value 72.273645
iter 50 value 72.240394
iter 60 value 72.211155
iter 70 value 59.506251
iter 80 value 15.338980
iter 90 value 10.023716
iter 100 value 9.687113
final value 9.687113
stopped after 100 iterations
# weights: 27
initial value 177.428786
iter 10 value 46.011712
iter 20 value 12.144317
iter 30 value 10.161458
iter 40 value 9.766366
iter 50 value 9.596923
iter 60 value 9.501540
iter 70 value 9.468459
iter 80 value 9.375224
iter 90 value 9.194022
iter 100 value 8.636499
final value 8.636499
stopped after 100 iterations
# weights: 43
initial value 169.321121
iter 10 value 17.537540
iter 20 value 8.894740
iter 30 value 7.556095
iter 40 value 6.337768
iter 50 value 5.520663
iter 60 value 3.505994
iter 70 value 1.507806
iter 80 value 1.293849
iter 90 value 1.161821
iter 100 value 1.071564
final value 1.071564
stopped after 100 iterations
# weights: 11
initial value 161.094888
iter 10 value 47.910628
iter 20 value 9.010982
iter 30 value 4.399833
iter 40 value 3.188942
iter 50 value 3.084400
iter 60 value 2.967826
iter 70 value 2.876742
iter 80 value 2.801535
iter 90 value 2.703228
iter 100 value 2.671906
final value 2.671906
stopped after 100 iterations
# weights: 27
initial value 180.969836
iter 10 value 10.121194
iter 20 value 2.432933
iter 30 value 0.026333
final value 0.000034
converged
# weights: 43
initial value 172.153202
iter 10 value 6.858967
iter 20 value 1.832255
iter 30 value 0.000360
final value 0.000044
converged
# weights: 11
initial value 174.427772
iter 10 value 71.138790
iter 20 value 65.412297
iter 30 value 61.543885
final value 61.539840
converged
# weights: 27
initial value 166.449286
iter 10 value 77.311809
iter 20 value 50.060089
iter 30 value 42.981911
iter 40 value 41.010837
iter 50 value 40.797262
iter 60 value 40.623414
iter 70 value 40.603344
final value 40.601649
converged
# weights: 43
initial value 192.463367
iter 10 value 65.744136
iter 20 value 41.511768
iter 30 value 39.855578
iter 40 value 39.609172
iter 50 value 39.519763
iter 60 value 39.496305
iter 70 value 39.458298
iter 80 value 39.454424
iter 90 value 39.453523
iter 100 value 39.453321
final value 39.453321
stopped after 100 iterations
# weights: 11
initial value 180.118261
iter 10 value 84.198518
iter 20 value 83.285434
iter 30 value 83.265890
iter 40 value 83.241485
iter 50 value 20.127348
iter 60 value 6.262184
iter 70 value 4.722760
iter 80 value 4.583896
iter 90 value 4.578707
iter 100 value 4.576157
final value 4.576157
stopped after 100 iterations
# weights: 27
initial value 182.847834
iter 10 value 9.270578
iter 20 value 5.006251
iter 30 value 3.119477
iter 40 value 2.790122
iter 50 value 2.620857
iter 60 value 2.425836
iter 70 value 2.294235
iter 80 value 2.154147
iter 90 value 2.116835
iter 100 value 2.046182
final value 2.046182
stopped after 100 iterations
# weights: 43
initial value 190.460885
iter 10 value 16.007728
iter 20 value 4.224680
iter 30 value 3.709207
iter 40 value 2.877018
iter 50 value 2.084263
iter 60 value 0.942929
iter 70 value 0.891904
iter 80 value 0.830822
iter 90 value 0.767767
iter 100 value 0.657675
final value 0.657675
stopped after 100 iterations
# weights: 11
initial value 169.814029
iter 10 value 34.603576
iter 20 value 4.973503
iter 30 value 1.537230
iter 40 value 1.293393
iter 50 value 0.732127
iter 60 value 0.529098
iter 70 value 0.325171
iter 80 value 0.319878
iter 90 value 0.248001
iter 100 value 0.222204
final value 0.222204
stopped after 100 iterations
# weights: 27
initial value 161.318368
iter 10 value 26.868619
iter 20 value 0.359382
iter 30 value 0.002460
iter 40 value 0.000689
iter 50 value 0.000239
iter 60 value 0.000188
final value 0.000085
converged
# weights: 43
initial value 165.967442
iter 10 value 8.198085
iter 20 value 0.139832
iter 30 value 0.006444
final value 0.000072
converged
# weights: 11
initial value 197.037206
iter 10 value 92.547129
iter 20 value 65.826889
iter 30 value 60.093977
final value 60.086979
converged
# weights: 27
initial value 169.604642
iter 10 value 74.514207
iter 20 value 43.797049
iter 30 value 41.519646
iter 40 value 41.050511
iter 50 value 40.571765
iter 60 value 39.795423
iter 70 value 39.689653
iter 80 value 39.679079
final value 39.679061
converged
# weights: 43
initial value 263.326040
iter 10 value 56.388977
iter 20 value 39.402342
iter 30 value 38.581605
iter 40 value 38.529247
iter 50 value 38.517142
iter 60 value 38.516706
iter 70 value 38.516368
final value 38.516343
converged
# weights: 11
initial value 168.887811
iter 10 value 73.330246
iter 20 value 73.156790
iter 30 value 73.117912
iter 40 value 73.109417
iter 50 value 27.656137
iter 60 value 7.107760
iter 70 value 2.100410
iter 80 value 2.053729
iter 90 value 2.048371
iter 100 value 2.046713
final value 2.046713
stopped after 100 iterations
# weights: 27
initial value 172.163786
iter 10 value 11.801174
iter 20 value 0.721586
iter 30 value 0.536104
iter 40 value 0.492995
iter 50 value 0.462336
iter 60 value 0.447126
iter 70 value 0.429257
iter 80 value 0.402048
iter 90 value 0.389584
iter 100 value 0.363286
final value 0.363286
stopped after 100 iterations
# weights: 43
initial value 197.359549
iter 10 value 59.733087
iter 20 value 2.440839
iter 30 value 0.655290
iter 40 value 0.585561
iter 50 value 0.514676
iter 60 value 0.496795
iter 70 value 0.467055
iter 80 value 0.446109
iter 90 value 0.411222
iter 100 value 0.384428
final value 0.384428
stopped after 100 iterations
# weights: 11
initial value 176.945072
iter 10 value 64.053969
iter 20 value 51.363447
iter 30 value 11.251508
iter 40 value 6.848726
iter 50 value 5.480223
iter 60 value 5.461693
iter 70 value 5.450536
iter 80 value 5.442862
iter 90 value 5.380114
iter 100 value 5.313659
final value 5.313659
stopped after 100 iterations
# weights: 27
initial value 187.822902
iter 10 value 12.461818
iter 20 value 5.367996
iter 30 value 5.177000
iter 40 value 5.038118
iter 50 value 4.938605
iter 60 value 4.922426
final value 4.922420
converged
# weights: 43
initial value 208.007281
iter 10 value 13.303562
iter 20 value 6.558720
iter 30 value 5.298570
iter 40 value 5.202768
iter 50 value 5.079774
iter 60 value 4.569405
iter 70 value 4.168410
iter 80 value 3.628317
iter 90 value 3.301031
iter 100 value 2.638884
final value 2.638884
stopped after 100 iterations
# weights: 11
initial value 167.752861
iter 10 value 79.020398
iter 20 value 58.144030
iter 30 value 57.233071
final value 57.232838
converged
# weights: 27
initial value 191.595196
iter 10 value 69.081347
iter 20 value 44.145145
iter 30 value 39.664907
iter 40 value 38.673498
iter 50 value 38.065857
iter 60 value 38.060150
iter 70 value 38.057854
final value 38.057830
converged
# weights: 43
initial value 192.852743
iter 10 value 66.356288
iter 20 value 41.930476
iter 30 value 38.127835
iter 40 value 37.115006
iter 50 value 36.975812
iter 60 value 36.908947
iter 70 value 36.874268
iter 80 value 36.843946
iter 90 value 36.843802
iter 100 value 36.843375
final value 36.843375
stopped after 100 iterations
# weights: 11
initial value 176.544270
iter 10 value 64.332142
iter 20 value 64.297800
iter 30 value 59.669618
iter 40 value 15.966442
iter 50 value 8.026126
iter 60 value 6.334494
iter 70 value 6.313499
iter 80 value 6.303026
iter 90 value 6.301401
iter 100 value 6.301127
final value 6.301127
stopped after 100 iterations
# weights: 27
initial value 178.546540
iter 10 value 64.177013
iter 20 value 18.028343
iter 30 value 5.731501
iter 40 value 5.676263
iter 50 value 5.457046
iter 60 value 5.435476
iter 70 value 5.418044
iter 80 value 5.410937
iter 90 value 5.405811
iter 100 value 5.403401
final value 5.403401
stopped after 100 iterations
# weights: 43
initial value 180.995204
iter 10 value 17.006174
iter 20 value 5.796044
iter 30 value 5.624465
iter 40 value 5.403575
iter 50 value 5.076782
iter 60 value 3.609380
iter 70 value 1.662877
iter 80 value 1.219216
iter 90 value 0.980533
iter 100 value 0.853944
final value 0.853944
stopped after 100 iterations
# weights: 11
initial value 187.249354
iter 10 value 64.063136
iter 20 value 12.530033
iter 30 value 7.719803
iter 40 value 7.613746
iter 50 value 7.530265
iter 60 value 7.510715
iter 70 value 7.489873
iter 80 value 7.484894
iter 90 value 7.474024
iter 100 value 7.460005
final value 7.460005
stopped after 100 iterations
# weights: 27
initial value 164.339777
iter 10 value 36.993564
iter 20 value 7.643869
iter 30 value 7.383065
iter 40 value 7.100439
iter 50 value 5.231979
iter 60 value 5.014824
iter 70 value 4.877184
iter 80 value 4.870527
iter 90 value 4.870003
iter 100 value 4.836109
final value 4.836109
stopped after 100 iterations
# weights: 43
initial value 201.929278
iter 10 value 29.081869
iter 20 value 8.070440
iter 30 value 7.675443
iter 40 value 7.111135
iter 50 value 5.241199
iter 60 value 4.844629
iter 70 value 4.839472
iter 70 value 4.839472
final value 4.839454
converged
# weights: 11
initial value 179.016942
iter 10 value 78.593795
iter 20 value 61.466647
final value 61.409217
converged
# weights: 27
initial value 176.937108
iter 10 value 65.920800
iter 20 value 44.977437
iter 30 value 42.965179
iter 40 value 42.599268
iter 50 value 41.839110
iter 60 value 41.664857
iter 70 value 41.627137
iter 80 value 41.625235
iter 80 value 41.625235
iter 80 value 41.625235
final value 41.625235
converged
# weights: 43
initial value 165.375306
iter 10 value 54.382998
iter 20 value 41.721244
iter 30 value 40.805964
iter 40 value 40.513815
iter 50 value 40.505876
iter 60 value 40.505059
iter 70 value 40.504873
iter 80 value 40.504816
final value 40.504803
converged
# weights: 11
initial value 167.128652
iter 10 value 69.986794
iter 20 value 69.409532
iter 30 value 69.205529
iter 40 value 69.145265
iter 50 value 69.130178
iter 60 value 69.122202
iter 70 value 69.063221
iter 80 value 58.517743
iter 90 value 12.520107
iter 100 value 8.398983
final value 8.398983
stopped after 100 iterations
# weights: 27
initial value 175.085385
iter 10 value 70.165187
iter 20 value 10.759721
iter 30 value 7.301911
iter 40 value 7.222143
iter 50 value 6.898500
iter 60 value 6.322913
iter 70 value 6.019382
iter 80 value 5.903472
iter 90 value 5.434846
iter 100 value 5.035616
final value 5.035616
stopped after 100 iterations
# weights: 43
initial value 167.168906
iter 10 value 16.702775
iter 20 value 8.457916
iter 30 value 7.851851
iter 40 value 7.734340
iter 50 value 7.663352
iter 60 value 7.437198
iter 70 value 7.032038
iter 80 value 6.720519
iter 90 value 6.634315
iter 100 value 6.354372
final value 6.354372
stopped after 100 iterations
# weights: 11
initial value 173.324750
iter 10 value 60.058102
iter 20 value 8.251985
iter 30 value 3.075565
iter 40 value 1.826559
iter 50 value 1.521669
iter 60 value 1.235108
iter 70 value 0.348953
iter 80 value 0.309986
iter 90 value 0.242450
iter 100 value 0.233910
final value 0.233910
stopped after 100 iterations
# weights: 27
initial value 189.220853
iter 10 value 15.442042
iter 20 value 0.312888
iter 30 value 0.000441
final value 0.000077
converged
# weights: 43
initial value 185.777253
iter 10 value 22.401810
iter 20 value 0.115893
iter 30 value 0.005029
iter 40 value 0.000362
final value 0.000068
converged
# weights: 11
initial value 165.266731
iter 10 value 80.494893
iter 20 value 58.584012
final value 58.545377
converged
# weights: 27
initial value 187.856404
iter 10 value 47.506152
iter 20 value 40.794451
iter 30 value 40.563163
iter 40 value 40.411761
iter 50 value 39.813514
iter 60 value 39.160594
iter 70 value 38.980366
iter 80 value 38.957598
final value 38.957550
converged
# weights: 43
initial value 195.515743
iter 10 value 59.666773
iter 20 value 40.228736
iter 30 value 38.481943
iter 40 value 38.117457
iter 50 value 38.009952
iter 60 value 37.999118
iter 70 value 37.978066
iter 80 value 37.929108
iter 90 value 37.876737
iter 100 value 37.830540
final value 37.830540
stopped after 100 iterations
# weights: 11
initial value 189.705077
iter 10 value 53.288880
iter 20 value 12.958734
iter 30 value 3.603377
iter 40 value 2.749474
iter 50 value 2.645995
iter 60 value 2.583521
iter 70 value 2.542566
iter 80 value 2.515748
iter 90 value 2.515722
final value 2.515699
converged
# weights: 27
initial value 171.410110
iter 10 value 33.523082
iter 20 value 0.941778
iter 30 value 0.846818
iter 40 value 0.687550
iter 50 value 0.575252
iter 60 value 0.552414
iter 70 value 0.528178
iter 80 value 0.501632
iter 90 value 0.479028
iter 100 value 0.450081
final value 0.450081
stopped after 100 iterations
# weights: 43
initial value 167.133592
iter 10 value 18.608563
iter 20 value 0.832637
iter 30 value 0.786896
iter 40 value 0.676041
iter 50 value 0.545312
iter 60 value 0.495546
iter 70 value 0.459812
iter 80 value 0.438069
iter 90 value 0.417996
iter 100 value 0.406324
final value 0.406324
stopped after 100 iterations
# weights: 11
initial value 170.138355
iter 10 value 37.602255
iter 20 value 10.832198
iter 30 value 4.839411
iter 40 value 3.774554
iter 50 value 3.682791
iter 60 value 1.751105
iter 70 value 0.036749
iter 80 value 0.032737
final value 0.027767
converged
# weights: 27
initial value 198.524418
iter 10 value 53.803937
iter 20 value 2.909560
iter 30 value 0.000778
iter 40 value 0.000243
final value 0.000061
converged
# weights: 43
initial value 178.658187
iter 10 value 11.076267
iter 20 value 2.556320
iter 30 value 0.002175
final value 0.000050
converged
# weights: 11
initial value 179.041499
iter 10 value 62.290741
iter 20 value 59.070654
final value 59.070360
converged
# weights: 27
initial value 171.216934
iter 10 value 64.665788
iter 20 value 42.571901
iter 30 value 39.569669
iter 40 value 39.203663
iter 50 value 39.131247
iter 60 value 39.088090
iter 70 value 39.078225
final value 39.078188
converged
# weights: 43
initial value 180.861632
iter 10 value 44.862961
iter 20 value 39.033091
iter 30 value 38.373897
iter 40 value 38.210049
iter 50 value 38.181164
iter 60 value 38.166779
iter 70 value 38.166202
iter 80 value 38.165680
final value 38.165677
converged
# weights: 11
initial value 182.876440
iter 10 value 43.263021
iter 20 value 8.652910
iter 30 value 5.346163
iter 40 value 5.042342
iter 50 value 4.953334
iter 60 value 4.909044
iter 70 value 4.882011
iter 80 value 4.854199
iter 90 value 4.852240
iter 100 value 4.851256
final value 4.851256
stopped after 100 iterations
# weights: 27
initial value 168.929554
iter 10 value 74.301719
iter 20 value 9.913733
iter 30 value 3.670127
iter 40 value 3.440726
iter 50 value 2.391306
iter 60 value 1.884972
iter 70 value 1.815234
iter 80 value 1.574691
iter 90 value 1.478506
iter 100 value 1.437207
final value 1.437207
stopped after 100 iterations
# weights: 43
initial value 178.036351
iter 10 value 53.428688
iter 20 value 10.274104
iter 30 value 3.739560
iter 40 value 2.077309
iter 50 value 1.521711
iter 60 value 1.134356
iter 70 value 0.963507
iter 80 value 0.866208
iter 90 value 0.796772
iter 100 value 0.757297
final value 0.757297
stopped after 100 iterations
# weights: 11
initial value 178.034646
iter 10 value 24.200647
iter 20 value 1.765704
iter 30 value 0.075537
iter 40 value 0.059090
iter 50 value 0.038955
iter 60 value 0.037624
iter 70 value 0.035480
iter 80 value 0.031701
iter 90 value 0.030860
iter 100 value 0.030363
final value 0.030363
stopped after 100 iterations
# weights: 27
initial value 168.855696
iter 10 value 14.388070
iter 20 value 0.009133
final value 0.000064
converged
# weights: 43
initial value 160.086126
iter 10 value 4.402746
iter 20 value 0.007538
final value 0.000076
converged
# weights: 11
initial value 172.911764
iter 10 value 87.183822
iter 20 value 60.374557
iter 30 value 57.882219
final value 57.881502
converged
# weights: 27
initial value 173.123501
iter 10 value 80.514257
iter 20 value 48.046290
iter 30 value 40.556250
iter 40 value 39.450637
iter 50 value 38.980743
iter 60 value 38.965427
iter 70 value 38.962354
final value 38.962353
converged
# weights: 43
initial value 205.813460
iter 10 value 67.337331
iter 20 value 37.580663
iter 30 value 35.858765
iter 40 value 35.603342
iter 50 value 35.560489
iter 60 value 35.550975
iter 70 value 35.542075
iter 80 value 35.522564
iter 90 value 35.519711
iter 100 value 35.517858
final value 35.517858
stopped after 100 iterations
# weights: 11
initial value 162.674519
iter 10 value 69.112602
iter 20 value 68.812866
iter 30 value 68.792373
iter 40 value 68.759148
iter 50 value 68.627534
iter 60 value 68.079032
iter 70 value 22.234880
iter 80 value 4.355423
iter 90 value 1.660610
iter 100 value 1.598646
final value 1.598646
stopped after 100 iterations
# weights: 27
initial value 171.769490
iter 10 value 4.239596
iter 20 value 0.598312
iter 30 value 0.535010
iter 40 value 0.489878
iter 50 value 0.448311
iter 60 value 0.394798
iter 70 value 0.364590
iter 80 value 0.356321
iter 90 value 0.321305
iter 100 value 0.302201
final value 0.302201
stopped after 100 iterations
# weights: 43
initial value 168.403903
iter 10 value 39.193847
iter 20 value 0.645497
iter 30 value 0.403896
iter 40 value 0.370652
iter 50 value 0.348934
iter 60 value 0.323830
iter 70 value 0.299766
iter 80 value 0.291813
iter 90 value 0.286080
iter 100 value 0.273629
final value 0.273629
stopped after 100 iterations
# weights: 11
initial value 194.610997
iter 10 value 162.424500
iter 20 value 69.513807
iter 30 value 55.069572
iter 40 value 14.834531
iter 50 value 7.156757
iter 60 value 7.046616
iter 70 value 6.911512
iter 80 value 6.598035
iter 90 value 6.592217
iter 100 value 6.584048
final value 6.584048
stopped after 100 iterations
# weights: 27
initial value 162.892232
iter 10 value 11.451297
iter 20 value 6.875735
iter 30 value 6.684562
iter 40 value 3.138797
iter 50 value 0.020691
iter 60 value 0.000992
iter 70 value 0.000580
iter 80 value 0.000255
iter 90 value 0.000129
iter 100 value 0.000125
final value 0.000125
stopped after 100 iterations
# weights: 43
initial value 216.440695
iter 10 value 10.131916
iter 20 value 6.833955
iter 30 value 6.049067
iter 40 value 5.079737
iter 50 value 4.965648
iter 60 value 4.961204
iter 70 value 4.960801
iter 70 value 4.960800
iter 70 value 4.960800
final value 4.960800
converged
# weights: 11
initial value 175.566734
iter 10 value 90.550493
iter 20 value 62.550988
iter 30 value 59.688950
final value 59.688455
converged
# weights: 27
initial value 175.955452
iter 10 value 78.246609
iter 20 value 45.033998
iter 30 value 43.252761
iter 40 value 42.863192
iter 50 value 42.826775
iter 60 value 42.635699
iter 70 value 40.177968
iter 80 value 39.797120
iter 90 value 39.780746
final value 39.780744
converged
# weights: 43
initial value 171.821224
iter 10 value 93.444119
iter 20 value 43.638593
iter 30 value 40.468551
iter 40 value 40.082054
iter 50 value 39.922469
iter 60 value 39.651233
iter 70 value 38.877915
iter 80 value 38.798587
iter 90 value 38.784893
iter 100 value 38.747484
final value 38.747484
stopped after 100 iterations
# weights: 11
initial value 166.046021
iter 10 value 31.260507
iter 20 value 10.308298
iter 30 value 8.308996
iter 40 value 7.793117
iter 50 value 7.749971
iter 60 value 7.709367
iter 70 value 7.661266
iter 80 value 7.660813
iter 90 value 7.660563
iter 100 value 7.659826
final value 7.659826
stopped after 100 iterations
# weights: 27
initial value 158.750076
iter 10 value 21.650806
iter 20 value 7.236056
iter 30 value 6.763161
iter 40 value 6.475883
iter 50 value 3.348004
iter 60 value 1.054035
iter 70 value 0.963359
iter 80 value 0.802835
iter 90 value 0.727952
iter 100 value 0.711444
final value 0.711444
stopped after 100 iterations
# weights: 43
initial value 211.029627
iter 10 value 32.974122
iter 20 value 6.989868
iter 30 value 4.088015
iter 40 value 1.202517
iter 50 value 0.843199
iter 60 value 0.812252
iter 70 value 0.790919
iter 80 value 0.722777
iter 90 value 0.665316
iter 100 value 0.639762
final value 0.639762
stopped after 100 iterations
# weights: 11
initial value 165.332780
iter 10 value 88.329674
iter 20 value 65.593654
iter 30 value 65.591846
final value 65.591047
converged
# weights: 27
initial value 195.279390
final value 65.590979
converged
# weights: 43
initial value 182.686516
iter 10 value 18.669378
iter 20 value 7.647717
iter 30 value 6.948458
iter 40 value 5.273443
iter 50 value 4.729618
iter 60 value 4.702461
iter 70 value 4.701278
final value 4.701277
converged
# weights: 11
initial value 164.344530
iter 10 value 61.823304
iter 20 value 58.642255
final value 58.642068
converged
# weights: 27
initial value 170.990516
iter 10 value 71.311759
iter 20 value 42.323805
iter 30 value 40.281952
iter 40 value 40.263566
iter 50 value 40.261367
iter 60 value 40.260242
iter 70 value 40.260078
final value 40.260076
converged
# weights: 43
initial value 172.937449
iter 10 value 90.920510
iter 20 value 41.058937
iter 30 value 39.661279
iter 40 value 39.208587
iter 50 value 39.071445
iter 60 value 39.009755
iter 70 value 38.996565
iter 80 value 38.988626
iter 90 value 38.984800
iter 100 value 38.984534
final value 38.984534
stopped after 100 iterations
# weights: 11
initial value 173.588849
iter 10 value 25.633933
iter 20 value 13.980588
iter 30 value 9.768431
iter 40 value 8.783110
iter 50 value 8.523927
iter 60 value 8.437564
iter 70 value 8.409593
iter 80 value 8.404760
iter 90 value 8.388516
iter 100 value 8.362115
final value 8.362115
stopped after 100 iterations
# weights: 27
initial value 180.769622
iter 10 value 23.071458
iter 20 value 8.520783
iter 30 value 8.305748
iter 40 value 8.128111
iter 50 value 8.032995
iter 60 value 7.904095
iter 70 value 7.559085
iter 80 value 6.968765
iter 90 value 5.757539
iter 100 value 5.223643
final value 5.223643
stopped after 100 iterations
# weights: 43
initial value 177.726538
iter 10 value 12.607649
iter 20 value 9.648966
iter 30 value 7.613106
iter 40 value 6.665436
iter 50 value 6.314646
iter 60 value 6.158894
iter 70 value 5.955575
iter 80 value 5.452558
iter 90 value 4.918375
iter 100 value 4.493353
final value 4.493353
stopped after 100 iterations
# weights: 11
initial value 180.504025
iter 10 value 70.682926
iter 20 value 10.501859
iter 30 value 1.271276
iter 40 value 0.539477
iter 50 value 0.301413
iter 60 value 0.201462
iter 70 value 0.158418
iter 80 value 0.151882
iter 90 value 0.137268
iter 100 value 0.093159
final value 0.093159
stopped after 100 iterations
# weights: 27
initial value 206.955509
iter 10 value 8.532353
iter 20 value 0.064826
iter 30 value 0.006009
iter 40 value 0.000667
final value 0.000077
converged
# weights: 43
initial value 173.240394
iter 10 value 8.765781
iter 20 value 0.024302
iter 30 value 0.000726
final value 0.000090
converged
# weights: 11
initial value 167.191914
iter 10 value 88.277034
iter 20 value 58.471546
iter 30 value 58.392348
final value 58.392346
converged
# weights: 27
initial value 196.999471
iter 10 value 97.242961
iter 20 value 44.851400
iter 30 value 40.837425
iter 40 value 39.174077
iter 50 value 38.926486
iter 60 value 38.905386
iter 70 value 38.904109
iter 70 value 38.904108
iter 70 value 38.904108
final value 38.904108
converged
# weights: 43
initial value 202.056823
iter 10 value 52.739428
iter 20 value 36.584493
iter 30 value 35.867217
iter 40 value 35.736951
iter 50 value 35.703766
iter 60 value 35.701395
iter 70 value 35.700695
iter 80 value 35.699289
iter 90 value 35.698965
iter 100 value 35.698955
final value 35.698955
stopped after 100 iterations
# weights: 11
initial value 204.313720
iter 10 value 86.377631
iter 20 value 4.478981
iter 30 value 1.598633
iter 40 value 1.375028
iter 50 value 1.356631
iter 60 value 1.339113
iter 70 value 1.297581
iter 80 value 1.283971
iter 90 value 1.262212
iter 100 value 1.238259
final value 1.238259
stopped after 100 iterations
# weights: 27
initial value 179.361127
iter 10 value 56.826521
iter 20 value 0.703076
iter 30 value 0.397899
iter 40 value 0.378245
iter 50 value 0.361709
iter 60 value 0.344878
iter 70 value 0.311755
iter 80 value 0.281122
iter 90 value 0.254301
iter 100 value 0.239780
final value 0.239780
stopped after 100 iterations
# weights: 43
initial value 169.816067
iter 10 value 28.463274
iter 20 value 0.672952
iter 30 value 0.485954
iter 40 value 0.421721
iter 50 value 0.383661
iter 60 value 0.303395
iter 70 value 0.279895
iter 80 value 0.234020
iter 90 value 0.212457
iter 100 value 0.204884
final value 0.204884
stopped after 100 iterations
# weights: 11
initial value 175.569404
iter 10 value 69.184122
iter 20 value 68.814213
final value 68.813820
converged
# weights: 27
initial value 166.719537
iter 10 value 50.765212
iter 20 value 3.067856
iter 30 value 0.930901
iter 40 value 0.051176
iter 50 value 0.004265
iter 60 value 0.001418
iter 70 value 0.000811
iter 80 value 0.000450
iter 90 value 0.000174
iter 100 value 0.000138
final value 0.000138
stopped after 100 iterations
# weights: 43
initial value 164.378225
final value 68.813881
converged
# weights: 11
initial value 179.669037
iter 10 value 98.185445
iter 20 value 56.928235
iter 30 value 56.119947
iter 30 value 56.119947
final value 56.119947
converged
# weights: 27
initial value 165.628632
iter 10 value 72.420064
iter 20 value 38.045963
iter 30 value 35.736216
iter 40 value 35.329209
iter 50 value 35.283510
iter 60 value 35.277432
iter 70 value 35.276641
final value 35.276640
converged
# weights: 43
initial value 175.134908
iter 10 value 56.403552
iter 20 value 38.121929
iter 30 value 34.998727
iter 40 value 34.508724
iter 50 value 34.393097
iter 60 value 34.348127
iter 70 value 34.319684
iter 80 value 34.316898
iter 90 value 34.310382
iter 100 value 34.303469
final value 34.303469
stopped after 100 iterations
# weights: 11
initial value 181.443321
iter 10 value 71.044281
iter 20 value 18.386256
iter 30 value 2.880577
iter 40 value 2.138102
iter 50 value 2.005379
iter 60 value 1.983316
iter 70 value 1.946279
iter 80 value 1.931654
iter 90 value 1.924741
iter 100 value 1.924403
final value 1.924403
stopped after 100 iterations
# weights: 27
initial value 162.548839
iter 10 value 3.875266
iter 20 value 0.956139
iter 30 value 0.755399
iter 40 value 0.580033
iter 50 value 0.435490
iter 60 value 0.327781
iter 70 value 0.306218
iter 80 value 0.286956
iter 90 value 0.274507
iter 100 value 0.262193
final value 0.262193
stopped after 100 iterations
# weights: 43
initial value 166.893854
iter 10 value 12.518841
iter 20 value 0.682650
iter 30 value 0.633494
iter 40 value 0.477777
iter 50 value 0.419635
iter 60 value 0.386420
iter 70 value 0.371168
iter 80 value 0.348136
iter 90 value 0.340493
iter 100 value 0.320464
final value 0.320464
stopped after 100 iterations
# weights: 11
initial value 175.027316
iter 10 value 21.967832
iter 20 value 7.711809
iter 30 value 7.315325
iter 40 value 7.189885
iter 50 value 7.154071
iter 60 value 7.117198
iter 70 value 7.062473
iter 80 value 7.043090
iter 90 value 7.011813
iter 100 value 7.001875
final value 7.001875
stopped after 100 iterations
# weights: 27
initial value 168.776813
iter 10 value 14.484859
iter 20 value 7.555465
iter 30 value 7.223548
iter 40 value 7.047215
iter 50 value 6.978974
iter 60 value 6.935047
iter 70 value 6.927511
iter 80 value 6.911010
iter 90 value 6.899133
iter 100 value 6.886398
final value 6.886398
stopped after 100 iterations
# weights: 43
initial value 199.375559
iter 10 value 21.690702
iter 20 value 7.083297
iter 30 value 6.428195
iter 40 value 4.883118
iter 50 value 4.204524
iter 60 value 3.992670
iter 70 value 3.365174
iter 80 value 3.060741
iter 90 value 2.933436
iter 100 value 2.907695
final value 2.907695
stopped after 100 iterations
# weights: 11
initial value 170.124599
iter 10 value 93.643917
iter 20 value 61.197418
iter 30 value 59.650725
final value 59.648028
converged
# weights: 27
initial value 174.418362
iter 10 value 79.596446
iter 20 value 39.830015
iter 30 value 39.261048
iter 40 value 39.256090
iter 50 value 39.254888
iter 50 value 39.254888
iter 50 value 39.254888
final value 39.254888
converged
# weights: 43
initial value 211.211881
iter 10 value 65.063900
iter 20 value 38.799335
iter 30 value 38.223320
iter 40 value 38.038520
iter 50 value 38.021030
iter 60 value 38.009314
iter 70 value 38.003560
iter 80 value 37.999641
iter 90 value 37.997956
iter 100 value 37.996304
final value 37.996304
stopped after 100 iterations
# weights: 11
initial value 167.903246
iter 10 value 72.615910
iter 20 value 71.554738
iter 30 value 71.438792
iter 40 value 71.417116
iter 50 value 71.167321
iter 60 value 59.028056
iter 70 value 15.625803
iter 80 value 8.244044
iter 90 value 7.707487
iter 100 value 7.638448
final value 7.638448
stopped after 100 iterations
# weights: 27
initial value 167.470953
iter 10 value 16.045123
iter 20 value 7.782003
iter 30 value 6.617974
iter 40 value 5.723743
iter 50 value 5.517911
iter 60 value 5.473496
iter 70 value 5.287393
iter 80 value 4.921682
iter 90 value 4.533055
iter 100 value 4.348424
final value 4.348424
stopped after 100 iterations
# weights: 43
initial value 166.947487
iter 10 value 7.773744
iter 20 value 7.216271
iter 30 value 7.130450
iter 40 value 7.025924
iter 50 value 6.943907
iter 60 value 6.880458
iter 70 value 5.829529
iter 80 value 4.593660
iter 90 value 3.218432
iter 100 value 1.654077
final value 1.654077
stopped after 100 iterations
# weights: 11
initial value 186.997093
iter 10 value 68.788674
iter 20 value 64.989795
iter 30 value 24.227910
iter 40 value 4.303483
iter 50 value 2.361245
iter 60 value 0.954782
iter 70 value 0.201322
iter 80 value 0.113140
iter 90 value 0.077512
iter 100 value 0.075736
final value 0.075736
stopped after 100 iterations
# weights: 27
initial value 165.366683
iter 10 value 21.929271
iter 20 value 0.587445
iter 30 value 0.003152
final value 0.000055
converged
# weights: 43
initial value 178.461491
iter 10 value 24.622944
iter 20 value 0.157037
iter 30 value 0.004419
iter 40 value 0.001772
final value 0.000079
converged
# weights: 11
initial value 171.052963
iter 10 value 74.444692
iter 20 value 59.333617
final value 59.167307
converged
# weights: 27
initial value 163.975711
iter 10 value 60.013983
iter 20 value 40.546171
iter 30 value 39.945991
iter 40 value 39.884449
iter 50 value 39.872585
final value 39.870664
converged
# weights: 43
initial value 172.802445
iter 10 value 47.476290
iter 20 value 39.053324
iter 30 value 38.734221
iter 40 value 38.641685
iter 50 value 38.618960
iter 60 value 38.613894
iter 70 value 38.613208
iter 80 value 38.612997
final value 38.612977
converged
# weights: 11
initial value 172.586099
iter 10 value 51.477250
iter 20 value 4.713005
iter 30 value 1.751837
iter 40 value 1.585399
iter 50 value 1.548303
iter 60 value 1.532796
iter 70 value 1.514664
iter 80 value 1.500073
iter 90 value 1.497938
iter 100 value 1.497717
final value 1.497717
stopped after 100 iterations
# weights: 27
initial value 167.112406
iter 10 value 26.035612
iter 20 value 0.814623
iter 30 value 0.646974
iter 40 value 0.533149
iter 50 value 0.488653
iter 60 value 0.460189
iter 70 value 0.434810
iter 80 value 0.408431
iter 90 value 0.390052
iter 100 value 0.365773
final value 0.365773
stopped after 100 iterations
# weights: 43
initial value 192.602042
iter 10 value 20.650034
iter 20 value 4.047846
iter 30 value 1.430353
iter 40 value 1.002414
iter 50 value 0.788411
iter 60 value 0.535254
iter 70 value 0.474182
iter 80 value 0.447841
iter 90 value 0.417114
iter 100 value 0.393463
final value 0.393463
stopped after 100 iterations
# weights: 11
initial value 160.796266
iter 10 value 57.553676
iter 20 value 46.784555
iter 30 value 9.447237
iter 40 value 4.757327
iter 50 value 3.966681
iter 60 value 3.809313
iter 70 value 3.748049
iter 80 value 3.642715
iter 90 value 3.532547
iter 100 value 3.331487
final value 3.331487
stopped after 100 iterations
# weights: 27
initial value 183.619801
iter 10 value 9.271349
iter 20 value 0.287734
iter 30 value 0.000117
iter 30 value 0.000056
iter 30 value 0.000046
final value 0.000046
converged
# weights: 43
initial value 171.245786
iter 10 value 7.729469
iter 20 value 0.130515
final value 0.000081
converged
# weights: 11
initial value 176.753552
iter 10 value 68.312969
iter 20 value 56.722333
iter 30 value 56.684781
final value 56.684737
converged
# weights: 27
initial value 162.976607
iter 10 value 56.069257
iter 20 value 39.779765
iter 30 value 39.188968
iter 40 value 38.791905
iter 50 value 38.318183
iter 60 value 38.242078
iter 70 value 38.185540
final value 38.185330
converged
# weights: 43
initial value 224.178007
iter 10 value 58.876035
iter 20 value 41.301096
iter 30 value 38.104060
iter 40 value 37.187046
iter 50 value 37.084020
iter 60 value 37.049394
iter 70 value 37.037207
iter 80 value 37.032831
iter 90 value 37.032187
iter 100 value 37.032110
final value 37.032110
stopped after 100 iterations
# weights: 11
initial value 170.952747
iter 10 value 54.209694
iter 20 value 7.012074
iter 30 value 4.827783
iter 40 value 4.715051
iter 50 value 4.706821
iter 60 value 4.702843
iter 70 value 4.700231
iter 80 value 4.694066
iter 90 value 4.693874
iter 100 value 4.693649
final value 4.693649
stopped after 100 iterations
# weights: 27
initial value 173.969936
iter 10 value 41.146867
iter 20 value 6.081063
iter 30 value 4.845223
iter 40 value 3.363912
iter 50 value 2.702279
iter 60 value 2.249541
iter 70 value 1.955393
iter 80 value 1.590668
iter 90 value 1.519791
iter 100 value 1.475193
final value 1.475193
stopped after 100 iterations
# weights: 43
initial value 187.924193
iter 10 value 7.882621
iter 20 value 3.269277
iter 30 value 2.801557
iter 40 value 1.975041
iter 50 value 1.593070
iter 60 value 1.483277
iter 70 value 1.401234
iter 80 value 1.380495
iter 90 value 1.335752
iter 100 value 1.262794
final value 1.262794
stopped after 100 iterations
# weights: 11
initial value 171.353026
iter 10 value 69.513346
iter 20 value 66.211703
final value 66.208438
converged
# weights: 27
initial value 239.279804
iter 10 value 48.756205
iter 20 value 4.684204
iter 30 value 2.767994
iter 40 value 2.687872
iter 50 value 2.648366
iter 60 value 2.278951
iter 70 value 1.702793
iter 80 value 0.942737
iter 90 value 0.308872
iter 100 value 0.051075
final value 0.051075
stopped after 100 iterations
# weights: 43
initial value 163.803825
iter 10 value 33.499691
iter 20 value 3.854070
iter 30 value 2.855538
iter 40 value 0.658609
iter 50 value 0.007053
iter 60 value 0.001074
iter 70 value 0.000718
final value 0.000097
converged
# weights: 11
initial value 164.343509
iter 10 value 69.726591
iter 20 value 56.107085
final value 56.105880
converged
# weights: 27
initial value 173.187247
iter 10 value 79.675915
iter 20 value 43.987458
iter 30 value 40.421249
iter 40 value 38.942401
iter 50 value 38.731095
iter 60 value 38.655236
iter 70 value 38.648458
final value 38.648030
converged
# weights: 43
initial value 180.428666
iter 10 value 53.170979
iter 20 value 39.196988
iter 30 value 37.521273
iter 40 value 36.610109
iter 50 value 36.195519
iter 60 value 35.993552
iter 70 value 35.981144
iter 80 value 35.974434
iter 90 value 35.973770
iter 100 value 35.971789
final value 35.971789
stopped after 100 iterations
# weights: 11
initial value 166.067435
iter 10 value 70.769788
iter 20 value 65.876141
iter 30 value 65.582867
iter 40 value 64.832536
iter 50 value 58.638368
iter 60 value 24.151547
iter 70 value 10.054698
iter 80 value 5.921539
iter 90 value 5.479957
iter 100 value 5.106055
final value 5.106055
stopped after 100 iterations
# weights: 27
initial value 205.606865
iter 10 value 52.186381
iter 20 value 4.895457
iter 30 value 3.356356
iter 40 value 3.309395
iter 50 value 3.221369
iter 60 value 3.173308
iter 70 value 3.123282
iter 80 value 3.115464
iter 90 value 3.106701
iter 100 value 3.095197
final value 3.095197
stopped after 100 iterations
# weights: 43
initial value 187.315777
iter 10 value 36.737630
iter 20 value 4.180735
iter 30 value 3.693292
iter 40 value 3.352854
iter 50 value 3.241196
iter 60 value 3.158741
iter 70 value 3.086144
iter 80 value 2.676142
iter 90 value 1.815002
iter 100 value 1.439472
final value 1.439472
stopped after 100 iterations
# weights: 11
initial value 176.211696
iter 10 value 62.138052
iter 20 value 30.097088
iter 30 value 8.476608
iter 40 value 1.542454
iter 50 value 0.059806
iter 60 value 0.010268
iter 70 value 0.008860
iter 80 value 0.008818
iter 90 value 0.008777
iter 100 value 0.008704
final value 0.008704
stopped after 100 iterations
# weights: 27
initial value 177.568766
iter 10 value 2.588160
iter 20 value 0.004982
final value 0.000089
converged
# weights: 43
initial value 179.752875
iter 10 value 19.840510
iter 20 value 0.133703
iter 30 value 0.005722
iter 40 value 0.000101
iter 40 value 0.000060
iter 40 value 0.000059
final value 0.000059
converged
# weights: 11
initial value 168.852405
iter 10 value 83.857247
iter 20 value 61.006511
iter 30 value 60.966314
final value 60.966215
converged
# weights: 27
initial value 164.520182
iter 10 value 80.731418
iter 20 value 42.773034
iter 30 value 40.961950
iter 40 value 40.353868
iter 50 value 39.865862
iter 60 value 39.548627
iter 70 value 39.189557
iter 80 value 39.143049
final value 39.142930
converged
# weights: 43
initial value 165.586806
iter 10 value 56.287992
iter 20 value 41.328841
iter 30 value 39.871705
iter 40 value 38.509471
iter 50 value 38.094453
iter 60 value 38.049913
iter 70 value 38.045641
iter 80 value 38.045434
iter 90 value 38.045415
final value 38.045413
converged
# weights: 11
initial value 175.457357
iter 10 value 70.136079
iter 20 value 22.893458
iter 30 value 3.683865
iter 40 value 1.893147
iter 50 value 1.573050
iter 60 value 1.460314
iter 70 value 1.455539
iter 80 value 1.455429
iter 90 value 1.455394
iter 100 value 1.455362
final value 1.455362
stopped after 100 iterations
# weights: 27
initial value 173.085600
iter 10 value 26.722727
iter 20 value 0.733180
iter 30 value 0.371584
iter 40 value 0.337802
iter 50 value 0.322296
iter 60 value 0.287107
iter 70 value 0.264488
iter 80 value 0.255006
iter 90 value 0.247184
iter 100 value 0.242774
final value 0.242774
stopped after 100 iterations
# weights: 43
initial value 171.177399
iter 10 value 2.536307
iter 20 value 0.375881
iter 30 value 0.359183
iter 40 value 0.328493
iter 50 value 0.291189
iter 60 value 0.257473
iter 70 value 0.249096
iter 80 value 0.240480
iter 90 value 0.237921
iter 100 value 0.234984
final value 0.234984
stopped after 100 iterations
# weights: 11
initial value 172.038049
iter 10 value 68.445499
iter 20 value 37.226482
iter 30 value 10.108146
iter 40 value 6.527149
iter 50 value 6.429893
iter 60 value 6.299497
iter 70 value 6.297333
iter 80 value 6.297057
iter 90 value 6.296917
iter 100 value 6.296818
final value 6.296818
stopped after 100 iterations
# weights: 27
initial value 177.950980
iter 10 value 26.080356
iter 20 value 6.439458
iter 30 value 6.384525
iter 40 value 6.261379
iter 50 value 5.812250
iter 60 value 3.221168
iter 70 value 1.890854
iter 80 value 0.388610
iter 90 value 0.176436
iter 100 value 0.080290
final value 0.080290
stopped after 100 iterations
# weights: 43
initial value 238.772084
iter 10 value 24.985474
iter 20 value 6.389567
iter 30 value 6.160475
iter 40 value 5.249531
iter 50 value 2.630443
iter 60 value 0.541174
iter 70 value 0.001645
final value 0.000079
converged
# weights: 11
initial value 177.171484
iter 10 value 82.778190
iter 20 value 60.526620
iter 30 value 60.028634
final value 60.028498
converged
# weights: 27
initial value 173.199219
iter 10 value 92.968007
iter 20 value 48.748980
iter 30 value 41.270486
iter 40 value 40.179043
iter 50 value 39.985168
iter 60 value 39.961637
iter 70 value 39.955993
final value 39.955844
converged
# weights: 43
initial value 178.920379
iter 10 value 60.031727
iter 20 value 43.196263
iter 30 value 41.110358
iter 40 value 40.194690
iter 50 value 39.274371
iter 60 value 39.136259
iter 70 value 39.059355
iter 80 value 39.042823
iter 90 value 39.036193
iter 100 value 39.027281
final value 39.027281
stopped after 100 iterations
# weights: 11
initial value 194.105996
iter 10 value 70.462836
iter 20 value 65.820258
iter 30 value 44.673744
iter 40 value 12.786138
iter 50 value 7.889820
iter 60 value 7.136369
iter 70 value 7.053812
iter 80 value 7.023883
iter 90 value 7.017706
iter 100 value 7.015445
final value 7.015445
stopped after 100 iterations
# weights: 27
initial value 170.416381
iter 10 value 71.514348
iter 20 value 8.347583
iter 30 value 6.737576
iter 40 value 6.586690
iter 50 value 6.188183
iter 60 value 3.745145
iter 70 value 1.878522
iter 80 value 1.534905
iter 90 value 1.479523
iter 100 value 1.264671
final value 1.264671
stopped after 100 iterations
# weights: 43
initial value 230.552974
iter 10 value 9.415059
iter 20 value 6.293830
iter 30 value 5.636732
iter 40 value 5.117739
iter 50 value 2.890795
iter 60 value 2.063741
iter 70 value 1.903972
iter 80 value 1.722877
iter 90 value 1.631865
iter 100 value 1.576454
final value 1.576454
stopped after 100 iterations
# weights: 11
initial value 182.279322
iter 10 value 66.982638
iter 20 value 66.460957
final value 66.458921
converged
# weights: 27
initial value 168.008119
final value 66.458613
converged
# weights: 43
initial value 155.691946
iter 10 value 12.410344
iter 20 value 2.663927
iter 30 value 0.013341
final value 0.000051
converged
# weights: 11
initial value 168.052272
iter 10 value 63.036262
iter 20 value 58.603051
iter 30 value 58.590035
iter 30 value 58.590034
iter 30 value 58.590034
final value 58.590034
converged
# weights: 27
initial value 192.346356
iter 10 value 81.969786
iter 20 value 46.237214
iter 30 value 40.978201
iter 40 value 39.689663
iter 50 value 39.472710
iter 60 value 39.237608
iter 70 value 38.754915
iter 80 value 38.664471
final value 38.664267
converged
# weights: 43
initial value 200.399214
iter 10 value 82.579728
iter 20 value 41.957972
iter 30 value 37.912541
iter 40 value 37.663907
iter 50 value 37.521012
iter 60 value 37.483139
iter 70 value 37.467625
iter 80 value 37.460885
iter 90 value 37.450691
iter 100 value 37.444682
final value 37.444682
stopped after 100 iterations
# weights: 11
initial value 169.253625
iter 10 value 66.556703
iter 20 value 64.902529
iter 30 value 64.388500
iter 40 value 62.548213
iter 50 value 48.769717
iter 60 value 12.349393
iter 70 value 5.674663
iter 80 value 4.974135
iter 90 value 4.572613
iter 100 value 4.377459
final value 4.377459
stopped after 100 iterations
# weights: 27
initial value 183.399283
iter 10 value 20.645799
iter 20 value 3.491049
iter 30 value 2.757223
iter 40 value 2.517118
iter 50 value 2.036886
iter 60 value 1.679580
iter 70 value 1.608087
iter 80 value 1.473016
iter 90 value 1.344171
iter 100 value 1.294056
final value 1.294056
stopped after 100 iterations
# weights: 43
initial value 169.574686
iter 10 value 11.412594
iter 20 value 2.901012
iter 30 value 2.030728
iter 40 value 1.956527
iter 50 value 1.893633
iter 60 value 1.711281
iter 70 value 1.661909
iter 80 value 1.602205
iter 90 value 1.557086
iter 100 value 1.358515
final value 1.358515
stopped after 100 iterations
# weights: 11
initial value 168.787811
iter 10 value 28.930638
iter 20 value 7.037895
iter 30 value 3.966849
iter 40 value 2.614086
iter 50 value 1.552510
iter 60 value 1.294782
iter 70 value 1.157308
iter 80 value 0.997606
iter 90 value 0.866347
iter 100 value 0.805239
final value 0.805239
stopped after 100 iterations
# weights: 27
initial value 168.492173
iter 10 value 12.178641
iter 20 value 0.125174
iter 30 value 0.006442
iter 40 value 0.000155
final value 0.000097
converged
# weights: 43
initial value 197.191296
iter 10 value 36.301524
iter 20 value 3.565818
iter 30 value 0.170650
iter 40 value 0.005616
iter 50 value 0.000143
final value 0.000079
converged
# weights: 11
initial value 179.767875
iter 10 value 90.827198
iter 20 value 60.368704
iter 30 value 60.056070
final value 60.055799
converged
# weights: 27
initial value 171.743984
iter 10 value 44.619329
iter 20 value 40.440393
iter 30 value 39.440209
iter 40 value 39.173244
iter 50 value 39.107563
final value 39.106614
converged
# weights: 43
initial value 181.567106
iter 10 value 61.388470
iter 20 value 43.149264
iter 30 value 40.124211
iter 40 value 38.795559
iter 50 value 38.340093
iter 60 value 38.039959
iter 70 value 37.907801
iter 80 value 37.898986
iter 90 value 37.895496
iter 100 value 37.895147
final value 37.895147
stopped after 100 iterations
# weights: 11
initial value 166.495405
iter 10 value 68.952917
iter 20 value 68.851705
iter 30 value 68.740205
iter 40 value 68.715357
iter 50 value 25.151161
iter 60 value 4.763611
iter 70 value 2.589571
iter 80 value 2.405354
iter 90 value 2.397202
iter 90 value 2.397202
final value 2.397202
converged
# weights: 27
initial value 189.645368
iter 10 value 37.783485
iter 20 value 1.014809
iter 30 value 0.663807
iter 40 value 0.591972
iter 50 value 0.534580
iter 60 value 0.502713
iter 70 value 0.439378
iter 80 value 0.414708
iter 90 value 0.368170
iter 100 value 0.354734
final value 0.354734
stopped after 100 iterations
# weights: 43
initial value 188.859670
iter 10 value 13.753898
iter 20 value 0.742935
iter 30 value 0.633057
iter 40 value 0.594449
iter 50 value 0.556135
iter 60 value 0.525046
iter 70 value 0.488874
iter 80 value 0.469589
iter 90 value 0.462915
iter 100 value 0.453053
final value 0.453053
stopped after 100 iterations
# weights: 11
initial value 169.669456
iter 10 value 72.568071
iter 20 value 71.160868
final value 71.156403
converged
# weights: 27
initial value 182.668991
iter 10 value 8.984183
iter 20 value 6.489030
iter 30 value 6.470259
iter 40 value 6.456151
iter 50 value 6.443708
iter 60 value 6.430545
iter 70 value 6.402886
iter 80 value 6.368718
iter 90 value 6.321755
iter 100 value 6.320740
final value 6.320740
stopped after 100 iterations
# weights: 43
initial value 200.670400
iter 10 value 7.056535
iter 20 value 6.405248
iter 30 value 6.373009
iter 40 value 6.360902
iter 50 value 6.327979
iter 60 value 6.278852
iter 70 value 6.127399
iter 80 value 5.573232
iter 90 value 4.833774
iter 100 value 4.174007
final value 4.174007
stopped after 100 iterations
# weights: 11
initial value 181.427242
iter 10 value 76.257870
iter 20 value 60.905971
final value 60.895471
converged
# weights: 27
initial value 173.597579
iter 10 value 75.435676
iter 20 value 44.467437
iter 30 value 42.910652
iter 40 value 42.191619
iter 50 value 41.961285
iter 60 value 41.638913
iter 70 value 41.266513
iter 80 value 41.236898
final value 41.236895
converged
# weights: 43
initial value 171.323829
iter 10 value 80.655780
iter 20 value 43.082721
iter 30 value 41.600401
iter 40 value 40.903208
iter 50 value 40.337389
iter 60 value 40.038066
iter 70 value 40.010096
iter 80 value 40.005329
iter 90 value 39.999218
iter 100 value 39.975491
final value 39.975491
stopped after 100 iterations
# weights: 11
initial value 171.969281
iter 10 value 78.950688
iter 20 value 42.141362
iter 30 value 8.725609
iter 40 value 7.266330
iter 50 value 7.244293
iter 60 value 7.240987
iter 70 value 7.233707
iter 80 value 7.233239
iter 90 value 7.233024
iter 100 value 7.232845
final value 7.232845
stopped after 100 iterations
# weights: 27
initial value 198.622029
iter 10 value 44.716709
iter 20 value 7.327880
iter 30 value 6.814845
iter 40 value 6.771341
iter 50 value 6.735883
iter 60 value 6.693731
iter 70 value 6.664902
iter 80 value 6.608905
iter 90 value 6.574174
iter 100 value 6.564944
final value 6.564944
stopped after 100 iterations
# weights: 43
initial value 164.708511
iter 10 value 66.784579
iter 20 value 7.489308
iter 30 value 7.126260
iter 40 value 6.859844
iter 50 value 6.583965
iter 60 value 6.523545
iter 70 value 6.504357
iter 80 value 6.500299
iter 90 value 6.493510
iter 100 value 6.468300
final value 6.468300
stopped after 100 iterations
# weights: 11
initial value 168.619151
iter 10 value 60.442781
iter 20 value 7.077175
iter 30 value 5.387779
iter 40 value 5.129880
iter 50 value 5.092101
iter 60 value 5.051568
iter 70 value 5.016101
iter 80 value 4.997232
iter 90 value 4.990326
iter 100 value 4.988192
final value 4.988192
stopped after 100 iterations
# weights: 27
initial value 169.792524
iter 10 value 12.243239
iter 20 value 5.117355
iter 30 value 5.078936
iter 40 value 5.069075
iter 50 value 5.011111
iter 60 value 4.667242
iter 70 value 4.498649
iter 80 value 4.325448
iter 90 value 4.037374
iter 100 value 2.730380
final value 2.730380
stopped after 100 iterations
# weights: 43
initial value 158.151775
iter 10 value 14.621271
iter 20 value 5.277673
iter 30 value 4.947859
iter 40 value 4.722756
iter 50 value 4.372129
iter 60 value 4.219987
iter 70 value 4.126174
iter 80 value 4.114377
iter 90 value 3.715359
iter 100 value 2.983044
final value 2.983044
stopped after 100 iterations
# weights: 11
initial value 191.942294
iter 10 value 84.318943
iter 20 value 65.245210
iter 30 value 58.912438
final value 58.910553
converged
# weights: 27
initial value 196.027207
iter 10 value 80.712782
iter 20 value 60.240383
iter 30 value 42.619151
iter 40 value 41.490659
iter 50 value 41.058983
iter 60 value 41.045367
iter 70 value 41.044449
iter 70 value 41.044449
iter 70 value 41.044449
final value 41.044449
converged
# weights: 43
initial value 169.447696
iter 10 value 48.264930
iter 20 value 39.275557
iter 30 value 38.379245
iter 40 value 38.233333
iter 50 value 38.197771
iter 60 value 38.194540
iter 70 value 38.194185
final value 38.194173
converged
# weights: 11
initial value 170.080799
iter 10 value 34.724874
iter 20 value 8.250039
iter 30 value 6.712464
iter 40 value 6.092358
iter 50 value 5.990279
iter 60 value 5.862804
iter 70 value 5.736278
iter 80 value 5.712342
iter 90 value 5.705225
iter 100 value 5.687176
final value 5.687176
stopped after 100 iterations
# weights: 27
initial value 169.800548
iter 10 value 10.305594
iter 20 value 5.606017
iter 30 value 5.414925
iter 40 value 5.231110
iter 50 value 5.151464
iter 60 value 5.102154
iter 70 value 5.033469
iter 80 value 4.948614
iter 90 value 4.880418
iter 100 value 4.800801
final value 4.800801
stopped after 100 iterations
# weights: 43
initial value 155.572294
iter 10 value 34.433040
iter 20 value 5.479323
iter 30 value 5.146437
iter 40 value 4.911794
iter 50 value 4.688103
iter 60 value 4.428039
iter 70 value 4.076311
iter 80 value 3.264239
iter 90 value 2.876249
iter 100 value 2.109493
final value 2.109493
stopped after 100 iterations
# weights: 11
initial value 167.181888
iter 10 value 23.906916
iter 20 value 7.795411
iter 30 value 6.150115
iter 40 value 5.632772
iter 50 value 5.465634
iter 60 value 5.439530
iter 70 value 5.162971
iter 80 value 5.154782
iter 90 value 4.483770
iter 100 value 3.833306
final value 3.833306
stopped after 100 iterations
# weights: 27
initial value 183.325592
iter 10 value 66.417054
iter 20 value 34.053693
iter 30 value 9.394094
iter 40 value 5.574768
iter 50 value 4.251200
iter 60 value 0.223174
iter 70 value 0.000725
iter 80 value 0.000466
iter 90 value 0.000465
iter 100 value 0.000455
final value 0.000455
stopped after 100 iterations
# weights: 43
initial value 164.277436
iter 10 value 12.925768
iter 20 value 4.575718
iter 30 value 0.002147
final value 0.000051
converged
# weights: 11
initial value 175.342110
iter 10 value 90.133884
iter 20 value 63.256772
iter 30 value 61.252907
final value 61.252883
converged
# weights: 27
initial value 178.344046
iter 10 value 62.530780
iter 20 value 43.251646
iter 30 value 42.738892
iter 40 value 42.704536
iter 50 value 42.702638
iter 60 value 42.702464
final value 42.702447
converged
# weights: 43
initial value 169.186038
iter 10 value 66.654874
iter 20 value 44.168861
iter 30 value 40.564879
iter 40 value 39.990261
iter 50 value 39.831878
iter 60 value 39.778171
iter 70 value 39.768191
iter 80 value 39.752791
iter 90 value 39.732323
iter 100 value 39.720503
final value 39.720503
stopped after 100 iterations
# weights: 11
initial value 170.904634
iter 10 value 60.424683
iter 20 value 15.867698
iter 30 value 7.420905
iter 40 value 7.157254
iter 50 value 7.044548
iter 60 value 7.043767
iter 70 value 7.043537
iter 80 value 7.043451
iter 80 value 7.043451
final value 7.043451
converged
# weights: 27
initial value 177.775841
iter 10 value 16.740595
iter 20 value 7.578382
iter 30 value 6.400160
iter 40 value 5.806946
iter 50 value 4.775677
iter 60 value 3.559742
iter 70 value 3.301246
iter 80 value 2.791108
iter 90 value 2.682788
iter 100 value 2.591126
final value 2.591126
stopped after 100 iterations
# weights: 43
initial value 177.523410
iter 10 value 21.010333
iter 20 value 5.894965
iter 30 value 4.552188
iter 40 value 3.816796
iter 50 value 3.266384
iter 60 value 3.089499
iter 70 value 2.931053
iter 80 value 2.862243
iter 90 value 2.803323
iter 100 value 2.733586
final value 2.733586
stopped after 100 iterations
# weights: 11
initial value 166.110646
iter 10 value 36.032987
iter 20 value 7.949884
iter 30 value 4.777841
iter 40 value 4.041547
iter 50 value 3.459920
iter 60 value 2.789207
iter 70 value 2.567998
iter 80 value 2.449176
iter 90 value 2.258307
iter 100 value 2.169407
final value 2.169407
stopped after 100 iterations
# weights: 27
initial value 171.687303
iter 10 value 18.671034
iter 20 value 1.034476
iter 30 value 0.000284
final value 0.000061
converged
# weights: 43
initial value 163.385593
iter 10 value 27.597605
iter 20 value 5.041188
iter 30 value 0.193899
iter 40 value 0.000278
final value 0.000085
converged
# weights: 11
initial value 173.096951
iter 10 value 73.996867
iter 20 value 60.303631
final value 60.303613
converged
# weights: 27
initial value 200.108296
iter 10 value 86.073010
iter 20 value 43.639758
iter 30 value 42.659513
iter 40 value 42.512237
iter 50 value 42.143434
iter 60 value 39.820857
iter 70 value 39.699695
final value 39.696489
converged
# weights: 43
initial value 185.683321
iter 10 value 68.426070
iter 20 value 41.077015
iter 30 value 39.840518
iter 40 value 38.987827
iter 50 value 38.678274
iter 60 value 38.594608
iter 70 value 38.508923
iter 80 value 38.480430
iter 90 value 38.465040
iter 100 value 38.459730
final value 38.459730
stopped after 100 iterations
# weights: 11
initial value 170.226917
iter 10 value 75.496073
iter 20 value 45.968205
iter 30 value 7.520510
iter 40 value 4.796659
iter 50 value 4.412119
iter 60 value 4.305770
iter 70 value 4.220841
iter 80 value 4.040873
iter 90 value 4.015240
iter 100 value 4.012172
final value 4.012172
stopped after 100 iterations
# weights: 27
initial value 166.862371
iter 10 value 8.470310
iter 20 value 4.456222
iter 30 value 2.192032
iter 40 value 1.321437
iter 50 value 1.224294
iter 60 value 1.127290
iter 70 value 0.973887
iter 80 value 0.919222
iter 90 value 0.877586
iter 100 value 0.775717
final value 0.775717
stopped after 100 iterations
# weights: 43
initial value 170.832165
iter 10 value 75.030589
iter 20 value 24.602320
iter 30 value 16.833327
iter 40 value 8.055174
iter 50 value 3.169545
iter 60 value 2.188672
iter 70 value 2.069049
iter 80 value 1.706715
iter 90 value 1.233562
iter 100 value 0.935117
final value 0.935117
stopped after 100 iterations
# weights: 11
initial value 181.946771
iter 10 value 73.482894
iter 20 value 72.547821
final value 72.547003
converged
# weights: 27
initial value 183.325364
iter 10 value 47.050293
iter 20 value 7.936648
iter 30 value 7.492802
iter 40 value 7.395417
iter 50 value 7.342588
iter 60 value 7.283558
iter 70 value 7.243080
iter 80 value 7.209361
iter 90 value 7.197232
iter 100 value 7.184405
final value 7.184405
stopped after 100 iterations
# weights: 43
initial value 168.712978
iter 10 value 18.982930
iter 20 value 7.584899
iter 30 value 5.584823
iter 40 value 5.170527
iter 50 value 3.431787
iter 60 value 3.161880
iter 70 value 3.007415
iter 80 value 2.980076
iter 90 value 2.923145
iter 100 value 2.880247
final value 2.880247
stopped after 100 iterations
# weights: 11
initial value 165.927677
iter 10 value 114.600342
iter 20 value 71.579968
iter 30 value 60.959118
final value 60.943854
converged
# weights: 27
initial value 167.209880
iter 10 value 57.487336
iter 20 value 42.729596
iter 30 value 41.313516
iter 40 value 41.057478
iter 50 value 40.974671
iter 60 value 40.959156
final value 40.959073
converged
# weights: 43
initial value 184.500104
iter 10 value 78.993351
iter 20 value 44.949601
iter 30 value 41.297973
iter 40 value 40.095749
iter 50 value 39.904563
iter 60 value 39.840207
iter 70 value 39.806566
iter 80 value 39.799018
iter 90 value 39.790067
iter 100 value 39.723806
final value 39.723806
stopped after 100 iterations
# weights: 11
initial value 162.133896
iter 10 value 29.404131
iter 20 value 8.326731
iter 30 value 8.120563
iter 40 value 8.038511
iter 50 value 7.996006
iter 60 value 7.986650
iter 70 value 7.977022
iter 80 value 7.970175
iter 90 value 7.969128
iter 100 value 7.967587
final value 7.967587
stopped after 100 iterations
# weights: 27
initial value 168.352759
iter 10 value 42.211761
iter 20 value 7.864610
iter 30 value 7.655034
iter 40 value 7.478849
iter 50 value 6.981996
iter 60 value 5.949162
iter 70 value 5.038935
iter 80 value 4.587548
iter 90 value 4.487433
iter 100 value 4.096346
final value 4.096346
stopped after 100 iterations
# weights: 43
initial value 173.031673
iter 10 value 32.081766
iter 20 value 6.808030
iter 30 value 5.790205
iter 40 value 4.304525
iter 50 value 2.520997
iter 60 value 1.779940
iter 70 value 1.636299
iter 80 value 1.478061
iter 90 value 1.309267
iter 100 value 1.122602
final value 1.122602
stopped after 100 iterations
# weights: 11
initial value 190.119161
iter 10 value 47.607985
iter 20 value 9.645033
iter 30 value 6.554576
iter 40 value 6.478204
iter 50 value 6.427783
iter 60 value 6.425417
iter 70 value 6.422195
iter 80 value 6.419451
iter 90 value 6.416670
iter 100 value 6.411674
final value 6.411674
stopped after 100 iterations
# weights: 27
initial value 163.997713
iter 10 value 55.803802
iter 20 value 7.400427
iter 30 value 7.076337
iter 40 value 6.862865
iter 50 value 6.844641
iter 60 value 6.840428
iter 70 value 6.802164
iter 80 value 6.340526
iter 90 value 5.669290
iter 100 value 5.028809
final value 5.028809
stopped after 100 iterations
# weights: 43
initial value 193.876351
iter 10 value 10.535925
iter 20 value 6.493270
iter 30 value 5.736192
iter 40 value 3.675218
iter 50 value 3.303991
iter 60 value 3.223214
iter 70 value 3.139981
iter 80 value 3.139812
iter 90 value 3.139518
final value 3.139489
converged
# weights: 11
initial value 171.535154
iter 10 value 100.111810
iter 20 value 62.157142
iter 30 value 60.813706
final value 60.812360
converged
# weights: 27
initial value 164.099413
iter 10 value 50.836951
iter 20 value 42.950847
iter 30 value 42.722295
iter 40 value 42.690084
iter 50 value 42.687848
iter 60 value 42.682473
iter 70 value 42.682348
final value 42.682339
converged
# weights: 43
initial value 202.002684
iter 10 value 50.894247
iter 20 value 40.761832
iter 30 value 39.929107
iter 40 value 39.861451
iter 50 value 39.854649
iter 60 value 39.851576
iter 70 value 39.850932
iter 80 value 39.850503
iter 80 value 39.850503
iter 80 value 39.850503
final value 39.850503
converged
# weights: 11
initial value 168.222008
iter 10 value 118.979480
iter 20 value 71.455540
iter 30 value 71.171841
iter 40 value 32.319905
iter 50 value 12.417573
iter 60 value 8.009931
iter 70 value 7.720998
iter 80 value 7.585921
iter 90 value 7.529692
iter 100 value 7.514164
final value 7.514164
stopped after 100 iterations
# weights: 27
initial value 175.029594
iter 10 value 44.417904
iter 20 value 7.208101
iter 30 value 6.370275
iter 40 value 6.214881
iter 50 value 5.991592
iter 60 value 5.725317
iter 70 value 5.636851
iter 80 value 5.465002
iter 90 value 5.349171
iter 100 value 5.267538
final value 5.267538
stopped after 100 iterations
# weights: 43
initial value 185.156818
iter 10 value 9.475054
iter 20 value 6.753043
iter 30 value 6.099981
iter 40 value 6.037449
iter 50 value 5.946278
iter 60 value 5.908818
iter 70 value 5.797549
iter 80 value 5.256293
iter 90 value 4.683354
iter 100 value 4.579701
final value 4.579701
stopped after 100 iterations
# weights: 11
initial value 186.539092
iter 10 value 54.073188
iter 20 value 9.752500
iter 30 value 8.268596
iter 40 value 8.195942
iter 50 value 8.171356
iter 60 value 8.155285
iter 70 value 8.136159
iter 80 value 8.075783
iter 90 value 8.035125
iter 100 value 8.011943
final value 8.011943
stopped after 100 iterations
# weights: 27
initial value 173.477277
iter 10 value 50.535396
iter 20 value 9.786491
iter 30 value 6.684997
iter 40 value 5.513197
iter 50 value 4.828592
iter 60 value 4.656993
iter 70 value 4.618901
iter 80 value 4.604057
iter 90 value 4.571110
iter 100 value 4.539223
final value 4.539223
stopped after 100 iterations
# weights: 43
initial value 170.205915
iter 10 value 15.062658
iter 20 value 8.143722
iter 30 value 6.468654
iter 40 value 5.235036
iter 50 value 4.361913
iter 60 value 4.095222
iter 70 value 4.082497
iter 80 value 4.051574
iter 90 value 4.036841
iter 100 value 4.036347
final value 4.036347
stopped after 100 iterations
# weights: 11
initial value 167.070528
iter 10 value 118.508326
iter 20 value 60.965572
iter 30 value 60.881616
final value 60.881432
converged
# weights: 27
initial value 176.947544
iter 10 value 87.900874
iter 20 value 45.500569
iter 30 value 42.715899
iter 40 value 42.512202
iter 50 value 42.372609
iter 60 value 42.206976
iter 70 value 42.185902
final value 42.185851
converged
# weights: 43
initial value 178.829604
iter 10 value 72.615567
iter 20 value 42.447026
iter 30 value 41.143884
iter 40 value 40.964980
iter 50 value 40.929148
iter 60 value 40.923957
iter 70 value 40.921977
iter 80 value 40.921150
final value 40.921124
converged
# weights: 11
initial value 196.341301
iter 10 value 70.913247
iter 20 value 25.112699
iter 30 value 11.964617
iter 40 value 9.479892
iter 50 value 9.239484
iter 60 value 9.122266
iter 70 value 8.998861
iter 80 value 8.998834
iter 90 value 8.998813
final value 8.998785
converged
# weights: 27
initial value 176.849766
iter 10 value 54.678245
iter 20 value 8.936949
iter 30 value 8.307123
iter 40 value 7.556846
iter 50 value 7.221680
iter 60 value 7.204318
iter 70 value 7.189208
iter 80 value 7.178958
iter 90 value 7.119867
iter 100 value 7.103567
final value 7.103567
stopped after 100 iterations
# weights: 43
initial value 205.956817
iter 10 value 18.626977
iter 20 value 9.274819
iter 30 value 8.519169
iter 40 value 7.756061
iter 50 value 7.614917
iter 60 value 7.535628
iter 70 value 7.097207
iter 80 value 6.214457
iter 90 value 6.019167
iter 100 value 5.906574
final value 5.906574
stopped after 100 iterations
# weights: 11
initial value 164.890629
iter 10 value 16.276112
iter 20 value 2.713325
iter 30 value 1.518212
iter 40 value 0.756472
iter 50 value 0.177258
iter 60 value 0.116559
iter 70 value 0.064471
iter 80 value 0.046707
iter 90 value 0.043031
iter 100 value 0.041427
final value 0.041427
stopped after 100 iterations
# weights: 27
initial value 185.674901
iter 10 value 59.461703
iter 20 value 0.494800
iter 30 value 0.000297
final value 0.000070
converged
# weights: 43
initial value 164.791102
iter 10 value 9.177768
iter 20 value 0.014946
final value 0.000063
converged
# weights: 11
initial value 171.809287
iter 10 value 83.955315
iter 20 value 54.012480
iter 30 value 53.979627
final value 53.979608
converged
# weights: 27
initial value 171.393049
iter 10 value 61.316351
iter 20 value 39.731378
iter 30 value 36.055572
iter 40 value 35.509836
iter 50 value 35.338859
iter 60 value 35.219708
iter 70 value 35.210956
final value 35.210943
converged
# weights: 43
initial value 184.589822
iter 10 value 60.992322
iter 20 value 35.659854
iter 30 value 34.008820
iter 40 value 33.962730
iter 50 value 33.954912
iter 60 value 33.952884
iter 70 value 33.952698
iter 80 value 33.952684
final value 33.952676
converged
# weights: 11
initial value 161.892576
iter 10 value 21.936484
iter 20 value 2.243437
iter 30 value 1.454521
iter 40 value 1.329060
iter 50 value 1.270511
iter 60 value 1.230896
iter 70 value 1.227650
iter 80 value 1.224243
iter 90 value 1.219539
iter 100 value 1.215857
final value 1.215857
stopped after 100 iterations
# weights: 27
initial value 183.768452
iter 10 value 14.049998
iter 20 value 1.810207
iter 30 value 1.105343
iter 40 value 0.922398
iter 50 value 0.463860
iter 60 value 0.382521
iter 70 value 0.332885
iter 80 value 0.286737
iter 90 value 0.258028
iter 100 value 0.235150
final value 0.235150
stopped after 100 iterations
# weights: 43
initial value 174.042716
iter 10 value 18.461442
iter 20 value 0.448087
iter 30 value 0.346637
iter 40 value 0.307736
iter 50 value 0.282399
iter 60 value 0.260534
iter 70 value 0.248216
iter 80 value 0.241948
iter 90 value 0.240029
iter 100 value 0.233740
final value 0.233740
stopped after 100 iterations
# weights: 11
initial value 174.025250
iter 10 value 22.107426
iter 20 value 6.253284
iter 30 value 5.843212
iter 40 value 5.824680
iter 50 value 5.810282
iter 60 value 5.802959
iter 70 value 5.800596
iter 80 value 5.798112
iter 90 value 5.797744
iter 100 value 5.786727
final value 5.786727
stopped after 100 iterations
# weights: 27
initial value 171.322404
iter 10 value 71.278967
iter 20 value 8.859646
iter 30 value 5.934813
iter 40 value 5.763767
iter 50 value 5.630502
iter 60 value 5.523829
iter 70 value 5.400539
iter 80 value 5.256756
iter 90 value 3.663681
iter 100 value 3.527301
final value 3.527301
stopped after 100 iterations
# weights: 43
initial value 157.613900
iter 10 value 8.678044
iter 20 value 5.894698
iter 30 value 5.828544
iter 40 value 4.299785
iter 50 value 2.615291
iter 60 value 2.503708
final value 2.502013
converged
# weights: 11
initial value 174.309062
iter 10 value 93.269407
iter 20 value 70.210734
iter 30 value 60.354068
final value 60.339144
converged
# weights: 27
initial value 174.330914
iter 10 value 56.988979
iter 20 value 43.680215
iter 30 value 40.876804
iter 40 value 40.153135
iter 50 value 40.052281
iter 60 value 40.046217
final value 40.045561
converged
# weights: 43
initial value 180.902622
iter 10 value 76.668697
iter 20 value 45.953253
iter 30 value 39.321226
iter 40 value 39.198378
iter 50 value 39.110814
iter 60 value 39.087028
iter 70 value 39.086109
iter 80 value 39.085978
final value 39.085953
converged
# weights: 11
initial value 164.487546
iter 10 value 33.113823
iter 20 value 8.195850
iter 30 value 7.693796
iter 40 value 7.481242
iter 50 value 7.365687
iter 60 value 7.192962
iter 70 value 7.090520
iter 80 value 7.046212
iter 90 value 6.895138
iter 100 value 6.862655
final value 6.862655
stopped after 100 iterations
# weights: 27
initial value 168.738728
iter 10 value 12.251784
iter 20 value 6.478451
iter 30 value 6.242410
iter 40 value 5.978151
iter 50 value 5.905872
iter 60 value 5.764399
iter 70 value 4.842159
iter 80 value 2.343663
iter 90 value 1.152636
iter 100 value 1.091949
final value 1.091949
stopped after 100 iterations
# weights: 43
initial value 168.473720
iter 10 value 8.117597
iter 20 value 6.335058
iter 30 value 5.989135
iter 40 value 5.703217
iter 50 value 5.356362
iter 60 value 4.790992
iter 70 value 3.333801
iter 80 value 1.413494
iter 90 value 1.113265
iter 100 value 1.031687
final value 1.031687
stopped after 100 iterations
# weights: 11
initial value 165.552394
iter 10 value 63.966115
iter 20 value 53.926189
iter 30 value 10.937717
iter 40 value 6.175300
iter 50 value 5.154945
iter 60 value 5.000262
iter 70 value 4.751853
iter 80 value 4.677489
iter 90 value 4.670695
iter 100 value 4.665012
final value 4.665012
stopped after 100 iterations
# weights: 27
initial value 166.895959
iter 10 value 28.576758
iter 20 value 4.576033
iter 30 value 4.494553
iter 40 value 4.447567
iter 50 value 4.436856
iter 60 value 4.435320
iter 70 value 4.434824
iter 80 value 4.428229
iter 90 value 4.425908
iter 100 value 4.414693
final value 4.414693
stopped after 100 iterations
# weights: 43
initial value 164.849183
iter 10 value 8.804434
iter 20 value 4.655153
iter 30 value 4.586184
iter 40 value 4.482438
iter 50 value 4.464450
iter 60 value 4.453955
iter 70 value 4.442076
iter 80 value 4.429160
iter 90 value 4.413190
iter 100 value 4.413048
final value 4.413048
stopped after 100 iterations
# weights: 11
initial value 169.762769
iter 10 value 72.109474
iter 20 value 59.151180
final value 59.150578
converged
# weights: 27
initial value 189.115710
iter 10 value 71.747643
iter 20 value 42.171325
iter 30 value 40.448976
iter 40 value 40.100871
iter 50 value 39.991964
iter 60 value 39.405251
iter 70 value 39.194079
iter 80 value 39.157239
final value 39.157236
converged
# weights: 43
initial value 176.295371
iter 10 value 70.906793
iter 20 value 41.786860
iter 30 value 39.429825
iter 40 value 38.767382
iter 50 value 38.310832
iter 60 value 38.200205
iter 70 value 38.124207
iter 80 value 38.110044
iter 90 value 38.067228
iter 100 value 38.006368
final value 38.006368
stopped after 100 iterations
# weights: 11
initial value 172.252998
iter 10 value 111.870615
iter 20 value 17.365270
iter 30 value 6.126196
iter 40 value 5.735609
iter 50 value 5.579504
iter 60 value 5.543038
iter 70 value 5.519972
iter 80 value 5.513098
iter 90 value 5.512046
iter 100 value 5.511352
final value 5.511352
stopped after 100 iterations
# weights: 27
initial value 167.815845
iter 10 value 67.841157
iter 20 value 5.899157
iter 30 value 4.774292
iter 40 value 4.318579
iter 50 value 3.699953
iter 60 value 1.580330
iter 70 value 0.831906
iter 80 value 0.791739
iter 90 value 0.774633
iter 100 value 0.761210
final value 0.761210
stopped after 100 iterations
# weights: 43
initial value 168.816646
iter 10 value 11.134608
iter 20 value 4.969956
iter 30 value 4.750646
iter 40 value 3.443510
iter 50 value 1.921579
iter 60 value 1.124313
iter 70 value 1.049013
iter 80 value 0.968444
iter 90 value 0.940201
iter 100 value 0.863266
final value 0.863266
stopped after 100 iterations
# weights: 11
initial value 173.842559
iter 10 value 66.634113
iter 20 value 13.440569
iter 30 value 3.344170
iter 40 value 1.365139
iter 50 value 0.138523
iter 60 value 0.016776
iter 70 value 0.009387
iter 80 value 0.008306
iter 90 value 0.007180
iter 100 value 0.006853
final value 0.006853
stopped after 100 iterations
# weights: 27
initial value 190.255890
iter 10 value 17.736778
iter 20 value 0.043300
iter 30 value 0.000242
final value 0.000058
converged
# weights: 43
initial value 175.751296
iter 10 value 35.245048
iter 20 value 0.103348
iter 30 value 0.000123
iter 30 value 0.000058
iter 30 value 0.000058
final value 0.000058
converged
# weights: 11
initial value 167.567579
iter 10 value 86.750666
iter 20 value 58.308621
final value 57.836539
converged
# weights: 27
initial value 169.716982
iter 10 value 88.653845
iter 20 value 42.007854
iter 30 value 38.204885
iter 40 value 37.252528
iter 50 value 36.797622
iter 60 value 36.750096
final value 36.750004
converged
# weights: 43
initial value 204.783452
iter 10 value 68.226985
iter 20 value 43.058174
iter 30 value 36.154125
iter 40 value 35.721509
iter 50 value 35.604185
iter 60 value 35.515271
iter 70 value 35.485387
iter 80 value 35.478517
iter 90 value 35.478028
iter 100 value 35.475314
final value 35.475314
stopped after 100 iterations
# weights: 11
initial value 178.020911
iter 10 value 71.090721
iter 20 value 70.889797
iter 30 value 70.871571
iter 40 value 70.200368
iter 50 value 54.003435
iter 60 value 10.228181
iter 70 value 1.713622
iter 80 value 1.225105
iter 90 value 1.018711
iter 100 value 0.942633
final value 0.942633
stopped after 100 iterations
# weights: 27
initial value 170.307623
iter 10 value 75.243483
iter 20 value 59.911692
iter 30 value 10.097790
iter 40 value 5.219239
iter 50 value 4.891664
iter 60 value 4.413570
iter 70 value 2.536020
iter 80 value 2.036163
iter 90 value 1.863115
iter 100 value 0.961294
final value 0.961294
stopped after 100 iterations
# weights: 43
initial value 167.094293
iter 10 value 67.161932
iter 20 value 5.783426
iter 30 value 0.455097
iter 40 value 0.407067
iter 50 value 0.323897
iter 60 value 0.282772
iter 70 value 0.226106
iter 80 value 0.204350
iter 90 value 0.197079
iter 100 value 0.190671
final value 0.190671
stopped after 100 iterations
# weights: 11
initial value 164.645509
iter 10 value 62.980557
iter 20 value 59.895549
iter 30 value 25.647930
iter 40 value 5.572932
iter 50 value 3.343308
iter 60 value 0.738291
iter 70 value 0.047094
iter 80 value 0.040312
iter 90 value 0.038876
iter 100 value 0.038131
final value 0.038131
stopped after 100 iterations
# weights: 27
initial value 189.186266
iter 10 value 14.956830
iter 20 value 0.905730
iter 30 value 0.015563
iter 40 value 0.003850
iter 50 value 0.002068
final value 0.000051
converged
# weights: 43
initial value 182.003035
iter 10 value 29.251136
iter 20 value 0.561346
iter 30 value 0.001705
final value 0.000062
converged
# weights: 11
initial value 186.894219
iter 10 value 90.153476
iter 20 value 61.770548
iter 30 value 56.891482
final value 56.890142
converged
# weights: 27
initial value 167.092963
iter 10 value 70.681724
iter 20 value 39.748117
iter 30 value 36.490464
iter 40 value 36.317459
iter 50 value 36.300167
iter 60 value 36.298189
final value 36.298120
converged
# weights: 43
initial value 167.217484
iter 10 value 61.713822
iter 20 value 43.644935
iter 30 value 38.715999
iter 40 value 36.034146
iter 50 value 35.354835
iter 60 value 35.299875
iter 70 value 35.200092
iter 80 value 35.132602
iter 90 value 35.107809
iter 100 value 35.106765
final value 35.106765
stopped after 100 iterations
# weights: 11
initial value 175.072908
iter 10 value 68.512884
iter 20 value 63.635912
iter 30 value 63.332755
iter 40 value 63.037660
iter 50 value 62.076351
iter 60 value 49.571576
iter 70 value 11.402063
iter 80 value 3.068962
iter 90 value 2.254439
iter 100 value 2.075802
final value 2.075802
stopped after 100 iterations
# weights: 27
initial value 165.638078
iter 10 value 8.660469
iter 20 value 0.724722
iter 30 value 0.656959
iter 40 value 0.616132
iter 50 value 0.503326
iter 60 value 0.474322
iter 70 value 0.447024
iter 80 value 0.431284
iter 90 value 0.405835
iter 100 value 0.367143
final value 0.367143
stopped after 100 iterations
# weights: 43
initial value 176.691748
iter 10 value 14.626812
iter 20 value 1.302993
iter 30 value 1.079591
iter 40 value 0.823107
iter 50 value 0.607446
iter 60 value 0.567161
iter 70 value 0.529723
iter 80 value 0.496918
iter 90 value 0.446626
iter 100 value 0.422963
final value 0.422963
stopped after 100 iterations
# weights: 11
initial value 166.037162
iter 10 value 27.455024
iter 20 value 1.070536
iter 30 value 0.050095
iter 40 value 0.033210
iter 50 value 0.031390
iter 60 value 0.030714
iter 70 value 0.029048
iter 80 value 0.027941
iter 90 value 0.026435
iter 100 value 0.025804
final value 0.025804
stopped after 100 iterations
# weights: 27
initial value 171.039096
iter 10 value 63.453033
iter 20 value 59.592090
iter 30 value 36.253684
iter 40 value 8.054131
iter 50 value 0.416757
iter 60 value 0.071435
iter 70 value 0.012302
iter 80 value 0.001650
iter 90 value 0.000119
final value 0.000092
converged
# weights: 43
initial value 167.613495
iter 10 value 5.278094
iter 20 value 0.019492
iter 30 value 0.001096
final value 0.000080
converged
# weights: 11
initial value 171.457210
iter 10 value 124.368758
iter 20 value 70.604706
iter 30 value 55.797451
iter 40 value 55.777818
final value 55.777817
converged
# weights: 27
initial value 184.429413
iter 10 value 87.951355
iter 20 value 49.737102
iter 30 value 40.710429
iter 40 value 39.667636
iter 50 value 39.617101
iter 60 value 39.600803
iter 70 value 39.571828
iter 80 value 39.571186
final value 39.571184
converged
# weights: 43
initial value 187.541387
iter 10 value 56.984455
iter 20 value 36.803881
iter 30 value 35.955679
iter 40 value 35.578995
iter 50 value 35.556691
iter 60 value 35.548586
iter 70 value 35.541350
iter 80 value 35.539299
iter 90 value 35.538540
iter 100 value 35.538342
final value 35.538342
stopped after 100 iterations
# weights: 11
initial value 167.228393
iter 10 value 79.094673
iter 20 value 2.998073
iter 30 value 1.429160
iter 40 value 1.407330
iter 50 value 1.404947
iter 60 value 1.402513
iter 70 value 1.401724
iter 80 value 1.401328
iter 90 value 1.401321
iter 100 value 1.401308
final value 1.401308
stopped after 100 iterations
# weights: 27
initial value 173.168451
iter 10 value 13.893414
iter 20 value 0.721773
iter 30 value 0.618609
iter 40 value 0.459079
iter 50 value 0.351047
iter 60 value 0.307893
iter 70 value 0.295409
iter 80 value 0.275504
iter 90 value 0.242819
iter 100 value 0.234437
final value 0.234437
stopped after 100 iterations
# weights: 43
initial value 192.483240
iter 10 value 26.007847
iter 20 value 1.542429
iter 30 value 0.417651
iter 40 value 0.366130
iter 50 value 0.314114
iter 60 value 0.295623
iter 70 value 0.277816
iter 80 value 0.262012
iter 90 value 0.256673
iter 100 value 0.248587
final value 0.248587
stopped after 100 iterations
# weights: 11
initial value 166.690688
iter 10 value 60.630894
iter 20 value 14.463561
iter 30 value 9.461816
iter 40 value 8.163884
iter 50 value 7.897629
iter 60 value 7.782699
iter 70 value 7.706202
iter 80 value 7.652826
iter 90 value 7.634903
iter 100 value 7.631729
final value 7.631729
stopped after 100 iterations
# weights: 27
initial value 167.641958
iter 10 value 71.203509
iter 20 value 70.990618
iter 30 value 67.233786
iter 40 value 9.854247
iter 50 value 7.576027
iter 60 value 7.460759
iter 70 value 6.968851
iter 80 value 6.280548
iter 90 value 5.479112
iter 100 value 5.467315
final value 5.467315
stopped after 100 iterations
# weights: 43
initial value 165.999114
iter 10 value 52.932282
iter 20 value 7.939567
iter 30 value 7.353417
iter 40 value 6.563870
iter 50 value 5.996285
iter 60 value 5.388273
iter 70 value 4.299984
iter 80 value 2.036615
iter 90 value 0.036664
final value 0.000088
converged
# weights: 11
initial value 174.252421
iter 10 value 87.525231
iter 20 value 69.071027
iter 30 value 62.889873
final value 62.880358
converged
# weights: 27
initial value 172.835361
iter 10 value 76.300333
iter 20 value 46.005573
iter 30 value 44.562043
iter 40 value 43.472326
iter 50 value 42.730185
iter 60 value 42.579629
iter 70 value 42.542775
final value 42.542687
converged
# weights: 43
initial value 178.712560
iter 10 value 69.867877
iter 20 value 43.035816
iter 30 value 41.591618
iter 40 value 41.368022
iter 50 value 41.277334
iter 60 value 41.256963
iter 70 value 41.241577
iter 80 value 41.240490
final value 41.239516
converged
# weights: 11
initial value 190.890693
iter 10 value 77.881472
iter 20 value 13.926648
iter 30 value 9.332514
iter 40 value 8.938176
iter 50 value 8.842179
iter 60 value 8.780795
iter 70 value 8.640415
iter 80 value 8.497669
iter 90 value 8.456051
iter 100 value 8.446342
final value 8.446342
stopped after 100 iterations
# weights: 27
initial value 164.851840
iter 10 value 45.989537
iter 20 value 7.887648
iter 30 value 7.836537
iter 40 value 7.779330
iter 50 value 7.746140
iter 60 value 7.740854
iter 70 value 7.735967
iter 80 value 7.730122
iter 90 value 7.723885
iter 100 value 7.719383
final value 7.719383
stopped after 100 iterations
# weights: 43
initial value 171.219502
iter 10 value 15.118874
iter 20 value 7.777856
iter 30 value 7.332867
iter 40 value 5.787135
iter 50 value 4.782248
iter 60 value 3.075437
iter 70 value 1.477629
iter 80 value 1.419819
iter 90 value 1.253889
iter 100 value 1.187806
final value 1.187806
stopped after 100 iterations
# weights: 11
initial value 165.478175
iter 10 value 67.331415
iter 20 value 65.205578
final value 65.202774
converged
# weights: 27
initial value 181.113730
iter 10 value 65.191198
iter 20 value 60.960300
iter 30 value 9.559249
iter 40 value 9.064087
iter 50 value 8.886590
iter 60 value 8.864443
iter 70 value 8.829200
iter 80 value 8.803290
iter 90 value 8.782445
iter 100 value 8.778637
final value 8.778637
stopped after 100 iterations
# weights: 43
initial value 173.348490
iter 10 value 50.177280
iter 20 value 9.130999
iter 30 value 8.902892
iter 40 value 8.521610
iter 50 value 6.087274
iter 60 value 2.925124
iter 70 value 0.015900
iter 80 value 0.003587
iter 90 value 0.001354
iter 100 value 0.000431
final value 0.000431
stopped after 100 iterations
# weights: 11
initial value 196.715491
iter 10 value 84.551634
iter 20 value 62.734992
iter 30 value 61.840003
final value 61.839994
converged
# weights: 27
initial value 200.029000
iter 10 value 69.904629
iter 20 value 48.005590
iter 30 value 44.122571
iter 40 value 42.295524
iter 50 value 42.151404
iter 60 value 42.081037
iter 70 value 42.051096
final value 42.050535
converged
# weights: 43
initial value 179.282315
iter 10 value 68.967230
iter 20 value 46.999901
iter 30 value 42.400853
iter 40 value 42.002365
iter 50 value 41.439521
iter 60 value 41.157129
iter 70 value 40.969558
iter 80 value 40.932000
iter 90 value 40.848703
iter 100 value 40.793855
final value 40.793855
stopped after 100 iterations
# weights: 11
initial value 171.626197
iter 10 value 67.094720
iter 20 value 65.841101
iter 30 value 65.679752
iter 40 value 65.583884
iter 50 value 65.435981
iter 60 value 65.403197
iter 70 value 65.284877
iter 80 value 65.278566
iter 90 value 62.423904
iter 100 value 18.678932
final value 18.678932
stopped after 100 iterations
# weights: 27
initial value 174.855713
iter 10 value 65.508708
iter 20 value 35.775568
iter 30 value 9.872403
iter 40 value 9.582717
iter 50 value 9.291182
iter 60 value 9.211146
iter 70 value 9.154624
iter 80 value 9.064033
iter 90 value 9.012291
iter 100 value 8.961634
final value 8.961634
stopped after 100 iterations
# weights: 43
initial value 186.173460
iter 10 value 39.854232
iter 20 value 9.413122
iter 30 value 8.888401
iter 40 value 8.064681
iter 50 value 3.124758
iter 60 value 1.097726
iter 70 value 0.904945
iter 80 value 0.846596
iter 90 value 0.793059
iter 100 value 0.725178
final value 0.725178
stopped after 100 iterations
# weights: 11
initial value 166.523693
iter 10 value 41.803447
iter 20 value 7.274111
iter 30 value 2.420017
iter 40 value 1.485376
iter 50 value 1.153129
iter 60 value 1.103861
iter 70 value 0.946933
iter 80 value 0.864185
iter 90 value 0.756082
iter 100 value 0.702391
final value 0.702391
stopped after 100 iterations
# weights: 27
initial value 178.954401
iter 10 value 10.102901
iter 20 value 0.203149
iter 30 value 0.000159
iter 30 value 0.000079
iter 30 value 0.000076
final value 0.000076
converged
# weights: 43
initial value 175.357630
iter 10 value 13.494485
iter 20 value 1.952272
iter 30 value 0.008359
final value 0.000092
converged
# weights: 11
initial value 189.354127
iter 10 value 72.172100
iter 20 value 58.393437
final value 58.393260
converged
# weights: 27
initial value 180.695740
iter 10 value 53.203082
iter 20 value 41.057351
iter 30 value 40.462406
iter 40 value 40.397627
final value 40.397495
converged
# weights: 43
initial value 201.267060
iter 10 value 63.509665
iter 20 value 41.443174
iter 30 value 37.909656
iter 40 value 37.400162
iter 50 value 37.195722
iter 60 value 37.086483
iter 70 value 37.048128
iter 80 value 37.027612
iter 90 value 37.027344
iter 100 value 37.027302
final value 37.027302
stopped after 100 iterations
# weights: 11
initial value 198.448656
iter 10 value 127.711233
iter 20 value 17.763024
iter 30 value 4.989118
iter 40 value 3.863225
iter 50 value 3.368039
iter 60 value 3.058343
iter 70 value 2.989649
iter 80 value 2.914137
iter 90 value 2.888131
iter 100 value 2.877180
final value 2.877180
stopped after 100 iterations
# weights: 27
initial value 200.164443
iter 10 value 30.603510
iter 20 value 5.386273
iter 30 value 2.554095
iter 40 value 1.440102
iter 50 value 0.988085
iter 60 value 0.920785
iter 70 value 0.762576
iter 80 value 0.550897
iter 90 value 0.516937
iter 100 value 0.500614
final value 0.500614
stopped after 100 iterations
# weights: 43
initial value 189.063279
iter 10 value 16.075961
iter 20 value 1.891318
iter 30 value 0.821775
iter 40 value 0.687594
iter 50 value 0.581853
iter 60 value 0.478462
iter 70 value 0.450080
iter 80 value 0.421838
iter 90 value 0.395557
iter 100 value 0.385696
final value 0.385696
stopped after 100 iterations
# weights: 11
initial value 179.030971
final value 78.156829
converged
# weights: 27
initial value 179.845231
iter 10 value 36.348679
iter 20 value 7.697864
iter 30 value 7.538600
iter 40 value 7.442448
iter 50 value 6.735555
iter 60 value 5.116471
iter 70 value 5.062961
iter 80 value 5.056930
iter 90 value 5.050400
iter 100 value 5.011308
final value 5.011308
stopped after 100 iterations
# weights: 43
initial value 170.227688
iter 10 value 30.816188
iter 20 value 7.257381
iter 30 value 4.841987
iter 40 value 0.063577
final value 0.000054
converged
# weights: 11
initial value 171.479450
iter 10 value 91.988378
iter 20 value 64.159501
iter 30 value 63.771387
final value 63.771383
converged
# weights: 27
initial value 165.134441
iter 10 value 62.611377
iter 20 value 47.136336
iter 30 value 46.646243
iter 40 value 46.285943
iter 50 value 44.899470
iter 60 value 44.813590
iter 70 value 44.807347
final value 44.807346
converged
# weights: 43
initial value 176.256776
iter 10 value 83.998511
iter 20 value 43.213314
iter 30 value 41.425964
iter 40 value 41.365740
iter 50 value 41.363622
iter 60 value 41.362424
iter 70 value 41.361730
iter 80 value 41.361438
final value 41.361397
converged
# weights: 11
initial value 165.883884
iter 10 value 78.413635
iter 20 value 78.287386
iter 30 value 78.271431
iter 40 value 78.177657
iter 50 value 74.811803
iter 60 value 27.333131
iter 70 value 10.197496
iter 80 value 8.798806
iter 90 value 8.668094
iter 100 value 8.644556
final value 8.644556
stopped after 100 iterations
# weights: 27
initial value 175.861607
iter 10 value 20.157117
iter 20 value 8.051240
iter 30 value 7.957836
iter 40 value 7.020908
iter 50 value 1.841684
iter 60 value 1.648123
iter 70 value 1.504098
iter 80 value 1.416033
iter 90 value 1.306228
iter 100 value 1.232118
final value 1.232118
stopped after 100 iterations
# weights: 43
initial value 183.258869
iter 10 value 51.265686
iter 20 value 7.807227
iter 30 value 6.984451
iter 40 value 6.435848
iter 50 value 6.224394
iter 60 value 5.430359
iter 70 value 3.629224
iter 80 value 1.675644
iter 90 value 1.258044
iter 100 value 1.140895
final value 1.140895
stopped after 100 iterations
# weights: 11
initial value 168.257685
iter 10 value 11.614930
iter 20 value 0.882741
iter 30 value 0.034137
iter 40 value 0.025077
iter 50 value 0.024050
iter 60 value 0.023620
iter 70 value 0.022699
iter 80 value 0.022127
iter 90 value 0.021760
iter 100 value 0.020843
final value 0.020843
stopped after 100 iterations
# weights: 27
initial value 164.113236
iter 10 value 18.611249
iter 20 value 0.047620
final value 0.000072
converged
# weights: 43
initial value 230.433942
iter 10 value 18.780156
iter 20 value 0.037983
iter 30 value 0.000240
final value 0.000055
converged
# weights: 11
initial value 167.911822
iter 10 value 73.163693
iter 20 value 57.175899
final value 57.167474
converged
# weights: 27
initial value 170.736422
iter 10 value 57.158186
iter 20 value 42.860232
iter 30 value 41.243871
iter 40 value 39.489037
iter 50 value 38.505691
iter 60 value 38.270810
iter 70 value 38.192527
final value 38.192323
converged
# weights: 43
initial value 164.672293
iter 10 value 55.812184
iter 20 value 38.227994
iter 30 value 37.183509
iter 40 value 36.940275
iter 50 value 36.930897
iter 60 value 36.928522
iter 70 value 36.918537
iter 80 value 36.888293
iter 90 value 36.869807
iter 100 value 36.868937
final value 36.868937
stopped after 100 iterations
# weights: 11
initial value 178.476205
iter 10 value 131.714660
iter 20 value 72.780691
iter 30 value 65.806364
iter 40 value 64.928959
iter 50 value 59.778514
iter 60 value 59.569335
iter 70 value 58.513065
iter 80 value 56.796651
iter 90 value 23.829784
iter 100 value 6.246060
final value 6.246060
stopped after 100 iterations
# weights: 27
initial value 199.504214
iter 10 value 61.907779
iter 20 value 6.106613
iter 30 value 1.221313
iter 40 value 0.904071
iter 50 value 0.697747
iter 60 value 0.534011
iter 70 value 0.467675
iter 80 value 0.422730
iter 90 value 0.388826
iter 100 value 0.361988
final value 0.361988
stopped after 100 iterations
# weights: 43
initial value 210.827038
iter 10 value 9.520955
iter 20 value 0.648584
iter 30 value 0.613521
iter 40 value 0.364182
iter 50 value 0.335689
iter 60 value 0.321904
iter 70 value 0.304623
iter 80 value 0.288649
iter 90 value 0.280829
iter 100 value 0.275291
final value 0.275291
stopped after 100 iterations
# weights: 11
initial value 185.133334
iter 10 value 27.527579
iter 20 value 8.697004
iter 30 value 4.340925
iter 40 value 3.589689
iter 50 value 1.326793
iter 60 value 1.029341
iter 70 value 0.788381
iter 80 value 0.774832
iter 90 value 0.635630
iter 100 value 0.586810
final value 0.586810
stopped after 100 iterations
# weights: 27
initial value 166.736972
iter 10 value 13.373802
iter 20 value 1.005448
iter 30 value 0.120348
iter 40 value 0.000903
final value 0.000044
converged
# weights: 43
initial value 166.885365
iter 10 value 18.943852
iter 20 value 2.992224
iter 30 value 0.004267
final value 0.000060
converged
# weights: 11
initial value 177.085058
iter 10 value 81.306549
iter 20 value 59.731277
iter 30 value 59.307279
final value 59.306719
converged
# weights: 27
initial value 167.433287
iter 10 value 64.747411
iter 20 value 41.067101
iter 30 value 39.315956
iter 40 value 39.140243
iter 50 value 39.116398
final value 39.113196
converged
# weights: 43
initial value 160.278260
iter 10 value 40.757618
iter 20 value 38.233270
iter 30 value 37.902370
iter 40 value 37.847723
iter 50 value 37.834845
iter 60 value 37.831778
iter 70 value 37.831759
final value 37.831750
converged
# weights: 11
initial value 168.718190
iter 10 value 68.158383
iter 20 value 67.528068
iter 30 value 67.444394
iter 40 value 67.356652
iter 50 value 67.341352
iter 60 value 67.257560
iter 70 value 61.783948
iter 80 value 25.767764
iter 90 value 7.279775
iter 100 value 4.109192
final value 4.109192
stopped after 100 iterations
# weights: 27
initial value 166.093018
iter 10 value 20.236405
iter 20 value 4.237416
iter 30 value 1.793384
iter 40 value 0.859942
iter 50 value 0.793144
iter 60 value 0.755550
iter 70 value 0.688119
iter 80 value 0.629399
iter 90 value 0.625736
iter 100 value 0.624593
final value 0.624593
stopped after 100 iterations
# weights: 43
initial value 173.651598
iter 10 value 16.831898
iter 20 value 5.639440
iter 30 value 1.942325
iter 40 value 1.321673
iter 50 value 1.148534
iter 60 value 0.914552
iter 70 value 0.827983
iter 80 value 0.788091
iter 90 value 0.702429
iter 100 value 0.688455
final value 0.688455
stopped after 100 iterations
# weights: 11
initial value 163.636247
iter 10 value 58.097687
iter 20 value 16.961017
iter 30 value 8.077094
iter 40 value 7.490628
iter 50 value 7.287838
iter 60 value 7.195610
iter 70 value 7.076898
iter 80 value 6.871166
iter 90 value 6.806529
iter 100 value 6.781448
final value 6.781448
stopped after 100 iterations
# weights: 27
initial value 192.931141
iter 10 value 71.040742
iter 20 value 11.481292
iter 30 value 7.074379
iter 40 value 6.646359
iter 50 value 6.642072
iter 60 value 6.639616
iter 70 value 6.629749
iter 80 value 6.629616
iter 90 value 6.627831
iter 100 value 6.627745
final value 6.627745
stopped after 100 iterations
# weights: 43
initial value 182.480206
iter 10 value 10.351487
iter 20 value 6.722525
iter 30 value 6.650311
iter 40 value 6.551174
iter 50 value 5.590344
iter 60 value 4.768279
iter 70 value 3.241039
iter 80 value 0.001979
final value 0.000068
converged
# weights: 11
initial value 173.474932
iter 10 value 94.102220
iter 20 value 65.387479
iter 30 value 60.574689
final value 60.571669
converged
# weights: 27
initial value 169.783015
iter 10 value 53.008900
iter 20 value 43.138374
iter 30 value 42.568240
iter 40 value 41.522339
iter 50 value 41.012300
iter 60 value 40.887771
iter 70 value 40.879091
final value 40.878924
converged
# weights: 43
initial value 184.417291
iter 10 value 48.926461
iter 20 value 40.926130
iter 30 value 39.883309
iter 40 value 39.684123
iter 50 value 39.656458
iter 60 value 39.652369
iter 70 value 39.652277
final value 39.652248
converged
# weights: 11
initial value 164.907321
iter 10 value 54.116866
iter 20 value 11.736060
iter 30 value 9.893336
iter 40 value 9.243765
iter 50 value 8.830889
iter 60 value 8.625676
iter 70 value 8.288457
iter 80 value 8.183673
iter 90 value 8.173548
iter 100 value 8.171980
final value 8.171980
stopped after 100 iterations
# weights: 27
initial value 168.184343
iter 10 value 35.434351
iter 20 value 7.848826
iter 30 value 7.374080
iter 40 value 7.145428
iter 50 value 7.063314
iter 60 value 7.039343
iter 70 value 7.011715
iter 80 value 6.952582
iter 90 value 6.919695
iter 100 value 6.847380
final value 6.847380
stopped after 100 iterations
# weights: 43
initial value 169.161628
iter 10 value 10.586673
iter 20 value 6.749975
iter 30 value 6.268497
iter 40 value 4.801544
iter 50 value 3.083319
iter 60 value 2.260527
iter 70 value 1.892483
iter 80 value 1.674099
iter 90 value 1.500076
iter 100 value 1.415851
final value 1.415851
stopped after 100 iterations
# weights: 11
initial value 171.753480
iter 10 value 21.994891
iter 20 value 5.907363
iter 30 value 3.232057
iter 40 value 1.853258
iter 50 value 0.252670
iter 60 value 0.183072
iter 70 value 0.140622
iter 80 value 0.129963
iter 90 value 0.117677
iter 100 value 0.060346
final value 0.060346
stopped after 100 iterations
# weights: 27
initial value 169.730748
iter 10 value 16.249337
iter 20 value 0.511811
iter 30 value 0.000241
final value 0.000062
converged
# weights: 43
initial value 175.493029
iter 10 value 38.467419
iter 20 value 2.375924
iter 30 value 0.017989
iter 40 value 0.001564
iter 50 value 0.000398
final value 0.000097
converged
# weights: 11
initial value 186.041482
iter 10 value 63.254009
iter 20 value 59.646068
final value 59.645962
converged
# weights: 27
initial value 174.665308
iter 10 value 57.913791
iter 20 value 41.057373
iter 30 value 39.302878
iter 40 value 38.907354
iter 50 value 38.853427
iter 60 value 38.850698
final value 38.850405
converged
# weights: 43
initial value 168.274157
iter 10 value 61.493994
iter 20 value 41.093289
iter 30 value 38.984172
iter 40 value 38.049028
iter 50 value 37.677470
iter 60 value 37.611857
iter 70 value 37.599436
iter 80 value 37.599125
iter 90 value 37.596757
iter 100 value 37.589004
final value 37.589004
stopped after 100 iterations
# weights: 11
initial value 172.525367
iter 10 value 68.290499
iter 20 value 42.629948
iter 30 value 9.762368
iter 40 value 3.278198
iter 50 value 2.512489
iter 60 value 1.768144
iter 70 value 1.671166
iter 80 value 1.655889
iter 90 value 1.654736
iter 100 value 1.652084
final value 1.652084
stopped after 100 iterations
# weights: 27
initial value 170.150095
iter 10 value 21.687066
iter 20 value 1.676586
iter 30 value 0.617951
iter 40 value 0.504637
iter 50 value 0.368163
iter 60 value 0.350760
iter 70 value 0.337534
iter 80 value 0.329764
iter 90 value 0.307138
iter 100 value 0.301479
final value 0.301479
stopped after 100 iterations
# weights: 43
initial value 172.580090
iter 10 value 11.861128
iter 20 value 0.758769
iter 30 value 0.633142
iter 40 value 0.426045
iter 50 value 0.408118
iter 60 value 0.385525
iter 70 value 0.369040
iter 80 value 0.350101
iter 90 value 0.336024
iter 100 value 0.329575
final value 0.329575
stopped after 100 iterations
# weights: 11
initial value 167.522452
iter 10 value 35.375555
iter 20 value 8.538588
iter 30 value 4.902118
iter 40 value 2.851825
iter 50 value 2.350053
iter 60 value 1.973195
iter 70 value 0.863039
iter 80 value 0.604969
iter 90 value 0.416643
iter 100 value 0.399918
final value 0.399918
stopped after 100 iterations
# weights: 27
initial value 172.296253
iter 10 value 31.092971
iter 20 value 3.227070
iter 30 value 0.017754
iter 40 value 0.000708
final value 0.000073
converged
# weights: 43
initial value 186.970937
iter 10 value 65.560158
iter 20 value 9.290174
iter 30 value 0.012472
final value 0.000077
converged
# weights: 11
initial value 171.107469
iter 10 value 83.077691
iter 20 value 58.797907
iter 30 value 58.472886
final value 58.472682
converged
# weights: 27
initial value 169.938766
iter 10 value 94.448133
iter 20 value 46.567677
iter 30 value 41.756321
iter 40 value 41.102488
iter 50 value 41.040923
iter 60 value 41.038298
iter 70 value 41.037925
iter 70 value 41.037925
iter 70 value 41.037925
final value 41.037925
converged
# weights: 43
initial value 165.725814
iter 10 value 62.924618
iter 20 value 44.030506
iter 30 value 40.405575
iter 40 value 39.214371
iter 50 value 38.049479
iter 60 value 37.652569
iter 70 value 37.618251
iter 80 value 37.614355
iter 90 value 37.611453
iter 100 value 37.605937
final value 37.605937
stopped after 100 iterations
# weights: 11
initial value 168.161656
iter 10 value 46.286055
iter 20 value 15.189892
iter 30 value 4.275543
iter 40 value 3.376254
iter 50 value 2.548113
iter 60 value 2.434331
iter 70 value 2.427849
iter 80 value 2.423665
iter 90 value 2.417484
iter 100 value 2.416448
final value 2.416448
stopped after 100 iterations
# weights: 27
initial value 168.973317
iter 10 value 14.260257
iter 20 value 4.061210
iter 30 value 1.994330
iter 40 value 1.215274
iter 50 value 0.768181
iter 60 value 0.724365
iter 70 value 0.636088
iter 80 value 0.590451
iter 90 value 0.475107
iter 100 value 0.436259
final value 0.436259
stopped after 100 iterations
# weights: 43
initial value 172.427141
iter 10 value 10.000667
iter 20 value 0.699643
iter 30 value 0.656299
iter 40 value 0.593249
iter 50 value 0.554549
iter 60 value 0.500657
iter 70 value 0.453236
iter 80 value 0.433496
iter 90 value 0.414558
iter 100 value 0.383797
final value 0.383797
stopped after 100 iterations
# weights: 11
initial value 173.198423
iter 10 value 73.741322
iter 20 value 73.002105
final value 73.001271
converged
# weights: 27
initial value 169.746708
iter 10 value 22.859670
iter 20 value 0.797514
iter 30 value 0.001373
final value 0.000071
converged
# weights: 43
initial value 206.657722
iter 10 value 11.108215
iter 20 value 2.199506
iter 30 value 0.026419
iter 40 value 0.002651
iter 50 value 0.000594
final value 0.000074
converged
# weights: 11
initial value 181.172320
iter 10 value 71.961246
iter 20 value 59.479440
iter 30 value 59.038135
final value 59.037424
converged
# weights: 27
initial value 163.512033
iter 10 value 48.246283
iter 20 value 38.891216
iter 30 value 38.616981
iter 40 value 38.610936
final value 38.610417
converged
# weights: 43
initial value 165.936875
iter 10 value 70.074564
iter 20 value 38.012392
iter 30 value 37.428371
iter 40 value 37.377084
iter 50 value 37.357530
iter 60 value 37.353414
iter 70 value 37.353127
iter 80 value 37.352145
iter 90 value 37.351712
iter 100 value 37.351590
final value 37.351590
stopped after 100 iterations
# weights: 11
initial value 177.286543
iter 10 value 116.134536
iter 20 value 70.990348
iter 30 value 61.658019
iter 40 value 45.905318
iter 50 value 6.817036
iter 60 value 3.802705
iter 70 value 3.096390
iter 80 value 2.825882
iter 90 value 2.679691
iter 100 value 2.587861
final value 2.587861
stopped after 100 iterations
# weights: 27
initial value 169.113411
iter 10 value 45.750871
iter 20 value 3.807317
iter 30 value 0.873829
iter 40 value 0.725573
iter 50 value 0.698490
iter 60 value 0.529719
iter 70 value 0.492554
iter 80 value 0.473715
iter 90 value 0.403658
iter 100 value 0.371738
final value 0.371738
stopped after 100 iterations
# weights: 43
initial value 196.052615
iter 10 value 11.784480
iter 20 value 0.963462
iter 30 value 0.718428
iter 40 value 0.669413
iter 50 value 0.622874
iter 60 value 0.595517
iter 70 value 0.551790
iter 80 value 0.531308
iter 90 value 0.523142
iter 100 value 0.501585
final value 0.501585
stopped after 100 iterations
# weights: 11
initial value 177.390395
iter 10 value 71.572736
iter 20 value 71.273186
final value 71.272772
converged
# weights: 27
initial value 194.447244
iter 10 value 50.967467
iter 20 value 1.378547
iter 30 value 0.021872
iter 40 value 0.001613
final value 0.000067
converged
# weights: 43
initial value 170.312735
iter 10 value 13.315086
iter 20 value 1.677432
iter 30 value 0.014037
iter 40 value 0.000396
final value 0.000087
converged
# weights: 11
initial value 173.774933
iter 10 value 63.671726
iter 20 value 58.908706
iter 30 value 58.827236
final value 58.827219
converged
# weights: 27
initial value 171.073099
iter 10 value 74.432236
iter 20 value 39.530077
iter 30 value 37.983670
iter 40 value 37.845954
iter 50 value 37.842397
final value 37.842318
converged
# weights: 43
initial value 188.862230
iter 10 value 57.767110
iter 20 value 38.192768
iter 30 value 36.968726
iter 40 value 36.916564
iter 50 value 36.856630
iter 60 value 36.838861
iter 70 value 36.827279
iter 80 value 36.761096
iter 90 value 36.670270
iter 100 value 36.637629
final value 36.637629
stopped after 100 iterations
# weights: 11
initial value 180.067987
iter 10 value 72.972450
iter 20 value 9.923932
iter 30 value 3.314953
iter 40 value 2.750910
iter 50 value 2.424225
iter 60 value 2.233835
iter 70 value 2.181873
iter 80 value 2.149878
iter 90 value 2.143887
iter 100 value 2.129680
final value 2.129680
stopped after 100 iterations
# weights: 27
initial value 200.848360
iter 10 value 6.555274
iter 20 value 1.469969
iter 30 value 1.230944
iter 40 value 0.991980
iter 50 value 0.766263
iter 60 value 0.631223
iter 70 value 0.607083
iter 80 value 0.558380
iter 90 value 0.444953
iter 100 value 0.406597
final value 0.406597
stopped after 100 iterations
# weights: 43
initial value 172.649285
iter 10 value 38.529481
iter 20 value 1.331720
iter 30 value 1.139254
iter 40 value 0.994164
iter 50 value 0.776011
iter 60 value 0.711919
iter 70 value 0.579951
iter 80 value 0.505201
iter 90 value 0.478570
iter 100 value 0.451790
final value 0.451790
stopped after 100 iterations
# weights: 11
initial value 162.999060
iter 10 value 68.228860
iter 20 value 47.579865
iter 30 value 10.633924
iter 40 value 4.501952
iter 50 value 3.677041
iter 60 value 3.494283
iter 70 value 3.270705
iter 80 value 2.980006
iter 90 value 2.433085
iter 100 value 2.069399
final value 2.069399
stopped after 100 iterations
# weights: 27
initial value 183.488684
iter 10 value 58.719440
iter 20 value 0.723816
iter 30 value 0.002801
final value 0.000059
converged
# weights: 43
initial value 221.905313
iter 10 value 66.311207
iter 20 value 29.989446
iter 30 value 19.306189
iter 40 value 16.999606
iter 50 value 1.653511
iter 60 value 0.031685
iter 70 value 0.024264
iter 80 value 0.001846
iter 90 value 0.000442
iter 100 value 0.000339
final value 0.000339
stopped after 100 iterations
# weights: 11
initial value 168.477743
iter 10 value 77.622369
iter 20 value 62.042117
final value 62.041777
converged
# weights: 27
initial value 166.063755
iter 10 value 94.794836
iter 20 value 46.826065
iter 30 value 44.304897
iter 40 value 42.495148
iter 50 value 41.715183
iter 60 value 41.569882
iter 70 value 41.486520
final value 41.486409
converged
# weights: 43
initial value 175.429467
iter 10 value 59.827295
iter 20 value 43.298547
iter 30 value 40.975063
iter 40 value 40.676728
iter 50 value 40.618227
iter 60 value 40.607378
iter 70 value 40.606534
iter 80 value 40.603595
iter 90 value 40.603366
iter 100 value 40.602816
final value 40.602816
stopped after 100 iterations
# weights: 11
initial value 197.126301
iter 10 value 121.073029
iter 20 value 48.139238
iter 30 value 9.196023
iter 40 value 5.788466
iter 50 value 5.141992
iter 60 value 4.944296
iter 70 value 4.859408
iter 80 value 4.799467
iter 90 value 4.728189
iter 100 value 4.621993
final value 4.621993
stopped after 100 iterations
# weights: 27
initial value 170.513154
iter 10 value 68.358762
iter 20 value 68.058691
iter 30 value 4.851662
iter 40 value 0.953612
iter 50 value 0.858436
iter 60 value 0.835101
iter 70 value 0.780529
iter 80 value 0.758181
iter 90 value 0.751888
iter 100 value 0.742423
final value 0.742423
stopped after 100 iterations
# weights: 43
initial value 181.450607
iter 10 value 9.796818
iter 20 value 1.471437
iter 30 value 1.285631
iter 40 value 0.991662
iter 50 value 0.920126
iter 60 value 0.847294
iter 70 value 0.824779
iter 80 value 0.808856
iter 90 value 0.788510
iter 100 value 0.754367
final value 0.754367
stopped after 100 iterations
# weights: 11
initial value 173.702184
iter 10 value 65.857868
iter 20 value 62.208432
iter 30 value 45.156523
iter 40 value 21.152811
iter 50 value 7.807857
iter 60 value 5.713712
iter 70 value 5.646032
iter 80 value 5.636291
iter 90 value 5.632287
iter 100 value 5.626826
final value 5.626826
stopped after 100 iterations
# weights: 27
initial value 187.562925
iter 10 value 71.142940
iter 20 value 17.885561
iter 30 value 5.759851
iter 40 value 5.677923
iter 50 value 5.449385
iter 60 value 4.990514
iter 70 value 4.516583
iter 80 value 2.643928
iter 90 value 2.044715
iter 100 value 0.100853
final value 0.100853
stopped after 100 iterations
# weights: 43
initial value 168.712011
iter 10 value 36.242697
iter 20 value 6.001265
iter 30 value 5.857904
iter 40 value 5.594623
iter 50 value 5.158348
iter 60 value 4.403508
iter 70 value 2.496720
iter 80 value 0.671552
iter 90 value 0.038711
iter 100 value 0.005090
final value 0.005090
stopped after 100 iterations
# weights: 11
initial value 189.875649
iter 10 value 77.219081
iter 20 value 60.236922
iter 30 value 60.201843
iter 30 value 60.201843
iter 30 value 60.201843
final value 60.201843
converged
# weights: 27
initial value 171.120029
iter 10 value 77.092782
iter 20 value 42.966047
iter 30 value 40.774327
iter 40 value 40.517780
iter 50 value 40.513844
final value 40.513828
converged
# weights: 43
initial value 185.585141
iter 10 value 108.544223
iter 20 value 40.587220
iter 30 value 39.550811
iter 40 value 39.454523
iter 50 value 39.407970
iter 60 value 39.363117
iter 70 value 39.341298
iter 80 value 39.330095
iter 90 value 39.329485
final value 39.329484
converged
# weights: 11
initial value 163.706173
iter 10 value 66.457180
iter 20 value 32.867503
iter 30 value 7.187197
iter 40 value 6.536484
iter 50 value 6.514377
iter 60 value 6.513908
iter 70 value 6.513189
iter 80 value 6.512204
iter 90 value 6.512183
iter 100 value 6.512152
final value 6.512152
stopped after 100 iterations
# weights: 27
initial value 164.872871
iter 10 value 19.504731
iter 20 value 6.056338
iter 30 value 6.023873
iter 40 value 5.961378
iter 50 value 5.947011
iter 60 value 5.929451
iter 70 value 5.829716
iter 80 value 5.796396
iter 90 value 5.767996
iter 100 value 5.746639
final value 5.746639
stopped after 100 iterations
# weights: 43
initial value 170.899247
iter 10 value 10.561705
iter 20 value 6.821736
iter 30 value 6.326065
iter 40 value 5.755198
iter 50 value 3.662786
iter 60 value 2.786519
iter 70 value 1.881201
iter 80 value 1.660547
iter 90 value 1.257586
iter 100 value 1.001208
final value 1.001208
stopped after 100 iterations
# weights: 11
initial value 164.542198
iter 10 value 65.805307
iter 20 value 65.801610
final value 65.801606
converged
# weights: 27
initial value 167.309549
iter 10 value 9.932489
iter 20 value 4.977493
iter 30 value 3.975310
iter 40 value 3.225102
iter 50 value 2.324699
iter 60 value 2.233735
iter 70 value 2.174462
iter 80 value 1.970731
iter 90 value 1.683852
iter 100 value 0.843206
final value 0.843206
stopped after 100 iterations
# weights: 43
initial value 206.489399
iter 10 value 19.195281
iter 20 value 5.166717
iter 30 value 5.036258
iter 40 value 4.904740
iter 50 value 4.825334
iter 60 value 4.743933
iter 70 value 4.737388
iter 80 value 4.733160
iter 90 value 4.718633
iter 100 value 4.711995
final value 4.711995
stopped after 100 iterations
# weights: 11
initial value 175.026627
iter 10 value 101.399583
iter 20 value 61.881006
iter 30 value 58.862203
final value 58.862033
converged
# weights: 27
initial value 207.528290
iter 10 value 57.401175
iter 20 value 41.044367
iter 30 value 40.144867
iter 40 value 39.382496
iter 50 value 38.338750
iter 60 value 38.101160
iter 70 value 38.085769
final value 38.085730
converged
# weights: 43
initial value 183.030329
iter 10 value 75.478643
iter 20 value 40.578831
iter 30 value 37.820052
iter 40 value 37.385274
iter 50 value 37.135800
iter 60 value 36.959273
iter 70 value 36.936242
iter 80 value 36.928756
iter 90 value 36.926505
iter 100 value 36.923703
final value 36.923703
stopped after 100 iterations
# weights: 11
initial value 167.698977
iter 10 value 58.650174
iter 20 value 13.265827
iter 30 value 5.673122
iter 40 value 5.622366
iter 50 value 5.615222
iter 60 value 5.608878
iter 70 value 5.604916
iter 80 value 5.603346
iter 90 value 5.603220
iter 100 value 5.602952
final value 5.602952
stopped after 100 iterations
# weights: 27
initial value 163.212614
iter 10 value 52.332320
iter 20 value 5.871794
iter 30 value 5.198877
iter 40 value 5.048540
iter 50 value 5.005696
iter 60 value 4.971597
iter 70 value 4.964690
iter 80 value 4.927472
iter 90 value 4.917853
iter 100 value 4.914837
final value 4.914837
stopped after 100 iterations
# weights: 43
initial value 171.121798
iter 10 value 27.315936
iter 20 value 5.685000
iter 30 value 4.826563
iter 40 value 4.342864
iter 50 value 3.901717
iter 60 value 3.556152
iter 70 value 3.409911
iter 80 value 3.257174
iter 90 value 3.188568
iter 100 value 3.095120
final value 3.095120
stopped after 100 iterations
# weights: 11
initial value 175.619088
iter 10 value 75.550594
iter 20 value 67.630143
final value 67.603519
converged
# weights: 27
initial value 164.931194
iter 10 value 53.967269
iter 20 value 3.908619
iter 30 value 1.645943
iter 40 value 0.007732
final value 0.000069
converged
# weights: 43
initial value 214.882924
iter 10 value 34.324038
iter 20 value 5.634486
iter 30 value 1.834168
iter 40 value 0.323378
iter 50 value 0.003170
iter 60 value 0.000674
final value 0.000075
converged
# weights: 11
initial value 166.549489
iter 10 value 83.877053
iter 20 value 59.125032
final value 58.827375
converged
# weights: 27
initial value 164.725228
iter 10 value 60.288302
iter 20 value 40.725712
iter 30 value 39.300056
iter 40 value 39.141466
iter 50 value 39.104406
iter 60 value 39.103537
iter 70 value 39.103333
iter 70 value 39.103333
iter 70 value 39.103333
final value 39.103333
converged
# weights: 43
initial value 220.782060
iter 10 value 61.370197
iter 20 value 40.063560
iter 30 value 38.100584
iter 40 value 37.898048
iter 50 value 37.840910
iter 60 value 37.822177
iter 70 value 37.813619
iter 80 value 37.812708
iter 90 value 37.812039
iter 100 value 37.811905
final value 37.811905
stopped after 100 iterations
# weights: 11
initial value 167.134348
iter 10 value 69.282558
iter 20 value 68.120237
iter 30 value 68.010760
iter 40 value 67.968778
iter 50 value 66.466135
iter 60 value 64.527509
iter 70 value 36.240654
iter 80 value 13.637824
iter 90 value 6.960089
iter 100 value 5.154933
final value 5.154933
stopped after 100 iterations
# weights: 27
initial value 179.917561
iter 10 value 67.569343
iter 20 value 13.135819
iter 30 value 3.280197
iter 40 value 2.187868
iter 50 value 1.955482
iter 60 value 1.934955
iter 70 value 1.869495
iter 80 value 1.835401
iter 90 value 1.819669
iter 100 value 1.792103
final value 1.792103
stopped after 100 iterations
# weights: 43
initial value 186.330083
iter 10 value 70.617450
iter 20 value 3.289042
iter 30 value 2.977807
iter 40 value 2.717029
iter 50 value 2.395206
iter 60 value 2.302982
iter 70 value 2.142121
iter 80 value 2.042591
iter 90 value 1.744732
iter 100 value 1.400197
final value 1.400197
stopped after 100 iterations
# weights: 11
initial value 172.129660
iter 10 value 67.060864
iter 20 value 17.933846
iter 30 value 11.756089
iter 40 value 11.694066
iter 50 value 11.686622
iter 60 value 11.676398
iter 70 value 11.654884
iter 80 value 11.635265
iter 90 value 11.633706
iter 100 value 11.517233
final value 11.517233
stopped after 100 iterations
# weights: 27
initial value 180.393701
iter 10 value 26.690747
iter 20 value 11.410037
iter 30 value 10.798187
iter 40 value 8.493160
iter 50 value 8.477394
iter 60 value 8.477246
final value 8.477229
converged
# weights: 43
initial value 174.453426
iter 10 value 13.906643
iter 20 value 11.821597
iter 30 value 11.785445
iter 40 value 11.751101
iter 50 value 11.730777
iter 60 value 11.695320
iter 70 value 11.340929
iter 80 value 10.172249
iter 90 value 9.708391
iter 100 value 9.298882
final value 9.298882
stopped after 100 iterations
# weights: 11
initial value 193.934281
iter 10 value 84.279564
iter 20 value 65.377629
iter 30 value 65.299980
final value 65.299969
converged
# weights: 27
initial value 172.151319
iter 10 value 103.628383
iter 20 value 49.731915
iter 30 value 47.490385
iter 40 value 47.445289
iter 50 value 47.431140
iter 60 value 47.429744
iter 70 value 47.426015
final value 47.426011
converged
# weights: 43
initial value 182.787009
iter 10 value 61.557260
iter 20 value 45.917883
iter 30 value 44.408750
iter 40 value 44.284173
iter 50 value 44.248451
iter 60 value 44.223699
iter 70 value 44.213039
iter 80 value 44.212371
final value 44.212134
converged
# weights: 11
initial value 170.481154
iter 10 value 72.607707
iter 20 value 53.006710
iter 30 value 17.075682
iter 40 value 12.749679
iter 50 value 12.557238
iter 60 value 12.375887
iter 70 value 12.372451
iter 80 value 12.372377
final value 12.372330
converged
# weights: 27
initial value 165.918113
iter 10 value 31.495443
iter 20 value 11.935503
iter 30 value 10.894653
iter 40 value 9.372595
iter 50 value 9.028436
iter 60 value 8.951368
iter 70 value 8.831055
iter 80 value 8.507846
iter 90 value 8.434678
iter 100 value 8.360017
final value 8.360017
stopped after 100 iterations
# weights: 43
initial value 188.112518
iter 10 value 14.158758
iter 20 value 11.538199
iter 30 value 10.664196
iter 40 value 10.369340
iter 50 value 10.258276
iter 60 value 10.114457
iter 70 value 10.029871
iter 80 value 10.004374
iter 90 value 9.795108
iter 100 value 9.746662
final value 9.746662
stopped after 100 iterations
# weights: 11
initial value 166.069206
iter 10 value 69.872692
iter 20 value 69.737064
final value 69.737022
converged
# weights: 27
initial value 205.870779
iter 10 value 7.437223
iter 20 value 0.067439
iter 30 value 0.000135
iter 30 value 0.000067
iter 30 value 0.000060
final value 0.000060
converged
# weights: 43
initial value 169.869659
iter 10 value 6.186066
iter 20 value 0.017507
iter 30 value 0.001117
final value 0.000057
converged
# weights: 11
initial value 170.183516
iter 10 value 82.670184
iter 20 value 57.706278
iter 30 value 57.676322
final value 57.676281
converged
# weights: 27
initial value 172.074072
iter 10 value 71.509855
iter 20 value 42.979859
iter 30 value 38.825927
iter 40 value 37.994271
iter 50 value 37.957102
iter 60 value 37.902234
iter 70 value 37.849505
iter 80 value 37.846738
iter 80 value 37.846738
iter 80 value 37.846738
final value 37.846738
converged
# weights: 43
initial value 262.477285
iter 10 value 62.915343
iter 20 value 37.918421
iter 30 value 37.048230
iter 40 value 36.888572
iter 50 value 36.816834
iter 60 value 36.810341
iter 70 value 36.802675
iter 80 value 36.769474
iter 90 value 36.746158
iter 100 value 36.720659
final value 36.720659
stopped after 100 iterations
# weights: 11
initial value 164.461879
iter 10 value 18.128963
iter 20 value 4.899046
iter 30 value 2.020900
iter 40 value 1.887173
iter 50 value 1.853752
iter 60 value 1.852201
iter 70 value 1.839108
iter 80 value 1.839004
iter 90 value 1.838927
iter 100 value 1.838905
final value 1.838905
stopped after 100 iterations
# weights: 27
initial value 165.837924
iter 10 value 29.555625
iter 20 value 1.154824
iter 30 value 0.724749
iter 40 value 0.583474
iter 50 value 0.526808
iter 60 value 0.495270
iter 70 value 0.459458
iter 80 value 0.400123
iter 90 value 0.381285
iter 100 value 0.354671
final value 0.354671
stopped after 100 iterations
# weights: 43
initial value 212.407917
iter 10 value 16.147670
iter 20 value 0.973830
iter 30 value 0.784757
iter 40 value 0.635479
iter 50 value 0.587757
iter 60 value 0.543629
iter 70 value 0.485324
iter 80 value 0.426462
iter 90 value 0.385053
iter 100 value 0.364470
final value 0.364470
stopped after 100 iterations
# weights: 11
initial value 206.257941
iter 10 value 41.607321
iter 20 value 1.522271
iter 30 value 0.056228
iter 40 value 0.040938
iter 50 value 0.024785
iter 60 value 0.023199
iter 70 value 0.021365
iter 80 value 0.020422
iter 90 value 0.018922
iter 100 value 0.018479
final value 0.018479
stopped after 100 iterations
# weights: 27
initial value 183.940666
iter 10 value 19.471547
iter 20 value 0.598548
iter 30 value 0.000436
final value 0.000071
converged
# weights: 43
initial value 163.393901
iter 10 value 8.443613
iter 20 value 0.092032
iter 30 value 0.002458
iter 40 value 0.001050
final value 0.000094
converged
# weights: 11
initial value 180.078654
iter 10 value 70.305967
iter 20 value 59.083644
final value 59.083063
converged
# weights: 27
initial value 171.065195
iter 10 value 48.808526
iter 20 value 38.445522
iter 30 value 38.210835
iter 40 value 38.155032
iter 50 value 38.149088
iter 60 value 38.144475
iter 70 value 38.144442
final value 38.144441
converged
# weights: 43
initial value 171.672544
iter 10 value 73.917486
iter 20 value 40.337471
iter 30 value 38.046300
iter 40 value 37.444721
iter 50 value 37.334294
iter 60 value 37.282171
iter 70 value 37.257738
iter 80 value 37.237455
iter 90 value 37.215428
iter 100 value 37.178297
final value 37.178297
stopped after 100 iterations
# weights: 11
initial value 169.846506
iter 10 value 72.542724
iter 20 value 62.105476
iter 30 value 24.440884
iter 40 value 5.362997
iter 50 value 2.689993
iter 60 value 2.097804
iter 70 value 1.655985
iter 80 value 1.572217
iter 90 value 1.566888
iter 100 value 1.566396
final value 1.566396
stopped after 100 iterations
# weights: 27
initial value 175.022522
iter 10 value 8.840480
iter 20 value 0.990811
iter 30 value 0.741521
iter 40 value 0.699060
iter 50 value 0.644573
iter 60 value 0.569085
iter 70 value 0.495375
iter 80 value 0.457740
iter 90 value 0.383609
iter 100 value 0.351505
final value 0.351505
stopped after 100 iterations
# weights: 43
initial value 184.335071
iter 10 value 15.373996
iter 20 value 1.027997
iter 30 value 0.838845
iter 40 value 0.705912
iter 50 value 0.527715
iter 60 value 0.433323
iter 70 value 0.385480
iter 80 value 0.366325
iter 90 value 0.356736
iter 100 value 0.348275
final value 0.348275
stopped after 100 iterations
# weights: 11
initial value 171.224906
iter 10 value 66.599761
iter 20 value 66.447355
iter 30 value 66.164197
iter 40 value 59.285977
iter 50 value 59.261641
iter 60 value 59.238928
iter 70 value 59.175949
iter 80 value 58.962955
iter 90 value 58.461320
iter 100 value 52.628725
final value 52.628725
stopped after 100 iterations
# weights: 27
initial value 166.268177
iter 10 value 57.372486
iter 20 value 12.405625
iter 30 value 5.470654
iter 40 value 4.975584
iter 50 value 4.974698
iter 60 value 4.971472
iter 70 value 4.970972
iter 80 value 4.964756
iter 90 value 4.960147
iter 100 value 4.957971
final value 4.957971
stopped after 100 iterations
# weights: 43
initial value 185.978574
iter 10 value 21.198507
iter 20 value 5.244075
iter 30 value 5.062123
iter 40 value 4.974094
iter 50 value 4.888185
iter 60 value 4.578776
iter 70 value 4.495887
iter 80 value 4.391822
iter 90 value 4.374581
iter 100 value 4.373972
final value 4.373972
stopped after 100 iterations
# weights: 11
initial value 178.528772
iter 10 value 88.193061
iter 20 value 57.810268
iter 30 value 57.453701
final value 57.453622
converged
# weights: 27
initial value 175.846501
iter 10 value 83.297859
iter 20 value 41.327537
iter 30 value 39.823877
iter 40 value 39.610731
iter 50 value 39.069233
iter 60 value 38.691165
iter 70 value 38.595003
final value 38.594490
converged
# weights: 43
initial value 180.523245
iter 10 value 61.150337
iter 20 value 38.086376
iter 30 value 37.613442
iter 40 value 37.414097
iter 50 value 37.382003
iter 60 value 37.357715
iter 70 value 37.331354
iter 80 value 37.324123
iter 90 value 37.323820
iter 100 value 37.323532
final value 37.323532
stopped after 100 iterations
# weights: 11
initial value 177.726598
iter 10 value 69.308043
iter 20 value 66.600581
iter 30 value 66.576328
iter 40 value 66.496894
iter 50 value 59.808163
iter 60 value 18.603836
iter 70 value 6.595031
iter 80 value 5.756471
iter 90 value 5.648681
iter 100 value 5.624911
final value 5.624911
stopped after 100 iterations
# weights: 27
initial value 177.328068
iter 10 value 54.575693
iter 20 value 9.112001
iter 30 value 5.329453
iter 40 value 5.278365
iter 50 value 5.181221
iter 60 value 5.159015
iter 70 value 5.154231
iter 80 value 5.136610
iter 90 value 5.126250
iter 100 value 5.116441
final value 5.116441
stopped after 100 iterations
# weights: 43
initial value 189.944363
iter 10 value 32.977643
iter 20 value 5.391854
iter 30 value 5.218742
iter 40 value 5.138236
iter 50 value 4.582166
iter 60 value 3.989985
iter 70 value 2.293640
iter 80 value 1.768615
iter 90 value 1.504894
iter 100 value 1.285718
final value 1.285718
stopped after 100 iterations
# weights: 11
initial value 163.431922
iter 10 value 64.187424
iter 20 value 13.819495
iter 30 value 3.189911
iter 40 value 0.539622
iter 50 value 0.308349
iter 60 value 0.228386
iter 70 value 0.206958
iter 80 value 0.152210
iter 90 value 0.143325
iter 100 value 0.112059
final value 0.112059
stopped after 100 iterations
# weights: 27
initial value 224.670311
iter 10 value 15.275609
iter 20 value 0.238908
iter 30 value 0.011101
iter 40 value 0.000224
iter 50 value 0.000145
iter 60 value 0.000103
final value 0.000098
converged
# weights: 43
initial value 185.950014
iter 10 value 8.497104
iter 20 value 0.442461
iter 30 value 0.001664
iter 40 value 0.000143
iter 40 value 0.000073
iter 40 value 0.000073
final value 0.000073
converged
# weights: 11
initial value 175.895006
iter 10 value 81.512438
iter 20 value 55.318472
final value 55.212142
converged
# weights: 27
initial value 174.617721
iter 10 value 68.483289
iter 20 value 36.824478
iter 30 value 34.497053
iter 40 value 34.332891
iter 50 value 34.305403
final value 34.304203
converged
# weights: 43
initial value 172.282979
iter 10 value 65.292301
iter 20 value 33.742385
iter 30 value 33.137851
iter 40 value 33.038102
iter 50 value 33.037776
iter 60 value 33.037712
iter 70 value 33.037684
final value 33.037683
converged
# weights: 11
initial value 168.070349
iter 10 value 66.027730
iter 20 value 64.300617
iter 30 value 64.286912
iter 40 value 49.011476
iter 50 value 6.369926
iter 60 value 1.139261
iter 70 value 1.043106
iter 80 value 1.034192
iter 90 value 1.031370
iter 100 value 1.028897
final value 1.028897
stopped after 100 iterations
# weights: 27
initial value 169.421497
iter 10 value 43.096430
iter 20 value 0.868261
iter 30 value 0.381591
iter 40 value 0.325713
iter 50 value 0.296867
iter 60 value 0.267705
iter 70 value 0.248183
iter 80 value 0.236302
iter 90 value 0.226491
iter 100 value 0.216959
final value 0.216959
stopped after 100 iterations
# weights: 43
initial value 166.957123
iter 10 value 19.198429
iter 20 value 0.594631
iter 30 value 0.500318
iter 40 value 0.404946
iter 50 value 0.365492
iter 60 value 0.354725
iter 70 value 0.324260
iter 80 value 0.306054
iter 90 value 0.281615
iter 100 value 0.250111
final value 0.250111
stopped after 100 iterations
# weights: 11
initial value 182.809483
iter 10 value 62.390374
iter 20 value 62.361055
final value 62.361024
converged
# weights: 27
initial value 170.923785
iter 10 value 7.254134
iter 20 value 0.058614
final value 0.000053
converged
# weights: 43
initial value 177.527291
iter 10 value 18.201447
iter 20 value 0.490866
iter 30 value 0.001877
final value 0.000089
converged
# weights: 11
initial value 164.875631
iter 10 value 117.154011
iter 20 value 66.413073
iter 30 value 57.561064
final value 57.542359
converged
# weights: 27
initial value 189.602412
iter 10 value 81.130278
iter 20 value 49.343765
iter 30 value 40.117517
iter 40 value 38.885799
iter 50 value 38.361020
iter 60 value 38.231288
iter 70 value 38.192179
iter 80 value 38.190421
iter 80 value 38.190420
iter 80 value 38.190420
final value 38.190420
converged
# weights: 43
initial value 226.820847
iter 10 value 51.109449
iter 20 value 37.736942
iter 30 value 37.008381
iter 40 value 36.922703
iter 50 value 36.897312
iter 60 value 36.877807
iter 70 value 36.872949
iter 80 value 36.872517
iter 90 value 36.872239
final value 36.872161
converged
# weights: 11
initial value 183.898676
iter 10 value 96.755700
iter 20 value 45.148017
iter 30 value 9.447306
iter 40 value 4.263435
iter 50 value 3.626562
iter 60 value 3.444964
iter 70 value 3.285853
iter 80 value 3.252546
iter 90 value 3.245508
iter 100 value 3.226489
final value 3.226489
stopped after 100 iterations
# weights: 27
initial value 188.276743
iter 10 value 11.503560
iter 20 value 1.488961
iter 30 value 1.061771
iter 40 value 0.801152
iter 50 value 0.565925
iter 60 value 0.524969
iter 70 value 0.493565
iter 80 value 0.475129
iter 90 value 0.459413
iter 100 value 0.449035
final value 0.449035
stopped after 100 iterations
# weights: 43
initial value 216.146328
iter 10 value 13.966161
iter 20 value 1.341671
iter 30 value 0.939298
iter 40 value 0.807698
iter 50 value 0.718785
iter 60 value 0.674922
iter 70 value 0.630838
iter 80 value 0.593974
iter 90 value 0.575588
iter 100 value 0.551374
final value 0.551374
stopped after 100 iterations
# weights: 11
initial value 184.408469
iter 10 value 64.454659
iter 20 value 62.914392
iter 30 value 59.914765
iter 40 value 43.192462
iter 50 value 18.716889
iter 60 value 7.877250
iter 70 value 6.056361
iter 80 value 5.556226
iter 90 value 5.378053
iter 100 value 5.005689
final value 5.005689
stopped after 100 iterations
# weights: 27
initial value 173.067221
iter 10 value 23.157021
iter 20 value 3.893265
iter 30 value 0.023546
iter 40 value 0.004935
iter 50 value 0.000676
final value 0.000051
converged
# weights: 43
initial value 175.995392
iter 10 value 21.792713
iter 20 value 1.362350
iter 30 value 0.000107
iter 30 value 0.000052
iter 30 value 0.000047
final value 0.000047
converged
# weights: 11
initial value 166.679019
iter 10 value 83.261719
iter 20 value 59.556813
iter 30 value 59.246672
final value 59.246406
converged
# weights: 27
initial value 168.196893
iter 10 value 81.189916
iter 20 value 41.353355
iter 30 value 39.769920
iter 40 value 39.734841
final value 39.734545
converged
# weights: 43
initial value 188.861312
iter 10 value 62.140740
iter 20 value 41.599805
iter 30 value 39.356478
iter 40 value 38.672921
iter 50 value 38.559887
iter 60 value 38.489734
iter 70 value 38.485858
iter 80 value 38.478759
iter 90 value 38.462483
iter 100 value 38.459127
final value 38.459127
stopped after 100 iterations
# weights: 11
initial value 166.212815
iter 10 value 65.277575
iter 20 value 64.633587
iter 30 value 64.619589
iter 40 value 64.552199
iter 50 value 64.547415
iter 60 value 64.540058
iter 70 value 64.523995
iter 80 value 64.469312
iter 90 value 60.597840
iter 100 value 17.878720
final value 17.878720
stopped after 100 iterations
# weights: 27
initial value 212.432795
iter 10 value 63.797519
iter 20 value 22.389521
iter 30 value 6.461210
iter 40 value 4.996683
iter 50 value 4.550405
iter 60 value 3.937570
iter 70 value 3.271680
iter 80 value 2.624177
iter 90 value 2.286556
iter 100 value 1.771003
final value 1.771003
stopped after 100 iterations
# weights: 43
initial value 173.555867
iter 10 value 8.953046
iter 20 value 3.802313
iter 30 value 2.288400
iter 40 value 1.875571
iter 50 value 1.666511
iter 60 value 1.623111
iter 70 value 1.486615
iter 80 value 1.397184
iter 90 value 1.320833
iter 100 value 1.301451
final value 1.301451
stopped after 100 iterations
# weights: 11
initial value 172.400414
iter 10 value 69.355608
iter 20 value 64.939173
iter 30 value 59.139956
iter 40 value 14.112935
iter 50 value 6.282172
iter 60 value 5.266570
iter 70 value 5.025122
iter 80 value 4.581527
iter 90 value 4.511778
iter 100 value 4.506476
final value 4.506476
stopped after 100 iterations
# weights: 27
initial value 168.339793
iter 10 value 39.754179
iter 20 value 5.389525
iter 30 value 4.550757
iter 40 value 4.267942
iter 50 value 4.088493
iter 60 value 3.481170
iter 70 value 0.491949
iter 80 value 0.000726
final value 0.000064
converged
# weights: 43
initial value 174.766128
iter 10 value 27.625614
iter 20 value 4.730011
iter 30 value 4.539855
iter 40 value 4.294294
iter 50 value 4.191554
iter 60 value 3.835176
iter 70 value 1.821283
iter 80 value 0.266854
iter 90 value 0.014094
iter 100 value 0.003843
final value 0.003843
stopped after 100 iterations
# weights: 11
initial value 166.869424
iter 10 value 82.673317
iter 20 value 57.927901
iter 30 value 56.949316
final value 56.949034
converged
# weights: 27
initial value 169.428470
iter 10 value 79.265655
iter 20 value 43.091242
iter 30 value 39.426495
iter 40 value 38.230363
iter 50 value 36.651246
iter 60 value 36.625602
iter 70 value 36.605871
final value 36.605821
converged
# weights: 43
initial value 182.946226
iter 10 value 74.645462
iter 20 value 42.627250
iter 30 value 37.048996
iter 40 value 36.345707
iter 50 value 35.694660
iter 60 value 35.404270
iter 70 value 35.351166
iter 80 value 35.343540
iter 90 value 35.338547
iter 100 value 35.337289
final value 35.337289
stopped after 100 iterations
# weights: 11
initial value 187.659329
iter 10 value 54.640343
iter 20 value 8.843402
iter 30 value 5.498307
iter 40 value 5.390556
iter 50 value 5.359247
iter 60 value 5.355711
iter 70 value 5.354319
iter 80 value 5.353148
iter 90 value 5.353082
final value 5.353069
converged
# weights: 27
initial value 200.259958
iter 10 value 14.000600
iter 20 value 5.381922
iter 30 value 4.952243
iter 40 value 4.721803
iter 50 value 4.520127
iter 60 value 4.491324
iter 70 value 4.357977
iter 80 value 4.021382
iter 90 value 2.305886
iter 100 value 1.369025
final value 1.369025
stopped after 100 iterations
# weights: 43
initial value 208.655324
iter 10 value 40.778274
iter 20 value 5.240283
iter 30 value 4.683113
iter 40 value 4.484011
iter 50 value 4.063078
iter 60 value 2.600116
iter 70 value 1.980394
iter 80 value 1.835599
iter 90 value 1.693363
iter 100 value 1.454236
final value 1.454236
stopped after 100 iterations
# weights: 11
initial value 170.191932
iter 10 value 72.886846
iter 20 value 71.275296
final value 71.272965
converged
# weights: 27
initial value 163.699942
iter 10 value 8.897375
iter 20 value 7.286646
iter 30 value 7.170073
iter 40 value 6.963049
iter 50 value 6.489334
iter 60 value 5.446792
iter 70 value 5.159090
iter 80 value 5.032002
iter 90 value 3.127730
iter 100 value 2.608326
final value 2.608326
stopped after 100 iterations
# weights: 43
initial value 183.472142
iter 10 value 10.105644
iter 20 value 7.135049
iter 30 value 6.876397
iter 40 value 5.861229
iter 50 value 1.842361
iter 60 value 0.993460
iter 70 value 0.686088
iter 80 value 0.447040
iter 90 value 0.181518
iter 100 value 0.157337
final value 0.157337
stopped after 100 iterations
# weights: 11
initial value 166.784457
iter 10 value 64.362928
iter 20 value 60.401098
final value 60.400918
converged
# weights: 27
initial value 164.402580
iter 10 value 60.353012
iter 20 value 43.475526
iter 30 value 41.456663
iter 40 value 41.128909
iter 50 value 41.067955
iter 60 value 40.822586
iter 70 value 39.681662
iter 80 value 39.520215
iter 90 value 39.517294
iter 90 value 39.517294
iter 90 value 39.517294
final value 39.517294
converged
# weights: 43
initial value 247.249946
iter 10 value 61.919777
iter 20 value 46.338664
iter 30 value 39.238176
iter 40 value 38.686135
iter 50 value 38.595158
iter 60 value 38.569142
iter 70 value 38.526333
iter 80 value 38.399703
iter 90 value 38.368792
iter 100 value 38.350636
final value 38.350636
stopped after 100 iterations
# weights: 11
initial value 175.624688
iter 10 value 51.704496
iter 20 value 9.150830
iter 30 value 8.024019
iter 40 value 7.971340
iter 50 value 7.923095
iter 60 value 7.906414
iter 70 value 7.902308
iter 80 value 7.900222
iter 90 value 7.899912
iter 100 value 7.899573
final value 7.899573
stopped after 100 iterations
# weights: 27
initial value 179.731417
iter 10 value 48.920103
iter 20 value 9.772625
iter 30 value 8.508912
iter 40 value 8.376618
iter 50 value 8.167420
iter 60 value 8.120142
iter 70 value 8.077675
iter 80 value 8.002891
iter 90 value 7.950957
iter 100 value 7.880591
final value 7.880591
stopped after 100 iterations
# weights: 43
initial value 195.929486
iter 10 value 11.812509
iter 20 value 7.455723
iter 30 value 6.998651
iter 40 value 5.854842
iter 50 value 1.913462
iter 60 value 1.514927
iter 70 value 1.311094
iter 80 value 1.265745
iter 90 value 1.133222
iter 100 value 1.075442
final value 1.075442
stopped after 100 iterations
# weights: 11
initial value 165.224177
iter 10 value 66.755757
iter 20 value 57.583120
iter 30 value 9.273920
iter 40 value 1.248763
iter 50 value 0.099929
iter 60 value 0.078049
iter 70 value 0.072295
iter 80 value 0.068511
iter 90 value 0.061455
iter 100 value 0.055101
final value 0.055101
stopped after 100 iterations
# weights: 27
initial value 165.450504
iter 10 value 7.113632
iter 20 value 0.367429
iter 30 value 0.106124
iter 40 value 0.043179
iter 50 value 0.006087
iter 60 value 0.000754
iter 70 value 0.000491
iter 80 value 0.000301
iter 90 value 0.000126
iter 100 value 0.000102
final value 0.000102
stopped after 100 iterations
# weights: 43
initial value 171.462767
iter 10 value 7.634930
iter 20 value 0.010879
final value 0.000089
converged
# weights: 11
initial value 167.498460
iter 10 value 95.498774
iter 20 value 62.428994
iter 30 value 55.177852
final value 55.176410
converged
# weights: 27
initial value 200.797274
iter 10 value 78.693798
iter 20 value 43.330237
iter 30 value 35.669802
iter 40 value 34.734216
iter 50 value 34.579983
iter 60 value 34.544803
iter 70 value 34.501368
final value 34.499241
converged
# weights: 43
initial value 239.626825
iter 10 value 42.741001
iter 20 value 34.445368
iter 30 value 33.538675
iter 40 value 33.388299
iter 50 value 33.344425
iter 60 value 33.341955
iter 70 value 33.341361
iter 80 value 33.341276
iter 90 value 33.340632
iter 100 value 33.340514
final value 33.340514
stopped after 100 iterations
# weights: 11
initial value 173.212002
iter 10 value 67.643359
iter 20 value 67.240071
iter 30 value 67.209108
iter 40 value 67.131428
iter 50 value 66.913746
iter 60 value 39.877232
iter 70 value 10.216621
iter 80 value 1.783167
iter 90 value 0.976424
iter 100 value 0.932280
final value 0.932280
stopped after 100 iterations
# weights: 27
initial value 171.030635
iter 10 value 108.832372
iter 20 value 1.523434
iter 30 value 0.894331
iter 40 value 0.620191
iter 50 value 0.505538
iter 60 value 0.407249
iter 70 value 0.389161
iter 80 value 0.322363
iter 90 value 0.250401
iter 100 value 0.225836
final value 0.225836
stopped after 100 iterations
# weights: 43
initial value 182.703137
iter 10 value 67.415128
iter 20 value 46.696469
iter 30 value 5.301116
iter 40 value 0.727919
iter 50 value 0.629385
iter 60 value 0.433456
iter 70 value 0.388745
iter 80 value 0.277160
iter 90 value 0.257935
iter 100 value 0.196156
final value 0.196156
stopped after 100 iterations
# weights: 11
initial value 169.430984
iter 10 value 27.673313
iter 20 value 6.740443
iter 30 value 3.319196
iter 40 value 2.858316
iter 50 value 2.612584
iter 60 value 2.311257
iter 70 value 2.076738
iter 80 value 1.917090
iter 90 value 1.791415
iter 100 value 1.748075
final value 1.748075
stopped after 100 iterations
# weights: 27
initial value 171.443090
iter 10 value 23.829320
iter 20 value 6.861664
iter 30 value 2.663222
iter 40 value 0.675215
iter 50 value 0.004426
final value 0.000059
converged
# weights: 43
initial value 176.768915
iter 10 value 52.633498
iter 20 value 2.321299
iter 30 value 0.016807
final value 0.000044
converged
# weights: 11
initial value 168.798248
iter 10 value 66.232526
iter 20 value 59.696793
final value 59.696471
converged
# weights: 27
initial value 175.245332
iter 10 value 73.637945
iter 20 value 39.829834
iter 30 value 37.857083
iter 40 value 37.702958
iter 50 value 37.662303
iter 60 value 37.656114
iter 70 value 37.654331
final value 37.654323
converged
# weights: 43
initial value 166.749288
iter 10 value 48.603231
iter 20 value 38.515282
iter 30 value 36.856454
iter 40 value 36.442591
iter 50 value 36.433972
iter 60 value 36.428491
iter 70 value 36.426912
iter 80 value 36.424843
final value 36.424677
converged
# weights: 11
initial value 163.354792
iter 10 value 66.964726
iter 20 value 66.756540
iter 30 value 66.719223
iter 40 value 65.529134
iter 50 value 11.225541
iter 60 value 3.922447
iter 70 value 3.581314
iter 80 value 3.515242
iter 90 value 3.510180
iter 100 value 3.502827
final value 3.502827
stopped after 100 iterations
# weights: 27
initial value 188.940717
iter 10 value 35.383326
iter 20 value 2.642463
iter 30 value 1.977356
iter 40 value 1.490017
iter 50 value 1.350904
iter 60 value 1.269115
iter 70 value 1.126925
iter 80 value 1.024600
iter 90 value 0.972630
iter 100 value 0.756369
final value 0.756369
stopped after 100 iterations
# weights: 43
initial value 217.185485
iter 10 value 51.524843
iter 20 value 3.672179
iter 30 value 1.576379
iter 40 value 1.271290
iter 50 value 0.979332
iter 60 value 0.912516
iter 70 value 0.830005
iter 80 value 0.764877
iter 90 value 0.640663
iter 100 value 0.554221
final value 0.554221
stopped after 100 iterations
# weights: 11
initial value 167.937140
iter 10 value 85.679042
iter 20 value 10.107393
iter 30 value 1.081634
iter 40 value 0.596851
iter 50 value 0.360806
iter 60 value 0.338751
iter 70 value 0.236214
iter 80 value 0.204197
iter 90 value 0.168179
iter 100 value 0.142631
final value 0.142631
stopped after 100 iterations
# weights: 27
initial value 174.869560
iter 10 value 66.677167
iter 20 value 66.610356
final value 66.610199
converged
# weights: 43
initial value 205.220711
iter 10 value 19.599850
iter 20 value 0.822103
iter 30 value 0.000168
iter 30 value 0.000081
iter 30 value 0.000080
final value 0.000080
converged
# weights: 11
initial value 168.007768
iter 10 value 69.272295
iter 20 value 57.610404
final value 57.526422
converged
# weights: 27
initial value 169.780533
iter 10 value 79.741015
iter 20 value 40.783332
iter 30 value 38.494214
iter 40 value 37.826220
iter 50 value 37.480112
iter 60 value 37.156080
iter 70 value 36.337417
iter 80 value 36.119215
final value 36.117598
converged
# weights: 43
initial value 166.575262
iter 10 value 61.780831
iter 20 value 37.707032
iter 30 value 35.847998
iter 40 value 35.615141
iter 50 value 35.594945
iter 60 value 35.573743
iter 70 value 35.550060
iter 80 value 35.541920
iter 90 value 35.540778
iter 100 value 35.540312
final value 35.540312
stopped after 100 iterations
# weights: 11
initial value 167.234837
iter 10 value 67.050614
iter 20 value 66.837273
iter 30 value 66.817323
iter 40 value 66.677657
iter 50 value 64.482963
iter 60 value 34.956247
iter 70 value 8.083670
iter 80 value 3.417100
iter 90 value 2.911120
iter 100 value 2.521928
final value 2.521928
stopped after 100 iterations
# weights: 27
initial value 169.796497
iter 10 value 57.033369
iter 20 value 2.525021
iter 30 value 0.558608
iter 40 value 0.475695
iter 50 value 0.457378
iter 60 value 0.419089
iter 70 value 0.390274
iter 80 value 0.367517
iter 90 value 0.345966
iter 100 value 0.336354
final value 0.336354
stopped after 100 iterations
# weights: 43
initial value 164.344658
iter 10 value 53.865443
iter 20 value 1.179583
iter 30 value 0.615853
iter 40 value 0.542049
iter 50 value 0.485123
iter 60 value 0.423416
iter 70 value 0.382402
iter 80 value 0.371519
iter 90 value 0.349829
iter 100 value 0.327474
final value 0.327474
stopped after 100 iterations
# weights: 11
initial value 184.958190
iter 10 value 27.592858
iter 20 value 8.593436
iter 30 value 8.178204
iter 40 value 8.058606
iter 50 value 7.961067
iter 60 value 7.930851
iter 70 value 7.842667
iter 80 value 7.817995
iter 90 value 7.725217
iter 100 value 7.699062
final value 7.699062
stopped after 100 iterations
# weights: 27
initial value 165.199559
iter 10 value 13.714198
iter 20 value 7.067730
iter 30 value 5.316421
iter 40 value 4.934792
iter 50 value 4.921974
final value 4.921957
converged
# weights: 43
initial value 166.459253
iter 10 value 27.372928
iter 20 value 8.702613
iter 30 value 8.319545
iter 40 value 8.053758
iter 50 value 7.927413
iter 60 value 7.684491
iter 70 value 6.812518
iter 80 value 3.965318
iter 90 value 3.153717
iter 100 value 0.728484
final value 0.728484
stopped after 100 iterations
# weights: 11
initial value 174.057057
iter 10 value 71.538274
iter 20 value 61.463082
final value 61.462346
converged
# weights: 27
initial value 167.876659
iter 10 value 79.088622
iter 20 value 45.455051
iter 30 value 42.185258
iter 40 value 41.478507
iter 50 value 41.465315
final value 41.465046
converged
# weights: 43
initial value 279.755852
iter 10 value 71.693027
iter 20 value 43.595026
iter 30 value 41.180600
iter 40 value 40.612205
iter 50 value 40.402510
iter 60 value 40.366273
iter 70 value 40.353380
iter 80 value 40.350362
iter 90 value 40.349742
iter 100 value 40.344704
final value 40.344704
stopped after 100 iterations
# weights: 11
initial value 169.731097
iter 10 value 15.411112
iter 20 value 9.486579
iter 30 value 8.935831
iter 40 value 8.819437
iter 50 value 8.778142
iter 60 value 8.720535
iter 70 value 8.656111
iter 80 value 8.652868
iter 90 value 8.650131
iter 100 value 8.647236
final value 8.647236
stopped after 100 iterations
# weights: 27
initial value 222.325200
iter 10 value 39.046356
iter 20 value 9.102440
iter 30 value 8.705840
iter 40 value 8.230124
iter 50 value 7.820746
iter 60 value 7.625570
iter 70 value 7.170533
iter 80 value 6.196303
iter 90 value 5.957188
iter 100 value 5.846826
final value 5.846826
stopped after 100 iterations
# weights: 43
initial value 177.089655
iter 10 value 19.727802
iter 20 value 8.587776
iter 30 value 8.079335
iter 40 value 7.532520
iter 50 value 7.280944
iter 60 value 6.690456
iter 70 value 6.103676
iter 80 value 2.592930
iter 90 value 1.638399
iter 100 value 1.289433
final value 1.289433
stopped after 100 iterations
# weights: 11
initial value 166.329616
iter 10 value 65.292256
iter 20 value 65.210799
final value 65.210715
converged
# weights: 27
initial value 171.666421
iter 10 value 65.349680
iter 20 value 65.227429
iter 30 value 65.210847
final value 65.210710
converged
# weights: 43
initial value 215.366567
iter 10 value 29.708291
iter 20 value 6.204521
iter 30 value 5.974931
iter 40 value 5.335666
iter 50 value 4.368588
iter 60 value 2.646057
iter 70 value 1.329068
iter 80 value 0.128623
iter 90 value 0.006864
iter 100 value 0.003643
final value 0.003643
stopped after 100 iterations
# weights: 11
initial value 201.174451
iter 10 value 73.841727
iter 20 value 58.394304
iter 30 value 58.392716
iter 30 value 58.392716
iter 30 value 58.392716
final value 58.392716
converged
# weights: 27
initial value 177.549816
iter 10 value 71.424289
iter 20 value 46.361799
iter 30 value 42.967029
iter 40 value 41.232588
iter 50 value 40.688352
iter 60 value 40.208013
iter 70 value 39.927302
iter 80 value 39.906588
final value 39.906571
converged
# weights: 43
initial value 179.987711
iter 10 value 85.092252
iter 20 value 44.309680
iter 30 value 39.625560
iter 40 value 39.143522
iter 50 value 38.849141
iter 60 value 38.712682
iter 70 value 38.669617
iter 80 value 38.660673
iter 90 value 38.642434
iter 100 value 38.639916
final value 38.639916
stopped after 100 iterations
# weights: 11
initial value 162.010940
iter 10 value 65.005471
iter 20 value 54.885559
iter 30 value 10.083889
iter 40 value 7.452685
iter 50 value 7.028784
iter 60 value 6.957427
iter 70 value 6.915866
iter 80 value 6.889485
iter 90 value 6.889388
iter 100 value 6.889327
final value 6.889327
stopped after 100 iterations
# weights: 27
initial value 182.354584
iter 10 value 37.841395
iter 20 value 6.627196
iter 30 value 6.515924
iter 40 value 6.353023
iter 50 value 6.069557
iter 60 value 5.581567
iter 70 value 5.092795
iter 80 value 4.986362
iter 90 value 4.925839
iter 100 value 4.915711
final value 4.915711
stopped after 100 iterations
# weights: 43
initial value 170.269687
iter 10 value 13.804834
iter 20 value 8.007667
iter 30 value 7.210852
iter 40 value 6.533604
iter 50 value 6.114648
iter 60 value 4.870488
iter 70 value 4.659065
iter 80 value 4.606597
iter 90 value 4.512606
iter 100 value 4.198633
final value 4.198633
stopped after 100 iterations
# weights: 11
initial value 174.068832
iter 10 value 61.690854
iter 20 value 3.843958
iter 30 value 0.765107
iter 40 value 0.493176
iter 50 value 0.394817
iter 60 value 0.307163
iter 70 value 0.266799
iter 80 value 0.204600
iter 90 value 0.144985
iter 100 value 0.122127
final value 0.122127
stopped after 100 iterations
# weights: 27
initial value 167.396794
iter 10 value 4.891068
iter 20 value 0.033481
final value 0.000075
converged
# weights: 43
initial value 163.886861
iter 10 value 19.657112
iter 20 value 0.113418
iter 30 value 0.000331
final value 0.000090
converged
# weights: 11
initial value 166.142228
iter 10 value 74.256443
iter 20 value 54.987701
iter 30 value 54.926763
final value 54.926741
converged
# weights: 27
initial value 171.332423
iter 10 value 64.830688
iter 20 value 39.735204
iter 30 value 38.087087
iter 40 value 37.355830
iter 50 value 37.081547
iter 60 value 37.051404
iter 70 value 37.049822
final value 37.049821
converged
# weights: 43
initial value 168.734736
iter 10 value 56.506146
iter 20 value 36.942816
iter 30 value 36.232102
iter 40 value 36.093258
iter 50 value 36.066748
iter 60 value 36.003548
iter 70 value 35.895388
iter 80 value 35.846169
iter 90 value 35.841003
iter 100 value 35.838949
final value 35.838949
stopped after 100 iterations
# weights: 11
initial value 170.369739
iter 10 value 64.260384
iter 20 value 61.220852
iter 30 value 61.190896
iter 40 value 61.154294
iter 50 value 61.087930
iter 60 value 60.986912
iter 70 value 57.156919
iter 80 value 10.698664
iter 90 value 1.724897
iter 100 value 1.627790
final value 1.627790
stopped after 100 iterations
# weights: 27
initial value 163.078982
iter 10 value 39.272170
iter 20 value 1.523364
iter 30 value 0.452022
iter 40 value 0.427138
iter 50 value 0.406051
iter 60 value 0.366519
iter 70 value 0.342433
iter 80 value 0.328177
iter 90 value 0.323073
iter 100 value 0.317358
final value 0.317358
stopped after 100 iterations
# weights: 43
initial value 174.546444
iter 10 value 25.702098
iter 20 value 0.715650
iter 30 value 0.633966
iter 40 value 0.553781
iter 50 value 0.497148
iter 60 value 0.462526
iter 70 value 0.378748
iter 80 value 0.376253
iter 90 value 0.345717
iter 100 value 0.335089
final value 0.335089
stopped after 100 iterations
# weights: 11
initial value 172.474823
iter 10 value 56.605309
iter 20 value 13.538761
iter 30 value 8.423844
iter 40 value 8.358756
iter 50 value 8.251143
iter 60 value 8.068313
iter 70 value 8.064275
iter 80 value 8.040297
iter 90 value 8.035322
iter 100 value 8.020284
final value 8.020284
stopped after 100 iterations
# weights: 27
initial value 164.221373
iter 10 value 43.095514
iter 20 value 8.275136
iter 30 value 7.581971
iter 40 value 6.798588
iter 50 value 5.338889
iter 60 value 5.002909
iter 70 value 4.999724
iter 80 value 4.999459
iter 90 value 4.999185
final value 4.999084
converged
# weights: 43
initial value 176.223154
iter 10 value 74.858007
iter 20 value 29.806353
iter 30 value 9.988094
iter 40 value 7.736398
iter 50 value 6.428003
iter 60 value 5.475491
iter 70 value 5.093195
iter 80 value 5.045399
iter 90 value 5.004725
iter 100 value 5.003409
final value 5.003409
stopped after 100 iterations
# weights: 11
initial value 168.870248
iter 10 value 97.925991
iter 20 value 66.275696
iter 30 value 63.846551
final value 63.846550
converged
# weights: 27
initial value 167.875370
iter 10 value 77.970860
iter 20 value 45.185945
iter 30 value 44.255831
iter 40 value 44.142826
iter 50 value 44.103642
iter 60 value 44.096377
iter 70 value 44.095722
final value 44.095721
converged
# weights: 43
initial value 172.671896
iter 10 value 73.176439
iter 20 value 45.175675
iter 30 value 43.879772
iter 40 value 43.396201
iter 50 value 43.104916
iter 60 value 43.030410
iter 70 value 43.013082
iter 80 value 43.007454
iter 90 value 42.999263
iter 100 value 42.956505
final value 42.956505
stopped after 100 iterations
# weights: 11
initial value 173.271309
iter 10 value 31.331052
iter 20 value 12.076818
iter 30 value 10.068749
iter 40 value 9.459444
iter 50 value 9.416455
iter 60 value 9.277017
iter 70 value 9.262333
iter 80 value 9.257797
iter 90 value 9.249523
iter 100 value 9.243897
final value 9.243897
stopped after 100 iterations
# weights: 27
initial value 167.302452
iter 10 value 20.276685
iter 20 value 8.107540
iter 30 value 7.494786
iter 40 value 6.656452
iter 50 value 6.431625
iter 60 value 6.360799
iter 70 value 6.336457
iter 80 value 6.227235
iter 90 value 6.178523
iter 100 value 6.084087
final value 6.084087
stopped after 100 iterations
# weights: 43
initial value 235.391465
iter 10 value 53.900389
iter 20 value 10.305854
iter 30 value 8.283836
iter 40 value 8.195925
iter 50 value 7.979015
iter 60 value 7.742502
iter 70 value 7.520628
iter 80 value 7.512524
iter 90 value 7.484445
iter 100 value 7.470277
final value 7.470277
stopped after 100 iterations
# weights: 11
initial value 179.233038
iter 10 value 69.317966
iter 20 value 69.135102
final value 69.134500
converged
# weights: 27
initial value 194.571070
iter 10 value 7.768313
iter 20 value 2.668477
iter 30 value 0.003347
final value 0.000047
converged
# weights: 43
initial value 176.620355
iter 10 value 9.460644
iter 20 value 2.961120
iter 30 value 1.229043
iter 40 value 0.000426
final value 0.000096
converged
# weights: 11
initial value 166.826988
iter 10 value 73.987434
iter 20 value 60.855719
iter 30 value 60.828262
final value 60.828258
converged
# weights: 27
initial value 182.914547
iter 10 value 54.261553
iter 20 value 42.930928
iter 30 value 41.874558
iter 40 value 41.830005
iter 50 value 41.829305
final value 41.829271
converged
# weights: 43
initial value 201.449740
iter 10 value 49.194888
iter 20 value 41.444429
iter 30 value 39.405171
iter 40 value 38.771301
iter 50 value 38.720354
iter 60 value 38.594217
iter 70 value 38.550403
iter 80 value 38.519169
iter 90 value 38.518657
iter 100 value 38.518456
final value 38.518456
stopped after 100 iterations
# weights: 11
initial value 178.369043
iter 10 value 137.713172
iter 20 value 68.338015
iter 30 value 50.886103
iter 40 value 9.827344
iter 50 value 6.768466
iter 60 value 5.941299
iter 70 value 5.585531
iter 80 value 5.448163
iter 90 value 5.392135
iter 100 value 5.369031
final value 5.369031
stopped after 100 iterations
# weights: 27
initial value 177.802975
iter 10 value 69.712426
iter 20 value 8.523167
iter 30 value 3.665724
iter 40 value 2.337533
iter 50 value 2.127520
iter 60 value 1.566339
iter 70 value 1.149881
iter 80 value 1.047294
iter 90 value 0.960648
iter 100 value 0.911528
final value 0.911528
stopped after 100 iterations
# weights: 43
initial value 177.708001
iter 10 value 21.942579
iter 20 value 4.410192
iter 30 value 3.424892
iter 40 value 2.153434
iter 50 value 1.543847
iter 60 value 1.271181
iter 70 value 1.089544
iter 80 value 0.956753
iter 90 value 0.776691
iter 100 value 0.751380
final value 0.751380
stopped after 100 iterations
# weights: 11
initial value 171.927926
iter 10 value 77.396517
iter 20 value 76.988775
final value 76.988417
converged
# weights: 27
initial value 168.588597
iter 10 value 22.390015
iter 20 value 4.733978
iter 30 value 0.027535
final value 0.000076
converged
# weights: 43
initial value 182.682024
iter 10 value 79.324831
iter 20 value 10.151180
iter 30 value 2.037097
iter 40 value 0.339840
iter 50 value 0.001858
final value 0.000041
converged
# weights: 11
initial value 184.713237
iter 10 value 69.131639
iter 20 value 61.839971
final value 61.839950
converged
# weights: 27
initial value 168.003745
iter 10 value 63.185727
iter 20 value 44.589889
iter 30 value 42.410863
iter 40 value 41.687306
iter 50 value 41.515972
iter 60 value 41.490688
iter 70 value 41.475911
final value 41.475900
converged
# weights: 43
initial value 195.389232
iter 10 value 56.257555
iter 20 value 41.591818
iter 30 value 40.573473
iter 40 value 40.314964
iter 50 value 40.237620
iter 60 value 40.197008
iter 70 value 40.176887
iter 80 value 40.171807
final value 40.171483
converged
# weights: 11
initial value 175.164618
iter 10 value 70.498277
iter 20 value 10.637865
iter 30 value 5.972441
iter 40 value 5.219718
iter 50 value 4.997269
iter 60 value 4.934738
iter 70 value 4.814172
iter 80 value 4.801258
iter 90 value 4.798932
iter 100 value 4.798793
final value 4.798793
stopped after 100 iterations
# weights: 27
initial value 174.849105
iter 10 value 44.157521
iter 20 value 5.773490
iter 30 value 1.867264
iter 40 value 1.795835
iter 50 value 1.615738
iter 60 value 1.474867
iter 70 value 1.325154
iter 80 value 1.297122
iter 90 value 1.237625
iter 100 value 1.207875
final value 1.207875
stopped after 100 iterations
# weights: 43
initial value 188.845931
iter 10 value 50.602554
iter 20 value 4.621234
iter 30 value 3.750032
iter 40 value 3.457653
iter 50 value 2.560388
iter 60 value 1.936578
iter 70 value 1.487806
iter 80 value 1.198860
iter 90 value 1.024181
iter 100 value 0.933124
final value 0.933124
stopped after 100 iterations
# weights: 11
initial value 169.706734
iter 10 value 151.532411
iter 20 value 101.783800
iter 30 value 75.503649
iter 40 value 61.731355
iter 50 value 13.061232
iter 60 value 5.441726
iter 70 value 4.818790
iter 80 value 4.342989
iter 90 value 4.321280
iter 100 value 4.318149
final value 4.318149
stopped after 100 iterations
# weights: 27
initial value 175.897110
iter 10 value 66.872304
iter 20 value 5.408436
iter 30 value 4.594063
iter 40 value 4.518673
iter 50 value 4.355831
iter 60 value 4.340986
iter 70 value 4.326977
iter 80 value 4.323168
iter 90 value 4.322940
iter 100 value 4.316364
final value 4.316364
stopped after 100 iterations
# weights: 43
initial value 175.637784
iter 10 value 32.798128
iter 20 value 4.525771
iter 30 value 4.472175
iter 40 value 4.381493
iter 50 value 4.332299
iter 60 value 4.319222
iter 70 value 4.314677
iter 80 value 4.313149
iter 90 value 4.312861
iter 100 value 4.311672
final value 4.311672
stopped after 100 iterations
# weights: 11
initial value 171.089272
iter 10 value 69.482070
iter 20 value 57.483070
final value 57.481980
converged
# weights: 27
initial value 191.811072
iter 10 value 50.191128
iter 20 value 38.815472
iter 30 value 38.725669
iter 40 value 38.711621
iter 50 value 38.710663
final value 38.710662
converged
# weights: 43
initial value 208.758059
iter 10 value 48.480761
iter 20 value 36.576295
iter 30 value 36.339935
iter 40 value 36.335412
iter 50 value 36.335041
iter 60 value 36.335025
iter 60 value 36.335025
iter 60 value 36.335025
final value 36.335025
converged
# weights: 11
initial value 180.991998
iter 10 value 57.769760
iter 20 value 6.564295
iter 30 value 5.336657
iter 40 value 5.122130
iter 50 value 5.089932
iter 60 value 5.046457
iter 70 value 4.948420
iter 80 value 4.936248
iter 90 value 4.934539
iter 100 value 4.929140
final value 4.929140
stopped after 100 iterations
# weights: 27
initial value 171.546253
iter 10 value 59.056870
iter 20 value 4.990405
iter 30 value 4.601553
iter 40 value 4.340961
iter 50 value 4.098234
iter 60 value 3.983898
iter 70 value 3.945329
iter 80 value 3.917820
iter 90 value 3.894852
iter 100 value 3.872364
final value 3.872364
stopped after 100 iterations
# weights: 43
initial value 172.284766
iter 10 value 16.955177
iter 20 value 4.572152
iter 30 value 4.506009
iter 40 value 4.447121
iter 50 value 4.230405
iter 60 value 2.677285
iter 70 value 1.788235
iter 80 value 1.266834
iter 90 value 1.115144
iter 100 value 1.061605
final value 1.061605
stopped after 100 iterations
# weights: 11
initial value 170.203074
iter 10 value 53.889462
iter 20 value 5.320551
iter 30 value 0.258745
iter 40 value 0.089757
iter 50 value 0.061406
iter 60 value 0.057211
iter 70 value 0.053206
iter 80 value 0.047547
iter 90 value 0.040547
iter 100 value 0.039999
final value 0.039999
stopped after 100 iterations
# weights: 27
initial value 202.411797
iter 10 value 67.638379
iter 20 value 66.357917
iter 30 value 66.354517
final value 66.354507
converged
# weights: 43
initial value 252.327945
iter 10 value 13.438202
iter 20 value 0.063229
final value 0.000094
converged
# weights: 11
initial value 173.891030
iter 10 value 81.776346
iter 20 value 61.875402
final value 60.120589
converged
# weights: 27
initial value 172.494847
iter 10 value 78.644744
iter 20 value 44.889626
iter 30 value 40.935358
iter 40 value 39.912605
iter 50 value 39.877703
iter 60 value 39.873211
iter 70 value 39.871093
final value 39.871092
converged
# weights: 43
initial value 179.759397
iter 10 value 58.438452
iter 20 value 43.971402
iter 30 value 40.289631
iter 40 value 39.343464
iter 50 value 38.797335
iter 60 value 38.616912
iter 70 value 38.555565
iter 80 value 38.522512
iter 90 value 38.522216
iter 100 value 38.522012
final value 38.522012
stopped after 100 iterations
# weights: 11
initial value 165.460250
iter 10 value 67.084847
iter 20 value 66.542420
iter 30 value 66.477719
iter 40 value 66.463284
iter 50 value 43.364949
iter 60 value 9.321716
iter 70 value 3.400616
iter 80 value 2.820268
iter 90 value 2.701035
iter 100 value 2.611166
final value 2.611166
stopped after 100 iterations
# weights: 27
initial value 166.389821
iter 10 value 29.090787
iter 20 value 0.838266
iter 30 value 0.682832
iter 40 value 0.604689
iter 50 value 0.533826
iter 60 value 0.520252
iter 70 value 0.476231
iter 80 value 0.462388
iter 90 value 0.445226
iter 100 value 0.414147
final value 0.414147
stopped after 100 iterations
# weights: 43
initial value 177.049562
iter 10 value 41.193153
iter 20 value 0.863534
iter 30 value 0.773331
iter 40 value 0.747029
iter 50 value 0.694883
iter 60 value 0.632848
iter 70 value 0.544201
iter 80 value 0.489728
iter 90 value 0.465302
iter 100 value 0.434595
final value 0.434595
stopped after 100 iterations
# weights: 11
initial value 187.870321
iter 10 value 75.724072
iter 20 value 71.577601
iter 30 value 14.034718
iter 40 value 5.319994
iter 50 value 2.221561
iter 60 value 1.107053
iter 70 value 0.808819
iter 80 value 0.732452
iter 90 value 0.574722
iter 100 value 0.528289
final value 0.528289
stopped after 100 iterations
# weights: 27
initial value 180.793504
iter 10 value 14.525071
iter 20 value 0.469418
iter 30 value 0.000279
final value 0.000064
converged
# weights: 43
initial value 208.834384
iter 10 value 28.847743
iter 20 value 0.512816
iter 30 value 0.000677
final value 0.000098
converged
# weights: 11
initial value 170.253647
iter 10 value 95.756634
iter 20 value 67.145509
iter 30 value 60.664809
final value 60.663974
converged
# weights: 27
initial value 167.454311
iter 10 value 92.498411
iter 20 value 47.064447
iter 30 value 41.145437
iter 40 value 40.424489
iter 50 value 39.533945
iter 60 value 39.243518
iter 70 value 39.155430
iter 80 value 39.148721
final value 39.148720
converged
# weights: 43
initial value 166.386103
iter 10 value 52.533261
iter 20 value 40.121956
iter 30 value 38.582384
iter 40 value 38.023043
iter 50 value 37.965902
iter 60 value 37.961691
iter 70 value 37.958940
iter 80 value 37.947556
final value 37.945013
converged
# weights: 11
initial value 165.731738
iter 10 value 74.585238
iter 20 value 74.428705
iter 30 value 73.136779
iter 40 value 15.584644
iter 50 value 3.784303
iter 60 value 2.048255
iter 70 value 2.002246
iter 80 value 2.000512
iter 90 value 1.999268
iter 100 value 1.994663
final value 1.994663
stopped after 100 iterations
# weights: 27
initial value 172.289656
iter 10 value 37.097078
iter 20 value 1.281488
iter 30 value 1.078886
iter 40 value 1.009406
iter 50 value 0.803990
iter 60 value 0.719255
iter 70 value 0.642699
iter 80 value 0.548136
iter 90 value 0.470010
iter 100 value 0.432872
final value 0.432872
stopped after 100 iterations
# weights: 43
initial value 175.321224
iter 10 value 44.308383
iter 20 value 2.507115
iter 30 value 0.804003
iter 40 value 0.608259
iter 50 value 0.528745
iter 60 value 0.406898
iter 70 value 0.387821
iter 80 value 0.364226
iter 90 value 0.358723
iter 100 value 0.334959
final value 0.334959
stopped after 100 iterations
# weights: 11
initial value 174.557507
iter 10 value 69.597867
iter 20 value 68.496198
final value 68.495314
converged
# weights: 27
initial value 173.390008
iter 10 value 15.438083
iter 20 value 6.415856
iter 30 value 6.261229
iter 40 value 6.196885
iter 50 value 6.126659
iter 60 value 5.682359
iter 70 value 5.416567
iter 80 value 4.526907
iter 90 value 4.165587
iter 100 value 4.060062
final value 4.060062
stopped after 100 iterations
# weights: 43
initial value 174.744045
iter 10 value 10.134781
iter 20 value 6.403852
iter 30 value 5.491224
iter 40 value 4.374632
iter 50 value 3.145604
iter 60 value 0.072991
iter 70 value 0.003363
final value 0.000062
converged
# weights: 11
initial value 180.758164
iter 10 value 85.115535
iter 20 value 60.981360
iter 30 value 60.856727
final value 60.856466
converged
# weights: 27
initial value 168.545668
iter 10 value 74.878512
iter 20 value 46.005244
iter 30 value 42.218054
iter 40 value 41.320465
iter 50 value 40.040052
iter 60 value 39.686637
iter 70 value 39.588220
iter 80 value 39.580637
final value 39.580627
converged
# weights: 43
initial value 162.928845
iter 10 value 51.179248
iter 20 value 42.253715
iter 30 value 40.050242
iter 40 value 39.254315
iter 50 value 38.779555
iter 60 value 38.747752
iter 70 value 38.726528
iter 80 value 38.714483
iter 90 value 38.702790
iter 100 value 38.700582
final value 38.700582
stopped after 100 iterations
# weights: 11
initial value 172.046666
iter 10 value 47.865859
iter 20 value 10.270616
iter 30 value 7.729758
iter 40 value 7.277402
iter 50 value 7.240903
iter 60 value 7.237397
iter 70 value 7.236606
iter 70 value 7.236606
final value 7.236606
converged
# weights: 27
initial value 180.533894
iter 10 value 74.953544
iter 20 value 8.514678
iter 30 value 6.017912
iter 40 value 5.404907
iter 50 value 4.659832
iter 60 value 3.099575
iter 70 value 2.496977
iter 80 value 2.028682
iter 90 value 1.764433
iter 100 value 1.658841
final value 1.658841
stopped after 100 iterations
# weights: 43
initial value 247.933091
iter 10 value 26.407856
iter 20 value 8.393465
iter 30 value 7.534888
iter 40 value 6.827703
iter 50 value 6.196064
iter 60 value 5.813994
iter 70 value 5.403173
iter 80 value 4.074170
iter 90 value 2.524834
iter 100 value 1.605337
final value 1.605337
stopped after 100 iterations
# weights: 11
initial value 192.041102
iter 10 value 54.114413
iter 20 value 9.491935
iter 30 value 6.608487
iter 40 value 6.380467
iter 50 value 6.307541
iter 60 value 6.285281
iter 70 value 6.271983
iter 80 value 6.251874
iter 90 value 6.243026
iter 100 value 6.240702
final value 6.240702
stopped after 100 iterations
# weights: 27
initial value 179.048669
iter 10 value 55.347768
iter 20 value 7.924806
iter 30 value 6.010890
iter 40 value 5.913620
iter 50 value 5.801298
iter 60 value 5.689946
iter 70 value 5.620507
iter 80 value 5.022048
iter 90 value 5.001667
iter 100 value 4.993814
final value 4.993814
stopped after 100 iterations
# weights: 43
initial value 219.584916
iter 10 value 18.024246
iter 20 value 7.088418
iter 30 value 6.556311
iter 40 value 5.375083
iter 50 value 3.101932
iter 60 value 2.817653
iter 70 value 2.739403
iter 80 value 2.695683
iter 90 value 2.678788
iter 100 value 2.335402
final value 2.335402
stopped after 100 iterations
# weights: 11
initial value 163.216333
iter 10 value 67.569219
iter 20 value 60.910930
iter 30 value 60.898072
final value 60.898011
converged
# weights: 27
initial value 164.476819
iter 10 value 61.496504
iter 20 value 42.745872
iter 30 value 39.853005
iter 40 value 39.846027
iter 50 value 39.845785
final value 39.845784
converged
# weights: 43
initial value 164.976893
iter 10 value 56.228132
iter 20 value 41.426115
iter 30 value 39.193973
iter 40 value 38.642553
iter 50 value 38.582167
iter 60 value 38.570844
iter 70 value 38.568262
iter 80 value 38.567169
final value 38.567100
converged
# weights: 11
initial value 165.162402
iter 10 value 11.785114
iter 20 value 9.659858
iter 30 value 7.316939
iter 40 value 7.191641
iter 50 value 7.088598
iter 60 value 7.059371
iter 70 value 7.059068
iter 80 value 7.059021
iter 90 value 7.059012
final value 7.058992
converged
# weights: 27
initial value 172.899342
iter 10 value 26.089970
iter 20 value 6.714937
iter 30 value 6.407335
iter 40 value 6.287507
iter 50 value 6.059141
iter 60 value 5.183359
iter 70 value 2.061557
iter 80 value 0.946032
iter 90 value 0.855995
iter 100 value 0.820627
final value 0.820627
stopped after 100 iterations
# weights: 43
initial value 176.889008
iter 10 value 75.121871
iter 20 value 71.088803
iter 30 value 7.187225
iter 40 value 6.505524
iter 50 value 5.892687
iter 60 value 5.278734
iter 70 value 4.486574
iter 80 value 4.020472
iter 90 value 3.732754
iter 100 value 3.620086
final value 3.620086
stopped after 100 iterations
# weights: 11
initial value 169.227784
iter 10 value 62.913595
iter 20 value 61.553157
final value 61.549976
converged
# weights: 27
initial value 210.727578
iter 10 value 51.544333
iter 20 value 9.771556
iter 30 value 8.780279
iter 40 value 8.389675
iter 50 value 8.327421
iter 60 value 8.288549
iter 70 value 8.280555
iter 80 value 8.268751
iter 90 value 8.264329
iter 100 value 8.263620
final value 8.263620
stopped after 100 iterations
# weights: 43
initial value 176.862844
iter 10 value 38.574411
iter 20 value 10.151169
iter 30 value 7.017509
iter 40 value 5.336780
iter 50 value 3.830680
iter 60 value 3.819220
iter 70 value 3.819085
iter 70 value 3.819085
iter 70 value 3.819085
final value 3.819085
converged
# weights: 11
initial value 185.391252
iter 10 value 75.444090
iter 20 value 59.883131
iter 30 value 57.958651
final value 57.958622
converged
# weights: 27
initial value 176.002236
iter 10 value 78.736770
iter 20 value 44.621806
iter 30 value 42.213419
iter 40 value 40.841147
iter 50 value 40.608412
iter 60 value 39.735908
iter 70 value 39.016790
final value 39.015910
converged
# weights: 43
initial value 206.268529
iter 10 value 51.869807
iter 20 value 39.157536
iter 30 value 38.686354
iter 40 value 38.544149
iter 50 value 38.498328
iter 60 value 38.495371
iter 70 value 38.494148
iter 80 value 38.494041
final value 38.494016
converged
# weights: 11
initial value 183.983914
iter 10 value 62.720972
iter 20 value 61.720674
iter 30 value 61.691044
iter 40 value 61.659969
iter 50 value 61.622211
iter 60 value 47.728434
iter 70 value 15.774882
iter 80 value 9.155161
iter 90 value 8.784985
iter 100 value 8.757064
final value 8.757064
stopped after 100 iterations
# weights: 27
initial value 176.453028
iter 10 value 52.452311
iter 20 value 8.799029
iter 30 value 8.597716
iter 40 value 8.460889
iter 50 value 8.437841
iter 60 value 7.999182
iter 70 value 6.622395
iter 80 value 4.783028
iter 90 value 2.998881
iter 100 value 1.077470
final value 1.077470
stopped after 100 iterations
# weights: 43
initial value 194.487290
iter 10 value 31.327673
iter 20 value 8.904712
iter 30 value 8.764084
iter 40 value 8.181956
iter 50 value 6.846254
iter 60 value 6.066273
iter 70 value 5.372288
iter 80 value 4.609647
iter 90 value 3.810872
iter 100 value 3.139748
final value 3.139748
stopped after 100 iterations
# weights: 11
initial value 171.307651
iter 10 value 68.820715
iter 20 value 35.794690
iter 30 value 2.248879
iter 40 value 0.181390
iter 50 value 0.119779
iter 60 value 0.087493
iter 70 value 0.081915
iter 80 value 0.079177
iter 90 value 0.076043
iter 100 value 0.073516
final value 0.073516
stopped after 100 iterations
# weights: 27
initial value 172.454449
iter 10 value 42.198164
iter 20 value 0.229776
final value 0.000095
converged
# weights: 43
initial value 190.722648
iter 10 value 7.965248
iter 20 value 0.607509
iter 30 value 0.001990
final value 0.000089
converged
# weights: 11
initial value 178.404958
iter 10 value 87.639999
iter 20 value 57.446358
iter 30 value 57.045651
final value 57.044855
converged
# weights: 27
initial value 184.635382
iter 10 value 78.980421
iter 20 value 39.371126
iter 30 value 37.683064
iter 40 value 37.214373
iter 50 value 37.108693
iter 60 value 36.976494
iter 70 value 36.872432
final value 36.872335
converged
# weights: 43
initial value 186.554407
iter 10 value 75.853433
iter 20 value 37.788153
iter 30 value 36.050851
iter 40 value 35.929195
iter 50 value 35.739670
iter 60 value 35.632088
iter 70 value 35.606379
iter 80 value 35.596119
iter 90 value 35.588907
iter 100 value 35.583201
final value 35.583201
stopped after 100 iterations
# weights: 11
initial value 165.131495
iter 10 value 37.039033
iter 20 value 3.645499
iter 30 value 1.665376
iter 40 value 1.370948
iter 50 value 1.348430
iter 60 value 1.332608
iter 70 value 1.263407
iter 80 value 1.246790
iter 90 value 1.244683
iter 100 value 1.243227
final value 1.243227
stopped after 100 iterations
# weights: 27
initial value 166.242776
iter 10 value 4.405558
iter 20 value 1.990860
iter 30 value 1.229943
iter 40 value 0.895812
iter 50 value 0.773181
iter 60 value 0.695163
iter 70 value 0.614066
iter 80 value 0.580246
iter 90 value 0.500383
iter 100 value 0.377749
final value 0.377749
stopped after 100 iterations
# weights: 43
initial value 177.802577
iter 10 value 2.906064
iter 20 value 0.489381
iter 30 value 0.440818
iter 40 value 0.404864
iter 50 value 0.347353
iter 60 value 0.323801
iter 70 value 0.295760
iter 80 value 0.283573
iter 90 value 0.280219
iter 100 value 0.270429
final value 0.270429
stopped after 100 iterations
# weights: 11
initial value 180.428310
iter 10 value 111.619351
iter 20 value 14.138111
iter 30 value 6.175386
iter 40 value 5.981357
iter 50 value 5.952237
iter 60 value 5.926554
iter 70 value 5.917724
iter 80 value 5.845357
iter 90 value 5.785629
iter 100 value 5.708875
final value 5.708875
stopped after 100 iterations
# weights: 27
initial value 179.826539
iter 10 value 16.038806
iter 20 value 9.878585
iter 30 value 8.762845
iter 40 value 8.734558
iter 50 value 8.734501
final value 8.734493
converged
# weights: 43
initial value 172.184246
iter 10 value 24.146855
iter 20 value 5.899660
iter 30 value 5.665703
iter 40 value 5.098168
iter 50 value 5.052563
iter 60 value 5.051774
final value 5.051772
converged
# weights: 11
initial value 189.921095
iter 10 value 93.249850
iter 20 value 63.483577
iter 30 value 60.127052
iter 30 value 60.127052
iter 30 value 60.127052
final value 60.127052
converged
# weights: 27
initial value 188.282776
iter 10 value 76.509899
iter 20 value 60.144316
iter 30 value 47.438029
iter 40 value 44.264229
iter 50 value 42.756020
iter 60 value 40.751835
iter 70 value 40.675059
iter 80 value 40.665649
final value 40.665612
converged
# weights: 43
initial value 191.848055
iter 10 value 51.928589
iter 20 value 41.916504
iter 30 value 40.073463
iter 40 value 39.778462
iter 50 value 39.699344
iter 60 value 39.515836
iter 70 value 39.440563
iter 80 value 39.405051
iter 90 value 39.377708
iter 100 value 39.368312
final value 39.368312
stopped after 100 iterations
# weights: 11
initial value 183.038570
iter 10 value 133.809741
iter 20 value 10.314314
iter 30 value 7.620297
iter 40 value 6.947692
iter 50 value 6.834247
iter 60 value 6.712844
iter 70 value 6.703521
iter 80 value 6.699748
iter 90 value 6.692003
iter 100 value 6.690987
final value 6.690987
stopped after 100 iterations
# weights: 27
initial value 183.766930
iter 10 value 61.092653
iter 20 value 8.028286
iter 30 value 6.219543
iter 40 value 5.977363
iter 50 value 5.939371
iter 60 value 5.905733
iter 70 value 5.857424
iter 80 value 5.801518
iter 90 value 5.741257
iter 100 value 5.720987
final value 5.720987
stopped after 100 iterations
# weights: 43
initial value 180.776457
iter 10 value 65.029521
iter 20 value 7.725265
iter 30 value 6.002162
iter 40 value 5.729419
iter 50 value 5.373304
iter 60 value 4.748012
iter 70 value 4.682063
iter 80 value 4.613519
iter 90 value 4.360673
iter 100 value 4.014731
final value 4.014731
stopped after 100 iterations
# weights: 11
initial value 175.968115
iter 10 value 50.900707
iter 20 value 15.684661
iter 30 value 7.483455
iter 40 value 7.172015
iter 50 value 7.013126
iter 60 value 6.987509
iter 70 value 6.956870
iter 80 value 6.922706
iter 90 value 6.875028
iter 100 value 6.845393
final value 6.845393
stopped after 100 iterations
# weights: 27
initial value 190.960263
iter 10 value 27.482552
iter 20 value 8.121473
iter 30 value 7.155436
iter 40 value 7.028851
iter 50 value 6.952314
iter 60 value 6.921645
iter 70 value 6.898999
iter 80 value 6.875452
iter 90 value 6.856482
iter 100 value 6.848031
final value 6.848031
stopped after 100 iterations
# weights: 43
initial value 181.991569
iter 10 value 41.543841
iter 20 value 7.230314
iter 30 value 6.381719
iter 40 value 5.684405
iter 50 value 4.326267
iter 60 value 0.037149
iter 70 value 0.000509
final value 0.000057
converged
# weights: 11
initial value 167.957041
iter 10 value 69.491405
iter 20 value 60.327064
iter 30 value 60.293764
final value 60.293762
converged
# weights: 27
initial value 193.562488
iter 10 value 77.090302
iter 20 value 45.264178
iter 30 value 40.681621
iter 40 value 40.272991
final value 40.272730
converged
# weights: 43
initial value 201.224152
iter 10 value 54.888693
iter 20 value 40.494346
iter 30 value 39.181490
iter 40 value 39.072121
iter 50 value 39.030656
iter 60 value 39.016121
iter 70 value 39.009343
iter 80 value 39.005477
final value 39.005039
converged
# weights: 11
initial value 166.730974
iter 10 value 41.040398
iter 20 value 15.076512
iter 30 value 11.072548
iter 40 value 9.144878
iter 50 value 8.929352
iter 60 value 8.773643
iter 70 value 8.071538
iter 80 value 7.980879
iter 90 value 7.883952
iter 100 value 7.853663
final value 7.853663
stopped after 100 iterations
# weights: 27
initial value 180.131845
iter 10 value 73.500643
iter 20 value 56.119242
iter 30 value 9.372901
iter 40 value 8.414517
iter 50 value 7.136757
iter 60 value 6.810408
iter 70 value 6.536258
iter 80 value 6.525390
iter 90 value 6.355009
iter 100 value 6.324510
final value 6.324510
stopped after 100 iterations
# weights: 43
initial value 189.318948
iter 10 value 24.459512
iter 20 value 7.128072
iter 30 value 6.428806
iter 40 value 5.463417
iter 50 value 5.351560
iter 60 value 5.111793
iter 70 value 4.646508
iter 80 value 3.410979
iter 90 value 3.025890
iter 100 value 2.299510
final value 2.299510
stopped after 100 iterations
# weights: 11
initial value 169.183880
iter 10 value 77.987331
iter 20 value 60.012915
final value 59.897228
convergedError in caret:::GarsonWeights(object, ...) :
argumento não utilizado (svale = TRUE)
# Compare the results of these algorithms
iris.results <- caret::resamples(list(lda=fit.lda,
cart=fit.cart,
knn=fit.knn,
svm=fit.svm,
nn=fit.nn,
lgst=fit.LogitBoost,
rf=fit.rf))
# Table Comparison
print(summary(iris.results))
Call:
summary.resamples(object = iris.results)
Models: lda, cart, knn, svm, nn, lgst, rf
Number of resamples: 1000
Accuracy
Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
lda 0.9038462 0.9636364 0.9807692 0.9754572 0.9830508 1 0
cart 0.8490566 0.9259259 0.9444444 0.9425208 0.9629630 1 0
knn 0.8461538 0.9272727 0.9473684 0.9457935 0.9649123 1 0
svm 0.8490566 0.9310345 0.9473684 0.9482144 0.9642857 1 0
nn 0.8571429 0.9491525 0.9642857 0.9639898 0.9811321 1 0
lgst 0.8421053 0.9310345 0.9482759 0.9490974 0.9649123 1 0
rf 0.8775510 0.9411765 0.9538462 0.9538691 0.9661017 1 0
Kappa
Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
lda 0.8510029 0.9452600 0.9710306 0.9627963 0.9742161 1 0
cart 0.7698154 0.8871438 0.9162358 0.9129350 0.9440994 1 0
knn 0.7691454 0.8908459 0.9203725 0.9179434 0.9464115 1 0
svm 0.7727760 0.8947690 0.9208700 0.9215640 0.9463602 1 0
nn 0.7844081 0.9232853 0.9454545 0.9454367 0.9715130 1 0
lgst 0.7581330 0.8953777 0.9223214 0.9228784 0.9470997 1 0
rf 0.8125000 0.9099902 0.9304813 0.9300955 0.9487831 1 0
control <- caret::trainControl(method=boot, number=1e4)
Árvore de Regressão
Na árvore de regressão, a variável de desfecho é intervalar.
- Conditional inference trees:
party::ctree- Greenwell, BM (2022) Tree-Based Methods for Statistical Learning in R - A Practical Introduction with Applications in R. USA: CRC.
'data.frame': 111 obs. of 6 variables:
$ Ozone : int 41 36 12 18 23 19 8 16 11 14 ...
$ Solar.R: int 190 118 149 313 299 99 19 256 290 274 ...
$ Wind : num 7.4 8 12.6 11.5 8.6 13.8 20.1 9.7 9.2 10.9 ...
$ Temp : int 67 72 74 62 65 59 61 69 66 68 ...
$ Month : int 5 5 5 5 5 5 5 5 5 5 ...
$ Day : int 1 2 3 4 7 8 9 12 13 14 ...
- attr(*, "na.action")= 'omit' Named int [1:42] 5 6 10 11 25 26 27 32 33 34 ...
..- attr(*, "names")= chr [1:42] "5" "6" "10" "11" ... Ozone Solar.R Wind Temp
Min. : 1.0 Min. : 7.0 Min. : 2.30 Min. :57.00
1st Qu.: 18.0 1st Qu.:113.5 1st Qu.: 7.40 1st Qu.:71.00
Median : 31.0 Median :207.0 Median : 9.70 Median :79.00
Mean : 42.1 Mean :184.8 Mean : 9.94 Mean :77.79
3rd Qu.: 62.0 3rd Qu.:255.5 3rd Qu.:11.50 3rd Qu.:84.50
Max. :168.0 Max. :334.0 Max. :20.70 Max. :97.00
Month Day
Min. :5.000 Min. : 1.00
1st Qu.:6.000 1st Qu.: 9.00
Median :7.000 Median :16.00
Mean :7.216 Mean :15.95
3rd Qu.:9.000 3rd Qu.:22.50
Max. :9.000 Max. :31.00 set.seed(123) # For reproducibility
n <- nrow(Data)
train_indices <- sample(seq_len(n), size = 0.8 * n)
train <- Data[train_indices, ]
test <- Data[-train_indices, ]
# Recursive Partitioning and Regression Trees
# rpart::rpart
# grow tree
fit_rpart <- rpart::rpart(
Ozone ~ .,
data = train,
method = "anova", # Regression
control = rpart::rpart.control(minsplit=10,
maxdepth=6))
print(caret::varImp(fit_rpart)) Overall
Day 0.8360771
Month 0.5317381
Solar.R 1.0315002
Temp 1.8826701
Wind 1.7755175
Regression tree:
rpart::rpart(formula = Ozone ~ ., data = train, method = "anova",
control = rpart::rpart.control(minsplit = 10, maxdepth = 6))
Variables actually used in tree construction:
[1] Day Temp Wind
Root node error: 104452/88 = 1187
n= 88
CP nsplit rel error xerror xstd
1 0.479974 0 1.00000 1.02310 0.196772
2 0.214454 1 0.52003 0.76588 0.218206
3 0.092525 2 0.30557 0.56716 0.205824
4 0.022408 3 0.21305 0.39137 0.154298
5 0.013616 4 0.19064 0.32348 0.091650
6 0.011989 5 0.17702 0.31562 0.091572
7 0.010000 6 0.16503 0.30995 0.091666
CP nsplit rel error xerror xstd
1 0.47997401 0 1.0000000 1.0230975 0.19677228
2 0.21445390 1 0.5200260 0.7658824 0.21820644
3 0.09252522 2 0.3055721 0.5671569 0.20582408
4 0.02240817 3 0.2130469 0.3913724 0.15429769
5 0.01361607 4 0.1906387 0.3234779 0.09164960
6 0.01198879 5 0.1770226 0.3156161 0.09157196
7 0.01000000 6 0.1650338 0.3099468 0.09166559
NULLCall:
rpart::rpart(formula = Ozone ~ ., data = train, method = "anova",
control = rpart::rpart.control(minsplit = 10, maxdepth = 6))
n= 88
CP nsplit rel error xerror xstd
1 0.47997401 0 1.0000000 1.0230975 0.19677228
2 0.21445390 1 0.5200260 0.7658824 0.21820644
3 0.09252522 2 0.3055721 0.5671569 0.20582408
4 0.02240817 3 0.2130469 0.3913724 0.15429769
5 0.01361607 4 0.1906387 0.3234779 0.09164960
6 0.01198879 5 0.1770226 0.3156161 0.09157196
7 0.01000000 6 0.1650338 0.3099468 0.09166559
Variable importance
Temp Wind Day Solar.R Month
40 28 12 10 10
Node number 1: 88 observations, complexity param=0.479974
mean=42.44318, MSE=1186.951
left son=2 (45 obs) right son=3 (43 obs)
Primary splits:
Temp < 78.5 to the left, improve=0.47997400, (0 missing)
Wind < 6 to the right, improve=0.45404060, (0 missing)
Solar.R < 153 to the left, improve=0.19866610, (0 missing)
Day < 24.5 to the left, improve=0.12106500, (0 missing)
Month < 6.5 to the left, improve=0.08803931, (0 missing)
Surrogate splits:
Wind < 8.3 to the right, agree=0.705, adj=0.395, (0 split)
Day < 11.5 to the right, agree=0.659, adj=0.302, (0 split)
Solar.R < 153 to the left, agree=0.648, adj=0.279, (0 split)
Month < 6.5 to the left, agree=0.648, adj=0.279, (0 split)
Node number 2: 45 observations, complexity param=0.01198879
mean=19.11111, MSE=90.36543
left son=4 (41 obs) right son=5 (4 obs)
Primary splits:
Temp < 77.5 to the left, improve=0.30794700, (0 missing)
Solar.R < 169.5 to the left, improve=0.26246560, (0 missing)
Wind < 7.15 to the right, improve=0.12800910, (0 missing)
Month < 7.5 to the left, improve=0.06967838, (0 missing)
Day < 20.5 to the right, improve=0.04792323, (0 missing)
Node number 3: 43 observations, complexity param=0.2144539
mean=66.86047, MSE=1168.632
left son=6 (34 obs) right son=7 (9 obs)
Primary splits:
Wind < 6 to the right, improve=0.44576240, (0 missing)
Temp < 87.5 to the left, improve=0.22582100, (0 missing)
Solar.R < 142 to the left, improve=0.13721900, (0 missing)
Day < 24.5 to the left, improve=0.12239910, (0 missing)
Month < 8.5 to the right, improve=0.03757508, (0 missing)
Surrogate splits:
Temp < 91.5 to the left, agree=0.814, adj=0.111, (0 split)
Node number 4: 41 observations
mean=17.46341, MSE=59.9072
Node number 5: 4 observations
mean=36, MSE=89.5
Node number 6: 34 observations, complexity param=0.09252522
mean=55.11765, MSE=617.6332
left son=12 (18 obs) right son=13 (16 obs)
Primary splits:
Temp < 84.5 to the left, improve=0.46022070, (0 missing)
Wind < 8.9 to the right, improve=0.26073930, (0 missing)
Day < 8 to the left, improve=0.16878810, (0 missing)
Solar.R < 142 to the left, improve=0.12095180, (0 missing)
Month < 8.5 to the right, improve=0.05523563, (0 missing)
Surrogate splits:
Wind < 8.9 to the right, agree=0.676, adj=0.313, (0 split)
Day < 19 to the left, agree=0.676, adj=0.313, (0 split)
Solar.R < 162 to the left, agree=0.588, adj=0.125, (0 split)
Month < 7.5 to the right, agree=0.559, adj=0.063, (0 split)
Node number 7: 9 observations
mean=111.2222, MSE=761.284
Node number 12: 18 observations, complexity param=0.01361607
mean=39.22222, MSE=236.8395
left son=24 (9 obs) right son=25 (9 obs)
Primary splits:
Day < 13.5 to the left, improve=0.33361130, (0 missing)
Wind < 10 to the right, improve=0.19496000, (0 missing)
Month < 8.5 to the right, improve=0.15192720, (0 missing)
Temp < 80.5 to the right, improve=0.07774429, (0 missing)
Solar.R < 253 to the left, improve=0.07459993, (0 missing)
Surrogate splits:
Wind < 10.6 to the right, agree=0.778, adj=0.556, (0 split)
Solar.R < 142 to the left, agree=0.667, adj=0.333, (0 split)
Temp < 79.5 to the right, agree=0.611, adj=0.222, (0 split)
Month < 7.5 to the right, agree=0.611, adj=0.222, (0 split)
Node number 13: 16 observations, complexity param=0.02240817
mean=73, MSE=442
left son=26 (9 obs) right son=27 (7 obs)
Primary splits:
Temp < 88 to the left, improve=0.33096320, (0 missing)
Wind < 8.9 to the right, improve=0.29200600, (0 missing)
Solar.R < 242.5 to the right, improve=0.23759770, (0 missing)
Month < 7.5 to the left, improve=0.12928250, (0 missing)
Day < 7 to the left, improve=0.04229029, (0 missing)
Surrogate splits:
Solar.R < 211 to the right, agree=0.750, adj=0.429, (0 split)
Wind < 7.15 to the right, agree=0.750, adj=0.429, (0 split)
Month < 7.5 to the left, agree=0.750, adj=0.429, (0 split)
Day < 27.5 to the left, agree=0.688, adj=0.286, (0 split)
Node number 24: 9 observations
mean=30.33333, MSE=103.3333
Node number 25: 9 observations
mean=48.11111, MSE=212.321
Node number 26: 9 observations
mean=62.33333, MSE=414.2222
Node number 27: 7 observations
mean=86.71429, MSE=143.3469
n= 88
node), split, n, deviance, yval
* denotes terminal node
1) root 88 104451.700 42.44318
2) Temp< 78.5 45 4066.444 19.11111
4) Temp< 77.5 41 2456.195 17.46341 *
5) Temp>=77.5 4 358.000 36.00000 *
3) Temp>=78.5 43 50251.160 66.86047
6) Wind>=6 34 20999.530 55.11765
12) Temp< 84.5 18 4263.111 39.22222
24) Day< 13.5 9 930.000 30.33333 *
25) Day>=13.5 9 1910.889 48.11111 *
13) Temp>=84.5 16 7072.000 73.00000
26) Temp< 88 9 3728.000 62.33333 *
27) Temp>=88 7 1003.429 86.71429 *
7) Wind< 6 9 6851.556 111.22220 *plot(fit_rpart,
uniform=TRUE,
main="Classification Tree for Ozone")
text(fit_rpart, use.n=TRUE, all=TRUE, cex=.8)
rpart.plot::prp(fit_rpart,
type = 5,
extra = 1,
box.palette = "Reds",
digits = 4,
shadow.col = 'darkgray',
branch = 0.5)
rpart::post(fit_rpart,
file="Ozone_tree.ps",
title="Classification Tree for Ozone")
# Correlation
pred_value <- predict(fit_rpart,
test)
cor <- cor.test(pred_value,
test$Ozone)
print(cor)
Pearson's product-moment correlation
data: pred_value and test$Ozone
t = 6.3231, df = 21, p-value = 2.862e-06
alternative hypothesis: true correlation is not equal to 0
95 percent confidence interval:
0.5966488 0.9161384
sample estimates:
cor
0.8097107 
Overall
Day 0.2434641
Month 0.1256144
Solar.R 0.3358852
Temp 0.7057950
Wind 0.8998030
plot(fit_prune,
uniform=TRUE,
main="Classification (Pruned) Tree for Ozone")
text(fit_prune, use.n=TRUE, all=TRUE, cex=.8)
Regression tree:
rpart::rpart(formula = Ozone ~ ., data = train, method = "anova",
control = rpart::rpart.control(minsplit = 10, maxdepth = 6))
Variables actually used in tree construction:
[1] Temp Wind
Root node error: 104452/88 = 1187
n= 88
CP nsplit rel error xerror xstd
1 0.47997 0 1.00000 1.02310 0.19677
2 0.21445 1 0.52003 0.76588 0.21821
3 0.10000 2 0.30557 0.56716 0.20582
CP nsplit rel error xerror xstd
1 0.4799740 0 1.0000000 1.0230975 0.1967723
2 0.2144539 1 0.5200260 0.7658824 0.2182064
3 0.1000000 2 0.3055721 0.5671569 0.2058241 Ozone
19 when Temp < 79
55 when Temp >= 79 & Wind >= 6
111 when Temp >= 79 & Wind < 6rpart.plot::prp(fit_prune,
type = 5,
extra = 1,
box.palette = "Reds",
digits = 4,
shadow.col = 'darkgray',
branch = 0.5)
$obj
n= 88
node), split, n, deviance, yval
* denotes terminal node
1) root 88 104451.700 42.44318
2) Temp< 78.5 45 4066.444 19.11111 *
3) Temp>=78.5 43 50251.160 66.86047
6) Wind>=6 34 20999.530 55.11765 *
7) Wind< 6 9 6851.556 111.22220 *
$snipped.nodes
NULL
$xlim
[1] 0 1
$ylim
[1] 0 1
$x
[1] 0.39493133 0.06974811 0.72011455 0.50332574 0.93690336
$y
[1] 0.89544069 0.03624723 0.50489821 0.03624723 0.03624723
$branch.x
[,1] [,2] [,3] [,4] [,5]
x 0.3949313 0.06974811 0.7201146 0.5033257 0.9369034
NA 0.06974811 0.7201146 0.5033257 0.9369034
NA 0.39493133 0.3949313 0.7201146 0.7201146
$branch.y
[,1] [,2] [,3] [,4] [,5]
y 0.9700801 0.1108867 0.5795376 0.1108867 0.1108867
NA 0.8110657 0.8110657 0.4205232 0.4205232
NA 0.8110657 0.8110657 0.4205232 0.4205232
$labs
[1] "42\nn=88 100%" "19\nn=45 51%" "67\nn=43 49%" "55\nn=34 39%"
[5] "111\nn=9 10%"
$cex
[1] 1
$boxes
$boxes$x1
[1] 0.309704052 -0.007808713 0.642557727 0.425768913 0.867016995
$boxes$y1
[1] 0.853253182 -0.005940277 0.462710701 -0.005940277 -0.005940277
$boxes$x2
[1] 0.4801586 0.1473049 0.7976714 0.5808826 1.0067897
$boxes$y2
[1] 0.9700801 0.1108867 0.5795376 0.1108867 0.1108867
$split.labs
[1] ""
$split.cex
[1] 1 1 1 1 1
$split.box
$split.box$x1
[1] 0.3160961 NA 0.6434100 NA NA
$split.box$y1
[1] 0.7786137 NA 0.3880713 NA NA
$split.box$x2
[1] 0.4737666 NA 0.7968191 NA NA
$split.box$y2
[1] 0.8435176 NA 0.4529751 NA NArpart::post(fit_prune,
file="HD_ptree.ps",
title="Classification (Pruned) Tree for Ozone")
# Correlation
pred_value <- predict(fit_prune,
test)
cor <- cor.test(pred_value,
test$Ozone)
print(cor)
Pearson's product-moment correlation
data: pred_value and test$Ozone
t = 3.1965, df = 21, p-value = 0.004338
alternative hypothesis: true correlation is not equal to 0
95 percent confidence interval:
0.2092504 0.7964799
sample estimates:
cor
0.5721064 
# Conditional Inference Tree: party::ctree_control
# partykit package contains an improved reimplementation of ctree() and is recommended for fitting individual conditional inference trees in general, however, as partykit::ctree() can be much slower than party::ctree() (the latter of which is implemented in C)
# https://cran.r-project.org/web/packages/party/vignettes/party.pdf
# The party package provides nonparametric regression trees for
# nominal, ordinal, numeric, censored, and multivariate responses.
# party: A laboratory for recursive partitioning, provides details.
invisible(party::ctree_control(testtype="MonteCarlo"))
fit_ctree <- party::ctree(Ozone ~ .,
data=train)
print(fit_ctree)
Conditional inference tree with 6 terminal nodes
Response: Ozone
Inputs: Solar.R, Wind, Temp, Month, Day
Number of observations: 88
1) Temp <= 78; criterion = 1, statistic = 43.881
2) Temp <= 76; criterion = 0.978, statistic = 8.104
3) Solar.R <= 149; criterion = 0.967, statistic = 7.329
4)* weights = 20
3) Solar.R > 149
5)* weights = 18
2) Temp > 76
6)* weights = 7
1) Temp > 78
7) Wind <= 5.7; criterion = 1, statistic = 19.564
8)* weights = 9
7) Wind > 5.7
9) Temp <= 84; criterion = 0.999, statistic = 13.683
10)* weights = 18
9) Temp > 84
11)* weights = 16 plot(fit_ctree,
type="extended",
drop_terminal=FALSE,
main="Conditional Inference Tree for Heart Ozone")
# Correlation
pred_value <- predict(fit_ctree,
test)
cor <- cor.test(pred_value,
test$Ozone)
print(cor)
Pearson's product-moment correlation
data: pred_value and test$Ozone
t = 5.1295, df = 21, p-value = 4.418e-05
alternative hypothesis: true correlation is not equal to 0
95 percent confidence interval:
0.4815766 0.8856878
sample estimates:
cor
0.7457435 
Questões
- 11.1, 11.2, 11.6, 11.7, 11.10, 11.11, 11.12, 11.13, 11.14, 11.23, 11.27, 11.28, 11.32, 11.33, 11.34, 11.35
Referências
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