CARET
Humberto Cortés Saldaña
2025-08-22
Teoría
El paquete CARET (Classification and regression training) es un paquete integral con una amplia variedad de algoritmos para el aprendizaje automático.
Instalar paquetes y llamar librerías
#install.packages("ggplot2") # Gráfica
library(ggplot2)
#install.packages("lattice") # Gráfica
library(lattice)
#install.packages("caret") # Algoritmos de aprendizaje automatico
library(caret)
#install.packages("datasets") # Usar bases de datos, en este caso iris
library(datasets)
#install.packages("DataExplorer") # Análisis Exploratorio
library(DataExplorer)
#install.packages("kernlab")Crear la base de datos
df <- data.frame(iris)Entender la base de datos
summary(df)## Sepal.Length Sepal.Width Petal.Length Petal.Width
## Min. :4.300 Min. :2.000 Min. :1.000 Min. :0.100
## 1st Qu.:5.100 1st Qu.:2.800 1st Qu.:1.600 1st Qu.:0.300
## Median :5.800 Median :3.000 Median :4.350 Median :1.300
## Mean :5.843 Mean :3.057 Mean :3.758 Mean :1.199
## 3rd Qu.:6.400 3rd Qu.:3.300 3rd Qu.:5.100 3rd Qu.:1.800
## Max. :7.900 Max. :4.400 Max. :6.900 Max. :2.500
## Species
## setosa :50
## versicolor:50
## virginica :50
##
##
## str(df)## 'data.frame': 150 obs. of 5 variables:
## $ Sepal.Length: num 5.1 4.9 4.7 4.6 5 5.4 4.6 5 4.4 4.9 ...
## $ Sepal.Width : num 3.5 3 3.2 3.1 3.6 3.9 3.4 3.4 2.9 3.1 ...
## $ Petal.Length: num 1.4 1.4 1.3 1.5 1.4 1.7 1.4 1.5 1.4 1.5 ...
## $ Petal.Width : num 0.2 0.2 0.2 0.2 0.2 0.4 0.3 0.2 0.2 0.1 ...
## $ Species : Factor w/ 3 levels "setosa","versicolor",..: 1 1 1 1 1 1 1 1 1 1 ...# create_report(df)
plot_missing(df)
plot_histogram(df)
plot_correlation(df)
** NOTA: la variable que queremos predecir debe tener formtao de
factor**
Entender la base de datos
# Normalmente 80-20
set.seed(123)
renglones_entrenamiento <- createDataPartition(df$Species, p=0.8, list = FALSE)
entrenamiento <- iris[renglones_entrenamiento, ]
prueba <- iris[-renglones_entrenamiento, ]Distintos tipos de Métodos para Molderar
Los métodos más utilizados para modelar aprendizaje automático son:
SVM: Support Vector Mchine o Máquina de Vectores de Soporte. Hay varios subtipos: Lineal (svmlinear), Radial (svmRadial), Polinómico (svmPoly), etc.
Árbol de Decisión: rpart
Redes Neuronales: nnet
Random Forest o Bosques Aleatorios: Rf
Modelo 1. SVM Lineal
modelo1 <- train(Species ~ ., data=entrenamiento,
method = "svmLinear", #Cambiar
preProcess=c("scale", "center"),
trControl = trainControl(method="cv", number=10),
tuneGride = data.frame(C=1) # Cambiar
)
resultado_entrenamiento1 <- predict(modelo1, entrenamiento)
resultado_prueba1 <- predict(modelo1, prueba)
#Matriz de Confusión
# Es una tabla de evaluación que desglosa el rendimiento del modelo de clasificación
# Matriz de clasificación del resultado de entrenamiento
mcre1 <- confusionMatrix(resultado_entrenamiento1, entrenamiento$Species)
mcre1## Confusion Matrix and Statistics
##
## Reference
## Prediction setosa versicolor virginica
## setosa 40 0 0
## versicolor 0 39 0
## virginica 0 1 40
##
## Overall Statistics
##
## Accuracy : 0.9917
## 95% CI : (0.9544, 0.9998)
## No Information Rate : 0.3333
## P-Value [Acc > NIR] : < 2.2e-16
##
## Kappa : 0.9875
##
## Mcnemar's Test P-Value : NA
##
## Statistics by Class:
##
## Class: setosa Class: versicolor Class: virginica
## Sensitivity 1.0000 0.9750 1.0000
## Specificity 1.0000 1.0000 0.9875
## Pos Pred Value 1.0000 1.0000 0.9756
## Neg Pred Value 1.0000 0.9877 1.0000
## Prevalence 0.3333 0.3333 0.3333
## Detection Rate 0.3333 0.3250 0.3333
## Detection Prevalence 0.3333 0.3250 0.3417
## Balanced Accuracy 1.0000 0.9875 0.9938# Matriz de clasificación del resultado de la prueba
mcrp1 <- confusionMatrix(resultado_prueba1, prueba$Specie)
mcrp1## Confusion Matrix and Statistics
##
## Reference
## Prediction setosa versicolor virginica
## setosa 10 0 0
## versicolor 0 10 1
## virginica 0 0 9
##
## Overall Statistics
##
## Accuracy : 0.9667
## 95% CI : (0.8278, 0.9992)
## No Information Rate : 0.3333
## P-Value [Acc > NIR] : 2.963e-13
##
## Kappa : 0.95
##
## Mcnemar's Test P-Value : NA
##
## Statistics by Class:
##
## Class: setosa Class: versicolor Class: virginica
## Sensitivity 1.0000 1.0000 0.9000
## Specificity 1.0000 0.9500 1.0000
## Pos Pred Value 1.0000 0.9091 1.0000
## Neg Pred Value 1.0000 1.0000 0.9524
## Prevalence 0.3333 0.3333 0.3333
## Detection Rate 0.3333 0.3333 0.3000
## Detection Prevalence 0.3333 0.3667 0.3000
## Balanced Accuracy 1.0000 0.9750 0.9500Modelo 2. SVM Radial
modelo2 <- train(Species ~ ., data=entrenamiento,
method = "svmRadial", #Cambiar
preProcess=c("scale", "center"),
trControl = trainControl(method="cv", number=10),
tuneGride = data.frame(C=1) # Cambiar
)
resultado_entrenamiento2 <- predict(modelo2, entrenamiento)
resultado_prueba2 <- predict(modelo2, prueba)
#Matriz de Confusión
# Es una tabla de evaluación que desglosa el rendimiento del modelo de clasificación
# Matriz de clasificación del resultado de entrenamiento
mcre2 <- confusionMatrix(resultado_entrenamiento2, entrenamiento$Species)
mcre2## Confusion Matrix and Statistics
##
## Reference
## Prediction setosa versicolor virginica
## setosa 40 0 0
## versicolor 0 39 0
## virginica 0 1 40
##
## Overall Statistics
##
## Accuracy : 0.9917
## 95% CI : (0.9544, 0.9998)
## No Information Rate : 0.3333
## P-Value [Acc > NIR] : < 2.2e-16
##
## Kappa : 0.9875
##
## Mcnemar's Test P-Value : NA
##
## Statistics by Class:
##
## Class: setosa Class: versicolor Class: virginica
## Sensitivity 1.0000 0.9750 1.0000
## Specificity 1.0000 1.0000 0.9875
## Pos Pred Value 1.0000 1.0000 0.9756
## Neg Pred Value 1.0000 0.9877 1.0000
## Prevalence 0.3333 0.3333 0.3333
## Detection Rate 0.3333 0.3250 0.3333
## Detection Prevalence 0.3333 0.3250 0.3417
## Balanced Accuracy 1.0000 0.9875 0.9938# Matriz de clasificación del resultado de la prueba
mcrp2 <- confusionMatrix(resultado_prueba2, prueba$Specie)
mcrp2## Confusion Matrix and Statistics
##
## Reference
## Prediction setosa versicolor virginica
## setosa 10 0 0
## versicolor 0 10 2
## virginica 0 0 8
##
## Overall Statistics
##
## Accuracy : 0.9333
## 95% CI : (0.7793, 0.9918)
## No Information Rate : 0.3333
## P-Value [Acc > NIR] : 8.747e-12
##
## Kappa : 0.9
##
## Mcnemar's Test P-Value : NA
##
## Statistics by Class:
##
## Class: setosa Class: versicolor Class: virginica
## Sensitivity 1.0000 1.0000 0.8000
## Specificity 1.0000 0.9000 1.0000
## Pos Pred Value 1.0000 0.8333 1.0000
## Neg Pred Value 1.0000 1.0000 0.9091
## Prevalence 0.3333 0.3333 0.3333
## Detection Rate 0.3333 0.3333 0.2667
## Detection Prevalence 0.3333 0.4000 0.2667
## Balanced Accuracy 1.0000 0.9500 0.9000Modelo 3. SVM Radial
modelo3 <- train(Species ~ ., data=entrenamiento,
method = "svmPoly", #Cambiar
preProcess=c("scale", "center"),
trControl = trainControl(method="cv", number=10),
tuneGride = data.frame(C=1) # Cambiar
)
resultado_entrenamiento3 <- predict(modelo3, entrenamiento)
resultado_prueba3 <- predict(modelo3, prueba)
#Matriz de Confusión
# Es una tabla de evaluación que desglosa el rendimiento del modelo de clasificación
# Matriz de clasificación del resultado de entrenamiento
mcre3 <- confusionMatrix(resultado_entrenamiento3, entrenamiento$Species)
mcre3## Confusion Matrix and Statistics
##
## Reference
## Prediction setosa versicolor virginica
## setosa 40 0 0
## versicolor 0 40 4
## virginica 0 0 36
##
## Overall Statistics
##
## Accuracy : 0.9667
## 95% CI : (0.9169, 0.9908)
## No Information Rate : 0.3333
## P-Value [Acc > NIR] : < 2.2e-16
##
## Kappa : 0.95
##
## Mcnemar's Test P-Value : NA
##
## Statistics by Class:
##
## Class: setosa Class: versicolor Class: virginica
## Sensitivity 1.0000 1.0000 0.9000
## Specificity 1.0000 0.9500 1.0000
## Pos Pred Value 1.0000 0.9091 1.0000
## Neg Pred Value 1.0000 1.0000 0.9524
## Prevalence 0.3333 0.3333 0.3333
## Detection Rate 0.3333 0.3333 0.3000
## Detection Prevalence 0.3333 0.3667 0.3000
## Balanced Accuracy 1.0000 0.9750 0.9500# Matriz de clasificación del resultado de la prueba
mcrp3 <- confusionMatrix(resultado_prueba3, prueba$Specie)
mcrp3## Confusion Matrix and Statistics
##
## Reference
## Prediction setosa versicolor virginica
## setosa 10 0 0
## versicolor 0 10 2
## virginica 0 0 8
##
## Overall Statistics
##
## Accuracy : 0.9333
## 95% CI : (0.7793, 0.9918)
## No Information Rate : 0.3333
## P-Value [Acc > NIR] : 8.747e-12
##
## Kappa : 0.9
##
## Mcnemar's Test P-Value : NA
##
## Statistics by Class:
##
## Class: setosa Class: versicolor Class: virginica
## Sensitivity 1.0000 1.0000 0.8000
## Specificity 1.0000 0.9000 1.0000
## Pos Pred Value 1.0000 0.8333 1.0000
## Neg Pred Value 1.0000 1.0000 0.9091
## Prevalence 0.3333 0.3333 0.3333
## Detection Rate 0.3333 0.3333 0.2667
## Detection Prevalence 0.3333 0.4000 0.2667
## Balanced Accuracy 1.0000 0.9500 0.9000Modelo 4. Árbol de Decisión
modelo4 <- train(Species ~ ., data=entrenamiento,
method = "rpart", #Cambiar
preProcess=c("scale", "center"),
trControl = trainControl(method="cv", number=10),
tuneLength = 10 # Cambiar
)
resultado_entrenamiento4 <- predict(modelo4, entrenamiento)
resultado_prueba4 <- predict(modelo4, prueba)
#Matriz de Confusión
# Es una tabla de evaluación que desglosa el rendimiento del modelo de clasificación
# Matriz de clasificación del resultado de entrenamiento
mcre4 <- confusionMatrix(resultado_entrenamiento4, entrenamiento$Species)
mcre4## Confusion Matrix and Statistics
##
## Reference
## Prediction setosa versicolor virginica
## setosa 40 0 0
## versicolor 0 39 3
## virginica 0 1 37
##
## Overall Statistics
##
## Accuracy : 0.9667
## 95% CI : (0.9169, 0.9908)
## No Information Rate : 0.3333
## P-Value [Acc > NIR] : < 2.2e-16
##
## Kappa : 0.95
##
## Mcnemar's Test P-Value : NA
##
## Statistics by Class:
##
## Class: setosa Class: versicolor Class: virginica
## Sensitivity 1.0000 0.9750 0.9250
## Specificity 1.0000 0.9625 0.9875
## Pos Pred Value 1.0000 0.9286 0.9737
## Neg Pred Value 1.0000 0.9872 0.9634
## Prevalence 0.3333 0.3333 0.3333
## Detection Rate 0.3333 0.3250 0.3083
## Detection Prevalence 0.3333 0.3500 0.3167
## Balanced Accuracy 1.0000 0.9688 0.9563# Matriz de clasificación del resultado de la prueba
mcrp4 <- confusionMatrix(resultado_prueba4, prueba$Specie)
mcrp4## Confusion Matrix and Statistics
##
## Reference
## Prediction setosa versicolor virginica
## setosa 10 0 0
## versicolor 0 10 2
## virginica 0 0 8
##
## Overall Statistics
##
## Accuracy : 0.9333
## 95% CI : (0.7793, 0.9918)
## No Information Rate : 0.3333
## P-Value [Acc > NIR] : 8.747e-12
##
## Kappa : 0.9
##
## Mcnemar's Test P-Value : NA
##
## Statistics by Class:
##
## Class: setosa Class: versicolor Class: virginica
## Sensitivity 1.0000 1.0000 0.8000
## Specificity 1.0000 0.9000 1.0000
## Pos Pred Value 1.0000 0.8333 1.0000
## Neg Pred Value 1.0000 1.0000 0.9091
## Prevalence 0.3333 0.3333 0.3333
## Detection Rate 0.3333 0.3333 0.2667
## Detection Prevalence 0.3333 0.4000 0.2667
## Balanced Accuracy 1.0000 0.9500 0.9000Modelo 5. Redes Neuronales
modelo5 <- train(Species ~ ., data=entrenamiento,
method = "nnet", #Cambiar
preProcess=c("scale", "center"),
trControl = trainControl(method="cv", number=10),
tuneLength = 10 # Cambiar
)## # weights: 11
## initial value 117.009298
## iter 10 value 30.693062
## iter 20 value 4.480530
## iter 30 value 2.124646
## iter 40 value 1.724334
## iter 50 value 1.558463
## iter 60 value 1.384759
## iter 70 value 1.194959
## iter 80 value 1.157489
## iter 90 value 1.037588
## iter 100 value 1.021678
## final value 1.021678
## stopped after 100 iterations
## # weights: 27
## initial value 144.555680
## iter 10 value 7.295675
## iter 20 value 0.951236
## iter 30 value 0.019779
## iter 40 value 0.001778
## final value 0.000054
## converged
## # weights: 43
## initial value 159.941630
## iter 10 value 29.130468
## iter 20 value 2.433214
## iter 30 value 0.203630
## iter 40 value 0.008716
## final value 0.000085
## converged
## # weights: 59
## initial value 129.118819
## iter 10 value 4.161276
## iter 20 value 0.011596
## iter 30 value 0.000140
## final value 0.000073
## converged
## # weights: 75
## initial value 137.109580
## iter 10 value 3.993997
## iter 20 value 0.032648
## iter 30 value 0.000127
## iter 30 value 0.000061
## iter 30 value 0.000060
## final value 0.000060
## converged
## # weights: 91
## initial value 158.602712
## iter 10 value 3.084128
## iter 20 value 0.784646
## iter 30 value 0.005980
## iter 40 value 0.000220
## final value 0.000063
## converged
## # weights: 107
## initial value 144.887933
## iter 10 value 4.777739
## iter 20 value 0.145157
## iter 30 value 0.002871
## iter 40 value 0.000112
## iter 40 value 0.000093
## iter 40 value 0.000092
## final value 0.000092
## converged
## # weights: 123
## initial value 83.660875
## iter 10 value 2.484540
## iter 20 value 0.039470
## iter 30 value 0.000193
## final value 0.000081
## converged
## # weights: 139
## initial value 134.405771
## iter 10 value 3.742623
## iter 20 value 0.096702
## iter 30 value 0.000770
## final value 0.000078
## converged
## # weights: 155
## initial value 139.260605
## iter 10 value 3.175458
## iter 20 value 0.054757
## iter 30 value 0.000724
## final value 0.000064
## converged
## # weights: 11
## initial value 118.937079
## iter 10 value 45.771631
## iter 20 value 43.375058
## final value 43.375054
## converged
## # weights: 27
## initial value 114.284238
## iter 10 value 22.968324
## iter 20 value 18.962005
## iter 30 value 18.923955
## iter 40 value 18.923490
## iter 40 value 18.923489
## iter 40 value 18.923489
## final value 18.923489
## converged
## # weights: 43
## initial value 132.127125
## iter 10 value 22.040035
## iter 20 value 17.842302
## iter 30 value 17.507669
## iter 40 value 17.468795
## iter 50 value 17.466954
## iter 60 value 17.466792
## final value 17.466790
## converged
## # weights: 59
## initial value 162.106879
## iter 10 value 23.073985
## iter 20 value 17.972134
## iter 30 value 17.497337
## iter 40 value 17.292416
## iter 50 value 17.250253
## iter 60 value 17.244573
## iter 70 value 17.242008
## iter 80 value 17.208757
## iter 90 value 17.191289
## iter 100 value 17.191220
## final value 17.191220
## stopped after 100 iterations
## # weights: 75
## initial value 134.978805
## iter 10 value 19.586336
## iter 20 value 17.031705
## iter 30 value 16.837381
## iter 40 value 16.804920
## iter 50 value 16.795279
## iter 60 value 16.791694
## iter 70 value 16.791439
## iter 80 value 16.791402
## final value 16.791402
## converged
## # weights: 91
## initial value 151.226931
## iter 10 value 19.230562
## iter 20 value 16.892852
## iter 30 value 16.803788
## iter 40 value 16.772105
## iter 50 value 16.759013
## iter 60 value 16.757312
## iter 70 value 16.757024
## iter 80 value 16.756923
## iter 90 value 16.756872
## iter 100 value 16.756866
## final value 16.756866
## stopped after 100 iterations
## # weights: 107
## initial value 146.414838
## iter 10 value 19.588829
## iter 20 value 16.370964
## iter 30 value 16.245079
## iter 40 value 16.187729
## iter 50 value 16.158065
## iter 60 value 16.153620
## iter 70 value 16.152962
## iter 80 value 16.152747
## iter 90 value 16.152726
## iter 100 value 16.152720
## final value 16.152720
## stopped after 100 iterations
## # weights: 123
## initial value 200.667171
## iter 10 value 20.222270
## iter 20 value 16.126793
## iter 30 value 15.989492
## iter 40 value 15.951972
## iter 50 value 15.945214
## iter 60 value 15.942216
## iter 70 value 15.941682
## iter 80 value 15.941537
## iter 90 value 15.941334
## iter 100 value 15.941287
## final value 15.941287
## stopped after 100 iterations
## # weights: 139
## initial value 209.863105
## iter 10 value 20.588530
## iter 20 value 16.113701
## iter 30 value 15.908721
## iter 40 value 15.825306
## iter 50 value 15.817160
## iter 60 value 15.812024
## iter 70 value 15.811047
## iter 80 value 15.810791
## iter 90 value 15.810634
## iter 100 value 15.810553
## final value 15.810553
## stopped after 100 iterations
## # weights: 155
## initial value 181.753331
## iter 10 value 17.057735
## iter 20 value 15.807104
## iter 30 value 15.691192
## iter 40 value 15.671779
## iter 50 value 15.668056
## iter 60 value 15.667591
## iter 70 value 15.667398
## iter 80 value 15.667306
## iter 90 value 15.667231
## final value 15.667215
## converged
## # weights: 11
## initial value 121.611928
## iter 10 value 38.076812
## iter 20 value 32.021642
## iter 30 value 31.325420
## iter 40 value 31.317911
## iter 40 value 31.317910
## iter 40 value 31.317910
## final value 31.317910
## converged
## # weights: 27
## initial value 143.851215
## iter 10 value 14.358805
## iter 20 value 12.185680
## iter 30 value 12.098414
## iter 40 value 12.089984
## iter 50 value 12.089844
## iter 50 value 12.089844
## iter 50 value 12.089844
## final value 12.089844
## converged
## # weights: 43
## initial value 110.635429
## iter 10 value 19.019906
## iter 20 value 12.369507
## iter 30 value 11.176444
## iter 40 value 10.892742
## iter 50 value 10.813685
## iter 60 value 10.810493
## iter 70 value 10.810343
## iter 80 value 10.810319
## final value 10.810317
## converged
## # weights: 59
## initial value 144.488978
## iter 10 value 15.491340
## iter 20 value 10.688524
## iter 30 value 10.556949
## iter 40 value 10.452560
## iter 50 value 10.426702
## iter 60 value 10.415984
## iter 70 value 10.400684
## iter 80 value 10.394719
## iter 90 value 10.393993
## iter 100 value 10.393801
## final value 10.393801
## stopped after 100 iterations
## # weights: 75
## initial value 153.847651
## iter 10 value 18.436225
## iter 20 value 10.540996
## iter 30 value 10.350208
## iter 40 value 10.305433
## iter 50 value 10.268606
## iter 60 value 10.208927
## iter 70 value 10.185417
## iter 80 value 10.178410
## iter 90 value 10.175515
## iter 100 value 10.174589
## final value 10.174589
## stopped after 100 iterations
## # weights: 91
## initial value 185.257193
## iter 10 value 13.151474
## iter 20 value 10.170360
## iter 30 value 10.069475
## iter 40 value 10.030306
## iter 50 value 10.013475
## iter 60 value 9.991750
## iter 70 value 9.982321
## iter 80 value 9.978735
## iter 90 value 9.978175
## iter 100 value 9.978031
## final value 9.978031
## stopped after 100 iterations
## # weights: 107
## initial value 130.503362
## iter 10 value 12.359522
## iter 20 value 10.098357
## iter 30 value 9.922366
## iter 40 value 9.890156
## iter 50 value 9.881337
## iter 60 value 9.879118
## iter 70 value 9.878605
## iter 80 value 9.878342
## iter 90 value 9.878193
## iter 100 value 9.878017
## final value 9.878017
## stopped after 100 iterations
## # weights: 123
## initial value 157.476976
## iter 10 value 16.695276
## iter 20 value 11.334296
## iter 30 value 10.316693
## iter 40 value 10.052247
## iter 50 value 9.969712
## iter 60 value 9.896693
## iter 70 value 9.858548
## iter 80 value 9.841510
## iter 90 value 9.833359
## iter 100 value 9.829901
## final value 9.829901
## stopped after 100 iterations
## # weights: 139
## initial value 162.733674
## iter 10 value 11.415367
## iter 20 value 9.977936
## iter 30 value 9.873990
## iter 40 value 9.818804
## iter 50 value 9.799133
## iter 60 value 9.785672
## iter 70 value 9.774738
## iter 80 value 9.765556
## iter 90 value 9.762876
## iter 100 value 9.761814
## final value 9.761814
## stopped after 100 iterations
## # weights: 155
## initial value 122.933934
## iter 10 value 13.027113
## iter 20 value 10.254523
## iter 30 value 9.958721
## iter 40 value 9.869259
## iter 50 value 9.785393
## iter 60 value 9.750830
## iter 70 value 9.740522
## iter 80 value 9.729264
## iter 90 value 9.712592
## iter 100 value 9.696734
## final value 9.696734
## stopped after 100 iterations
## # weights: 11
## initial value 123.913394
## iter 10 value 52.493052
## iter 20 value 30.216697
## iter 30 value 22.513313
## iter 40 value 21.855050
## final value 21.855036
## converged
## # weights: 27
## initial value 125.652300
## iter 10 value 20.648445
## iter 20 value 9.295023
## iter 30 value 7.845425
## iter 40 value 7.812637
## iter 50 value 7.799372
## iter 60 value 7.789522
## iter 70 value 7.788697
## iter 80 value 7.596273
## iter 90 value 7.081649
## iter 100 value 7.001936
## final value 7.001936
## stopped after 100 iterations
## # weights: 43
## initial value 130.783354
## iter 10 value 9.220800
## iter 20 value 7.379230
## iter 30 value 6.993560
## iter 40 value 6.956255
## iter 50 value 6.941346
## iter 60 value 6.940007
## iter 70 value 6.938564
## iter 80 value 6.937617
## iter 90 value 6.937152
## iter 100 value 6.937079
## final value 6.937079
## stopped after 100 iterations
## # weights: 59
## initial value 133.373121
## iter 10 value 8.460033
## iter 20 value 6.768287
## iter 30 value 6.645031
## iter 40 value 6.595220
## iter 50 value 6.543771
## iter 60 value 6.489029
## iter 70 value 6.458550
## iter 80 value 6.447127
## iter 90 value 6.434422
## iter 100 value 6.428036
## final value 6.428036
## stopped after 100 iterations
## # weights: 75
## initial value 119.726726
## iter 10 value 8.685490
## iter 20 value 6.696998
## iter 30 value 6.516511
## iter 40 value 6.423110
## iter 50 value 6.386801
## iter 60 value 6.362100
## iter 70 value 6.350232
## iter 80 value 6.339626
## iter 90 value 6.332964
## iter 100 value 6.329573
## final value 6.329573
## stopped after 100 iterations
## # weights: 91
## initial value 129.967227
## iter 10 value 8.664907
## iter 20 value 6.627373
## iter 30 value 6.361526
## iter 40 value 6.325463
## iter 50 value 6.317069
## iter 60 value 6.314272
## iter 70 value 6.312599
## iter 80 value 6.309640
## iter 90 value 6.308476
## iter 100 value 6.307596
## final value 6.307596
## stopped after 100 iterations
## # weights: 107
## initial value 160.440165
## iter 10 value 14.923207
## iter 20 value 6.960664
## iter 30 value 6.430815
## iter 40 value 6.293725
## iter 50 value 6.266942
## iter 60 value 6.255302
## iter 70 value 6.248533
## iter 80 value 6.245055
## iter 90 value 6.242814
## iter 100 value 6.240905
## final value 6.240905
## stopped after 100 iterations
## # weights: 123
## initial value 120.750657
## iter 10 value 35.228456
## iter 20 value 8.493721
## iter 30 value 6.692442
## iter 40 value 6.363273
## iter 50 value 6.299014
## iter 60 value 6.260118
## iter 70 value 6.234051
## iter 80 value 6.223048
## iter 90 value 6.217879
## iter 100 value 6.215579
## final value 6.215579
## stopped after 100 iterations
## # weights: 139
## initial value 208.503575
## iter 10 value 8.769529
## iter 20 value 6.517526
## iter 30 value 6.277996
## iter 40 value 6.239294
## iter 50 value 6.222583
## iter 60 value 6.211622
## iter 70 value 6.207398
## iter 80 value 6.195757
## iter 90 value 6.192469
## iter 100 value 6.190338
## final value 6.190338
## stopped after 100 iterations
## # weights: 155
## initial value 165.224490
## iter 10 value 9.204359
## iter 20 value 6.370327
## iter 30 value 6.294234
## iter 40 value 6.243935
## iter 50 value 6.217762
## iter 60 value 6.203845
## iter 70 value 6.191389
## iter 80 value 6.185479
## iter 90 value 6.181979
## iter 100 value 6.180894
## final value 6.180894
## stopped after 100 iterations
## # weights: 11
## initial value 121.649825
## iter 10 value 51.433975
## iter 20 value 27.286452
## iter 30 value 15.104084
## iter 40 value 15.053728
## iter 50 value 15.052904
## final value 15.052853
## converged
## # weights: 27
## initial value 131.320543
## iter 10 value 7.129201
## iter 20 value 5.625807
## iter 30 value 5.181062
## iter 40 value 4.893857
## iter 50 value 4.703643
## iter 60 value 4.654148
## iter 70 value 4.630755
## iter 80 value 4.629087
## iter 90 value 4.629028
## final value 4.629026
## converged
## # weights: 43
## initial value 124.825812
## iter 10 value 7.362800
## iter 20 value 5.201864
## iter 30 value 4.833091
## iter 40 value 4.615643
## iter 50 value 4.528802
## iter 60 value 4.445015
## iter 70 value 4.379383
## iter 80 value 4.339264
## iter 90 value 4.307925
## iter 100 value 4.269436
## final value 4.269436
## stopped after 100 iterations
## # weights: 59
## initial value 133.453826
## iter 10 value 9.342303
## iter 20 value 5.821196
## iter 30 value 4.954972
## iter 40 value 4.586715
## iter 50 value 4.335044
## iter 60 value 4.255840
## iter 70 value 4.223434
## iter 80 value 4.207222
## iter 90 value 4.186147
## iter 100 value 4.172462
## final value 4.172462
## stopped after 100 iterations
## # weights: 75
## initial value 133.996848
## iter 10 value 11.696437
## iter 20 value 4.828172
## iter 30 value 4.306223
## iter 40 value 4.236763
## iter 50 value 4.189912
## iter 60 value 4.163760
## iter 70 value 4.144721
## iter 80 value 4.131193
## iter 90 value 4.127433
## iter 100 value 4.125247
## final value 4.125247
## stopped after 100 iterations
## # weights: 91
## initial value 144.180121
## iter 10 value 7.821231
## iter 20 value 4.656296
## iter 30 value 4.397881
## iter 40 value 4.303650
## iter 50 value 4.247986
## iter 60 value 4.210252
## iter 70 value 4.180401
## iter 80 value 4.145786
## iter 90 value 4.112712
## iter 100 value 4.099421
## final value 4.099421
## stopped after 100 iterations
## # weights: 107
## initial value 159.529559
## iter 10 value 9.725751
## iter 20 value 4.701970
## iter 30 value 4.233434
## iter 40 value 4.146788
## iter 50 value 4.110897
## iter 60 value 4.097100
## iter 70 value 4.084061
## iter 80 value 4.080128
## iter 90 value 4.078164
## iter 100 value 4.076839
## final value 4.076839
## stopped after 100 iterations
## # weights: 123
## initial value 149.573188
## iter 10 value 7.563006
## iter 20 value 4.569164
## iter 30 value 4.209193
## iter 40 value 4.137723
## iter 50 value 4.113902
## iter 60 value 4.104776
## iter 70 value 4.096721
## iter 80 value 4.090478
## iter 90 value 4.087009
## iter 100 value 4.081703
## final value 4.081703
## stopped after 100 iterations
## # weights: 139
## initial value 128.443664
## iter 10 value 5.163411
## iter 20 value 4.230594
## iter 30 value 4.123937
## iter 40 value 4.087305
## iter 50 value 4.074956
## iter 60 value 4.071286
## iter 70 value 4.067083
## iter 80 value 4.062877
## iter 90 value 4.060916
## iter 100 value 4.060292
## final value 4.060292
## stopped after 100 iterations
## # weights: 155
## initial value 166.223318
## iter 10 value 6.938440
## iter 20 value 4.642372
## iter 30 value 4.223679
## iter 40 value 4.123782
## iter 50 value 4.066582
## iter 60 value 4.048547
## iter 70 value 4.039917
## iter 80 value 4.034471
## iter 90 value 4.030896
## iter 100 value 4.023378
## final value 4.023378
## stopped after 100 iterations
## # weights: 11
## initial value 127.220111
## iter 10 value 57.056451
## iter 20 value 36.761262
## iter 30 value 14.289851
## iter 40 value 10.610411
## iter 50 value 10.439509
## final value 10.439448
## converged
## # weights: 27
## initial value 134.426789
## iter 10 value 30.475519
## iter 20 value 5.781283
## iter 30 value 3.802676
## iter 40 value 3.230984
## iter 50 value 3.037202
## iter 60 value 2.929425
## iter 70 value 2.896910
## iter 80 value 2.894014
## iter 90 value 2.893755
## iter 100 value 2.893711
## final value 2.893711
## stopped after 100 iterations
## # weights: 43
## initial value 134.061553
## iter 10 value 8.110675
## iter 20 value 3.501753
## iter 30 value 2.923952
## iter 40 value 2.843376
## iter 50 value 2.798792
## iter 60 value 2.781273
## iter 70 value 2.751932
## iter 80 value 2.737860
## iter 90 value 2.722914
## iter 100 value 2.707715
## final value 2.707715
## stopped after 100 iterations
## # weights: 59
## initial value 117.980435
## iter 10 value 5.368368
## iter 20 value 3.421237
## iter 30 value 2.926334
## iter 40 value 2.771758
## iter 50 value 2.614924
## iter 60 value 2.514936
## iter 70 value 2.479009
## iter 80 value 2.447630
## iter 90 value 2.426597
## iter 100 value 2.413862
## final value 2.413862
## stopped after 100 iterations
## # weights: 75
## initial value 122.369729
## iter 10 value 5.566048
## iter 20 value 3.331383
## iter 30 value 2.860372
## iter 40 value 2.631039
## iter 50 value 2.474199
## iter 60 value 2.426975
## iter 70 value 2.394593
## iter 80 value 2.255833
## iter 90 value 2.211884
## iter 100 value 2.191003
## final value 2.191003
## stopped after 100 iterations
## # weights: 91
## initial value 145.226870
## iter 10 value 6.471104
## iter 20 value 3.269724
## iter 30 value 2.796708
## iter 40 value 2.514123
## iter 50 value 2.432239
## iter 60 value 2.380326
## iter 70 value 2.340667
## iter 80 value 2.317269
## iter 90 value 2.287929
## iter 100 value 2.222888
## final value 2.222888
## stopped after 100 iterations
## # weights: 107
## initial value 132.236024
## iter 10 value 4.603365
## iter 20 value 3.178992
## iter 30 value 3.023799
## iter 40 value 2.778377
## iter 50 value 2.579319
## iter 60 value 2.496152
## iter 70 value 2.460163
## iter 80 value 2.432324
## iter 90 value 2.414230
## iter 100 value 2.391891
## final value 2.391891
## stopped after 100 iterations
## # weights: 123
## initial value 162.787112
## iter 10 value 4.316223
## iter 20 value 2.837800
## iter 30 value 2.641416
## iter 40 value 2.372304
## iter 50 value 2.274299
## iter 60 value 2.250994
## iter 70 value 2.241882
## iter 80 value 2.234021
## iter 90 value 2.230116
## iter 100 value 2.225422
## final value 2.225422
## stopped after 100 iterations
## # weights: 139
## initial value 154.446031
## iter 10 value 4.527774
## iter 20 value 3.060869
## iter 30 value 2.619859
## iter 40 value 2.365018
## iter 50 value 2.302384
## iter 60 value 2.251640
## iter 70 value 2.235545
## iter 80 value 2.230030
## iter 90 value 2.227606
## iter 100 value 2.223550
## final value 2.223550
## stopped after 100 iterations
## # weights: 155
## initial value 143.335557
## iter 10 value 5.215306
## iter 20 value 3.092805
## iter 30 value 2.819047
## iter 40 value 2.451982
## iter 50 value 2.339211
## iter 60 value 2.306294
## iter 70 value 2.288046
## iter 80 value 2.267516
## iter 90 value 2.247376
## iter 100 value 2.228692
## final value 2.228692
## stopped after 100 iterations
## # weights: 11
## initial value 133.641861
## iter 10 value 24.108843
## iter 20 value 7.831380
## iter 30 value 7.447533
## iter 40 value 7.361665
## iter 50 value 7.360038
## iter 60 value 7.359998
## final value 7.359979
## converged
## # weights: 27
## initial value 122.147649
## iter 10 value 8.833983
## iter 20 value 2.333308
## iter 30 value 1.962751
## iter 40 value 1.734749
## iter 50 value 1.589568
## iter 60 value 1.546389
## iter 70 value 1.529894
## iter 80 value 1.524785
## iter 90 value 1.524013
## iter 100 value 1.523875
## final value 1.523875
## stopped after 100 iterations
## # weights: 43
## initial value 150.560193
## iter 10 value 6.762646
## iter 20 value 2.457107
## iter 30 value 1.995344
## iter 40 value 1.839717
## iter 50 value 1.761475
## iter 60 value 1.709843
## iter 70 value 1.667654
## iter 80 value 1.634839
## iter 90 value 1.601595
## iter 100 value 1.542604
## final value 1.542604
## stopped after 100 iterations
## # weights: 59
## initial value 127.160971
## iter 10 value 3.480446
## iter 20 value 1.874454
## iter 30 value 1.732194
## iter 40 value 1.562246
## iter 50 value 1.397151
## iter 60 value 1.324564
## iter 70 value 1.263418
## iter 80 value 1.242604
## iter 90 value 1.238228
## iter 100 value 1.234712
## final value 1.234712
## stopped after 100 iterations
## # weights: 75
## initial value 166.571476
## iter 10 value 5.327104
## iter 20 value 1.960287
## iter 30 value 1.559950
## iter 40 value 1.377236
## iter 50 value 1.295355
## iter 60 value 1.217745
## iter 70 value 1.190855
## iter 80 value 1.175318
## iter 90 value 1.165769
## iter 100 value 1.160770
## final value 1.160770
## stopped after 100 iterations
## # weights: 91
## initial value 111.773293
## iter 10 value 3.400474
## iter 20 value 1.624834
## iter 30 value 1.442410
## iter 40 value 1.321519
## iter 50 value 1.265672
## iter 60 value 1.238856
## iter 70 value 1.218883
## iter 80 value 1.209899
## iter 90 value 1.186046
## iter 100 value 1.176611
## final value 1.176611
## stopped after 100 iterations
## # weights: 107
## initial value 120.240890
## iter 10 value 3.768812
## iter 20 value 1.838370
## iter 30 value 1.679371
## iter 40 value 1.427914
## iter 50 value 1.315866
## iter 60 value 1.278524
## iter 70 value 1.255989
## iter 80 value 1.238172
## iter 90 value 1.226261
## iter 100 value 1.215522
## final value 1.215522
## stopped after 100 iterations
## # weights: 123
## initial value 113.711916
## iter 10 value 4.381088
## iter 20 value 1.790020
## iter 30 value 1.603055
## iter 40 value 1.411211
## iter 50 value 1.244693
## iter 60 value 1.199022
## iter 70 value 1.188455
## iter 80 value 1.182765
## iter 90 value 1.174840
## iter 100 value 1.168621
## final value 1.168621
## stopped after 100 iterations
## # weights: 139
## initial value 289.406154
## iter 10 value 5.388314
## iter 20 value 1.952944
## iter 30 value 1.601174
## iter 40 value 1.453236
## iter 50 value 1.300668
## iter 60 value 1.170545
## iter 70 value 1.141075
## iter 80 value 1.124613
## iter 90 value 1.114324
## iter 100 value 1.105950
## final value 1.105950
## stopped after 100 iterations
## # weights: 155
## initial value 217.505038
## iter 10 value 4.392171
## iter 20 value 1.834761
## iter 30 value 1.710353
## iter 40 value 1.635121
## iter 50 value 1.540525
## iter 60 value 1.441739
## iter 70 value 1.287540
## iter 80 value 1.239594
## iter 90 value 1.219069
## iter 100 value 1.202015
## final value 1.202015
## stopped after 100 iterations
## # weights: 11
## initial value 120.787099
## iter 10 value 56.574505
## iter 20 value 50.337916
## iter 30 value 50.245244
## iter 40 value 50.157999
## iter 50 value 37.875002
## iter 60 value 6.933803
## iter 70 value 5.561180
## iter 80 value 5.396164
## iter 90 value 5.310489
## iter 100 value 5.308535
## final value 5.308535
## stopped after 100 iterations
## # weights: 27
## initial value 121.879451
## iter 10 value 4.732362
## iter 20 value 1.562412
## iter 30 value 0.981909
## iter 40 value 0.920053
## iter 50 value 0.891854
## iter 60 value 0.865679
## iter 70 value 0.861528
## iter 80 value 0.857858
## iter 90 value 0.839725
## iter 100 value 0.775803
## final value 0.775803
## stopped after 100 iterations
## # weights: 43
## initial value 118.064813
## iter 10 value 7.917670
## iter 20 value 1.371578
## iter 30 value 1.095206
## iter 40 value 0.992571
## iter 50 value 0.887368
## iter 60 value 0.816683
## iter 70 value 0.788134
## iter 80 value 0.733198
## iter 90 value 0.711626
## iter 100 value 0.675114
## final value 0.675114
## stopped after 100 iterations
## # weights: 59
## initial value 119.806312
## iter 10 value 5.763708
## iter 20 value 1.046846
## iter 30 value 0.976326
## iter 40 value 0.832285
## iter 50 value 0.748735
## iter 60 value 0.706440
## iter 70 value 0.681191
## iter 80 value 0.662360
## iter 90 value 0.649422
## iter 100 value 0.642113
## final value 0.642113
## stopped after 100 iterations
## # weights: 75
## initial value 120.568678
## iter 10 value 4.001260
## iter 20 value 1.132009
## iter 30 value 1.019041
## iter 40 value 0.885486
## iter 50 value 0.807210
## iter 60 value 0.767193
## iter 70 value 0.727046
## iter 80 value 0.705689
## iter 90 value 0.679205
## iter 100 value 0.637290
## final value 0.637290
## stopped after 100 iterations
## # weights: 91
## initial value 126.229223
## iter 10 value 26.239939
## iter 20 value 6.157756
## iter 30 value 4.441147
## iter 40 value 2.626051
## iter 50 value 1.866111
## iter 60 value 1.452084
## iter 70 value 1.012041
## iter 80 value 0.843819
## iter 90 value 0.773886
## iter 100 value 0.716101
## final value 0.716101
## stopped after 100 iterations
## # weights: 107
## initial value 143.390929
## iter 10 value 7.138407
## iter 20 value 1.685065
## iter 30 value 1.132545
## iter 40 value 1.032540
## iter 50 value 0.891176
## iter 60 value 0.772619
## iter 70 value 0.687124
## iter 80 value 0.663587
## iter 90 value 0.641760
## iter 100 value 0.626521
## final value 0.626521
## stopped after 100 iterations
## # weights: 123
## initial value 141.273067
## iter 10 value 5.282371
## iter 20 value 0.951282
## iter 30 value 0.886729
## iter 40 value 0.843553
## iter 50 value 0.785092
## iter 60 value 0.742990
## iter 70 value 0.662838
## iter 80 value 0.626171
## iter 90 value 0.600143
## iter 100 value 0.588762
## final value 0.588762
## stopped after 100 iterations
## # weights: 139
## initial value 117.356942
## iter 10 value 3.561896
## iter 20 value 1.100247
## iter 30 value 0.917192
## iter 40 value 0.884738
## iter 50 value 0.866665
## iter 60 value 0.817076
## iter 70 value 0.749003
## iter 80 value 0.660864
## iter 90 value 0.637719
## iter 100 value 0.626470
## final value 0.626470
## stopped after 100 iterations
## # weights: 155
## initial value 162.361038
## iter 10 value 3.400116
## iter 20 value 1.203877
## iter 30 value 0.990432
## iter 40 value 0.895544
## iter 50 value 0.775961
## iter 60 value 0.714527
## iter 70 value 0.639973
## iter 80 value 0.609368
## iter 90 value 0.586022
## iter 100 value 0.569485
## final value 0.569485
## stopped after 100 iterations
## # weights: 11
## initial value 127.876587
## iter 10 value 43.295894
## iter 20 value 15.160066
## iter 30 value 6.257534
## iter 40 value 4.032522
## iter 50 value 3.981005
## iter 60 value 3.957797
## iter 70 value 3.916522
## iter 80 value 3.916506
## iter 90 value 3.916496
## final value 3.916493
## converged
## # weights: 27
## initial value 129.102703
## iter 10 value 8.574239
## iter 20 value 0.876391
## iter 30 value 0.770930
## iter 40 value 0.618852
## iter 50 value 0.536190
## iter 60 value 0.500187
## iter 70 value 0.481598
## iter 80 value 0.458061
## iter 90 value 0.429269
## iter 100 value 0.403640
## final value 0.403640
## stopped after 100 iterations
## # weights: 43
## initial value 134.453694
## iter 10 value 3.396263
## iter 20 value 0.490844
## iter 30 value 0.475368
## iter 40 value 0.462527
## iter 50 value 0.448101
## iter 60 value 0.436226
## iter 70 value 0.430686
## iter 80 value 0.421867
## iter 90 value 0.418007
## iter 100 value 0.415360
## final value 0.415360
## stopped after 100 iterations
## # weights: 59
## initial value 130.385332
## iter 10 value 3.734833
## iter 20 value 0.566706
## iter 30 value 0.509643
## iter 40 value 0.492490
## iter 50 value 0.464953
## iter 60 value 0.444481
## iter 70 value 0.416664
## iter 80 value 0.382623
## iter 90 value 0.359512
## iter 100 value 0.338608
## final value 0.338608
## stopped after 100 iterations
## # weights: 75
## initial value 116.939013
## iter 10 value 3.316417
## iter 20 value 0.536083
## iter 30 value 0.470188
## iter 40 value 0.446194
## iter 50 value 0.390658
## iter 60 value 0.354923
## iter 70 value 0.344679
## iter 80 value 0.336919
## iter 90 value 0.330365
## iter 100 value 0.321132
## final value 0.321132
## stopped after 100 iterations
## # weights: 91
## initial value 127.027861
## iter 10 value 3.747168
## iter 20 value 0.733063
## iter 30 value 0.636234
## iter 40 value 0.546786
## iter 50 value 0.465373
## iter 60 value 0.423698
## iter 70 value 0.398120
## iter 80 value 0.372638
## iter 90 value 0.354360
## iter 100 value 0.342677
## final value 0.342677
## stopped after 100 iterations
## # weights: 107
## initial value 119.133385
## iter 10 value 2.953006
## iter 20 value 0.515441
## iter 30 value 0.454023
## iter 40 value 0.426972
## iter 50 value 0.348779
## iter 60 value 0.328988
## iter 70 value 0.318904
## iter 80 value 0.312028
## iter 90 value 0.304123
## iter 100 value 0.298584
## final value 0.298584
## stopped after 100 iterations
## # weights: 123
## initial value 119.951597
## iter 10 value 3.613092
## iter 20 value 0.569492
## iter 30 value 0.511224
## iter 40 value 0.478389
## iter 50 value 0.428768
## iter 60 value 0.356170
## iter 70 value 0.334045
## iter 80 value 0.321519
## iter 90 value 0.307396
## iter 100 value 0.301967
## final value 0.301967
## stopped after 100 iterations
## # weights: 139
## initial value 174.192946
## iter 10 value 4.566743
## iter 20 value 0.557065
## iter 30 value 0.485335
## iter 40 value 0.435801
## iter 50 value 0.404410
## iter 60 value 0.381299
## iter 70 value 0.355978
## iter 80 value 0.345717
## iter 90 value 0.334808
## iter 100 value 0.327601
## final value 0.327601
## stopped after 100 iterations
## # weights: 155
## initial value 181.549681
## iter 10 value 4.720871
## iter 20 value 0.606352
## iter 30 value 0.481273
## iter 40 value 0.440373
## iter 50 value 0.382732
## iter 60 value 0.340188
## iter 70 value 0.328926
## iter 80 value 0.318394
## iter 90 value 0.303147
## iter 100 value 0.295826
## final value 0.295826
## stopped after 100 iterations
## # weights: 11
## initial value 124.185561
## iter 10 value 50.448152
## iter 20 value 50.021153
## iter 30 value 49.978698
## iter 40 value 49.963527
## iter 50 value 49.960778
## iter 60 value 49.958272
## iter 70 value 47.345234
## iter 80 value 14.812084
## iter 90 value 3.740186
## iter 100 value 3.301545
## final value 3.301545
## stopped after 100 iterations
## # weights: 27
## initial value 124.541442
## iter 10 value 28.139907
## iter 20 value 2.100188
## iter 30 value 0.279742
## iter 40 value 0.260327
## iter 50 value 0.258406
## iter 60 value 0.233843
## iter 70 value 0.223696
## iter 80 value 0.221548
## iter 90 value 0.220095
## iter 100 value 0.216000
## final value 0.216000
## stopped after 100 iterations
## # weights: 43
## initial value 121.439207
## iter 10 value 4.541392
## iter 20 value 0.878096
## iter 30 value 0.290012
## iter 40 value 0.278162
## iter 50 value 0.268737
## iter 60 value 0.257656
## iter 70 value 0.241325
## iter 80 value 0.234072
## iter 90 value 0.205074
## iter 100 value 0.197646
## final value 0.197646
## stopped after 100 iterations
## # weights: 59
## initial value 111.807547
## iter 10 value 5.125164
## iter 20 value 0.441225
## iter 30 value 0.297308
## iter 40 value 0.274494
## iter 50 value 0.257015
## iter 60 value 0.247445
## iter 70 value 0.234498
## iter 80 value 0.218326
## iter 90 value 0.213466
## iter 100 value 0.208083
## final value 0.208083
## stopped after 100 iterations
## # weights: 75
## initial value 132.028910
## iter 10 value 3.455356
## iter 20 value 0.259168
## iter 30 value 0.228258
## iter 40 value 0.221748
## iter 50 value 0.213836
## iter 60 value 0.201909
## iter 70 value 0.184832
## iter 80 value 0.175996
## iter 90 value 0.162287
## iter 100 value 0.154479
## final value 0.154479
## stopped after 100 iterations
## # weights: 91
## initial value 116.501725
## iter 10 value 3.001083
## iter 20 value 0.251115
## iter 30 value 0.239581
## iter 40 value 0.230810
## iter 50 value 0.219500
## iter 60 value 0.213920
## iter 70 value 0.199338
## iter 80 value 0.191372
## iter 90 value 0.184006
## iter 100 value 0.176688
## final value 0.176688
## stopped after 100 iterations
## # weights: 107
## initial value 141.025631
## iter 10 value 3.187237
## iter 20 value 0.400245
## iter 30 value 0.351447
## iter 40 value 0.310421
## iter 50 value 0.274883
## iter 60 value 0.222289
## iter 70 value 0.203531
## iter 80 value 0.195059
## iter 90 value 0.182019
## iter 100 value 0.176628
## final value 0.176628
## stopped after 100 iterations
## # weights: 123
## initial value 120.938894
## iter 10 value 2.488964
## iter 20 value 0.350927
## iter 30 value 0.255780
## iter 40 value 0.245710
## iter 50 value 0.239429
## iter 60 value 0.235363
## iter 70 value 0.223412
## iter 80 value 0.210788
## iter 90 value 0.205920
## iter 100 value 0.200884
## final value 0.200884
## stopped after 100 iterations
## # weights: 139
## initial value 132.846661
## iter 10 value 3.111232
## iter 20 value 0.261320
## iter 30 value 0.226466
## iter 40 value 0.215756
## iter 50 value 0.202205
## iter 60 value 0.193448
## iter 70 value 0.184757
## iter 80 value 0.176143
## iter 90 value 0.170971
## iter 100 value 0.163603
## final value 0.163603
## stopped after 100 iterations
## # weights: 155
## initial value 165.809271
## iter 10 value 2.882382
## iter 20 value 0.354344
## iter 30 value 0.249549
## iter 40 value 0.238575
## iter 50 value 0.211525
## iter 60 value 0.188363
## iter 70 value 0.171376
## iter 80 value 0.153218
## iter 90 value 0.144178
## iter 100 value 0.138268
## final value 0.138268
## stopped after 100 iterations
## # weights: 11
## initial value 124.797466
## iter 10 value 53.627257
## iter 20 value 50.407246
## iter 30 value 24.215270
## iter 40 value 3.840323
## iter 50 value 1.041135
## iter 60 value 0.448867
## iter 70 value 0.330808
## iter 80 value 0.313807
## iter 90 value 0.236493
## iter 100 value 0.234647
## final value 0.234647
## stopped after 100 iterations
## # weights: 27
## initial value 130.878960
## iter 10 value 7.454080
## iter 20 value 0.661011
## iter 30 value 0.000481
## final value 0.000078
## converged
## # weights: 43
## initial value 128.918824
## iter 10 value 7.633329
## iter 20 value 0.110743
## iter 30 value 0.000140
## iter 30 value 0.000082
## iter 30 value 0.000081
## final value 0.000081
## converged
## # weights: 59
## initial value 146.929662
## iter 10 value 5.445082
## iter 20 value 0.038740
## iter 30 value 0.001055
## final value 0.000052
## converged
## # weights: 75
## initial value 111.849928
## iter 10 value 5.038044
## iter 20 value 0.117309
## iter 30 value 0.001851
## iter 40 value 0.000106
## iter 40 value 0.000066
## iter 40 value 0.000064
## final value 0.000064
## converged
## # weights: 91
## initial value 170.695044
## iter 10 value 4.657991
## iter 20 value 0.121904
## iter 30 value 0.000945
## final value 0.000078
## converged
## # weights: 107
## initial value 204.582596
## iter 10 value 4.678008
## iter 20 value 0.230140
## iter 30 value 0.002529
## final value 0.000071
## converged
## # weights: 123
## initial value 136.628135
## iter 10 value 4.111546
## iter 20 value 0.141056
## iter 30 value 0.002976
## iter 40 value 0.000206
## iter 50 value 0.000109
## final value 0.000095
## converged
## # weights: 139
## initial value 116.355775
## iter 10 value 4.062242
## iter 20 value 0.511663
## iter 30 value 0.001142
## iter 40 value 0.000138
## iter 40 value 0.000076
## iter 40 value 0.000075
## final value 0.000075
## converged
## # weights: 155
## initial value 154.193641
## iter 10 value 3.445368
## iter 20 value 0.008842
## final value 0.000077
## converged
## # weights: 11
## initial value 123.960193
## iter 10 value 58.061038
## iter 20 value 43.133015
## iter 30 value 43.108009
## final value 43.108008
## converged
## # weights: 27
## initial value 127.112401
## iter 10 value 28.947818
## iter 20 value 21.152740
## iter 30 value 21.030798
## iter 40 value 21.025552
## final value 21.025356
## converged
## # weights: 43
## initial value 128.692572
## iter 10 value 23.624121
## iter 20 value 18.507205
## iter 30 value 17.701504
## iter 40 value 17.630062
## iter 50 value 17.626985
## final value 17.626983
## converged
## # weights: 59
## initial value 134.543146
## iter 10 value 22.179636
## iter 20 value 17.992857
## iter 30 value 17.568297
## iter 40 value 17.437203
## iter 50 value 17.365087
## iter 60 value 17.354028
## iter 70 value 17.352100
## final value 17.352064
## converged
## # weights: 75
## initial value 145.387255
## iter 10 value 19.807579
## iter 20 value 17.277382
## iter 30 value 16.885805
## iter 40 value 16.846204
## iter 50 value 16.842698
## iter 60 value 16.842307
## iter 70 value 16.842262
## final value 16.842256
## converged
## # weights: 91
## initial value 96.292068
## iter 10 value 19.579739
## iter 20 value 16.963043
## iter 30 value 16.723775
## iter 40 value 16.682940
## iter 50 value 16.669796
## iter 60 value 16.666040
## iter 70 value 16.665676
## iter 80 value 16.665535
## iter 90 value 16.665511
## iter 100 value 16.665504
## final value 16.665504
## stopped after 100 iterations
## # weights: 107
## initial value 113.672073
## iter 10 value 22.603653
## iter 20 value 16.588454
## iter 30 value 16.532878
## iter 40 value 16.507247
## iter 50 value 16.494962
## iter 60 value 16.448488
## iter 70 value 16.443668
## iter 80 value 16.443117
## iter 90 value 16.442644
## iter 100 value 16.442489
## final value 16.442489
## stopped after 100 iterations
## # weights: 123
## initial value 125.321945
## iter 10 value 18.676513
## iter 20 value 16.647038
## iter 30 value 16.547132
## iter 40 value 16.490566
## iter 50 value 16.478921
## iter 60 value 16.472237
## iter 70 value 16.464532
## iter 80 value 16.461485
## iter 90 value 16.461141
## iter 100 value 16.461094
## final value 16.461094
## stopped after 100 iterations
## # weights: 139
## initial value 156.981444
## iter 10 value 20.606233
## iter 20 value 16.504608
## iter 30 value 16.182432
## iter 40 value 16.132896
## iter 50 value 16.115887
## iter 60 value 16.105162
## iter 70 value 16.100068
## iter 80 value 16.098833
## iter 90 value 16.098307
## iter 100 value 16.098222
## final value 16.098222
## stopped after 100 iterations
## # weights: 155
## initial value 143.233297
## iter 10 value 30.223099
## iter 20 value 16.923440
## iter 30 value 16.323787
## iter 40 value 16.047738
## iter 50 value 16.012754
## iter 60 value 15.991733
## iter 70 value 15.981978
## iter 80 value 15.977264
## iter 90 value 15.975942
## iter 100 value 15.975716
## final value 15.975716
## stopped after 100 iterations
## # weights: 11
## initial value 138.788710
## iter 10 value 53.685606
## iter 20 value 31.198914
## iter 30 value 30.835931
## final value 30.835617
## converged
## # weights: 27
## initial value 149.123382
## iter 10 value 26.993535
## iter 20 value 12.786051
## iter 30 value 12.482178
## iter 40 value 12.480715
## final value 12.480714
## converged
## # weights: 43
## initial value 146.796324
## iter 10 value 15.879814
## iter 20 value 11.308004
## iter 30 value 11.165792
## iter 40 value 11.079900
## iter 50 value 11.063678
## iter 60 value 11.062774
## iter 70 value 11.061358
## iter 80 value 11.060821
## iter 90 value 11.059843
## final value 11.059827
## converged
## # weights: 59
## initial value 149.471574
## iter 10 value 15.786268
## iter 20 value 10.937715
## iter 30 value 10.709917
## iter 40 value 10.651879
## iter 50 value 10.636968
## iter 60 value 10.633075
## iter 70 value 10.631555
## iter 80 value 10.631254
## iter 90 value 10.631160
## iter 100 value 10.631147
## final value 10.631147
## stopped after 100 iterations
## # weights: 75
## initial value 162.433232
## iter 10 value 14.538420
## iter 20 value 10.898052
## iter 30 value 10.614900
## iter 40 value 10.523742
## iter 50 value 10.501391
## iter 60 value 10.494578
## iter 70 value 10.491439
## iter 80 value 10.488368
## iter 90 value 10.479411
## iter 100 value 10.467828
## final value 10.467828
## stopped after 100 iterations
## # weights: 91
## initial value 209.283623
## iter 10 value 16.742936
## iter 20 value 11.212581
## iter 30 value 10.536468
## iter 40 value 10.430895
## iter 50 value 10.383338
## iter 60 value 10.367477
## iter 70 value 10.359234
## iter 80 value 10.358104
## iter 90 value 10.357618
## iter 100 value 10.357263
## final value 10.357263
## stopped after 100 iterations
## # weights: 107
## initial value 191.656360
## iter 10 value 13.975714
## iter 20 value 10.527711
## iter 30 value 10.323240
## iter 40 value 10.304306
## iter 50 value 10.291447
## iter 60 value 10.285425
## iter 70 value 10.282646
## iter 80 value 10.280109
## iter 90 value 10.274808
## iter 100 value 10.266799
## final value 10.266799
## stopped after 100 iterations
## # weights: 123
## initial value 153.018119
## iter 10 value 21.444836
## iter 20 value 10.777252
## iter 30 value 10.355148
## iter 40 value 10.284242
## iter 50 value 10.234480
## iter 60 value 10.214745
## iter 70 value 10.207957
## iter 80 value 10.206497
## iter 90 value 10.204965
## iter 100 value 10.204006
## final value 10.204006
## stopped after 100 iterations
## # weights: 139
## initial value 173.917792
## iter 10 value 25.153644
## iter 20 value 10.973755
## iter 30 value 10.159757
## iter 40 value 10.134283
## iter 50 value 10.124238
## iter 60 value 10.120323
## iter 70 value 10.118121
## iter 80 value 10.116363
## iter 90 value 10.115803
## iter 100 value 10.115371
## final value 10.115371
## stopped after 100 iterations
## # weights: 155
## initial value 167.640386
## iter 10 value 12.296287
## iter 20 value 10.437971
## iter 30 value 10.273359
## iter 40 value 10.181380
## iter 50 value 10.128245
## iter 60 value 10.110527
## iter 70 value 10.100038
## iter 80 value 10.096422
## iter 90 value 10.081648
## iter 100 value 10.071201
## final value 10.071201
## stopped after 100 iterations
## # weights: 11
## initial value 127.995723
## iter 10 value 62.745036
## iter 20 value 37.169159
## iter 30 value 21.656069
## iter 40 value 21.411847
## final value 21.411833
## converged
## # weights: 27
## initial value 120.036639
## iter 10 value 18.592211
## iter 20 value 9.205512
## iter 30 value 8.352592
## iter 40 value 7.783680
## iter 50 value 7.707102
## iter 60 value 7.665686
## iter 70 value 7.640880
## iter 80 value 7.639296
## iter 90 value 7.639279
## iter 90 value 7.639279
## iter 90 value 7.639279
## final value 7.639279
## converged
## # weights: 43
## initial value 129.270012
## iter 10 value 12.248655
## iter 20 value 7.527443
## iter 30 value 7.240935
## iter 40 value 7.201261
## iter 50 value 7.151631
## iter 60 value 7.002756
## iter 70 value 6.957129
## iter 80 value 6.938740
## iter 90 value 6.924336
## iter 100 value 6.919671
## final value 6.919671
## stopped after 100 iterations
## # weights: 59
## initial value 169.023527
## iter 10 value 16.453972
## iter 20 value 7.663233
## iter 30 value 7.046792
## iter 40 value 6.981396
## iter 50 value 6.932722
## iter 60 value 6.861464
## iter 70 value 6.844757
## iter 80 value 6.830084
## iter 90 value 6.814885
## iter 100 value 6.805522
## final value 6.805522
## stopped after 100 iterations
## # weights: 75
## initial value 171.061618
## iter 10 value 8.586905
## iter 20 value 7.118039
## iter 30 value 6.898640
## iter 40 value 6.801364
## iter 50 value 6.753513
## iter 60 value 6.737318
## iter 70 value 6.730187
## iter 80 value 6.726286
## iter 90 value 6.722188
## iter 100 value 6.720207
## final value 6.720207
## stopped after 100 iterations
## # weights: 91
## initial value 130.559190
## iter 10 value 9.067208
## iter 20 value 7.239072
## iter 30 value 6.872775
## iter 40 value 6.795012
## iter 50 value 6.699266
## iter 60 value 6.659330
## iter 70 value 6.641645
## iter 80 value 6.638287
## iter 90 value 6.636877
## iter 100 value 6.635220
## final value 6.635220
## stopped after 100 iterations
## # weights: 107
## initial value 148.673100
## iter 10 value 8.109173
## iter 20 value 7.011014
## iter 30 value 6.804900
## iter 40 value 6.686115
## iter 50 value 6.635467
## iter 60 value 6.615672
## iter 70 value 6.600654
## iter 80 value 6.588500
## iter 90 value 6.585580
## iter 100 value 6.584386
## final value 6.584386
## stopped after 100 iterations
## # weights: 123
## initial value 186.156944
## iter 10 value 9.024390
## iter 20 value 6.788779
## iter 30 value 6.583981
## iter 40 value 6.552288
## iter 50 value 6.542773
## iter 60 value 6.538956
## iter 70 value 6.537437
## iter 80 value 6.536867
## iter 90 value 6.536430
## iter 100 value 6.536088
## final value 6.536088
## stopped after 100 iterations
## # weights: 139
## initial value 135.725774
## iter 10 value 8.325493
## iter 20 value 6.700053
## iter 30 value 6.582420
## iter 40 value 6.549265
## iter 50 value 6.527852
## iter 60 value 6.515627
## iter 70 value 6.510105
## iter 80 value 6.507579
## iter 90 value 6.506008
## iter 100 value 6.504987
## final value 6.504987
## stopped after 100 iterations
## # weights: 155
## initial value 162.416227
## iter 10 value 10.045082
## iter 20 value 6.859641
## iter 30 value 6.575169
## iter 40 value 6.523796
## iter 50 value 6.511573
## iter 60 value 6.504998
## iter 70 value 6.498721
## iter 80 value 6.490480
## iter 90 value 6.485519
## iter 100 value 6.484133
## final value 6.484133
## stopped after 100 iterations
## # weights: 11
## initial value 124.194063
## iter 10 value 25.033239
## iter 20 value 14.940441
## iter 30 value 14.878383
## iter 40 value 14.860904
## final value 14.860898
## converged
## # weights: 27
## initial value 144.658164
## iter 10 value 12.703501
## iter 20 value 5.682383
## iter 30 value 5.346014
## iter 40 value 5.139953
## iter 50 value 4.926634
## iter 60 value 4.886138
## iter 70 value 4.866235
## iter 80 value 4.828864
## iter 90 value 4.792291
## iter 100 value 4.790615
## final value 4.790615
## stopped after 100 iterations
## # weights: 43
## initial value 125.973710
## iter 10 value 10.582563
## iter 20 value 5.094301
## iter 30 value 4.653243
## iter 40 value 4.596210
## iter 50 value 4.570611
## iter 60 value 4.434283
## iter 70 value 4.374499
## iter 80 value 4.331545
## iter 90 value 4.304795
## iter 100 value 4.288261
## final value 4.288261
## stopped after 100 iterations
## # weights: 59
## initial value 104.028913
## iter 10 value 8.886038
## iter 20 value 5.213899
## iter 30 value 4.645562
## iter 40 value 4.481226
## iter 50 value 4.284647
## iter 60 value 4.200183
## iter 70 value 4.147550
## iter 80 value 4.105202
## iter 90 value 4.074629
## iter 100 value 4.063379
## final value 4.063379
## stopped after 100 iterations
## # weights: 75
## initial value 153.805035
## iter 10 value 10.002592
## iter 20 value 6.006719
## iter 30 value 5.031384
## iter 40 value 4.461163
## iter 50 value 4.090863
## iter 60 value 3.894999
## iter 70 value 3.835934
## iter 80 value 3.815782
## iter 90 value 3.805794
## iter 100 value 3.797881
## final value 3.797881
## stopped after 100 iterations
## # weights: 91
## initial value 145.663907
## iter 10 value 6.670271
## iter 20 value 4.716558
## iter 30 value 4.261300
## iter 40 value 3.983083
## iter 50 value 3.918530
## iter 60 value 3.889003
## iter 70 value 3.855305
## iter 80 value 3.827026
## iter 90 value 3.790962
## iter 100 value 3.768166
## final value 3.768166
## stopped after 100 iterations
## # weights: 107
## initial value 154.056523
## iter 10 value 8.001892
## iter 20 value 5.012329
## iter 30 value 4.296373
## iter 40 value 4.111725
## iter 50 value 4.036291
## iter 60 value 3.996718
## iter 70 value 3.963278
## iter 80 value 3.942618
## iter 90 value 3.906032
## iter 100 value 3.764110
## final value 3.764110
## stopped after 100 iterations
## # weights: 123
## initial value 160.580421
## iter 10 value 8.674747
## iter 20 value 4.609323
## iter 30 value 4.109939
## iter 40 value 3.982750
## iter 50 value 3.935891
## iter 60 value 3.912042
## iter 70 value 3.901573
## iter 80 value 3.895911
## iter 90 value 3.890177
## iter 100 value 3.886824
## final value 3.886824
## stopped after 100 iterations
## # weights: 139
## initial value 136.987043
## iter 10 value 7.624046
## iter 20 value 4.846870
## iter 30 value 4.159373
## iter 40 value 4.006616
## iter 50 value 3.935313
## iter 60 value 3.913992
## iter 70 value 3.902833
## iter 80 value 3.889711
## iter 90 value 3.879725
## iter 100 value 3.871935
## final value 3.871935
## stopped after 100 iterations
## # weights: 155
## initial value 132.615699
## iter 10 value 5.995635
## iter 20 value 4.367393
## iter 30 value 4.152395
## iter 40 value 3.998231
## iter 50 value 3.919026
## iter 60 value 3.890295
## iter 70 value 3.836646
## iter 80 value 3.710928
## iter 90 value 3.658296
## iter 100 value 3.645428
## final value 3.645428
## stopped after 100 iterations
## # weights: 11
## initial value 123.318065
## iter 10 value 52.403883
## iter 20 value 46.339018
## iter 30 value 17.703083
## iter 40 value 10.532038
## iter 50 value 10.436323
## iter 60 value 10.432189
## final value 10.432166
## converged
## # weights: 27
## initial value 132.549785
## iter 10 value 9.871702
## iter 20 value 4.103974
## iter 30 value 3.286021
## iter 40 value 3.027244
## iter 50 value 2.966688
## iter 60 value 2.928915
## iter 70 value 2.870676
## iter 80 value 2.849715
## iter 90 value 2.750047
## iter 100 value 2.734427
## final value 2.734427
## stopped after 100 iterations
## # weights: 43
## initial value 126.393742
## iter 10 value 9.300510
## iter 20 value 3.486050
## iter 30 value 3.004266
## iter 40 value 2.718888
## iter 50 value 2.640159
## iter 60 value 2.572897
## iter 70 value 2.512182
## iter 80 value 2.488859
## iter 90 value 2.465307
## iter 100 value 2.427166
## final value 2.427166
## stopped after 100 iterations
## # weights: 59
## initial value 127.038239
## iter 10 value 5.602165
## iter 20 value 3.152481
## iter 30 value 2.781412
## iter 40 value 2.483591
## iter 50 value 2.402902
## iter 60 value 2.313238
## iter 70 value 2.269805
## iter 80 value 2.243598
## iter 90 value 2.232435
## iter 100 value 2.223201
## final value 2.223201
## stopped after 100 iterations
## # weights: 75
## initial value 117.388817
## iter 10 value 6.140778
## iter 20 value 3.567840
## iter 30 value 2.638716
## iter 40 value 2.384656
## iter 50 value 2.298985
## iter 60 value 2.232851
## iter 70 value 2.197559
## iter 80 value 2.186876
## iter 90 value 2.182998
## iter 100 value 2.179684
## final value 2.179684
## stopped after 100 iterations
## # weights: 91
## initial value 164.821528
## iter 10 value 5.843970
## iter 20 value 3.234979
## iter 30 value 2.518404
## iter 40 value 2.297048
## iter 50 value 2.175686
## iter 60 value 2.144961
## iter 70 value 2.127720
## iter 80 value 2.120626
## iter 90 value 2.116143
## iter 100 value 2.112910
## final value 2.112910
## stopped after 100 iterations
## # weights: 107
## initial value 148.217650
## iter 10 value 6.231757
## iter 20 value 3.293757
## iter 30 value 2.582358
## iter 40 value 2.338630
## iter 50 value 2.230273
## iter 60 value 2.168902
## iter 70 value 2.143947
## iter 80 value 2.131084
## iter 90 value 2.122092
## iter 100 value 2.112822
## final value 2.112822
## stopped after 100 iterations
## # weights: 123
## initial value 123.166517
## iter 10 value 4.906698
## iter 20 value 2.741205
## iter 30 value 2.422304
## iter 40 value 2.247893
## iter 50 value 2.181629
## iter 60 value 2.128007
## iter 70 value 2.106263
## iter 80 value 2.080687
## iter 90 value 2.062061
## iter 100 value 2.042481
## final value 2.042481
## stopped after 100 iterations
## # weights: 139
## initial value 107.326647
## iter 10 value 4.588293
## iter 20 value 2.697474
## iter 30 value 2.323429
## iter 40 value 2.147143
## iter 50 value 2.096084
## iter 60 value 2.067389
## iter 70 value 2.056010
## iter 80 value 2.049137
## iter 90 value 2.045502
## iter 100 value 2.041959
## final value 2.041959
## stopped after 100 iterations
## # weights: 155
## initial value 99.834151
## iter 10 value 4.526413
## iter 20 value 2.856170
## iter 30 value 2.488410
## iter 40 value 2.275645
## iter 50 value 2.176521
## iter 60 value 2.130386
## iter 70 value 2.109406
## iter 80 value 2.098429
## iter 90 value 2.093821
## iter 100 value 2.091949
## final value 2.091949
## stopped after 100 iterations
## # weights: 11
## initial value 122.087247
## iter 10 value 50.531604
## iter 20 value 50.275663
## iter 30 value 41.254517
## iter 40 value 9.669426
## iter 50 value 8.511627
## iter 60 value 7.956289
## iter 70 value 7.574654
## iter 80 value 7.553028
## iter 90 value 7.544605
## final value 7.544604
## converged
## # weights: 27
## initial value 126.870159
## iter 10 value 11.668225
## iter 20 value 3.222253
## iter 30 value 2.457716
## iter 40 value 2.111192
## iter 50 value 2.021418
## iter 60 value 1.936487
## iter 70 value 1.742999
## iter 80 value 1.630225
## iter 90 value 1.602198
## iter 100 value 1.597797
## final value 1.597797
## stopped after 100 iterations
## # weights: 43
## initial value 123.826498
## iter 10 value 5.595935
## iter 20 value 2.060848
## iter 30 value 1.892267
## iter 40 value 1.788991
## iter 50 value 1.749003
## iter 60 value 1.702955
## iter 70 value 1.660576
## iter 80 value 1.631612
## iter 90 value 1.617583
## iter 100 value 1.580180
## final value 1.580180
## stopped after 100 iterations
## # weights: 59
## initial value 136.845730
## iter 10 value 5.552578
## iter 20 value 1.847641
## iter 30 value 1.503732
## iter 40 value 1.346492
## iter 50 value 1.239957
## iter 60 value 1.181067
## iter 70 value 1.164911
## iter 80 value 1.153218
## iter 90 value 1.139646
## iter 100 value 1.122025
## final value 1.122025
## stopped after 100 iterations
## # weights: 75
## initial value 135.896317
## iter 10 value 6.648767
## iter 20 value 1.770992
## iter 30 value 1.428430
## iter 40 value 1.315350
## iter 50 value 1.254463
## iter 60 value 1.211462
## iter 70 value 1.186891
## iter 80 value 1.165721
## iter 90 value 1.145742
## iter 100 value 1.128156
## final value 1.128156
## stopped after 100 iterations
## # weights: 91
## initial value 181.202967
## iter 10 value 5.428119
## iter 20 value 1.841919
## iter 30 value 1.567567
## iter 40 value 1.365951
## iter 50 value 1.253695
## iter 60 value 1.180526
## iter 70 value 1.142147
## iter 80 value 1.130732
## iter 90 value 1.127222
## iter 100 value 1.124378
## final value 1.124378
## stopped after 100 iterations
## # weights: 107
## initial value 212.507300
## iter 10 value 4.489722
## iter 20 value 1.579950
## iter 30 value 1.406626
## iter 40 value 1.290377
## iter 50 value 1.237813
## iter 60 value 1.179315
## iter 70 value 1.150028
## iter 80 value 1.128561
## iter 90 value 1.112291
## iter 100 value 1.090605
## final value 1.090605
## stopped after 100 iterations
## # weights: 123
## initial value 107.319139
## iter 10 value 3.830952
## iter 20 value 1.826118
## iter 30 value 1.565460
## iter 40 value 1.350039
## iter 50 value 1.238857
## iter 60 value 1.188672
## iter 70 value 1.150356
## iter 80 value 1.101463
## iter 90 value 1.072988
## iter 100 value 1.056744
## final value 1.056744
## stopped after 100 iterations
## # weights: 139
## initial value 167.053681
## iter 10 value 6.747674
## iter 20 value 1.661668
## iter 30 value 1.389457
## iter 40 value 1.279226
## iter 50 value 1.211131
## iter 60 value 1.152651
## iter 70 value 1.109867
## iter 80 value 1.094396
## iter 90 value 1.083192
## iter 100 value 1.076569
## final value 1.076569
## stopped after 100 iterations
## # weights: 155
## initial value 136.094448
## iter 10 value 4.831330
## iter 20 value 1.668484
## iter 30 value 1.415191
## iter 40 value 1.321381
## iter 50 value 1.214398
## iter 60 value 1.161835
## iter 70 value 1.132130
## iter 80 value 1.103497
## iter 90 value 1.083557
## iter 100 value 1.073479
## final value 1.073479
## stopped after 100 iterations
## # weights: 11
## initial value 132.019224
## iter 10 value 14.339761
## iter 20 value 6.260948
## iter 30 value 5.914369
## iter 40 value 5.738891
## iter 50 value 5.638338
## iter 60 value 5.632445
## iter 70 value 5.632430
## final value 5.632429
## converged
## # weights: 27
## initial value 144.648569
## iter 10 value 4.046876
## iter 20 value 1.340836
## iter 30 value 1.133824
## iter 40 value 0.987433
## iter 50 value 0.965226
## iter 60 value 0.924834
## iter 70 value 0.899098
## iter 80 value 0.848291
## iter 90 value 0.839076
## iter 100 value 0.834042
## final value 0.834042
## stopped after 100 iterations
## # weights: 43
## initial value 116.869688
## iter 10 value 4.168554
## iter 20 value 1.132536
## iter 30 value 1.015769
## iter 40 value 0.951772
## iter 50 value 0.896988
## iter 60 value 0.868440
## iter 70 value 0.859511
## iter 80 value 0.838759
## iter 90 value 0.814727
## iter 100 value 0.778939
## final value 0.778939
## stopped after 100 iterations
## # weights: 59
## initial value 123.971618
## iter 10 value 5.407160
## iter 20 value 1.162523
## iter 30 value 0.913050
## iter 40 value 0.763554
## iter 50 value 0.701050
## iter 60 value 0.669067
## iter 70 value 0.637441
## iter 80 value 0.621711
## iter 90 value 0.615789
## iter 100 value 0.611447
## final value 0.611447
## stopped after 100 iterations
## # weights: 75
## initial value 176.662933
## iter 10 value 5.204174
## iter 20 value 1.051440
## iter 30 value 0.892269
## iter 40 value 0.779590
## iter 50 value 0.702080
## iter 60 value 0.670011
## iter 70 value 0.648464
## iter 80 value 0.627730
## iter 90 value 0.618296
## iter 100 value 0.605151
## final value 0.605151
## stopped after 100 iterations
## # weights: 91
## initial value 125.876956
## iter 10 value 4.348760
## iter 20 value 1.208616
## iter 30 value 0.970606
## iter 40 value 0.794370
## iter 50 value 0.678990
## iter 60 value 0.649673
## iter 70 value 0.634303
## iter 80 value 0.620378
## iter 90 value 0.612424
## iter 100 value 0.599512
## final value 0.599512
## stopped after 100 iterations
## # weights: 107
## initial value 132.058208
## iter 10 value 4.099426
## iter 20 value 0.907534
## iter 30 value 0.796508
## iter 40 value 0.727024
## iter 50 value 0.679035
## iter 60 value 0.644095
## iter 70 value 0.629084
## iter 80 value 0.605496
## iter 90 value 0.568924
## iter 100 value 0.545038
## final value 0.545038
## stopped after 100 iterations
## # weights: 123
## initial value 169.117713
## iter 10 value 6.167325
## iter 20 value 0.933729
## iter 30 value 0.801536
## iter 40 value 0.716690
## iter 50 value 0.667362
## iter 60 value 0.635500
## iter 70 value 0.606576
## iter 80 value 0.573216
## iter 90 value 0.555734
## iter 100 value 0.545574
## final value 0.545574
## stopped after 100 iterations
## # weights: 139
## initial value 210.274249
## iter 10 value 4.393039
## iter 20 value 0.838013
## iter 30 value 0.718141
## iter 40 value 0.639141
## iter 50 value 0.577860
## iter 60 value 0.556440
## iter 70 value 0.534900
## iter 80 value 0.522666
## iter 90 value 0.513727
## iter 100 value 0.506512
## final value 0.506512
## stopped after 100 iterations
## # weights: 155
## initial value 114.542657
## iter 10 value 4.217625
## iter 20 value 0.819139
## iter 30 value 0.722220
## iter 40 value 0.603793
## iter 50 value 0.553408
## iter 60 value 0.532889
## iter 70 value 0.520666
## iter 80 value 0.509611
## iter 90 value 0.503609
## iter 100 value 0.499085
## final value 0.499085
## stopped after 100 iterations
## # weights: 11
## initial value 134.151006
## iter 10 value 60.228195
## iter 20 value 47.372675
## iter 30 value 22.202373
## iter 40 value 6.293823
## iter 50 value 4.619672
## iter 60 value 4.256747
## iter 70 value 4.218598
## iter 80 value 4.208405
## final value 4.206453
## converged
## # weights: 27
## initial value 133.833565
## iter 10 value 10.448182
## iter 20 value 0.861712
## iter 30 value 0.809571
## iter 40 value 0.751850
## iter 50 value 0.706566
## iter 60 value 0.635243
## iter 70 value 0.564836
## iter 80 value 0.474570
## iter 90 value 0.431216
## iter 100 value 0.420806
## final value 0.420806
## stopped after 100 iterations
## # weights: 43
## initial value 113.137062
## iter 10 value 6.794091
## iter 20 value 0.589133
## iter 30 value 0.490287
## iter 40 value 0.478459
## iter 50 value 0.462738
## iter 60 value 0.453160
## iter 70 value 0.439264
## iter 80 value 0.432791
## iter 90 value 0.427967
## iter 100 value 0.417092
## final value 0.417092
## stopped after 100 iterations
## # weights: 59
## initial value 129.360596
## iter 10 value 4.475692
## iter 20 value 0.638107
## iter 30 value 0.497680
## iter 40 value 0.466978
## iter 50 value 0.435186
## iter 60 value 0.412194
## iter 70 value 0.399789
## iter 80 value 0.387335
## iter 90 value 0.373926
## iter 100 value 0.365127
## final value 0.365127
## stopped after 100 iterations
## # weights: 75
## initial value 124.167172
## iter 10 value 6.781799
## iter 20 value 0.547352
## iter 30 value 0.491633
## iter 40 value 0.468640
## iter 50 value 0.395481
## iter 60 value 0.365175
## iter 70 value 0.343087
## iter 80 value 0.327296
## iter 90 value 0.316743
## iter 100 value 0.298178
## final value 0.298178
## stopped after 100 iterations
## # weights: 91
## initial value 139.241482
## iter 10 value 4.132843
## iter 20 value 0.460912
## iter 30 value 0.426734
## iter 40 value 0.409244
## iter 50 value 0.379091
## iter 60 value 0.343503
## iter 70 value 0.333830
## iter 80 value 0.322602
## iter 90 value 0.315190
## iter 100 value 0.306939
## final value 0.306939
## stopped after 100 iterations
## # weights: 107
## initial value 142.270393
## iter 10 value 4.503740
## iter 20 value 0.601956
## iter 30 value 0.477510
## iter 40 value 0.432895
## iter 50 value 0.380932
## iter 60 value 0.366468
## iter 70 value 0.351421
## iter 80 value 0.333948
## iter 90 value 0.322594
## iter 100 value 0.313281
## final value 0.313281
## stopped after 100 iterations
## # weights: 123
## initial value 146.915723
## iter 10 value 3.242616
## iter 20 value 0.465151
## iter 30 value 0.431283
## iter 40 value 0.397515
## iter 50 value 0.374815
## iter 60 value 0.345023
## iter 70 value 0.325934
## iter 80 value 0.314776
## iter 90 value 0.306302
## iter 100 value 0.294836
## final value 0.294836
## stopped after 100 iterations
## # weights: 139
## initial value 165.277601
## iter 10 value 4.872575
## iter 20 value 0.552196
## iter 30 value 0.383429
## iter 40 value 0.355556
## iter 50 value 0.323934
## iter 60 value 0.309671
## iter 70 value 0.296802
## iter 80 value 0.288893
## iter 90 value 0.281652
## iter 100 value 0.276450
## final value 0.276450
## stopped after 100 iterations
## # weights: 155
## initial value 115.119082
## iter 10 value 3.993701
## iter 20 value 0.471875
## iter 30 value 0.419330
## iter 40 value 0.357286
## iter 50 value 0.326005
## iter 60 value 0.308150
## iter 70 value 0.280975
## iter 80 value 0.272497
## iter 90 value 0.263087
## iter 100 value 0.258448
## final value 0.258448
## stopped after 100 iterations
## # weights: 11
## initial value 126.071312
## iter 10 value 55.174914
## iter 20 value 53.970745
## iter 30 value 52.212137
## iter 40 value 50.027132
## iter 50 value 47.217842
## iter 60 value 44.389196
## iter 70 value 27.775097
## iter 80 value 5.676352
## iter 90 value 4.363232
## iter 100 value 3.915791
## final value 3.915791
## stopped after 100 iterations
## # weights: 27
## initial value 118.180677
## iter 10 value 11.550960
## iter 20 value 8.239977
## iter 30 value 0.846625
## iter 40 value 0.538613
## iter 50 value 0.478849
## iter 60 value 0.428105
## iter 70 value 0.409553
## iter 80 value 0.378729
## iter 90 value 0.344338
## iter 100 value 0.271600
## final value 0.271600
## stopped after 100 iterations
## # weights: 43
## initial value 121.195050
## iter 10 value 4.114930
## iter 20 value 0.316145
## iter 30 value 0.281295
## iter 40 value 0.273267
## iter 50 value 0.258537
## iter 60 value 0.229107
## iter 70 value 0.222393
## iter 80 value 0.215058
## iter 90 value 0.196013
## iter 100 value 0.189331
## final value 0.189331
## stopped after 100 iterations
## # weights: 59
## initial value 154.758804
## iter 10 value 8.461557
## iter 20 value 0.444168
## iter 30 value 0.243688
## iter 40 value 0.232092
## iter 50 value 0.224686
## iter 60 value 0.207594
## iter 70 value 0.188468
## iter 80 value 0.183561
## iter 90 value 0.175424
## iter 100 value 0.167641
## final value 0.167641
## stopped after 100 iterations
## # weights: 75
## initial value 146.179038
## iter 10 value 5.341214
## iter 20 value 0.262789
## iter 30 value 0.211280
## iter 40 value 0.199474
## iter 50 value 0.189981
## iter 60 value 0.183325
## iter 70 value 0.169629
## iter 80 value 0.164946
## iter 90 value 0.160350
## iter 100 value 0.158808
## final value 0.158808
## stopped after 100 iterations
## # weights: 91
## initial value 124.150484
## iter 10 value 5.533224
## iter 20 value 0.238241
## iter 30 value 0.210801
## iter 40 value 0.202167
## iter 50 value 0.193244
## iter 60 value 0.181634
## iter 70 value 0.173229
## iter 80 value 0.162770
## iter 90 value 0.154475
## iter 100 value 0.148990
## final value 0.148990
## stopped after 100 iterations
## # weights: 107
## initial value 191.917768
## iter 10 value 7.261345
## iter 20 value 0.364981
## iter 30 value 0.225121
## iter 40 value 0.215021
## iter 50 value 0.202103
## iter 60 value 0.188960
## iter 70 value 0.182892
## iter 80 value 0.177576
## iter 90 value 0.168104
## iter 100 value 0.160999
## final value 0.160999
## stopped after 100 iterations
## # weights: 123
## initial value 169.262360
## iter 10 value 5.766736
## iter 20 value 0.625460
## iter 30 value 0.449644
## iter 40 value 0.403165
## iter 50 value 0.355855
## iter 60 value 0.296443
## iter 70 value 0.255438
## iter 80 value 0.225514
## iter 90 value 0.184700
## iter 100 value 0.172512
## final value 0.172512
## stopped after 100 iterations
## # weights: 139
## initial value 125.324231
## iter 10 value 5.571339
## iter 20 value 0.220584
## iter 30 value 0.193274
## iter 40 value 0.187203
## iter 50 value 0.174450
## iter 60 value 0.167977
## iter 70 value 0.163521
## iter 80 value 0.156241
## iter 90 value 0.152646
## iter 100 value 0.148855
## final value 0.148855
## stopped after 100 iterations
## # weights: 155
## initial value 154.496634
## iter 10 value 6.778520
## iter 20 value 0.276994
## iter 30 value 0.221866
## iter 40 value 0.211044
## iter 50 value 0.203338
## iter 60 value 0.191789
## iter 70 value 0.177919
## iter 80 value 0.165405
## iter 90 value 0.156474
## iter 100 value 0.145231
## final value 0.145231
## stopped after 100 iterations
## # weights: 11
## initial value 123.982915
## iter 10 value 20.843218
## iter 20 value 3.362870
## iter 30 value 2.298716
## iter 40 value 1.862408
## iter 50 value 1.792469
## iter 60 value 1.745760
## iter 70 value 1.175665
## iter 80 value 1.046564
## iter 90 value 0.931911
## iter 100 value 0.915603
## final value 0.915603
## stopped after 100 iterations
## # weights: 27
## initial value 142.228742
## iter 10 value 35.776831
## iter 20 value 6.976624
## iter 30 value 1.677416
## iter 40 value 0.014377
## final value 0.000077
## converged
## # weights: 43
## initial value 129.268042
## iter 10 value 5.373199
## iter 20 value 0.057586
## iter 30 value 0.000947
## final value 0.000086
## converged
## # weights: 59
## initial value 113.266390
## iter 10 value 5.504013
## iter 20 value 0.017404
## iter 30 value 0.000322
## final value 0.000076
## converged
## # weights: 75
## initial value 153.551858
## iter 10 value 6.113777
## iter 20 value 0.647310
## iter 30 value 0.003572
## final value 0.000085
## converged
## # weights: 91
## initial value 160.981759
## iter 10 value 12.517048
## iter 20 value 1.174819
## iter 30 value 0.011222
## iter 40 value 0.000225
## final value 0.000074
## converged
## # weights: 107
## initial value 146.682755
## iter 10 value 5.861743
## iter 20 value 1.098949
## iter 30 value 0.001772
## iter 40 value 0.000465
## final value 0.000095
## converged
## # weights: 123
## initial value 137.164195
## iter 10 value 4.812605
## iter 20 value 0.973588
## iter 30 value 0.002197
## iter 40 value 0.000181
## final value 0.000093
## converged
## # weights: 139
## initial value 166.851855
## iter 10 value 6.325736
## iter 20 value 0.951031
## iter 30 value 0.001422
## iter 40 value 0.000125
## final value 0.000076
## converged
## # weights: 155
## initial value 166.732848
## iter 10 value 6.241429
## iter 20 value 0.295561
## iter 30 value 0.000632
## final value 0.000082
## converged
## # weights: 11
## initial value 131.621661
## iter 10 value 48.690074
## iter 20 value 44.027543
## final value 44.026789
## converged
## # weights: 27
## initial value 151.881474
## iter 10 value 44.943449
## iter 20 value 20.782793
## iter 30 value 20.321625
## iter 40 value 20.310393
## final value 20.310383
## converged
## # weights: 43
## initial value 135.117214
## iter 10 value 23.860106
## iter 20 value 19.079111
## iter 30 value 18.672465
## iter 40 value 18.567199
## iter 50 value 18.543945
## iter 60 value 18.542173
## final value 18.542141
## converged
## # weights: 59
## initial value 165.044807
## iter 10 value 25.604298
## iter 20 value 18.395649
## iter 30 value 18.114362
## iter 40 value 18.056681
## iter 50 value 18.034095
## iter 60 value 18.027431
## iter 70 value 18.024893
## iter 80 value 18.024015
## final value 18.024007
## converged
## # weights: 75
## initial value 126.874539
## iter 10 value 38.658951
## iter 20 value 19.917853
## iter 30 value 18.166155
## iter 40 value 17.761038
## iter 50 value 17.725224
## iter 60 value 17.707135
## iter 70 value 17.702842
## iter 80 value 17.701243
## iter 90 value 17.700482
## iter 100 value 17.700005
## final value 17.700005
## stopped after 100 iterations
## # weights: 91
## initial value 143.316260
## iter 10 value 20.500864
## iter 20 value 17.660020
## iter 30 value 17.485058
## iter 40 value 17.435083
## iter 50 value 17.427325
## iter 60 value 17.425410
## iter 70 value 17.424733
## iter 80 value 17.424276
## iter 90 value 17.424240
## final value 17.424237
## converged
## # weights: 107
## initial value 147.360229
## iter 10 value 22.848643
## iter 20 value 17.536589
## iter 30 value 17.391568
## iter 40 value 17.340091
## iter 50 value 17.294756
## iter 60 value 17.272860
## iter 70 value 17.263908
## iter 80 value 17.256674
## iter 90 value 17.253995
## iter 100 value 17.253601
## final value 17.253601
## stopped after 100 iterations
## # weights: 123
## initial value 124.824797
## iter 10 value 20.355845
## iter 20 value 17.526386
## iter 30 value 17.240053
## iter 40 value 17.140864
## iter 50 value 17.124362
## iter 60 value 17.098202
## iter 70 value 17.080463
## iter 80 value 17.077039
## iter 90 value 17.076170
## iter 100 value 17.076030
## final value 17.076030
## stopped after 100 iterations
## # weights: 139
## initial value 149.597006
## iter 10 value 20.908743
## iter 20 value 17.379067
## iter 30 value 17.128071
## iter 40 value 17.032608
## iter 50 value 17.003532
## iter 60 value 16.981226
## iter 70 value 16.979463
## iter 80 value 16.978337
## iter 90 value 16.977685
## iter 100 value 16.977392
## final value 16.977392
## stopped after 100 iterations
## # weights: 155
## initial value 140.509740
## iter 10 value 30.845791
## iter 20 value 17.101376
## iter 30 value 16.847444
## iter 40 value 16.797202
## iter 50 value 16.778125
## iter 60 value 16.773094
## iter 70 value 16.770875
## iter 80 value 16.765122
## iter 90 value 16.762574
## iter 100 value 16.759918
## final value 16.759918
## stopped after 100 iterations
## # weights: 11
## initial value 120.124740
## iter 10 value 53.631157
## iter 20 value 33.219228
## iter 30 value 31.856719
## final value 31.856719
## converged
## # weights: 27
## initial value 116.300047
## iter 10 value 20.371711
## iter 20 value 14.220883
## iter 30 value 12.936649
## iter 40 value 12.751430
## iter 50 value 12.443615
## iter 60 value 12.378442
## iter 70 value 12.371062
## final value 12.371041
## converged
## # weights: 43
## initial value 138.903267
## iter 10 value 13.928585
## iter 20 value 12.580127
## iter 30 value 12.165462
## iter 40 value 12.077126
## iter 50 value 12.043643
## iter 60 value 11.907826
## iter 70 value 11.820642
## iter 80 value 11.815895
## final value 11.815878
## converged
## # weights: 59
## initial value 145.586668
## iter 10 value 17.428265
## iter 20 value 12.280327
## iter 30 value 11.542397
## iter 40 value 11.383352
## iter 50 value 11.281852
## iter 60 value 11.253231
## iter 70 value 11.230312
## iter 80 value 11.222635
## iter 90 value 11.219858
## iter 100 value 11.219091
## final value 11.219091
## stopped after 100 iterations
## # weights: 75
## initial value 126.118740
## iter 10 value 14.061634
## iter 20 value 11.551644
## iter 30 value 11.225294
## iter 40 value 11.128519
## iter 50 value 11.100085
## iter 60 value 11.094620
## iter 70 value 11.093902
## iter 80 value 11.093132
## iter 90 value 11.092395
## iter 100 value 11.092163
## final value 11.092163
## stopped after 100 iterations
## # weights: 91
## initial value 150.706720
## iter 10 value 16.623070
## iter 20 value 11.847496
## iter 30 value 11.264924
## iter 40 value 11.085828
## iter 50 value 11.047215
## iter 60 value 11.023823
## iter 70 value 11.016255
## iter 80 value 11.010436
## iter 90 value 11.007873
## iter 100 value 11.007070
## final value 11.007070
## stopped after 100 iterations
## # weights: 107
## initial value 115.952674
## iter 10 value 14.328456
## iter 20 value 11.297135
## iter 30 value 10.982878
## iter 40 value 10.939520
## iter 50 value 10.926667
## iter 60 value 10.907069
## iter 70 value 10.896697
## iter 80 value 10.890087
## iter 90 value 10.887416
## iter 100 value 10.886215
## final value 10.886215
## stopped after 100 iterations
## # weights: 123
## initial value 138.492899
## iter 10 value 14.493066
## iter 20 value 10.955357
## iter 30 value 10.873457
## iter 40 value 10.854314
## iter 50 value 10.841882
## iter 60 value 10.838828
## iter 70 value 10.836121
## iter 80 value 10.834363
## iter 90 value 10.834050
## iter 100 value 10.833774
## final value 10.833774
## stopped after 100 iterations
## # weights: 139
## initial value 114.285239
## iter 10 value 14.681578
## iter 20 value 11.035806
## iter 30 value 10.823351
## iter 40 value 10.776659
## iter 50 value 10.748295
## iter 60 value 10.730721
## iter 70 value 10.722562
## iter 80 value 10.721319
## iter 90 value 10.720971
## iter 100 value 10.720847
## final value 10.720847
## stopped after 100 iterations
## # weights: 155
## initial value 175.545934
## iter 10 value 12.496092
## iter 20 value 10.992541
## iter 30 value 10.841489
## iter 40 value 10.780148
## iter 50 value 10.740846
## iter 60 value 10.704585
## iter 70 value 10.691369
## iter 80 value 10.687094
## iter 90 value 10.684805
## iter 100 value 10.681106
## final value 10.681106
## stopped after 100 iterations
## # weights: 11
## initial value 136.238540
## iter 10 value 38.357554
## iter 20 value 23.548263
## iter 30 value 22.642037
## iter 40 value 22.456978
## final value 22.456974
## converged
## # weights: 27
## initial value 119.840285
## iter 10 value 16.190256
## iter 20 value 8.928991
## iter 30 value 8.335684
## iter 40 value 8.309100
## iter 50 value 8.308197
## iter 60 value 8.307579
## final value 8.307565
## converged
## # weights: 43
## initial value 122.545729
## iter 10 value 13.615479
## iter 20 value 8.082053
## iter 30 value 7.791927
## iter 40 value 7.697515
## iter 50 value 7.647051
## iter 60 value 7.615494
## iter 70 value 7.585688
## iter 80 value 7.578919
## iter 90 value 7.577388
## iter 100 value 7.576637
## final value 7.576637
## stopped after 100 iterations
## # weights: 59
## initial value 121.164618
## iter 10 value 9.069060
## iter 20 value 7.982364
## iter 30 value 7.740983
## iter 40 value 7.695198
## iter 50 value 7.644983
## iter 60 value 7.584069
## iter 70 value 7.532436
## iter 80 value 7.483766
## iter 90 value 7.449051
## iter 100 value 7.428563
## final value 7.428563
## stopped after 100 iterations
## # weights: 75
## initial value 143.233693
## iter 10 value 14.784242
## iter 20 value 8.335959
## iter 30 value 7.703713
## iter 40 value 7.565862
## iter 50 value 7.468844
## iter 60 value 7.393539
## iter 70 value 7.371887
## iter 80 value 7.347847
## iter 90 value 7.332567
## iter 100 value 7.326173
## final value 7.326173
## stopped after 100 iterations
## # weights: 91
## initial value 159.817260
## iter 10 value 10.535315
## iter 20 value 7.435166
## iter 30 value 7.321972
## iter 40 value 7.301331
## iter 50 value 7.292778
## iter 60 value 7.287547
## iter 70 value 7.281743
## iter 80 value 7.271121
## iter 90 value 7.265935
## iter 100 value 7.262780
## final value 7.262780
## stopped after 100 iterations
## # weights: 107
## initial value 151.260382
## iter 10 value 9.318828
## iter 20 value 7.500672
## iter 30 value 7.348319
## iter 40 value 7.300842
## iter 50 value 7.268839
## iter 60 value 7.258452
## iter 70 value 7.255112
## iter 80 value 7.251606
## iter 90 value 7.249870
## iter 100 value 7.247281
## final value 7.247281
## stopped after 100 iterations
## # weights: 123
## initial value 121.248038
## iter 10 value 10.630824
## iter 20 value 7.661324
## iter 30 value 7.284002
## iter 40 value 7.232661
## iter 50 value 7.220512
## iter 60 value 7.216230
## iter 70 value 7.210193
## iter 80 value 7.201089
## iter 90 value 7.199029
## iter 100 value 7.198299
## final value 7.198299
## stopped after 100 iterations
## # weights: 139
## initial value 128.077787
## iter 10 value 9.975961
## iter 20 value 7.587697
## iter 30 value 7.241656
## iter 40 value 7.209972
## iter 50 value 7.186483
## iter 60 value 7.169563
## iter 70 value 7.158799
## iter 80 value 7.153865
## iter 90 value 7.152005
## iter 100 value 7.151057
## final value 7.151057
## stopped after 100 iterations
## # weights: 155
## initial value 142.442456
## iter 10 value 9.829160
## iter 20 value 7.425437
## iter 30 value 7.263808
## iter 40 value 7.224564
## iter 50 value 7.194398
## iter 60 value 7.164502
## iter 70 value 7.147983
## iter 80 value 7.138113
## iter 90 value 7.135120
## iter 100 value 7.133652
## final value 7.133652
## stopped after 100 iterations
## # weights: 11
## initial value 129.953498
## iter 10 value 54.932679
## iter 20 value 52.070565
## iter 30 value 45.751606
## iter 40 value 16.770543
## iter 50 value 15.738567
## iter 60 value 15.730568
## final value 15.730556
## converged
## # weights: 27
## initial value 122.564334
## iter 10 value 12.761503
## iter 20 value 5.857895
## iter 30 value 5.457171
## iter 40 value 5.443330
## iter 50 value 5.438607
## iter 60 value 5.434026
## iter 70 value 5.431821
## iter 80 value 5.431721
## final value 5.431717
## converged
## # weights: 43
## initial value 141.000883
## iter 10 value 10.701723
## iter 20 value 6.069679
## iter 30 value 5.522584
## iter 40 value 5.304124
## iter 50 value 4.983478
## iter 60 value 4.918214
## iter 70 value 4.900868
## iter 80 value 4.881753
## iter 90 value 4.863628
## iter 100 value 4.849330
## final value 4.849330
## stopped after 100 iterations
## # weights: 59
## initial value 109.374190
## iter 10 value 6.726330
## iter 20 value 5.477109
## iter 30 value 5.198358
## iter 40 value 5.135856
## iter 50 value 5.100344
## iter 60 value 5.069533
## iter 70 value 4.892712
## iter 80 value 4.588535
## iter 90 value 4.515268
## iter 100 value 4.496250
## final value 4.496250
## stopped after 100 iterations
## # weights: 75
## initial value 123.666815
## iter 10 value 8.444855
## iter 20 value 5.757395
## iter 30 value 5.184139
## iter 40 value 5.070695
## iter 50 value 4.976518
## iter 60 value 4.595312
## iter 70 value 4.449423
## iter 80 value 4.418528
## iter 90 value 4.404834
## iter 100 value 4.399482
## final value 4.399482
## stopped after 100 iterations
## # weights: 91
## initial value 177.739911
## iter 10 value 7.257662
## iter 20 value 5.257823
## iter 30 value 5.040569
## iter 40 value 4.578668
## iter 50 value 4.442741
## iter 60 value 4.413623
## iter 70 value 4.401636
## iter 80 value 4.394215
## iter 90 value 4.386906
## iter 100 value 4.378031
## final value 4.378031
## stopped after 100 iterations
## # weights: 107
## initial value 166.921188
## iter 10 value 8.145083
## iter 20 value 5.913982
## iter 30 value 5.273006
## iter 40 value 5.033545
## iter 50 value 4.986443
## iter 60 value 4.531315
## iter 70 value 4.370981
## iter 80 value 4.329722
## iter 90 value 4.319056
## iter 100 value 4.310995
## final value 4.310995
## stopped after 100 iterations
## # weights: 123
## initial value 147.394030
## iter 10 value 7.641437
## iter 20 value 5.690708
## iter 30 value 5.208638
## iter 40 value 4.924954
## iter 50 value 4.745130
## iter 60 value 4.625476
## iter 70 value 4.570716
## iter 80 value 4.518378
## iter 90 value 4.498972
## iter 100 value 4.488619
## final value 4.488619
## stopped after 100 iterations
## # weights: 139
## initial value 139.226527
## iter 10 value 6.809487
## iter 20 value 5.232286
## iter 30 value 5.059908
## iter 40 value 4.787317
## iter 50 value 4.671483
## iter 60 value 4.538005
## iter 70 value 4.473401
## iter 80 value 4.451824
## iter 90 value 4.447382
## iter 100 value 4.445750
## final value 4.445750
## stopped after 100 iterations
## # weights: 155
## initial value 125.490165
## iter 10 value 6.536900
## iter 20 value 5.321821
## iter 30 value 4.786185
## iter 40 value 4.577734
## iter 50 value 4.537343
## iter 60 value 4.509420
## iter 70 value 4.471198
## iter 80 value 4.447910
## iter 90 value 4.438576
## iter 100 value 4.428366
## final value 4.428366
## stopped after 100 iterations
## # weights: 11
## initial value 126.440024
## iter 10 value 36.874556
## iter 20 value 13.172704
## iter 30 value 11.412347
## iter 40 value 11.159300
## iter 50 value 11.158266
## iter 60 value 11.158249
## final value 11.158245
## converged
## # weights: 27
## initial value 120.149538
## iter 10 value 32.102737
## iter 20 value 7.307051
## iter 30 value 4.721571
## iter 40 value 4.306766
## iter 50 value 4.087543
## iter 60 value 4.022054
## iter 70 value 3.965694
## iter 80 value 3.943552
## iter 90 value 3.784651
## iter 100 value 3.679724
## final value 3.679724
## stopped after 100 iterations
## # weights: 43
## initial value 124.639501
## iter 10 value 16.361040
## iter 20 value 5.482472
## iter 30 value 4.116814
## iter 40 value 3.861504
## iter 50 value 3.748066
## iter 60 value 3.694722
## iter 70 value 3.668849
## iter 80 value 3.656521
## iter 90 value 3.648243
## iter 100 value 3.608058
## final value 3.608058
## stopped after 100 iterations
## # weights: 59
## initial value 132.530434
## iter 10 value 8.347209
## iter 20 value 4.312193
## iter 30 value 3.637967
## iter 40 value 3.219259
## iter 50 value 3.031049
## iter 60 value 2.957204
## iter 70 value 2.869707
## iter 80 value 2.829147
## iter 90 value 2.810593
## iter 100 value 2.791546
## final value 2.791546
## stopped after 100 iterations
## # weights: 75
## initial value 138.293053
## iter 10 value 5.576895
## iter 20 value 3.754655
## iter 30 value 3.316195
## iter 40 value 2.916279
## iter 50 value 2.729077
## iter 60 value 2.678398
## iter 70 value 2.643295
## iter 80 value 2.595605
## iter 90 value 2.530503
## iter 100 value 2.511001
## final value 2.511001
## stopped after 100 iterations
## # weights: 91
## initial value 123.103101
## iter 10 value 6.353711
## iter 20 value 4.073823
## iter 30 value 3.591917
## iter 40 value 3.320748
## iter 50 value 2.993453
## iter 60 value 2.890397
## iter 70 value 2.736629
## iter 80 value 2.647987
## iter 90 value 2.615299
## iter 100 value 2.606155
## final value 2.606155
## stopped after 100 iterations
## # weights: 107
## initial value 136.104994
## iter 10 value 9.351985
## iter 20 value 4.747953
## iter 30 value 3.659112
## iter 40 value 3.071483
## iter 50 value 2.748258
## iter 60 value 2.653247
## iter 70 value 2.569171
## iter 80 value 2.527200
## iter 90 value 2.507271
## iter 100 value 2.497182
## final value 2.497182
## stopped after 100 iterations
## # weights: 123
## initial value 148.078822
## iter 10 value 5.821129
## iter 20 value 3.811097
## iter 30 value 3.074069
## iter 40 value 2.666908
## iter 50 value 2.525825
## iter 60 value 2.490617
## iter 70 value 2.475600
## iter 80 value 2.467729
## iter 90 value 2.463528
## iter 100 value 2.460864
## final value 2.460864
## stopped after 100 iterations
## # weights: 139
## initial value 159.594495
## iter 10 value 5.786616
## iter 20 value 3.989646
## iter 30 value 3.043008
## iter 40 value 2.583976
## iter 50 value 2.423383
## iter 60 value 2.382055
## iter 70 value 2.365626
## iter 80 value 2.354825
## iter 90 value 2.346214
## iter 100 value 2.338844
## final value 2.338844
## stopped after 100 iterations
## # weights: 155
## initial value 178.215992
## iter 10 value 7.076691
## iter 20 value 4.113057
## iter 30 value 3.514713
## iter 40 value 3.028925
## iter 50 value 2.613999
## iter 60 value 2.430415
## iter 70 value 2.389156
## iter 80 value 2.363466
## iter 90 value 2.350818
## iter 100 value 2.340636
## final value 2.340636
## stopped after 100 iterations
## # weights: 11
## initial value 125.443660
## iter 10 value 42.117056
## iter 20 value 14.480706
## iter 30 value 8.165847
## iter 40 value 8.138638
## iter 50 value 8.130624
## final value 8.130525
## converged
## # weights: 27
## initial value 116.407275
## iter 10 value 8.306242
## iter 20 value 3.576932
## iter 30 value 2.799838
## iter 40 value 2.481859
## iter 50 value 2.370048
## iter 60 value 2.357895
## iter 70 value 2.338043
## iter 80 value 2.327625
## iter 90 value 2.325154
## iter 100 value 2.324580
## final value 2.324580
## stopped after 100 iterations
## # weights: 43
## initial value 111.399958
## iter 10 value 5.003685
## iter 20 value 3.026159
## iter 30 value 2.623523
## iter 40 value 2.439710
## iter 50 value 2.265574
## iter 60 value 2.148801
## iter 70 value 2.081289
## iter 80 value 2.063864
## iter 90 value 2.040431
## iter 100 value 1.971098
## final value 1.971098
## stopped after 100 iterations
## # weights: 59
## initial value 144.807113
## iter 10 value 5.777938
## iter 20 value 2.958328
## iter 30 value 2.545977
## iter 40 value 2.245349
## iter 50 value 2.020346
## iter 60 value 1.786938
## iter 70 value 1.668576
## iter 80 value 1.585420
## iter 90 value 1.565849
## iter 100 value 1.554475
## final value 1.554475
## stopped after 100 iterations
## # weights: 75
## initial value 106.482928
## iter 10 value 4.909745
## iter 20 value 2.650827
## iter 30 value 2.335920
## iter 40 value 2.221880
## iter 50 value 2.098474
## iter 60 value 2.010285
## iter 70 value 1.893667
## iter 80 value 1.713851
## iter 90 value 1.574311
## iter 100 value 1.494921
## final value 1.494921
## stopped after 100 iterations
## # weights: 91
## initial value 131.056643
## iter 10 value 6.054082
## iter 20 value 3.110671
## iter 30 value 2.427738
## iter 40 value 1.882624
## iter 50 value 1.658119
## iter 60 value 1.526780
## iter 70 value 1.474829
## iter 80 value 1.443369
## iter 90 value 1.381482
## iter 100 value 1.330893
## final value 1.330893
## stopped after 100 iterations
## # weights: 107
## initial value 180.720094
## iter 10 value 5.136958
## iter 20 value 2.480428
## iter 30 value 1.976281
## iter 40 value 1.605349
## iter 50 value 1.433829
## iter 60 value 1.384146
## iter 70 value 1.359174
## iter 80 value 1.342218
## iter 90 value 1.331391
## iter 100 value 1.323117
## final value 1.323117
## stopped after 100 iterations
## # weights: 123
## initial value 135.927480
## iter 10 value 4.867192
## iter 20 value 2.391168
## iter 30 value 1.967375
## iter 40 value 1.698675
## iter 50 value 1.509495
## iter 60 value 1.431337
## iter 70 value 1.371640
## iter 80 value 1.327221
## iter 90 value 1.308813
## iter 100 value 1.292896
## final value 1.292896
## stopped after 100 iterations
## # weights: 139
## initial value 127.858070
## iter 10 value 6.115103
## iter 20 value 2.551913
## iter 30 value 1.742509
## iter 40 value 1.427197
## iter 50 value 1.316554
## iter 60 value 1.267786
## iter 70 value 1.247128
## iter 80 value 1.234287
## iter 90 value 1.223502
## iter 100 value 1.215604
## final value 1.215604
## stopped after 100 iterations
## # weights: 155
## initial value 123.241447
## iter 10 value 5.270796
## iter 20 value 3.022402
## iter 30 value 2.176622
## iter 40 value 1.646044
## iter 50 value 1.462106
## iter 60 value 1.366526
## iter 70 value 1.329630
## iter 80 value 1.310593
## iter 90 value 1.297756
## iter 100 value 1.274329
## final value 1.274329
## stopped after 100 iterations
## # weights: 11
## initial value 123.822435
## iter 10 value 37.323557
## iter 20 value 10.854922
## iter 30 value 6.413938
## iter 40 value 6.180354
## iter 50 value 6.163988
## iter 60 value 6.163922
## iter 70 value 6.163823
## iter 80 value 6.163814
## iter 90 value 6.163808
## final value 6.163804
## converged
## # weights: 27
## initial value 122.030138
## iter 10 value 5.024492
## iter 20 value 1.959511
## iter 30 value 1.836859
## iter 40 value 1.700117
## iter 50 value 1.367944
## iter 60 value 1.282569
## iter 70 value 1.229751
## iter 80 value 1.181343
## iter 90 value 1.151696
## iter 100 value 1.141402
## final value 1.141402
## stopped after 100 iterations
## # weights: 43
## initial value 131.534265
## iter 10 value 9.662374
## iter 20 value 2.709017
## iter 30 value 1.822672
## iter 40 value 1.657570
## iter 50 value 1.304390
## iter 60 value 1.136358
## iter 70 value 1.016617
## iter 80 value 0.978848
## iter 90 value 0.936610
## iter 100 value 0.906282
## final value 0.906282
## stopped after 100 iterations
## # weights: 59
## initial value 144.312551
## iter 10 value 5.037290
## iter 20 value 1.722062
## iter 30 value 1.536812
## iter 40 value 1.414697
## iter 50 value 1.337472
## iter 60 value 1.311523
## iter 70 value 1.287509
## iter 80 value 1.275810
## iter 90 value 1.252875
## iter 100 value 1.180441
## final value 1.180441
## stopped after 100 iterations
## # weights: 75
## initial value 138.765228
## iter 10 value 4.898787
## iter 20 value 1.787594
## iter 30 value 1.452288
## iter 40 value 1.289318
## iter 50 value 1.084270
## iter 60 value 0.948343
## iter 70 value 0.870069
## iter 80 value 0.808711
## iter 90 value 0.763009
## iter 100 value 0.709140
## final value 0.709140
## stopped after 100 iterations
## # weights: 91
## initial value 139.479785
## iter 10 value 7.586782
## iter 20 value 2.411193
## iter 30 value 1.374672
## iter 40 value 1.138592
## iter 50 value 1.001433
## iter 60 value 0.901877
## iter 70 value 0.848811
## iter 80 value 0.810186
## iter 90 value 0.777852
## iter 100 value 0.750783
## final value 0.750783
## stopped after 100 iterations
## # weights: 107
## initial value 187.638605
## iter 10 value 6.646118
## iter 20 value 1.861992
## iter 30 value 1.252116
## iter 40 value 1.051696
## iter 50 value 0.925931
## iter 60 value 0.854117
## iter 70 value 0.814513
## iter 80 value 0.778290
## iter 90 value 0.758515
## iter 100 value 0.738534
## final value 0.738534
## stopped after 100 iterations
## # weights: 123
## initial value 116.533724
## iter 10 value 4.810498
## iter 20 value 2.742594
## iter 30 value 1.386981
## iter 40 value 1.028992
## iter 50 value 0.934731
## iter 60 value 0.877820
## iter 70 value 0.838033
## iter 80 value 0.801500
## iter 90 value 0.742725
## iter 100 value 0.711071
## final value 0.711071
## stopped after 100 iterations
## # weights: 139
## initial value 175.817510
## iter 10 value 4.420532
## iter 20 value 2.428491
## iter 30 value 1.282258
## iter 40 value 0.872873
## iter 50 value 0.723805
## iter 60 value 0.676439
## iter 70 value 0.649658
## iter 80 value 0.637716
## iter 90 value 0.628073
## iter 100 value 0.615639
## final value 0.615639
## stopped after 100 iterations
## # weights: 155
## initial value 177.774099
## iter 10 value 4.702237
## iter 20 value 1.415812
## iter 30 value 1.087055
## iter 40 value 0.840583
## iter 50 value 0.773872
## iter 60 value 0.707930
## iter 70 value 0.673383
## iter 80 value 0.655286
## iter 90 value 0.641662
## iter 100 value 0.633666
## final value 0.633666
## stopped after 100 iterations
## # weights: 11
## initial value 134.884048
## iter 10 value 34.487192
## iter 20 value 9.807477
## iter 30 value 5.021406
## iter 40 value 4.891718
## iter 50 value 4.824415
## iter 60 value 4.796488
## iter 70 value 4.796321
## final value 4.796302
## converged
## # weights: 27
## initial value 116.776240
## iter 10 value 4.658792
## iter 20 value 1.986013
## iter 30 value 1.510448
## iter 40 value 1.384589
## iter 50 value 1.311156
## iter 60 value 1.203153
## iter 70 value 1.087559
## iter 80 value 1.006142
## iter 90 value 0.893902
## iter 100 value 0.779949
## final value 0.779949
## stopped after 100 iterations
## # weights: 43
## initial value 137.290010
## iter 10 value 6.176024
## iter 20 value 1.641812
## iter 30 value 1.214981
## iter 40 value 0.944720
## iter 50 value 0.853142
## iter 60 value 0.635913
## iter 70 value 0.568477
## iter 80 value 0.525123
## iter 90 value 0.512709
## iter 100 value 0.491581
## final value 0.491581
## stopped after 100 iterations
## # weights: 59
## initial value 115.180288
## iter 10 value 6.711850
## iter 20 value 1.630995
## iter 30 value 0.912130
## iter 40 value 0.736026
## iter 50 value 0.617784
## iter 60 value 0.538853
## iter 70 value 0.480041
## iter 80 value 0.425054
## iter 90 value 0.405092
## iter 100 value 0.396704
## final value 0.396704
## stopped after 100 iterations
## # weights: 75
## initial value 142.702571
## iter 10 value 5.272450
## iter 20 value 1.481843
## iter 30 value 0.689943
## iter 40 value 0.561322
## iter 50 value 0.466875
## iter 60 value 0.431740
## iter 70 value 0.398006
## iter 80 value 0.377586
## iter 90 value 0.362560
## iter 100 value 0.357499
## final value 0.357499
## stopped after 100 iterations
## # weights: 91
## initial value 139.967837
## iter 10 value 5.239360
## iter 20 value 0.987701
## iter 30 value 0.782525
## iter 40 value 0.695741
## iter 50 value 0.613423
## iter 60 value 0.554139
## iter 70 value 0.499649
## iter 80 value 0.472912
## iter 90 value 0.447495
## iter 100 value 0.433344
## final value 0.433344
## stopped after 100 iterations
## # weights: 107
## initial value 150.806332
## iter 10 value 5.823787
## iter 20 value 1.192695
## iter 30 value 0.681628
## iter 40 value 0.560213
## iter 50 value 0.481872
## iter 60 value 0.450824
## iter 70 value 0.430037
## iter 80 value 0.412322
## iter 90 value 0.397881
## iter 100 value 0.379813
## final value 0.379813
## stopped after 100 iterations
## # weights: 123
## initial value 153.445703
## iter 10 value 6.942536
## iter 20 value 1.407651
## iter 30 value 0.771359
## iter 40 value 0.673516
## iter 50 value 0.563961
## iter 60 value 0.469147
## iter 70 value 0.422130
## iter 80 value 0.393146
## iter 90 value 0.381075
## iter 100 value 0.359494
## final value 0.359494
## stopped after 100 iterations
## # weights: 139
## initial value 141.841179
## iter 10 value 4.957596
## iter 20 value 1.225305
## iter 30 value 0.767910
## iter 40 value 0.566575
## iter 50 value 0.511814
## iter 60 value 0.469401
## iter 70 value 0.427736
## iter 80 value 0.393911
## iter 90 value 0.370570
## iter 100 value 0.354253
## final value 0.354253
## stopped after 100 iterations
## # weights: 155
## initial value 108.798379
## iter 10 value 4.883449
## iter 20 value 0.936908
## iter 30 value 0.667473
## iter 40 value 0.525694
## iter 50 value 0.455958
## iter 60 value 0.407266
## iter 70 value 0.378364
## iter 80 value 0.360078
## iter 90 value 0.344510
## iter 100 value 0.337711
## final value 0.337711
## stopped after 100 iterations
## # weights: 11
## initial value 125.911729
## iter 10 value 57.859851
## iter 20 value 7.711314
## iter 30 value 4.101502
## iter 40 value 3.997015
## iter 50 value 3.939998
## iter 60 value 3.842355
## iter 70 value 3.833535
## iter 80 value 3.822556
## iter 90 value 3.822282
## final value 3.822071
## converged
## # weights: 27
## initial value 135.341553
## iter 10 value 37.818563
## iter 20 value 3.833284
## iter 30 value 1.200830
## iter 40 value 0.726236
## iter 50 value 0.649027
## iter 60 value 0.631155
## iter 70 value 0.494209
## iter 80 value 0.492103
## iter 90 value 0.486061
## iter 100 value 0.483850
## final value 0.483850
## stopped after 100 iterations
## # weights: 43
## initial value 118.895678
## iter 10 value 3.587102
## iter 20 value 0.461147
## iter 30 value 0.436902
## iter 40 value 0.413996
## iter 50 value 0.403127
## iter 60 value 0.390883
## iter 70 value 0.367704
## iter 80 value 0.362165
## iter 90 value 0.355909
## iter 100 value 0.348223
## final value 0.348223
## stopped after 100 iterations
## # weights: 59
## initial value 112.002791
## iter 10 value 6.877799
## iter 20 value 2.159181
## iter 30 value 0.627403
## iter 40 value 0.566620
## iter 50 value 0.516996
## iter 60 value 0.399268
## iter 70 value 0.335596
## iter 80 value 0.281611
## iter 90 value 0.262479
## iter 100 value 0.250810
## final value 0.250810
## stopped after 100 iterations
## # weights: 75
## initial value 160.588793
## iter 10 value 8.485171
## iter 20 value 1.416306
## iter 30 value 0.589875
## iter 40 value 0.444206
## iter 50 value 0.329774
## iter 60 value 0.305226
## iter 70 value 0.278927
## iter 80 value 0.257096
## iter 90 value 0.238219
## iter 100 value 0.230075
## final value 0.230075
## stopped after 100 iterations
## # weights: 91
## initial value 131.067098
## iter 10 value 4.803071
## iter 20 value 0.704276
## iter 30 value 0.401861
## iter 40 value 0.314802
## iter 50 value 0.267444
## iter 60 value 0.250207
## iter 70 value 0.238677
## iter 80 value 0.222122
## iter 90 value 0.206252
## iter 100 value 0.201267
## final value 0.201267
## stopped after 100 iterations
## # weights: 107
## initial value 152.139063
## iter 10 value 5.901467
## iter 20 value 0.964333
## iter 30 value 0.523620
## iter 40 value 0.418949
## iter 50 value 0.332198
## iter 60 value 0.291442
## iter 70 value 0.265533
## iter 80 value 0.251470
## iter 90 value 0.237863
## iter 100 value 0.224443
## final value 0.224443
## stopped after 100 iterations
## # weights: 123
## initial value 122.298164
## iter 10 value 8.921302
## iter 20 value 1.543087
## iter 30 value 0.479677
## iter 40 value 0.383576
## iter 50 value 0.323447
## iter 60 value 0.303011
## iter 70 value 0.279540
## iter 80 value 0.255653
## iter 90 value 0.241783
## iter 100 value 0.234480
## final value 0.234480
## stopped after 100 iterations
## # weights: 139
## initial value 138.878791
## iter 10 value 5.905429
## iter 20 value 0.901801
## iter 30 value 0.332775
## iter 40 value 0.276238
## iter 50 value 0.220450
## iter 60 value 0.198148
## iter 70 value 0.188458
## iter 80 value 0.181059
## iter 90 value 0.175698
## iter 100 value 0.169823
## final value 0.169823
## stopped after 100 iterations
## # weights: 155
## initial value 183.749100
## iter 10 value 5.362382
## iter 20 value 0.592335
## iter 30 value 0.368092
## iter 40 value 0.303151
## iter 50 value 0.269589
## iter 60 value 0.231285
## iter 70 value 0.214666
## iter 80 value 0.198544
## iter 90 value 0.192297
## iter 100 value 0.185476
## final value 0.185476
## stopped after 100 iterations
## # weights: 11
## initial value 123.749055
## iter 10 value 34.522254
## iter 20 value 11.233474
## iter 30 value 3.345557
## iter 40 value 2.681999
## iter 50 value 2.562902
## iter 60 value 2.518789
## iter 70 value 2.399334
## iter 80 value 2.312311
## iter 90 value 2.279814
## iter 100 value 2.152868
## final value 2.152868
## stopped after 100 iterations
## # weights: 27
## initial value 139.950642
## iter 10 value 16.434701
## iter 20 value 1.002403
## iter 30 value 0.035745
## final value 0.000065
## converged
## # weights: 43
## initial value 148.224902
## iter 10 value 11.442950
## iter 20 value 1.497035
## iter 30 value 0.031115
## iter 40 value 0.000627
## final value 0.000082
## converged
## # weights: 59
## initial value 118.439516
## iter 10 value 5.445416
## iter 20 value 0.128285
## iter 30 value 0.001734
## iter 40 value 0.000197
## final value 0.000066
## converged
## # weights: 75
## initial value 155.750864
## iter 10 value 6.354888
## iter 20 value 0.323346
## iter 30 value 0.001331
## final value 0.000081
## converged
## # weights: 91
## initial value 105.736151
## iter 10 value 4.351427
## iter 20 value 1.580276
## iter 30 value 0.018237
## iter 40 value 0.000104
## iter 40 value 0.000064
## iter 40 value 0.000063
## final value 0.000063
## converged
## # weights: 107
## initial value 161.116834
## iter 10 value 4.672077
## iter 20 value 1.443427
## iter 30 value 0.005549
## final value 0.000060
## converged
## # weights: 123
## initial value 154.018563
## iter 10 value 5.211986
## iter 20 value 0.596583
## iter 30 value 0.000503
## final value 0.000059
## converged
## # weights: 139
## initial value 149.633926
## iter 10 value 4.125034
## iter 20 value 0.096192
## iter 30 value 0.000231
## final value 0.000059
## converged
## # weights: 155
## initial value 124.160240
## iter 10 value 5.059510
## iter 20 value 1.612944
## iter 30 value 0.010441
## iter 40 value 0.000588
## final value 0.000082
## converged
## # weights: 11
## initial value 123.613004
## iter 10 value 60.756605
## iter 20 value 55.371035
## iter 30 value 44.475943
## final value 44.384993
## converged
## # weights: 27
## initial value 134.551182
## iter 10 value 25.720080
## iter 20 value 19.972942
## iter 30 value 19.949520
## final value 19.949153
## converged
## # weights: 43
## initial value 129.518010
## iter 10 value 35.812937
## iter 20 value 19.491111
## iter 30 value 19.281695
## iter 40 value 19.123909
## iter 50 value 19.061836
## iter 60 value 19.053092
## iter 70 value 19.050441
## final value 19.050437
## converged
## # weights: 59
## initial value 152.672893
## iter 10 value 24.664839
## iter 20 value 18.134944
## iter 30 value 17.994613
## iter 40 value 17.987869
## iter 50 value 17.984664
## iter 60 value 17.984479
## iter 70 value 17.984421
## final value 17.984411
## converged
## # weights: 75
## initial value 119.201363
## iter 10 value 23.801448
## iter 20 value 17.818279
## iter 30 value 17.698021
## iter 40 value 17.653604
## iter 50 value 17.642432
## iter 60 value 17.640280
## iter 70 value 17.639569
## iter 80 value 17.639339
## iter 90 value 17.639327
## iter 100 value 17.639322
## final value 17.639322
## stopped after 100 iterations
## # weights: 91
## initial value 154.664644
## iter 10 value 21.015569
## iter 20 value 17.746840
## iter 30 value 17.512775
## iter 40 value 17.466072
## iter 50 value 17.455680
## iter 60 value 17.451737
## iter 70 value 17.450728
## iter 80 value 17.450255
## iter 90 value 17.450142
## iter 100 value 17.450111
## final value 17.450111
## stopped after 100 iterations
## # weights: 107
## initial value 142.727915
## iter 10 value 21.318718
## iter 20 value 17.501451
## iter 30 value 17.340875
## iter 40 value 17.292192
## iter 50 value 17.269129
## iter 60 value 17.241756
## iter 70 value 17.236573
## iter 80 value 17.234662
## iter 90 value 17.234357
## iter 100 value 17.234292
## final value 17.234292
## stopped after 100 iterations
## # weights: 123
## initial value 124.584591
## iter 10 value 22.367051
## iter 20 value 17.283067
## iter 30 value 17.081448
## iter 40 value 17.061623
## iter 50 value 17.057959
## iter 60 value 17.057686
## iter 70 value 17.057665
## final value 17.057663
## converged
## # weights: 139
## initial value 182.242916
## iter 10 value 19.152406
## iter 20 value 17.088912
## iter 30 value 16.943474
## iter 40 value 16.890960
## iter 50 value 16.881861
## iter 60 value 16.879771
## iter 70 value 16.878898
## iter 80 value 16.878769
## iter 90 value 16.878758
## iter 100 value 16.878753
## final value 16.878753
## stopped after 100 iterations
## # weights: 155
## initial value 164.077061
## iter 10 value 20.580439
## iter 20 value 17.221760
## iter 30 value 16.970267
## iter 40 value 16.859241
## iter 50 value 16.833050
## iter 60 value 16.827590
## iter 70 value 16.826121
## iter 80 value 16.825453
## iter 90 value 16.824931
## iter 100 value 16.824305
## final value 16.824305
## stopped after 100 iterations
## # weights: 11
## initial value 123.319768
## iter 10 value 51.682927
## iter 20 value 32.402776
## iter 30 value 32.290754
## final value 32.290383
## converged
## # weights: 27
## initial value 131.379613
## iter 10 value 21.995195
## iter 20 value 13.497285
## iter 30 value 12.976303
## iter 40 value 12.873228
## iter 50 value 12.837294
## iter 60 value 12.836767
## iter 70 value 12.836565
## final value 12.836518
## converged
## # weights: 43
## initial value 141.820483
## iter 10 value 18.428754
## iter 20 value 12.206343
## iter 30 value 11.609197
## iter 40 value 11.575584
## iter 50 value 11.573497
## iter 60 value 11.572543
## iter 70 value 11.572484
## iter 80 value 11.572468
## iter 80 value 11.572468
## iter 80 value 11.572468
## final value 11.572468
## converged
## # weights: 59
## initial value 147.198083
## iter 10 value 14.327246
## iter 20 value 11.709682
## iter 30 value 11.391433
## iter 40 value 11.306703
## iter 50 value 11.292335
## iter 60 value 11.290793
## iter 70 value 11.290421
## iter 80 value 11.290317
## iter 90 value 11.290257
## iter 100 value 11.290231
## final value 11.290231
## stopped after 100 iterations
## # weights: 75
## initial value 138.857988
## iter 10 value 16.309442
## iter 20 value 11.675744
## iter 30 value 11.299316
## iter 40 value 11.209694
## iter 50 value 11.153430
## iter 60 value 11.135986
## iter 70 value 11.129312
## iter 80 value 11.122655
## iter 90 value 11.111596
## iter 100 value 11.104820
## final value 11.104820
## stopped after 100 iterations
## # weights: 91
## initial value 121.256248
## iter 10 value 23.622344
## iter 20 value 11.547230
## iter 30 value 11.075060
## iter 40 value 11.023055
## iter 50 value 11.001703
## iter 60 value 10.994578
## iter 70 value 10.982905
## iter 80 value 10.979021
## iter 90 value 10.976655
## iter 100 value 10.975948
## final value 10.975948
## stopped after 100 iterations
## # weights: 107
## initial value 169.713635
## iter 10 value 25.813652
## iter 20 value 11.791193
## iter 30 value 11.097549
## iter 40 value 11.009687
## iter 50 value 10.983081
## iter 60 value 10.973805
## iter 70 value 10.971599
## iter 80 value 10.970721
## iter 90 value 10.970608
## iter 100 value 10.970558
## final value 10.970558
## stopped after 100 iterations
## # weights: 123
## initial value 163.530633
## iter 10 value 13.124133
## iter 20 value 11.003716
## iter 30 value 10.888922
## iter 40 value 10.843541
## iter 50 value 10.835775
## iter 60 value 10.833683
## iter 70 value 10.832407
## iter 80 value 10.831934
## iter 90 value 10.831420
## iter 100 value 10.831125
## final value 10.831125
## stopped after 100 iterations
## # weights: 139
## initial value 132.231256
## iter 10 value 25.837229
## iter 20 value 11.471602
## iter 30 value 10.818489
## iter 40 value 10.779489
## iter 50 value 10.770838
## iter 60 value 10.766440
## iter 70 value 10.761985
## iter 80 value 10.759347
## iter 90 value 10.758379
## iter 100 value 10.758060
## final value 10.758060
## stopped after 100 iterations
## # weights: 155
## initial value 142.055851
## iter 10 value 12.466277
## iter 20 value 11.008299
## iter 30 value 10.876962
## iter 40 value 10.765925
## iter 50 value 10.714788
## iter 60 value 10.695423
## iter 70 value 10.690981
## iter 80 value 10.689585
## iter 90 value 10.689118
## iter 100 value 10.688908
## final value 10.688908
## stopped after 100 iterations
## # weights: 11
## initial value 124.456969
## iter 10 value 60.885931
## iter 20 value 41.971834
## iter 30 value 22.992831
## iter 40 value 22.875721
## iter 50 value 22.875601
## final value 22.875600
## converged
## # weights: 27
## initial value 129.354392
## iter 10 value 11.536401
## iter 20 value 8.536951
## iter 30 value 8.218679
## iter 40 value 8.066331
## iter 50 value 8.030168
## iter 60 value 8.003284
## iter 70 value 8.000947
## iter 80 value 8.000894
## final value 8.000894
## converged
## # weights: 43
## initial value 133.689110
## iter 10 value 13.954446
## iter 20 value 8.574254
## iter 30 value 7.937936
## iter 40 value 7.892292
## iter 50 value 7.888108
## iter 60 value 7.887302
## iter 70 value 7.886835
## iter 80 value 7.886783
## iter 90 value 7.886644
## iter 100 value 7.886512
## final value 7.886512
## stopped after 100 iterations
## # weights: 59
## initial value 142.679874
## iter 10 value 22.048622
## iter 20 value 8.582325
## iter 30 value 7.849728
## iter 40 value 7.701769
## iter 50 value 7.628559
## iter 60 value 7.585098
## iter 70 value 7.539275
## iter 80 value 7.513211
## iter 90 value 7.503940
## iter 100 value 7.493983
## final value 7.493983
## stopped after 100 iterations
## # weights: 75
## initial value 124.657822
## iter 10 value 8.679463
## iter 20 value 7.546456
## iter 30 value 7.446886
## iter 40 value 7.382444
## iter 50 value 7.348460
## iter 60 value 7.338400
## iter 70 value 7.335214
## iter 80 value 7.334233
## iter 90 value 7.333677
## iter 100 value 7.333284
## final value 7.333284
## stopped after 100 iterations
## # weights: 91
## initial value 130.513824
## iter 10 value 14.243819
## iter 20 value 7.792811
## iter 30 value 7.525574
## iter 40 value 7.404699
## iter 50 value 7.338240
## iter 60 value 7.309308
## iter 70 value 7.296908
## iter 80 value 7.288867
## iter 90 value 7.282878
## iter 100 value 7.275534
## final value 7.275534
## stopped after 100 iterations
## # weights: 107
## initial value 151.095428
## iter 10 value 8.708078
## iter 20 value 7.393223
## iter 30 value 7.332713
## iter 40 value 7.300314
## iter 50 value 7.283881
## iter 60 value 7.275192
## iter 70 value 7.270987
## iter 80 value 7.266106
## iter 90 value 7.262116
## iter 100 value 7.260477
## final value 7.260477
## stopped after 100 iterations
## # weights: 123
## initial value 129.901706
## iter 10 value 14.777248
## iter 20 value 7.597854
## iter 30 value 7.317280
## iter 40 value 7.258749
## iter 50 value 7.232657
## iter 60 value 7.214037
## iter 70 value 7.209468
## iter 80 value 7.207851
## iter 90 value 7.206090
## iter 100 value 7.204324
## final value 7.204324
## stopped after 100 iterations
## # weights: 139
## initial value 162.668304
## iter 10 value 12.638392
## iter 20 value 7.660749
## iter 30 value 7.250472
## iter 40 value 7.213681
## iter 50 value 7.199598
## iter 60 value 7.194332
## iter 70 value 7.192373
## iter 80 value 7.189647
## iter 90 value 7.185453
## iter 100 value 7.178245
## final value 7.178245
## stopped after 100 iterations
## # weights: 155
## initial value 137.530507
## iter 10 value 9.735869
## iter 20 value 7.358669
## iter 30 value 7.254054
## iter 40 value 7.224135
## iter 50 value 7.190064
## iter 60 value 7.161296
## iter 70 value 7.148533
## iter 80 value 7.141379
## iter 90 value 7.134497
## iter 100 value 7.130592
## final value 7.130592
## stopped after 100 iterations
## # weights: 11
## initial value 113.859135
## iter 10 value 25.706512
## iter 20 value 16.436572
## iter 30 value 16.078581
## iter 40 value 16.047282
## final value 16.047250
## converged
## # weights: 27
## initial value 127.062320
## iter 10 value 28.085800
## iter 20 value 7.045227
## iter 30 value 5.883525
## iter 40 value 5.816662
## iter 50 value 5.800791
## iter 60 value 5.799528
## iter 70 value 5.799447
## iter 80 value 5.799434
## final value 5.799432
## converged
## # weights: 43
## initial value 125.332759
## iter 10 value 12.927279
## iter 20 value 6.209075
## iter 30 value 5.425121
## iter 40 value 5.308141
## iter 50 value 5.240115
## iter 60 value 5.207004
## iter 70 value 5.194916
## iter 80 value 5.185615
## iter 90 value 5.183005
## iter 100 value 5.180856
## final value 5.180856
## stopped after 100 iterations
## # weights: 59
## initial value 131.905416
## iter 10 value 13.876375
## iter 20 value 6.944816
## iter 30 value 5.541240
## iter 40 value 5.103321
## iter 50 value 4.966067
## iter 60 value 4.898945
## iter 70 value 4.804104
## iter 80 value 4.753494
## iter 90 value 4.660340
## iter 100 value 4.627219
## final value 4.627219
## stopped after 100 iterations
## # weights: 75
## initial value 124.798516
## iter 10 value 6.972444
## iter 20 value 5.501490
## iter 30 value 5.240873
## iter 40 value 5.112863
## iter 50 value 4.901836
## iter 60 value 4.514737
## iter 70 value 4.450600
## iter 80 value 4.422305
## iter 90 value 4.412026
## iter 100 value 4.408140
## final value 4.408140
## stopped after 100 iterations
## # weights: 91
## initial value 172.173261
## iter 10 value 7.353450
## iter 20 value 5.458439
## iter 30 value 5.175300
## iter 40 value 5.033038
## iter 50 value 4.895264
## iter 60 value 4.613763
## iter 70 value 4.482704
## iter 80 value 4.416109
## iter 90 value 4.384225
## iter 100 value 4.365590
## final value 4.365590
## stopped after 100 iterations
## # weights: 107
## initial value 119.494235
## iter 10 value 9.507598
## iter 20 value 6.024778
## iter 30 value 5.080454
## iter 40 value 4.965191
## iter 50 value 4.883583
## iter 60 value 4.491628
## iter 70 value 4.379162
## iter 80 value 4.343323
## iter 90 value 4.333791
## iter 100 value 4.330293
## final value 4.330293
## stopped after 100 iterations
## # weights: 123
## initial value 142.464621
## iter 10 value 6.864087
## iter 20 value 5.317952
## iter 30 value 5.089157
## iter 40 value 5.016365
## iter 50 value 4.772937
## iter 60 value 4.406477
## iter 70 value 4.346698
## iter 80 value 4.325826
## iter 90 value 4.312795
## iter 100 value 4.305764
## final value 4.305764
## stopped after 100 iterations
## # weights: 139
## initial value 149.684430
## iter 10 value 8.852214
## iter 20 value 5.484733
## iter 30 value 5.235102
## iter 40 value 5.101814
## iter 50 value 4.813151
## iter 60 value 4.387832
## iter 70 value 4.338777
## iter 80 value 4.320187
## iter 90 value 4.303943
## iter 100 value 4.296705
## final value 4.296705
## stopped after 100 iterations
## # weights: 155
## initial value 136.572490
## iter 10 value 6.373845
## iter 20 value 5.241606
## iter 30 value 5.005964
## iter 40 value 4.910088
## iter 50 value 4.690413
## iter 60 value 4.418412
## iter 70 value 4.349379
## iter 80 value 4.291973
## iter 90 value 4.273751
## iter 100 value 4.261684
## final value 4.261684
## stopped after 100 iterations
## # weights: 11
## initial value 119.646493
## iter 10 value 51.419443
## iter 20 value 50.974068
## iter 30 value 50.076001
## iter 40 value 35.496809
## iter 50 value 11.581261
## iter 60 value 11.399308
## iter 70 value 11.393337
## iter 80 value 11.393284
## iter 80 value 11.393284
## iter 80 value 11.393284
## final value 11.393284
## converged
## # weights: 27
## initial value 124.976522
## iter 10 value 13.261005
## iter 20 value 5.978433
## iter 30 value 4.481254
## iter 40 value 4.018623
## iter 50 value 3.874534
## iter 60 value 3.824645
## iter 70 value 3.682138
## iter 80 value 3.648073
## iter 90 value 3.646693
## iter 100 value 3.646541
## final value 3.646541
## stopped after 100 iterations
## # weights: 43
## initial value 153.342235
## iter 10 value 6.179606
## iter 20 value 3.952419
## iter 30 value 3.771561
## iter 40 value 3.680978
## iter 50 value 3.576515
## iter 60 value 3.522713
## iter 70 value 3.427618
## iter 80 value 3.048180
## iter 90 value 2.832796
## iter 100 value 2.714700
## final value 2.714700
## stopped after 100 iterations
## # weights: 59
## initial value 126.490583
## iter 10 value 8.269502
## iter 20 value 4.153217
## iter 30 value 3.804114
## iter 40 value 3.526263
## iter 50 value 3.356585
## iter 60 value 3.157735
## iter 70 value 3.023291
## iter 80 value 2.933984
## iter 90 value 2.873518
## iter 100 value 2.848929
## final value 2.848929
## stopped after 100 iterations
## # weights: 75
## initial value 125.420040
## iter 10 value 6.521694
## iter 20 value 3.938363
## iter 30 value 3.575186
## iter 40 value 3.369787
## iter 50 value 2.945152
## iter 60 value 2.792352
## iter 70 value 2.736892
## iter 80 value 2.708861
## iter 90 value 2.689540
## iter 100 value 2.665766
## final value 2.665766
## stopped after 100 iterations
## # weights: 91
## initial value 105.509654
## iter 10 value 6.792659
## iter 20 value 3.915095
## iter 30 value 3.195584
## iter 40 value 2.723509
## iter 50 value 2.560572
## iter 60 value 2.509774
## iter 70 value 2.483679
## iter 80 value 2.467620
## iter 90 value 2.436384
## iter 100 value 2.415950
## final value 2.415950
## stopped after 100 iterations
## # weights: 107
## initial value 118.325891
## iter 10 value 6.849173
## iter 20 value 3.903830
## iter 30 value 3.488720
## iter 40 value 2.957097
## iter 50 value 2.646655
## iter 60 value 2.551751
## iter 70 value 2.501297
## iter 80 value 2.449728
## iter 90 value 2.429079
## iter 100 value 2.413004
## final value 2.413004
## stopped after 100 iterations
## # weights: 123
## initial value 134.105184
## iter 10 value 7.672870
## iter 20 value 4.526589
## iter 30 value 3.903085
## iter 40 value 3.371004
## iter 50 value 2.812797
## iter 60 value 2.567308
## iter 70 value 2.446167
## iter 80 value 2.385525
## iter 90 value 2.357330
## iter 100 value 2.344750
## final value 2.344750
## stopped after 100 iterations
## # weights: 139
## initial value 163.141365
## iter 10 value 6.701336
## iter 20 value 3.904319
## iter 30 value 3.211316
## iter 40 value 2.982383
## iter 50 value 2.696870
## iter 60 value 2.595006
## iter 70 value 2.539923
## iter 80 value 2.486604
## iter 90 value 2.431940
## iter 100 value 2.390796
## final value 2.390796
## stopped after 100 iterations
## # weights: 155
## initial value 130.627856
## iter 10 value 6.267224
## iter 20 value 4.006734
## iter 30 value 3.376272
## iter 40 value 2.879926
## iter 50 value 2.659953
## iter 60 value 2.541312
## iter 70 value 2.499667
## iter 80 value 2.481261
## iter 90 value 2.471419
## iter 100 value 2.459865
## final value 2.459865
## stopped after 100 iterations
## # weights: 11
## initial value 139.492505
## iter 10 value 44.580465
## iter 20 value 21.607358
## iter 30 value 10.052375
## iter 40 value 8.458173
## iter 50 value 8.313494
## iter 60 value 8.310991
## iter 70 value 8.310903
## iter 70 value 8.310903
## final value 8.310903
## converged
## # weights: 27
## initial value 130.120882
## iter 10 value 11.135108
## iter 20 value 3.711739
## iter 30 value 2.723263
## iter 40 value 2.308406
## iter 50 value 2.139714
## iter 60 value 2.033328
## iter 70 value 1.970006
## iter 80 value 1.952227
## iter 90 value 1.946247
## iter 100 value 1.942875
## final value 1.942875
## stopped after 100 iterations
## # weights: 43
## initial value 130.512998
## iter 10 value 26.115664
## iter 20 value 5.424800
## iter 30 value 3.589065
## iter 40 value 2.861782
## iter 50 value 2.490714
## iter 60 value 2.241678
## iter 70 value 2.079332
## iter 80 value 1.997676
## iter 90 value 1.883657
## iter 100 value 1.844632
## final value 1.844632
## stopped after 100 iterations
## # weights: 59
## initial value 152.365064
## iter 10 value 24.039813
## iter 20 value 3.830240
## iter 30 value 3.101071
## iter 40 value 2.596953
## iter 50 value 2.411387
## iter 60 value 2.307076
## iter 70 value 2.096689
## iter 80 value 1.885951
## iter 90 value 1.720621
## iter 100 value 1.640363
## final value 1.640363
## stopped after 100 iterations
## # weights: 75
## initial value 149.287054
## iter 10 value 10.868619
## iter 20 value 3.032513
## iter 30 value 1.970259
## iter 40 value 1.605724
## iter 50 value 1.513431
## iter 60 value 1.442459
## iter 70 value 1.405995
## iter 80 value 1.381506
## iter 90 value 1.352080
## iter 100 value 1.321551
## final value 1.321551
## stopped after 100 iterations
## # weights: 91
## initial value 112.249042
## iter 10 value 7.518573
## iter 20 value 3.057160
## iter 30 value 2.687071
## iter 40 value 2.267859
## iter 50 value 1.919120
## iter 60 value 1.709969
## iter 70 value 1.605150
## iter 80 value 1.540669
## iter 90 value 1.490288
## iter 100 value 1.462608
## final value 1.462608
## stopped after 100 iterations
## # weights: 107
## initial value 127.798037
## iter 10 value 10.432696
## iter 20 value 4.286687
## iter 30 value 1.977430
## iter 40 value 1.690520
## iter 50 value 1.528891
## iter 60 value 1.478307
## iter 70 value 1.441747
## iter 80 value 1.421982
## iter 90 value 1.406136
## iter 100 value 1.392167
## final value 1.392167
## stopped after 100 iterations
## # weights: 123
## initial value 187.402825
## iter 10 value 5.723831
## iter 20 value 2.648324
## iter 30 value 2.226510
## iter 40 value 1.779722
## iter 50 value 1.554088
## iter 60 value 1.413279
## iter 70 value 1.337796
## iter 80 value 1.300749
## iter 90 value 1.274179
## iter 100 value 1.255908
## final value 1.255908
## stopped after 100 iterations
## # weights: 139
## initial value 145.591532
## iter 10 value 7.974187
## iter 20 value 2.737619
## iter 30 value 2.212913
## iter 40 value 1.698990
## iter 50 value 1.453066
## iter 60 value 1.321458
## iter 70 value 1.268588
## iter 80 value 1.248059
## iter 90 value 1.227773
## iter 100 value 1.217001
## final value 1.217001
## stopped after 100 iterations
## # weights: 155
## initial value 161.219344
## iter 10 value 6.212686
## iter 20 value 2.988973
## iter 30 value 2.272515
## iter 40 value 1.788569
## iter 50 value 1.578701
## iter 60 value 1.475895
## iter 70 value 1.412076
## iter 80 value 1.382985
## iter 90 value 1.361513
## iter 100 value 1.343860
## final value 1.343860
## stopped after 100 iterations
## # weights: 11
## initial value 124.117033
## iter 10 value 50.511761
## iter 20 value 48.989829
## iter 30 value 47.367519
## iter 40 value 46.869797
## iter 50 value 46.045994
## iter 60 value 44.044292
## iter 70 value 12.075277
## iter 80 value 7.899553
## iter 90 value 6.543508
## iter 100 value 6.314000
## final value 6.314000
## stopped after 100 iterations
## # weights: 27
## initial value 127.876437
## iter 10 value 22.916487
## iter 20 value 3.740613
## iter 30 value 1.929497
## iter 40 value 1.838153
## iter 50 value 1.713460
## iter 60 value 1.694734
## iter 70 value 1.691586
## iter 80 value 1.687725
## iter 90 value 1.684400
## iter 100 value 1.679746
## final value 1.679746
## stopped after 100 iterations
## # weights: 43
## initial value 128.633596
## iter 10 value 11.831151
## iter 20 value 3.089583
## iter 30 value 2.216377
## iter 40 value 1.919571
## iter 50 value 1.725511
## iter 60 value 1.461815
## iter 70 value 1.393344
## iter 80 value 1.363607
## iter 90 value 1.349406
## iter 100 value 1.332143
## final value 1.332143
## stopped after 100 iterations
## # weights: 59
## initial value 130.533437
## iter 10 value 5.165108
## iter 20 value 2.194808
## iter 30 value 1.650107
## iter 40 value 1.451148
## iter 50 value 1.196718
## iter 60 value 1.001542
## iter 70 value 0.865678
## iter 80 value 0.808156
## iter 90 value 0.772000
## iter 100 value 0.749294
## final value 0.749294
## stopped after 100 iterations
## # weights: 75
## initial value 124.804453
## iter 10 value 5.485217
## iter 20 value 2.005210
## iter 30 value 1.786097
## iter 40 value 1.579587
## iter 50 value 1.184052
## iter 60 value 0.953113
## iter 70 value 0.889578
## iter 80 value 0.843534
## iter 90 value 0.809054
## iter 100 value 0.789600
## final value 0.789600
## stopped after 100 iterations
## # weights: 91
## initial value 136.302435
## iter 10 value 6.795213
## iter 20 value 1.809180
## iter 30 value 1.529182
## iter 40 value 1.235426
## iter 50 value 1.093935
## iter 60 value 0.927061
## iter 70 value 0.831488
## iter 80 value 0.787757
## iter 90 value 0.753064
## iter 100 value 0.733000
## final value 0.733000
## stopped after 100 iterations
## # weights: 107
## initial value 134.326333
## iter 10 value 5.735882
## iter 20 value 2.238902
## iter 30 value 1.650447
## iter 40 value 1.326664
## iter 50 value 1.019001
## iter 60 value 0.933166
## iter 70 value 0.887459
## iter 80 value 0.801869
## iter 90 value 0.764176
## iter 100 value 0.735501
## final value 0.735501
## stopped after 100 iterations
## # weights: 123
## initial value 169.097048
## iter 10 value 7.665330
## iter 20 value 1.771407
## iter 30 value 1.306018
## iter 40 value 1.002302
## iter 50 value 0.850735
## iter 60 value 0.760715
## iter 70 value 0.724698
## iter 80 value 0.681538
## iter 90 value 0.666003
## iter 100 value 0.657639
## final value 0.657639
## stopped after 100 iterations
## # weights: 139
## initial value 88.972942
## iter 10 value 5.530249
## iter 20 value 1.949183
## iter 30 value 1.461388
## iter 40 value 1.131273
## iter 50 value 0.900555
## iter 60 value 0.782182
## iter 70 value 0.701197
## iter 80 value 0.663994
## iter 90 value 0.651676
## iter 100 value 0.639047
## final value 0.639047
## stopped after 100 iterations
## # weights: 155
## initial value 130.663858
## iter 10 value 4.350895
## iter 20 value 1.537026
## iter 30 value 1.230105
## iter 40 value 1.008078
## iter 50 value 0.881730
## iter 60 value 0.803454
## iter 70 value 0.755259
## iter 80 value 0.714588
## iter 90 value 0.688261
## iter 100 value 0.674167
## final value 0.674167
## stopped after 100 iterations
## # weights: 11
## initial value 120.881702
## iter 10 value 50.260965
## iter 20 value 50.063708
## iter 30 value 50.029784
## iter 40 value 49.875649
## iter 50 value 45.025645
## iter 60 value 13.356278
## iter 70 value 5.203442
## iter 80 value 4.967475
## iter 90 value 4.881656
## iter 100 value 4.861018
## final value 4.861018
## stopped after 100 iterations
## # weights: 27
## initial value 130.481811
## iter 10 value 16.313460
## iter 20 value 3.057092
## iter 30 value 1.903266
## iter 40 value 1.687439
## iter 50 value 1.398344
## iter 60 value 1.261277
## iter 70 value 1.168432
## iter 80 value 1.083193
## iter 90 value 0.974830
## iter 100 value 0.905266
## final value 0.905266
## stopped after 100 iterations
## # weights: 43
## initial value 117.571203
## iter 10 value 6.970885
## iter 20 value 1.602654
## iter 30 value 1.182789
## iter 40 value 1.065862
## iter 50 value 0.929486
## iter 60 value 0.849095
## iter 70 value 0.804252
## iter 80 value 0.788175
## iter 90 value 0.771214
## iter 100 value 0.757153
## final value 0.757153
## stopped after 100 iterations
## # weights: 59
## initial value 135.978316
## iter 10 value 6.596712
## iter 20 value 1.104539
## iter 30 value 0.913502
## iter 40 value 0.813457
## iter 50 value 0.766901
## iter 60 value 0.726148
## iter 70 value 0.604023
## iter 80 value 0.500473
## iter 90 value 0.436782
## iter 100 value 0.418495
## final value 0.418495
## stopped after 100 iterations
## # weights: 75
## initial value 192.722025
## iter 10 value 8.173130
## iter 20 value 1.785217
## iter 30 value 1.266634
## iter 40 value 1.084711
## iter 50 value 0.966836
## iter 60 value 0.839866
## iter 70 value 0.758000
## iter 80 value 0.654173
## iter 90 value 0.563844
## iter 100 value 0.484544
## final value 0.484544
## stopped after 100 iterations
## # weights: 91
## initial value 133.402095
## iter 10 value 4.203020
## iter 20 value 1.227262
## iter 30 value 0.813770
## iter 40 value 0.618089
## iter 50 value 0.554537
## iter 60 value 0.505028
## iter 70 value 0.469339
## iter 80 value 0.440583
## iter 90 value 0.399737
## iter 100 value 0.384510
## final value 0.384510
## stopped after 100 iterations
## # weights: 107
## initial value 111.302023
## iter 10 value 7.001584
## iter 20 value 2.175425
## iter 30 value 0.838606
## iter 40 value 0.708100
## iter 50 value 0.596188
## iter 60 value 0.446051
## iter 70 value 0.409110
## iter 80 value 0.389878
## iter 90 value 0.371966
## iter 100 value 0.365197
## final value 0.365197
## stopped after 100 iterations
## # weights: 123
## initial value 178.166124
## iter 10 value 5.765718
## iter 20 value 0.939881
## iter 30 value 0.747184
## iter 40 value 0.602771
## iter 50 value 0.517359
## iter 60 value 0.472304
## iter 70 value 0.439529
## iter 80 value 0.418800
## iter 90 value 0.403161
## iter 100 value 0.393478
## final value 0.393478
## stopped after 100 iterations
## # weights: 139
## initial value 166.231752
## iter 10 value 5.637336
## iter 20 value 1.278045
## iter 30 value 0.676621
## iter 40 value 0.611181
## iter 50 value 0.531108
## iter 60 value 0.461780
## iter 70 value 0.436817
## iter 80 value 0.418436
## iter 90 value 0.404204
## iter 100 value 0.388170
## final value 0.388170
## stopped after 100 iterations
## # weights: 155
## initial value 117.251004
## iter 10 value 6.148995
## iter 20 value 2.066679
## iter 30 value 0.768268
## iter 40 value 0.614954
## iter 50 value 0.507171
## iter 60 value 0.466919
## iter 70 value 0.428986
## iter 80 value 0.408467
## iter 90 value 0.388895
## iter 100 value 0.369434
## final value 0.369434
## stopped after 100 iterations
## # weights: 11
## initial value 127.393486
## iter 10 value 52.161653
## iter 20 value 48.478408
## iter 30 value 47.255057
## iter 40 value 46.778397
## iter 50 value 46.724118
## iter 60 value 46.576857
## iter 70 value 45.849335
## iter 80 value 45.757069
## iter 90 value 45.716019
## iter 100 value 45.053759
## final value 45.053759
## stopped after 100 iterations
## # weights: 27
## initial value 126.378261
## iter 10 value 8.376606
## iter 20 value 2.750556
## iter 30 value 0.603157
## iter 40 value 0.552956
## iter 50 value 0.478836
## iter 60 value 0.471506
## iter 70 value 0.470608
## iter 80 value 0.468332
## iter 90 value 0.458575
## iter 100 value 0.455752
## final value 0.455752
## stopped after 100 iterations
## # weights: 43
## initial value 114.119637
## iter 10 value 5.251314
## iter 20 value 0.605128
## iter 30 value 0.387584
## iter 40 value 0.375258
## iter 50 value 0.333462
## iter 60 value 0.313368
## iter 70 value 0.282499
## iter 80 value 0.261239
## iter 90 value 0.251530
## iter 100 value 0.247439
## final value 0.247439
## stopped after 100 iterations
## # weights: 59
## initial value 130.995287
## iter 10 value 8.958714
## iter 20 value 0.846736
## iter 30 value 0.396566
## iter 40 value 0.366532
## iter 50 value 0.350141
## iter 60 value 0.337705
## iter 70 value 0.317245
## iter 80 value 0.305007
## iter 90 value 0.294415
## iter 100 value 0.280777
## final value 0.280777
## stopped after 100 iterations
## # weights: 75
## initial value 152.480214
## iter 10 value 4.471635
## iter 20 value 0.734868
## iter 30 value 0.401564
## iter 40 value 0.354712
## iter 50 value 0.323855
## iter 60 value 0.292771
## iter 70 value 0.269981
## iter 80 value 0.239421
## iter 90 value 0.223609
## iter 100 value 0.205593
## final value 0.205593
## stopped after 100 iterations
## # weights: 91
## initial value 185.478828
## iter 10 value 6.512594
## iter 20 value 2.084841
## iter 30 value 0.503700
## iter 40 value 0.444145
## iter 50 value 0.323582
## iter 60 value 0.279408
## iter 70 value 0.250844
## iter 80 value 0.234037
## iter 90 value 0.212297
## iter 100 value 0.207588
## final value 0.207588
## stopped after 100 iterations
## # weights: 107
## initial value 95.940282
## iter 10 value 5.033766
## iter 20 value 0.425423
## iter 30 value 0.349070
## iter 40 value 0.310869
## iter 50 value 0.260457
## iter 60 value 0.219592
## iter 70 value 0.203552
## iter 80 value 0.187187
## iter 90 value 0.179210
## iter 100 value 0.173100
## final value 0.173100
## stopped after 100 iterations
## # weights: 123
## initial value 134.400812
## iter 10 value 5.128122
## iter 20 value 1.049175
## iter 30 value 0.414706
## iter 40 value 0.360902
## iter 50 value 0.318427
## iter 60 value 0.287483
## iter 70 value 0.268704
## iter 80 value 0.245477
## iter 90 value 0.237892
## iter 100 value 0.220503
## final value 0.220503
## stopped after 100 iterations
## # weights: 139
## initial value 156.140612
## iter 10 value 6.252522
## iter 20 value 1.183932
## iter 30 value 0.402591
## iter 40 value 0.372072
## iter 50 value 0.340120
## iter 60 value 0.289299
## iter 70 value 0.251870
## iter 80 value 0.232943
## iter 90 value 0.218964
## iter 100 value 0.208671
## final value 0.208671
## stopped after 100 iterations
## # weights: 155
## initial value 162.361379
## iter 10 value 5.147076
## iter 20 value 2.009403
## iter 30 value 0.503891
## iter 40 value 0.437946
## iter 50 value 0.385459
## iter 60 value 0.298308
## iter 70 value 0.271248
## iter 80 value 0.251070
## iter 90 value 0.233056
## iter 100 value 0.214197
## final value 0.214197
## stopped after 100 iterations
## # weights: 11
## initial value 115.276892
## iter 10 value 39.762185
## iter 20 value 5.855895
## iter 30 value 3.581448
## iter 40 value 3.037799
## iter 50 value 2.903093
## iter 60 value 2.686802
## iter 70 value 1.984249
## iter 80 value 1.954902
## iter 90 value 1.532804
## iter 100 value 1.471488
## final value 1.471488
## stopped after 100 iterations
## # weights: 27
## initial value 119.943893
## iter 10 value 10.660994
## iter 20 value 2.207522
## iter 30 value 0.308252
## iter 40 value 0.000339
## final value 0.000075
## converged
## # weights: 43
## initial value 141.064515
## iter 10 value 4.517890
## iter 20 value 0.588639
## iter 30 value 0.008991
## final value 0.000060
## converged
## # weights: 59
## initial value 118.869641
## iter 10 value 7.220535
## iter 20 value 0.862686
## iter 30 value 0.000452
## final value 0.000090
## converged
## # weights: 75
## initial value 110.172081
## iter 10 value 6.333469
## iter 20 value 1.752351
## iter 30 value 0.004522
## iter 40 value 0.000899
## final value 0.000055
## converged
## # weights: 91
## initial value 140.793771
## iter 10 value 6.611059
## iter 20 value 1.296407
## iter 30 value 0.002046
## final value 0.000090
## converged
## # weights: 107
## initial value 151.415940
## iter 10 value 6.368209
## iter 20 value 2.132808
## iter 30 value 0.013576
## iter 40 value 0.000151
## final value 0.000094
## converged
## # weights: 123
## initial value 125.881359
## iter 10 value 4.596458
## iter 20 value 0.580116
## iter 30 value 0.003031
## final value 0.000092
## converged
## # weights: 139
## initial value 131.221695
## iter 10 value 4.324280
## iter 20 value 0.306958
## iter 30 value 0.000519
## final value 0.000074
## converged
## # weights: 155
## initial value 115.799319
## iter 10 value 4.093363
## iter 20 value 0.157733
## iter 30 value 0.000568
## final value 0.000091
## converged
## # weights: 11
## initial value 130.584019
## iter 10 value 49.323141
## iter 20 value 43.983689
## iter 30 value 43.935694
## final value 43.935656
## converged
## # weights: 27
## initial value 130.875606
## iter 10 value 28.267664
## iter 20 value 21.263099
## iter 30 value 21.156359
## iter 40 value 21.154938
## final value 21.154917
## converged
## # weights: 43
## initial value 115.800622
## iter 10 value 29.299827
## iter 20 value 19.240470
## iter 30 value 18.457740
## iter 40 value 18.325990
## iter 50 value 18.309595
## final value 18.309334
## converged
## # weights: 59
## initial value 126.118167
## iter 10 value 22.147866
## iter 20 value 17.629116
## iter 30 value 17.589518
## iter 40 value 17.581483
## iter 50 value 17.581104
## iter 60 value 17.581064
## final value 17.581055
## converged
## # weights: 75
## initial value 170.216419
## iter 10 value 25.313008
## iter 20 value 18.300987
## iter 30 value 17.499208
## iter 40 value 17.342954
## iter 50 value 17.312044
## iter 60 value 17.299746
## iter 70 value 17.294434
## iter 80 value 17.293029
## iter 90 value 17.292623
## iter 100 value 17.292517
## final value 17.292517
## stopped after 100 iterations
## # weights: 91
## initial value 162.184794
## iter 10 value 20.288802
## iter 20 value 17.206223
## iter 30 value 17.097891
## iter 40 value 17.024233
## iter 50 value 17.005275
## iter 60 value 16.998193
## iter 70 value 16.995439
## iter 80 value 16.994819
## iter 90 value 16.994776
## iter 100 value 16.994746
## final value 16.994746
## stopped after 100 iterations
## # weights: 107
## initial value 130.801378
## iter 10 value 19.409941
## iter 20 value 16.977322
## iter 30 value 16.857735
## iter 40 value 16.838788
## iter 50 value 16.837296
## iter 60 value 16.837175
## iter 70 value 16.837168
## final value 16.837167
## converged
## # weights: 123
## initial value 137.670422
## iter 10 value 27.770477
## iter 20 value 17.011326
## iter 30 value 16.756643
## iter 40 value 16.679380
## iter 50 value 16.664265
## iter 60 value 16.659396
## iter 70 value 16.657753
## iter 80 value 16.657606
## iter 90 value 16.657508
## iter 100 value 16.657423
## final value 16.657423
## stopped after 100 iterations
## # weights: 139
## initial value 162.915626
## iter 10 value 20.686618
## iter 20 value 17.012622
## iter 30 value 16.738242
## iter 40 value 16.673040
## iter 50 value 16.620497
## iter 60 value 16.585619
## iter 70 value 16.575015
## iter 80 value 16.572374
## iter 90 value 16.571823
## iter 100 value 16.571307
## final value 16.571307
## stopped after 100 iterations
## # weights: 155
## initial value 269.372147
## iter 10 value 22.524702
## iter 20 value 17.046432
## iter 30 value 16.694815
## iter 40 value 16.477081
## iter 50 value 16.394241
## iter 60 value 16.383356
## iter 70 value 16.382069
## iter 80 value 16.381216
## iter 90 value 16.379986
## iter 100 value 16.378831
## final value 16.378831
## stopped after 100 iterations
## # weights: 11
## initial value 134.567514
## iter 10 value 57.433084
## iter 20 value 49.507143
## iter 30 value 32.064181
## final value 31.790350
## converged
## # weights: 27
## initial value 123.072006
## iter 10 value 21.480964
## iter 20 value 13.865455
## iter 30 value 12.889975
## iter 40 value 12.445378
## iter 50 value 12.406868
## iter 60 value 12.405675
## final value 12.405583
## converged
## # weights: 43
## initial value 127.787414
## iter 10 value 15.437382
## iter 20 value 11.689881
## iter 30 value 11.326841
## iter 40 value 11.294756
## iter 50 value 11.291845
## iter 60 value 11.291389
## final value 11.291321
## converged
## # weights: 59
## initial value 118.028123
## iter 10 value 13.679606
## iter 20 value 11.587697
## iter 30 value 11.122980
## iter 40 value 11.003281
## iter 50 value 10.983004
## iter 60 value 10.967672
## iter 70 value 10.966411
## iter 80 value 10.966355
## final value 10.966351
## converged
## # weights: 75
## initial value 115.869738
## iter 10 value 12.261963
## iter 20 value 11.159566
## iter 30 value 10.981930
## iter 40 value 10.937244
## iter 50 value 10.928059
## iter 60 value 10.922977
## iter 70 value 10.922008
## iter 80 value 10.921019
## iter 90 value 10.920844
## iter 100 value 10.920806
## final value 10.920806
## stopped after 100 iterations
## # weights: 91
## initial value 109.636493
## iter 10 value 12.795323
## iter 20 value 10.885106
## iter 30 value 10.760595
## iter 40 value 10.711720
## iter 50 value 10.693908
## iter 60 value 10.685730
## iter 70 value 10.684394
## iter 80 value 10.684050
## iter 90 value 10.683956
## iter 100 value 10.683943
## final value 10.683943
## stopped after 100 iterations
## # weights: 107
## initial value 124.998868
## iter 10 value 14.398927
## iter 20 value 11.075715
## iter 30 value 10.780050
## iter 40 value 10.716786
## iter 50 value 10.705264
## iter 60 value 10.698616
## iter 70 value 10.695529
## iter 80 value 10.694016
## iter 90 value 10.693642
## iter 100 value 10.693177
## final value 10.693177
## stopped after 100 iterations
## # weights: 123
## initial value 204.475077
## iter 10 value 18.964242
## iter 20 value 11.034034
## iter 30 value 10.616770
## iter 40 value 10.589889
## iter 50 value 10.578616
## iter 60 value 10.561126
## iter 70 value 10.547722
## iter 80 value 10.540551
## iter 90 value 10.537368
## iter 100 value 10.535190
## final value 10.535190
## stopped after 100 iterations
## # weights: 139
## initial value 183.604287
## iter 10 value 22.598226
## iter 20 value 10.902786
## iter 30 value 10.580180
## iter 40 value 10.554315
## iter 50 value 10.540803
## iter 60 value 10.521260
## iter 70 value 10.499403
## iter 80 value 10.493535
## iter 90 value 10.483265
## iter 100 value 10.472932
## final value 10.472932
## stopped after 100 iterations
## # weights: 155
## initial value 121.631227
## iter 10 value 15.168524
## iter 20 value 10.786864
## iter 30 value 10.481912
## iter 40 value 10.439504
## iter 50 value 10.427523
## iter 60 value 10.416220
## iter 70 value 10.408122
## iter 80 value 10.407270
## iter 90 value 10.407049
## iter 100 value 10.406978
## final value 10.406978
## stopped after 100 iterations
## # weights: 11
## initial value 125.658503
## iter 10 value 31.892928
## iter 20 value 22.462704
## iter 30 value 22.376253
## iter 40 value 22.361973
## final value 22.361968
## converged
## # weights: 27
## initial value 115.569596
## iter 10 value 20.696359
## iter 20 value 9.230133
## iter 30 value 8.360752
## iter 40 value 8.253635
## iter 50 value 8.248979
## iter 60 value 8.247799
## iter 70 value 8.247268
## final value 8.247260
## converged
## # weights: 43
## initial value 118.400077
## iter 10 value 9.695463
## iter 20 value 8.497122
## iter 30 value 8.142291
## iter 40 value 7.881992
## iter 50 value 7.739242
## iter 60 value 7.576109
## iter 70 value 7.529752
## iter 80 value 7.484512
## iter 90 value 7.436753
## iter 100 value 7.421113
## final value 7.421113
## stopped after 100 iterations
## # weights: 59
## initial value 132.484332
## iter 10 value 11.315565
## iter 20 value 7.704324
## iter 30 value 7.324410
## iter 40 value 7.259920
## iter 50 value 7.238940
## iter 60 value 7.234244
## iter 70 value 7.233260
## iter 80 value 7.232079
## iter 90 value 7.231660
## iter 100 value 7.231309
## final value 7.231309
## stopped after 100 iterations
## # weights: 75
## initial value 129.903293
## iter 10 value 14.169398
## iter 20 value 8.339923
## iter 30 value 7.646996
## iter 40 value 7.453432
## iter 50 value 7.314465
## iter 60 value 7.278079
## iter 70 value 7.257216
## iter 80 value 7.226283
## iter 90 value 7.184021
## iter 100 value 7.172784
## final value 7.172784
## stopped after 100 iterations
## # weights: 91
## initial value 131.817583
## iter 10 value 9.989710
## iter 20 value 7.580968
## iter 30 value 7.333491
## iter 40 value 7.185651
## iter 50 value 7.137428
## iter 60 value 7.111710
## iter 70 value 7.104292
## iter 80 value 7.100938
## iter 90 value 7.093405
## iter 100 value 7.088788
## final value 7.088788
## stopped after 100 iterations
## # weights: 107
## initial value 152.282338
## iter 10 value 9.508809
## iter 20 value 7.460777
## iter 30 value 7.175175
## iter 40 value 7.117882
## iter 50 value 7.090857
## iter 60 value 7.073374
## iter 70 value 7.062724
## iter 80 value 7.060388
## iter 90 value 7.059011
## iter 100 value 7.058170
## final value 7.058170
## stopped after 100 iterations
## # weights: 123
## initial value 156.842780
## iter 10 value 9.478842
## iter 20 value 7.317662
## iter 30 value 7.133166
## iter 40 value 7.083653
## iter 50 value 7.046418
## iter 60 value 7.030507
## iter 70 value 7.023497
## iter 80 value 7.021110
## iter 90 value 7.019891
## iter 100 value 7.018874
## final value 7.018874
## stopped after 100 iterations
## # weights: 139
## initial value 120.327385
## iter 10 value 11.657010
## iter 20 value 7.422286
## iter 30 value 7.152121
## iter 40 value 7.055033
## iter 50 value 7.008172
## iter 60 value 6.989187
## iter 70 value 6.983635
## iter 80 value 6.981485
## iter 90 value 6.979635
## iter 100 value 6.977327
## final value 6.977327
## stopped after 100 iterations
## # weights: 155
## initial value 144.729090
## iter 10 value 9.273887
## iter 20 value 7.150046
## iter 30 value 7.021127
## iter 40 value 6.981723
## iter 50 value 6.959770
## iter 60 value 6.947505
## iter 70 value 6.938829
## iter 80 value 6.933341
## iter 90 value 6.931927
## iter 100 value 6.931164
## final value 6.931164
## stopped after 100 iterations
## # weights: 11
## initial value 114.059473
## iter 10 value 52.058750
## iter 20 value 39.378290
## iter 30 value 16.726014
## iter 40 value 15.679854
## iter 50 value 15.679080
## iter 60 value 15.679070
## iter 60 value 15.679070
## iter 60 value 15.679070
## final value 15.679070
## converged
## # weights: 27
## initial value 122.327909
## iter 10 value 10.550705
## iter 20 value 5.901421
## iter 30 value 5.376936
## iter 40 value 5.320841
## iter 50 value 5.295139
## iter 60 value 5.290750
## iter 70 value 5.289336
## iter 80 value 5.289187
## iter 90 value 5.289171
## iter 100 value 5.289168
## final value 5.289168
## stopped after 100 iterations
## # weights: 43
## initial value 127.277601
## iter 10 value 6.353416
## iter 20 value 5.469123
## iter 30 value 5.366829
## iter 40 value 5.297066
## iter 50 value 5.270190
## iter 60 value 5.251983
## iter 70 value 5.235384
## iter 80 value 5.229286
## iter 90 value 5.225182
## iter 100 value 5.221840
## final value 5.221840
## stopped after 100 iterations
## # weights: 59
## initial value 178.764996
## iter 10 value 7.986576
## iter 20 value 5.329839
## iter 30 value 4.772577
## iter 40 value 4.658088
## iter 50 value 4.594774
## iter 60 value 4.568986
## iter 70 value 4.559142
## iter 80 value 4.554686
## iter 90 value 4.546539
## iter 100 value 4.540016
## final value 4.540016
## stopped after 100 iterations
## # weights: 75
## initial value 141.045736
## iter 10 value 8.585947
## iter 20 value 5.690741
## iter 30 value 4.947867
## iter 40 value 4.787896
## iter 50 value 4.639030
## iter 60 value 4.325198
## iter 70 value 4.212886
## iter 80 value 4.168328
## iter 90 value 4.124779
## iter 100 value 4.078312
## final value 4.078312
## stopped after 100 iterations
## # weights: 91
## initial value 138.442183
## iter 10 value 6.261268
## iter 20 value 5.275818
## iter 30 value 4.912370
## iter 40 value 4.706300
## iter 50 value 4.655958
## iter 60 value 4.473780
## iter 70 value 4.060980
## iter 80 value 3.954464
## iter 90 value 3.923597
## iter 100 value 3.906231
## final value 3.906231
## stopped after 100 iterations
## # weights: 107
## initial value 143.057212
## iter 10 value 9.250670
## iter 20 value 5.515553
## iter 30 value 4.771993
## iter 40 value 4.591509
## iter 50 value 4.340373
## iter 60 value 3.980060
## iter 70 value 3.907486
## iter 80 value 3.884186
## iter 90 value 3.867206
## iter 100 value 3.862503
## final value 3.862503
## stopped after 100 iterations
## # weights: 123
## initial value 207.870428
## iter 10 value 7.524486
## iter 20 value 5.070997
## iter 30 value 4.409606
## iter 40 value 4.347980
## iter 50 value 4.310494
## iter 60 value 4.270247
## iter 70 value 4.256078
## iter 80 value 4.244284
## iter 90 value 4.234618
## iter 100 value 4.231145
## final value 4.231145
## stopped after 100 iterations
## # weights: 139
## initial value 134.512400
## iter 10 value 6.771125
## iter 20 value 5.142005
## iter 30 value 4.511657
## iter 40 value 4.343216
## iter 50 value 4.184982
## iter 60 value 3.926817
## iter 70 value 3.882019
## iter 80 value 3.861865
## iter 90 value 3.841918
## iter 100 value 3.832207
## final value 3.832207
## stopped after 100 iterations
## # weights: 155
## initial value 160.959426
## iter 10 value 15.420128
## iter 20 value 6.632465
## iter 30 value 4.786596
## iter 40 value 4.533845
## iter 50 value 4.438840
## iter 60 value 4.399888
## iter 70 value 4.381299
## iter 80 value 4.371968
## iter 90 value 4.366921
## iter 100 value 4.361912
## final value 4.361912
## stopped after 100 iterations
## # weights: 11
## initial value 128.165760
## iter 10 value 51.212417
## iter 20 value 50.113378
## iter 30 value 39.065548
## iter 40 value 16.325619
## iter 50 value 11.108072
## iter 60 value 11.090567
## iter 70 value 11.085166
## final value 11.085159
## converged
## # weights: 27
## initial value 137.426736
## iter 10 value 14.192266
## iter 20 value 5.576355
## iter 30 value 4.727458
## iter 40 value 4.471440
## iter 50 value 4.360431
## iter 60 value 4.252841
## iter 70 value 3.995737
## iter 80 value 3.677180
## iter 90 value 3.532574
## iter 100 value 3.439097
## final value 3.439097
## stopped after 100 iterations
## # weights: 43
## initial value 115.501907
## iter 10 value 6.726271
## iter 20 value 4.099080
## iter 30 value 3.247945
## iter 40 value 3.126954
## iter 50 value 2.891054
## iter 60 value 2.839016
## iter 70 value 2.811358
## iter 80 value 2.791436
## iter 90 value 2.780648
## iter 100 value 2.777990
## final value 2.777990
## stopped after 100 iterations
## # weights: 59
## initial value 161.909783
## iter 10 value 12.772501
## iter 20 value 4.505745
## iter 30 value 3.191371
## iter 40 value 2.968802
## iter 50 value 2.825439
## iter 60 value 2.756216
## iter 70 value 2.690878
## iter 80 value 2.496408
## iter 90 value 2.365784
## iter 100 value 2.299287
## final value 2.299287
## stopped after 100 iterations
## # weights: 75
## initial value 178.876798
## iter 10 value 6.913720
## iter 20 value 3.680023
## iter 30 value 2.838899
## iter 40 value 2.694991
## iter 50 value 2.638462
## iter 60 value 2.601164
## iter 70 value 2.563580
## iter 80 value 2.529303
## iter 90 value 2.400757
## iter 100 value 2.286988
## final value 2.286988
## stopped after 100 iterations
## # weights: 91
## initial value 153.710290
## iter 10 value 6.606515
## iter 20 value 3.902063
## iter 30 value 3.152011
## iter 40 value 2.964383
## iter 50 value 2.799685
## iter 60 value 2.595949
## iter 70 value 2.285995
## iter 80 value 2.134691
## iter 90 value 2.106836
## iter 100 value 2.098055
## final value 2.098055
## stopped after 100 iterations
## # weights: 107
## initial value 140.253281
## iter 10 value 5.820372
## iter 20 value 3.849706
## iter 30 value 2.899001
## iter 40 value 2.604149
## iter 50 value 2.278543
## iter 60 value 2.205651
## iter 70 value 2.174052
## iter 80 value 2.153962
## iter 90 value 2.140892
## iter 100 value 2.131096
## final value 2.131096
## stopped after 100 iterations
## # weights: 123
## initial value 99.357552
## iter 10 value 6.676238
## iter 20 value 3.439350
## iter 30 value 2.642549
## iter 40 value 2.510638
## iter 50 value 2.474181
## iter 60 value 2.449571
## iter 70 value 2.435393
## iter 80 value 2.419356
## iter 90 value 2.403980
## iter 100 value 2.387035
## final value 2.387035
## stopped after 100 iterations
## # weights: 139
## initial value 178.661103
## iter 10 value 25.268180
## iter 20 value 6.657262
## iter 30 value 3.589938
## iter 40 value 2.573034
## iter 50 value 2.278334
## iter 60 value 2.156656
## iter 70 value 2.104902
## iter 80 value 2.075543
## iter 90 value 2.063435
## iter 100 value 2.054535
## final value 2.054535
## stopped after 100 iterations
## # weights: 155
## initial value 141.645972
## iter 10 value 6.714710
## iter 20 value 3.733885
## iter 30 value 2.780744
## iter 40 value 2.562799
## iter 50 value 2.405883
## iter 60 value 2.151353
## iter 70 value 2.084655
## iter 80 value 2.059817
## iter 90 value 2.050159
## iter 100 value 2.041662
## final value 2.041662
## stopped after 100 iterations
## # weights: 11
## initial value 123.720323
## iter 10 value 59.673986
## iter 20 value 51.501352
## iter 30 value 50.909313
## iter 40 value 50.582281
## iter 50 value 43.127984
## iter 60 value 16.727768
## iter 70 value 8.173641
## iter 80 value 8.096172
## iter 90 value 8.060745
## final value 8.059820
## converged
## # weights: 27
## initial value 124.345814
## iter 10 value 6.426200
## iter 20 value 3.714977
## iter 30 value 3.070561
## iter 40 value 2.450937
## iter 50 value 2.142806
## iter 60 value 2.042210
## iter 70 value 1.947101
## iter 80 value 1.906167
## iter 90 value 1.894603
## iter 100 value 1.891747
## final value 1.891747
## stopped after 100 iterations
## # weights: 43
## initial value 131.990457
## iter 10 value 8.139839
## iter 20 value 2.850176
## iter 30 value 2.060808
## iter 40 value 1.678544
## iter 50 value 1.540176
## iter 60 value 1.470726
## iter 70 value 1.433046
## iter 80 value 1.420064
## iter 90 value 1.414929
## iter 100 value 1.409116
## final value 1.409116
## stopped after 100 iterations
## # weights: 59
## initial value 115.585731
## iter 10 value 9.706135
## iter 20 value 2.923261
## iter 30 value 2.331644
## iter 40 value 1.920986
## iter 50 value 1.751532
## iter 60 value 1.562562
## iter 70 value 1.508070
## iter 80 value 1.478574
## iter 90 value 1.460602
## iter 100 value 1.443319
## final value 1.443319
## stopped after 100 iterations
## # weights: 75
## initial value 139.010993
## iter 10 value 5.826664
## iter 20 value 2.315329
## iter 30 value 1.547093
## iter 40 value 1.334190
## iter 50 value 1.242320
## iter 60 value 1.197081
## iter 70 value 1.178700
## iter 80 value 1.164690
## iter 90 value 1.148561
## iter 100 value 1.129714
## final value 1.129714
## stopped after 100 iterations
## # weights: 91
## initial value 139.822542
## iter 10 value 6.856962
## iter 20 value 2.771996
## iter 30 value 1.873106
## iter 40 value 1.565577
## iter 50 value 1.430865
## iter 60 value 1.383659
## iter 70 value 1.363594
## iter 80 value 1.352409
## iter 90 value 1.334380
## iter 100 value 1.318529
## final value 1.318529
## stopped after 100 iterations
## # weights: 107
## initial value 130.920188
## iter 10 value 4.320090
## iter 20 value 2.554495
## iter 30 value 1.769066
## iter 40 value 1.626533
## iter 50 value 1.500765
## iter 60 value 1.448459
## iter 70 value 1.377804
## iter 80 value 1.334133
## iter 90 value 1.307537
## iter 100 value 1.287752
## final value 1.287752
## stopped after 100 iterations
## # weights: 123
## initial value 145.402265
## iter 10 value 7.709606
## iter 20 value 3.207189
## iter 30 value 1.987192
## iter 40 value 1.505869
## iter 50 value 1.426039
## iter 60 value 1.387741
## iter 70 value 1.368458
## iter 80 value 1.355122
## iter 90 value 1.341060
## iter 100 value 1.332090
## final value 1.332090
## stopped after 100 iterations
## # weights: 139
## initial value 126.915888
## iter 10 value 6.908179
## iter 20 value 2.785195
## iter 30 value 1.826336
## iter 40 value 1.532300
## iter 50 value 1.390035
## iter 60 value 1.335691
## iter 70 value 1.305459
## iter 80 value 1.213592
## iter 90 value 1.134705
## iter 100 value 1.103888
## final value 1.103888
## stopped after 100 iterations
## # weights: 155
## initial value 129.923693
## iter 10 value 4.320285
## iter 20 value 2.025329
## iter 30 value 1.536713
## iter 40 value 1.378784
## iter 50 value 1.248994
## iter 60 value 1.178897
## iter 70 value 1.129376
## iter 80 value 1.097444
## iter 90 value 1.080547
## iter 100 value 1.070910
## final value 1.070910
## stopped after 100 iterations
## # weights: 11
## initial value 122.846964
## iter 10 value 51.972913
## iter 20 value 50.275891
## iter 30 value 50.232064
## iter 40 value 50.066505
## iter 50 value 46.965270
## iter 60 value 27.527617
## iter 70 value 8.055792
## iter 80 value 6.235906
## iter 90 value 6.131734
## iter 100 value 6.098293
## final value 6.098293
## stopped after 100 iterations
## # weights: 27
## initial value 123.563641
## iter 10 value 6.365747
## iter 20 value 2.599040
## iter 30 value 2.233670
## iter 40 value 2.101487
## iter 50 value 1.958228
## iter 60 value 1.882202
## iter 70 value 1.816007
## iter 80 value 1.739768
## iter 90 value 1.700216
## iter 100 value 1.675110
## final value 1.675110
## stopped after 100 iterations
## # weights: 43
## initial value 110.838454
## iter 10 value 4.674729
## iter 20 value 1.320820
## iter 30 value 1.120108
## iter 40 value 1.022700
## iter 50 value 0.995571
## iter 60 value 0.964341
## iter 70 value 0.949730
## iter 80 value 0.928352
## iter 90 value 0.919220
## iter 100 value 0.888899
## final value 0.888899
## stopped after 100 iterations
## # weights: 59
## initial value 152.431312
## iter 10 value 8.078138
## iter 20 value 2.141282
## iter 30 value 1.095279
## iter 40 value 0.927175
## iter 50 value 0.811509
## iter 60 value 0.762694
## iter 70 value 0.743443
## iter 80 value 0.729146
## iter 90 value 0.725421
## iter 100 value 0.721487
## final value 0.721487
## stopped after 100 iterations
## # weights: 75
## initial value 122.710063
## iter 10 value 8.210706
## iter 20 value 1.868512
## iter 30 value 1.246076
## iter 40 value 0.893898
## iter 50 value 0.787117
## iter 60 value 0.728535
## iter 70 value 0.688511
## iter 80 value 0.657051
## iter 90 value 0.634853
## iter 100 value 0.613736
## final value 0.613736
## stopped after 100 iterations
## # weights: 91
## initial value 173.809115
## iter 10 value 12.397656
## iter 20 value 2.537942
## iter 30 value 1.626219
## iter 40 value 1.259614
## iter 50 value 1.122994
## iter 60 value 0.953061
## iter 70 value 0.853197
## iter 80 value 0.780384
## iter 90 value 0.741154
## iter 100 value 0.719079
## final value 0.719079
## stopped after 100 iterations
## # weights: 107
## initial value 125.870031
## iter 10 value 4.936511
## iter 20 value 2.157704
## iter 30 value 1.699109
## iter 40 value 1.213643
## iter 50 value 0.934729
## iter 60 value 0.824004
## iter 70 value 0.775174
## iter 80 value 0.736015
## iter 90 value 0.723381
## iter 100 value 0.711632
## final value 0.711632
## stopped after 100 iterations
## # weights: 123
## initial value 135.563408
## iter 10 value 4.452987
## iter 20 value 1.707313
## iter 30 value 1.133555
## iter 40 value 0.935104
## iter 50 value 0.800998
## iter 60 value 0.747912
## iter 70 value 0.687725
## iter 80 value 0.648951
## iter 90 value 0.618312
## iter 100 value 0.599084
## final value 0.599084
## stopped after 100 iterations
## # weights: 139
## initial value 144.040105
## iter 10 value 3.370548
## iter 20 value 1.118996
## iter 30 value 0.980620
## iter 40 value 0.842083
## iter 50 value 0.734620
## iter 60 value 0.700440
## iter 70 value 0.674982
## iter 80 value 0.660768
## iter 90 value 0.642391
## iter 100 value 0.634723
## final value 0.634723
## stopped after 100 iterations
## # weights: 155
## initial value 138.516877
## iter 10 value 3.916645
## iter 20 value 1.503484
## iter 30 value 1.018294
## iter 40 value 0.816237
## iter 50 value 0.765825
## iter 60 value 0.708030
## iter 70 value 0.679254
## iter 80 value 0.663643
## iter 90 value 0.648986
## iter 100 value 0.631431
## final value 0.631431
## stopped after 100 iterations
## # weights: 11
## initial value 135.533351
## iter 10 value 50.740485
## iter 20 value 48.595515
## iter 30 value 45.816134
## iter 40 value 36.531662
## iter 50 value 9.130693
## iter 60 value 5.756491
## iter 70 value 5.342240
## iter 80 value 4.801237
## iter 90 value 4.776584
## iter 100 value 4.771857
## final value 4.771857
## stopped after 100 iterations
## # weights: 27
## initial value 121.814876
## iter 10 value 6.511146
## iter 20 value 1.207858
## iter 30 value 1.112315
## iter 40 value 1.080840
## iter 50 value 1.044442
## iter 60 value 1.013545
## iter 70 value 0.987351
## iter 80 value 0.852937
## iter 90 value 0.776873
## iter 100 value 0.713029
## final value 0.713029
## stopped after 100 iterations
## # weights: 43
## initial value 114.495763
## iter 10 value 5.248336
## iter 20 value 1.693499
## iter 30 value 0.826667
## iter 40 value 0.612343
## iter 50 value 0.563736
## iter 60 value 0.549183
## iter 70 value 0.526061
## iter 80 value 0.499300
## iter 90 value 0.490456
## iter 100 value 0.483617
## final value 0.483617
## stopped after 100 iterations
## # weights: 59
## initial value 126.770821
## iter 10 value 8.816032
## iter 20 value 1.886849
## iter 30 value 0.945248
## iter 40 value 0.810237
## iter 50 value 0.623931
## iter 60 value 0.520342
## iter 70 value 0.467832
## iter 80 value 0.439033
## iter 90 value 0.419710
## iter 100 value 0.411459
## final value 0.411459
## stopped after 100 iterations
## # weights: 75
## initial value 110.325045
## iter 10 value 4.041030
## iter 20 value 1.034075
## iter 30 value 0.867116
## iter 40 value 0.661652
## iter 50 value 0.486923
## iter 60 value 0.415493
## iter 70 value 0.388086
## iter 80 value 0.374939
## iter 90 value 0.355179
## iter 100 value 0.346790
## final value 0.346790
## stopped after 100 iterations
## # weights: 91
## initial value 171.053962
## iter 10 value 8.491883
## iter 20 value 1.208683
## iter 30 value 0.793725
## iter 40 value 0.639900
## iter 50 value 0.569472
## iter 60 value 0.480251
## iter 70 value 0.450388
## iter 80 value 0.435509
## iter 90 value 0.411006
## iter 100 value 0.398627
## final value 0.398627
## stopped after 100 iterations
## # weights: 107
## initial value 126.900290
## iter 10 value 6.611687
## iter 20 value 1.457623
## iter 30 value 0.620089
## iter 40 value 0.526312
## iter 50 value 0.470939
## iter 60 value 0.436325
## iter 70 value 0.416304
## iter 80 value 0.393919
## iter 90 value 0.377179
## iter 100 value 0.366960
## final value 0.366960
## stopped after 100 iterations
## # weights: 123
## initial value 108.601398
## iter 10 value 4.195853
## iter 20 value 0.851074
## iter 30 value 0.615707
## iter 40 value 0.422345
## iter 50 value 0.367397
## iter 60 value 0.350210
## iter 70 value 0.328026
## iter 80 value 0.315334
## iter 90 value 0.303547
## iter 100 value 0.293248
## final value 0.293248
## stopped after 100 iterations
## # weights: 139
## initial value 141.561028
## iter 10 value 7.316235
## iter 20 value 0.822039
## iter 30 value 0.523152
## iter 40 value 0.434980
## iter 50 value 0.374269
## iter 60 value 0.350907
## iter 70 value 0.331171
## iter 80 value 0.317909
## iter 90 value 0.308191
## iter 100 value 0.297093
## final value 0.297093
## stopped after 100 iterations
## # weights: 155
## initial value 139.102656
## iter 10 value 6.499463
## iter 20 value 1.154769
## iter 30 value 0.605656
## iter 40 value 0.415593
## iter 50 value 0.355383
## iter 60 value 0.331148
## iter 70 value 0.311136
## iter 80 value 0.299175
## iter 90 value 0.292469
## iter 100 value 0.287510
## final value 0.287510
## stopped after 100 iterations
## # weights: 11
## initial value 118.917934
## iter 10 value 50.010382
## iter 20 value 49.957500
## iter 30 value 48.737204
## iter 40 value 36.312680
## iter 50 value 8.970012
## iter 60 value 4.421685
## iter 70 value 4.217679
## iter 80 value 3.887209
## iter 90 value 3.869187
## iter 100 value 3.853129
## final value 3.853129
## stopped after 100 iterations
## # weights: 27
## initial value 131.990881
## iter 10 value 9.744803
## iter 20 value 1.001797
## iter 30 value 0.568900
## iter 40 value 0.494443
## iter 50 value 0.464103
## iter 60 value 0.409039
## iter 70 value 0.390198
## iter 80 value 0.379695
## iter 90 value 0.371811
## iter 100 value 0.346313
## final value 0.346313
## stopped after 100 iterations
## # weights: 43
## initial value 118.897038
## iter 10 value 3.683959
## iter 20 value 0.443793
## iter 30 value 0.385503
## iter 40 value 0.364710
## iter 50 value 0.350109
## iter 60 value 0.334016
## iter 70 value 0.327359
## iter 80 value 0.319200
## iter 90 value 0.313492
## iter 100 value 0.309402
## final value 0.309402
## stopped after 100 iterations
## # weights: 59
## initial value 122.850101
## iter 10 value 4.539344
## iter 20 value 0.492184
## iter 30 value 0.411738
## iter 40 value 0.346181
## iter 50 value 0.274047
## iter 60 value 0.244589
## iter 70 value 0.229253
## iter 80 value 0.218043
## iter 90 value 0.208360
## iter 100 value 0.198034
## final value 0.198034
## stopped after 100 iterations
## # weights: 75
## initial value 144.872106
## iter 10 value 5.418503
## iter 20 value 1.401166
## iter 30 value 0.319957
## iter 40 value 0.293904
## iter 50 value 0.259244
## iter 60 value 0.230550
## iter 70 value 0.214816
## iter 80 value 0.199230
## iter 90 value 0.191883
## iter 100 value 0.182219
## final value 0.182219
## stopped after 100 iterations
## # weights: 91
## initial value 134.899236
## iter 10 value 4.895444
## iter 20 value 0.810221
## iter 30 value 0.394829
## iter 40 value 0.325758
## iter 50 value 0.291211
## iter 60 value 0.255458
## iter 70 value 0.239549
## iter 80 value 0.233613
## iter 90 value 0.219166
## iter 100 value 0.211823
## final value 0.211823
## stopped after 100 iterations
## # weights: 107
## initial value 129.214923
## iter 10 value 4.295369
## iter 20 value 0.398181
## iter 30 value 0.297357
## iter 40 value 0.261979
## iter 50 value 0.240049
## iter 60 value 0.222393
## iter 70 value 0.215850
## iter 80 value 0.209686
## iter 90 value 0.199617
## iter 100 value 0.194222
## final value 0.194222
## stopped after 100 iterations
## # weights: 123
## initial value 132.868552
## iter 10 value 4.656373
## iter 20 value 1.431977
## iter 30 value 0.458319
## iter 40 value 0.394283
## iter 50 value 0.287959
## iter 60 value 0.247444
## iter 70 value 0.222216
## iter 80 value 0.199864
## iter 90 value 0.189458
## iter 100 value 0.179838
## final value 0.179838
## stopped after 100 iterations
## # weights: 139
## initial value 205.107695
## iter 10 value 4.660449
## iter 20 value 0.970309
## iter 30 value 0.467573
## iter 40 value 0.373878
## iter 50 value 0.271824
## iter 60 value 0.226204
## iter 70 value 0.200171
## iter 80 value 0.191994
## iter 90 value 0.186039
## iter 100 value 0.177855
## final value 0.177855
## stopped after 100 iterations
## # weights: 155
## initial value 130.708068
## iter 10 value 4.173372
## iter 20 value 0.386160
## iter 30 value 0.272500
## iter 40 value 0.240664
## iter 50 value 0.217492
## iter 60 value 0.195844
## iter 70 value 0.185495
## iter 80 value 0.176647
## iter 90 value 0.160711
## iter 100 value 0.153760
## final value 0.153760
## stopped after 100 iterations
## # weights: 11
## initial value 131.134901
## iter 10 value 52.773375
## iter 20 value 49.910399
## final value 49.906846
## converged
## # weights: 27
## initial value 122.321848
## iter 10 value 4.703383
## iter 20 value 0.071648
## iter 30 value 0.000699
## final value 0.000070
## converged
## # weights: 43
## initial value 132.218853
## iter 10 value 4.179433
## iter 20 value 0.014192
## iter 30 value 0.001106
## final value 0.000063
## converged
## # weights: 59
## initial value 140.771311
## iter 10 value 6.211477
## iter 20 value 0.146292
## iter 30 value 0.007821
## iter 40 value 0.000493
## iter 50 value 0.000219
## final value 0.000084
## converged
## # weights: 75
## initial value 127.904802
## iter 10 value 2.607041
## iter 20 value 0.010343
## final value 0.000057
## converged
## # weights: 91
## initial value 177.922963
## iter 10 value 3.382569
## iter 20 value 0.043139
## iter 30 value 0.001740
## final value 0.000086
## converged
## # weights: 107
## initial value 170.462434
## iter 10 value 2.998473
## iter 20 value 0.020676
## iter 30 value 0.000638
## iter 40 value 0.000105
## iter 40 value 0.000070
## iter 40 value 0.000068
## final value 0.000068
## converged
## # weights: 123
## initial value 195.135056
## iter 10 value 3.316752
## iter 20 value 0.043623
## iter 30 value 0.003148
## iter 40 value 0.000427
## final value 0.000090
## converged
## # weights: 139
## initial value 135.041396
## iter 10 value 2.672601
## iter 20 value 0.015153
## iter 30 value 0.000546
## final value 0.000052
## converged
## # weights: 155
## initial value 205.343145
## iter 10 value 2.589785
## iter 20 value 0.013421
## iter 30 value 0.000224
## final value 0.000064
## converged
## # weights: 11
## initial value 124.442782
## iter 10 value 52.070428
## iter 20 value 42.948203
## iter 30 value 42.757267
## final value 42.756805
## converged
## # weights: 27
## initial value 146.913542
## iter 10 value 23.944824
## iter 20 value 20.011251
## iter 30 value 19.985761
## final value 19.985715
## converged
## # weights: 43
## initial value 132.065089
## iter 10 value 22.343932
## iter 20 value 18.239926
## iter 30 value 18.020447
## iter 40 value 17.982130
## iter 50 value 17.975196
## iter 60 value 17.637115
## iter 70 value 17.397283
## iter 80 value 17.232324
## iter 90 value 17.222487
## iter 100 value 17.222437
## final value 17.222437
## stopped after 100 iterations
## # weights: 59
## initial value 169.811929
## iter 10 value 26.246591
## iter 20 value 17.165918
## iter 30 value 16.991628
## iter 40 value 16.977226
## iter 50 value 16.976207
## iter 60 value 16.975914
## final value 16.975879
## converged
## # weights: 75
## initial value 146.785618
## iter 10 value 21.911859
## iter 20 value 16.799215
## iter 30 value 16.693633
## iter 40 value 16.589913
## iter 50 value 16.547079
## iter 60 value 16.541620
## iter 70 value 16.541340
## iter 80 value 16.541282
## iter 90 value 16.541277
## final value 16.541274
## converged
## # weights: 91
## initial value 145.120084
## iter 10 value 20.002944
## iter 20 value 16.544220
## iter 30 value 16.269770
## iter 40 value 16.238506
## iter 50 value 16.235922
## iter 60 value 16.234413
## iter 70 value 16.232569
## iter 80 value 16.232113
## iter 90 value 16.232039
## iter 100 value 16.231999
## final value 16.231999
## stopped after 100 iterations
## # weights: 107
## initial value 150.899085
## iter 10 value 20.842998
## iter 20 value 16.258093
## iter 30 value 16.101133
## iter 40 value 16.054056
## iter 50 value 16.033792
## iter 60 value 16.026844
## iter 70 value 16.024792
## iter 80 value 16.024492
## iter 90 value 16.024408
## iter 100 value 16.024379
## final value 16.024379
## stopped after 100 iterations
## # weights: 123
## initial value 125.231941
## iter 10 value 17.342861
## iter 20 value 16.035903
## iter 30 value 15.928437
## iter 40 value 15.861379
## iter 50 value 15.847222
## iter 60 value 15.840627
## iter 70 value 15.840122
## iter 80 value 15.840098
## iter 90 value 15.840087
## iter 100 value 15.840081
## final value 15.840081
## stopped after 100 iterations
## # weights: 139
## initial value 178.147525
## iter 10 value 24.211293
## iter 20 value 16.972185
## iter 30 value 16.113377
## iter 40 value 15.794902
## iter 50 value 15.703828
## iter 60 value 15.690250
## iter 70 value 15.687733
## iter 80 value 15.685468
## iter 90 value 15.684496
## iter 100 value 15.684079
## final value 15.684079
## stopped after 100 iterations
## # weights: 155
## initial value 139.237904
## iter 10 value 20.233217
## iter 20 value 15.920261
## iter 30 value 15.594531
## iter 40 value 15.541410
## iter 50 value 15.531950
## iter 60 value 15.526375
## iter 70 value 15.523021
## iter 80 value 15.519217
## iter 90 value 15.517034
## iter 100 value 15.515533
## final value 15.515533
## stopped after 100 iterations
## # weights: 11
## initial value 132.545560
## iter 10 value 44.219107
## iter 20 value 32.530452
## iter 30 value 30.447725
## iter 40 value 30.418087
## final value 30.418084
## converged
## # weights: 27
## initial value 124.614482
## iter 10 value 31.649919
## iter 20 value 12.226623
## iter 30 value 11.563885
## iter 40 value 11.258273
## iter 50 value 11.213876
## iter 60 value 11.208707
## iter 70 value 11.207979
## final value 11.207958
## converged
## # weights: 43
## initial value 116.359622
## iter 10 value 18.204541
## iter 20 value 10.734774
## iter 30 value 10.516626
## iter 40 value 10.426528
## iter 50 value 10.353691
## iter 60 value 10.299393
## iter 70 value 10.277967
## iter 80 value 10.228595
## iter 90 value 10.193890
## iter 100 value 10.151108
## final value 10.151108
## stopped after 100 iterations
## # weights: 59
## initial value 138.970705
## iter 10 value 16.364942
## iter 20 value 10.664909
## iter 30 value 10.156277
## iter 40 value 10.035778
## iter 50 value 9.998384
## iter 60 value 9.957839
## iter 70 value 9.937161
## iter 80 value 9.936493
## iter 90 value 9.936440
## iter 100 value 9.936427
## final value 9.936427
## stopped after 100 iterations
## # weights: 75
## initial value 164.880727
## iter 10 value 15.091515
## iter 20 value 9.935821
## iter 30 value 9.821636
## iter 40 value 9.794532
## iter 50 value 9.781340
## iter 60 value 9.777626
## iter 70 value 9.776933
## iter 80 value 9.776665
## iter 90 value 9.776579
## iter 100 value 9.776528
## final value 9.776528
## stopped after 100 iterations
## # weights: 91
## initial value 117.847144
## iter 10 value 13.141403
## iter 20 value 9.823726
## iter 30 value 9.626374
## iter 40 value 9.565020
## iter 50 value 9.546963
## iter 60 value 9.544162
## iter 70 value 9.542804
## iter 80 value 9.542381
## iter 90 value 9.542337
## iter 100 value 9.542326
## final value 9.542326
## stopped after 100 iterations
## # weights: 107
## initial value 110.455948
## iter 10 value 17.862596
## iter 20 value 9.922512
## iter 30 value 9.567083
## iter 40 value 9.497835
## iter 50 value 9.476366
## iter 60 value 9.472254
## iter 70 value 9.471242
## iter 80 value 9.470542
## iter 90 value 9.469289
## iter 100 value 9.463035
## final value 9.463035
## stopped after 100 iterations
## # weights: 123
## initial value 177.535143
## iter 10 value 12.647443
## iter 20 value 9.649307
## iter 30 value 9.518953
## iter 40 value 9.467021
## iter 50 value 9.426823
## iter 60 value 9.415116
## iter 70 value 9.410840
## iter 80 value 9.408897
## iter 90 value 9.406925
## iter 100 value 9.403144
## final value 9.403144
## stopped after 100 iterations
## # weights: 139
## initial value 118.260802
## iter 10 value 11.901008
## iter 20 value 9.592419
## iter 30 value 9.372554
## iter 40 value 9.341304
## iter 50 value 9.314999
## iter 60 value 9.305521
## iter 70 value 9.302369
## iter 80 value 9.301442
## iter 90 value 9.301106
## iter 100 value 9.301038
## final value 9.301038
## stopped after 100 iterations
## # weights: 155
## initial value 190.873932
## iter 10 value 13.455410
## iter 20 value 9.643455
## iter 30 value 9.439621
## iter 40 value 9.360857
## iter 50 value 9.316873
## iter 60 value 9.272880
## iter 70 value 9.256436
## iter 80 value 9.251531
## iter 90 value 9.249450
## iter 100 value 9.248790
## final value 9.248790
## stopped after 100 iterations
## # weights: 11
## initial value 123.676928
## iter 10 value 58.366750
## iter 20 value 51.185069
## iter 30 value 28.425528
## iter 40 value 20.957100
## final value 20.956800
## converged
## # weights: 27
## initial value 124.645608
## iter 10 value 20.330217
## iter 20 value 8.872297
## iter 30 value 7.352741
## iter 40 value 7.132928
## iter 50 value 7.014369
## iter 60 value 6.930544
## iter 70 value 6.765927
## iter 80 value 6.760245
## iter 90 value 6.760188
## final value 6.760188
## converged
## # weights: 43
## initial value 149.614648
## iter 10 value 12.823846
## iter 20 value 6.751245
## iter 30 value 6.338644
## iter 40 value 6.242468
## iter 50 value 5.973732
## iter 60 value 5.947042
## iter 70 value 5.933752
## iter 80 value 5.925770
## iter 90 value 5.922235
## iter 100 value 5.920669
## final value 5.920669
## stopped after 100 iterations
## # weights: 59
## initial value 155.532998
## iter 10 value 10.642339
## iter 20 value 6.542453
## iter 30 value 6.063754
## iter 40 value 5.915059
## iter 50 value 5.841018
## iter 60 value 5.824096
## iter 70 value 5.792012
## iter 80 value 5.770958
## iter 90 value 5.762552
## iter 100 value 5.757101
## final value 5.757101
## stopped after 100 iterations
## # weights: 75
## initial value 134.607233
## iter 10 value 8.703712
## iter 20 value 6.099159
## iter 30 value 5.906887
## iter 40 value 5.806167
## iter 50 value 5.759676
## iter 60 value 5.696377
## iter 70 value 5.648063
## iter 80 value 5.612946
## iter 90 value 5.603477
## iter 100 value 5.601881
## final value 5.601881
## stopped after 100 iterations
## # weights: 91
## initial value 126.280186
## iter 10 value 9.287377
## iter 20 value 5.928638
## iter 30 value 5.725665
## iter 40 value 5.619718
## iter 50 value 5.550629
## iter 60 value 5.522545
## iter 70 value 5.504787
## iter 80 value 5.496738
## iter 90 value 5.493870
## iter 100 value 5.493284
## final value 5.493284
## stopped after 100 iterations
## # weights: 107
## initial value 165.955989
## iter 10 value 9.144887
## iter 20 value 6.061042
## iter 30 value 5.611312
## iter 40 value 5.512962
## iter 50 value 5.497285
## iter 60 value 5.484649
## iter 70 value 5.474835
## iter 80 value 5.470118
## iter 90 value 5.467556
## iter 100 value 5.465998
## final value 5.465998
## stopped after 100 iterations
## # weights: 123
## initial value 152.427476
## iter 10 value 7.557925
## iter 20 value 5.717058
## iter 30 value 5.550253
## iter 40 value 5.504057
## iter 50 value 5.469702
## iter 60 value 5.446114
## iter 70 value 5.436415
## iter 80 value 5.431638
## iter 90 value 5.427599
## iter 100 value 5.424409
## final value 5.424409
## stopped after 100 iterations
## # weights: 139
## initial value 133.124923
## iter 10 value 9.292352
## iter 20 value 6.061396
## iter 30 value 5.521802
## iter 40 value 5.440042
## iter 50 value 5.412745
## iter 60 value 5.399388
## iter 70 value 5.393924
## iter 80 value 5.391856
## iter 90 value 5.388890
## iter 100 value 5.386535
## final value 5.386535
## stopped after 100 iterations
## # weights: 155
## initial value 155.607449
## iter 10 value 7.213833
## iter 20 value 5.627536
## iter 30 value 5.476684
## iter 40 value 5.427598
## iter 50 value 5.411010
## iter 60 value 5.403662
## iter 70 value 5.399279
## iter 80 value 5.395870
## iter 90 value 5.394512
## iter 100 value 5.392718
## final value 5.392718
## stopped after 100 iterations
## # weights: 11
## initial value 120.125586
## iter 10 value 53.333426
## iter 20 value 30.110885
## iter 30 value 15.114251
## iter 40 value 14.273714
## iter 50 value 14.221484
## final value 14.221479
## converged
## # weights: 27
## initial value 124.097640
## iter 10 value 20.928306
## iter 20 value 4.611866
## iter 30 value 4.137527
## iter 40 value 4.034144
## iter 50 value 3.973376
## iter 60 value 3.781037
## iter 70 value 3.651633
## iter 80 value 3.646741
## iter 90 value 3.646630
## iter 100 value 3.646623
## final value 3.646623
## stopped after 100 iterations
## # weights: 43
## initial value 115.218704
## iter 10 value 5.924104
## iter 20 value 4.092216
## iter 30 value 3.546157
## iter 40 value 3.420489
## iter 50 value 3.389505
## iter 60 value 3.375079
## iter 70 value 3.369271
## iter 80 value 3.366236
## iter 90 value 3.360464
## iter 100 value 3.356903
## final value 3.356903
## stopped after 100 iterations
## # weights: 59
## initial value 122.614744
## iter 10 value 7.223469
## iter 20 value 3.762708
## iter 30 value 3.314186
## iter 40 value 3.248357
## iter 50 value 3.226852
## iter 60 value 3.217402
## iter 70 value 3.196144
## iter 80 value 3.182340
## iter 90 value 3.170230
## iter 100 value 3.165469
## final value 3.165469
## stopped after 100 iterations
## # weights: 75
## initial value 149.194215
## iter 10 value 7.300574
## iter 20 value 4.441519
## iter 30 value 3.777561
## iter 40 value 3.385475
## iter 50 value 3.300209
## iter 60 value 3.259359
## iter 70 value 3.242026
## iter 80 value 3.221774
## iter 90 value 3.211955
## iter 100 value 3.204510
## final value 3.204510
## stopped after 100 iterations
## # weights: 91
## initial value 131.021499
## iter 10 value 4.132473
## iter 20 value 3.251685
## iter 30 value 3.151118
## iter 40 value 3.106052
## iter 50 value 3.085637
## iter 60 value 3.073736
## iter 70 value 3.066676
## iter 80 value 3.063210
## iter 90 value 3.057863
## iter 100 value 3.051650
## final value 3.051650
## stopped after 100 iterations
## # weights: 107
## initial value 129.336831
## iter 10 value 5.532461
## iter 20 value 3.518450
## iter 30 value 3.203706
## iter 40 value 3.116937
## iter 50 value 3.088495
## iter 60 value 3.075041
## iter 70 value 3.064159
## iter 80 value 3.049391
## iter 90 value 3.041408
## iter 100 value 3.038568
## final value 3.038568
## stopped after 100 iterations
## # weights: 123
## initial value 143.578528
## iter 10 value 5.966304
## iter 20 value 3.769816
## iter 30 value 3.278214
## iter 40 value 3.094520
## iter 50 value 3.062459
## iter 60 value 3.052511
## iter 70 value 3.041688
## iter 80 value 3.032452
## iter 90 value 3.025572
## iter 100 value 3.019926
## final value 3.019926
## stopped after 100 iterations
## # weights: 139
## initial value 158.310770
## iter 10 value 5.647031
## iter 20 value 3.562306
## iter 30 value 3.211035
## iter 40 value 3.133845
## iter 50 value 3.067654
## iter 60 value 3.044245
## iter 70 value 3.026959
## iter 80 value 3.012937
## iter 90 value 3.003422
## iter 100 value 2.995475
## final value 2.995475
## stopped after 100 iterations
## # weights: 155
## initial value 174.728877
## iter 10 value 5.543650
## iter 20 value 3.335038
## iter 30 value 3.177897
## iter 40 value 3.107536
## iter 50 value 3.070497
## iter 60 value 3.041393
## iter 70 value 3.012046
## iter 80 value 2.995553
## iter 90 value 2.989657
## iter 100 value 2.986804
## final value 2.986804
## stopped after 100 iterations
## # weights: 11
## initial value 124.137937
## iter 10 value 46.326144
## iter 20 value 14.792132
## iter 30 value 10.205143
## iter 40 value 9.573751
## final value 9.568373
## converged
## # weights: 27
## initial value 153.671839
## iter 10 value 29.646224
## iter 20 value 3.602425
## iter 30 value 2.992856
## iter 40 value 2.602335
## iter 50 value 2.420449
## iter 60 value 2.246396
## iter 70 value 2.175746
## iter 80 value 2.155241
## iter 90 value 2.139080
## iter 100 value 2.124738
## final value 2.124738
## stopped after 100 iterations
## # weights: 43
## initial value 120.712004
## iter 10 value 8.943493
## iter 20 value 2.784192
## iter 30 value 2.263445
## iter 40 value 2.013368
## iter 50 value 1.932003
## iter 60 value 1.889565
## iter 70 value 1.861121
## iter 80 value 1.815522
## iter 90 value 1.801174
## iter 100 value 1.794977
## final value 1.794977
## stopped after 100 iterations
## # weights: 59
## initial value 149.046430
## iter 10 value 4.656794
## iter 20 value 2.159154
## iter 30 value 1.910836
## iter 40 value 1.856079
## iter 50 value 1.832875
## iter 60 value 1.819179
## iter 70 value 1.805591
## iter 80 value 1.790333
## iter 90 value 1.775796
## iter 100 value 1.768257
## final value 1.768257
## stopped after 100 iterations
## # weights: 75
## initial value 151.634875
## iter 10 value 5.404671
## iter 20 value 2.131950
## iter 30 value 1.879928
## iter 40 value 1.811566
## iter 50 value 1.762228
## iter 60 value 1.728987
## iter 70 value 1.707607
## iter 80 value 1.695278
## iter 90 value 1.676899
## iter 100 value 1.662643
## final value 1.662643
## stopped after 100 iterations
## # weights: 91
## initial value 116.843295
## iter 10 value 3.150964
## iter 20 value 2.140108
## iter 30 value 1.894139
## iter 40 value 1.813566
## iter 50 value 1.779053
## iter 60 value 1.745756
## iter 70 value 1.707533
## iter 80 value 1.684342
## iter 90 value 1.669315
## iter 100 value 1.661125
## final value 1.661125
## stopped after 100 iterations
## # weights: 107
## initial value 122.691798
## iter 10 value 6.798597
## iter 20 value 2.979199
## iter 30 value 1.901384
## iter 40 value 1.764898
## iter 50 value 1.718304
## iter 60 value 1.689058
## iter 70 value 1.660725
## iter 80 value 1.640685
## iter 90 value 1.633887
## iter 100 value 1.627218
## final value 1.627218
## stopped after 100 iterations
## # weights: 123
## initial value 139.320231
## iter 10 value 3.936383
## iter 20 value 2.001049
## iter 30 value 1.787300
## iter 40 value 1.702983
## iter 50 value 1.668778
## iter 60 value 1.651046
## iter 70 value 1.632028
## iter 80 value 1.619314
## iter 90 value 1.609464
## iter 100 value 1.598612
## final value 1.598612
## stopped after 100 iterations
## # weights: 139
## initial value 139.776776
## iter 10 value 4.970515
## iter 20 value 2.336822
## iter 30 value 1.848829
## iter 40 value 1.728563
## iter 50 value 1.674004
## iter 60 value 1.650394
## iter 70 value 1.632426
## iter 80 value 1.622384
## iter 90 value 1.612548
## iter 100 value 1.602065
## final value 1.602065
## stopped after 100 iterations
## # weights: 155
## initial value 133.772267
## iter 10 value 4.658035
## iter 20 value 2.154519
## iter 30 value 1.798698
## iter 40 value 1.698510
## iter 50 value 1.660739
## iter 60 value 1.632762
## iter 70 value 1.609372
## iter 80 value 1.598756
## iter 90 value 1.589698
## iter 100 value 1.584454
## final value 1.584454
## stopped after 100 iterations
## # weights: 11
## initial value 124.747474
## iter 10 value 34.771122
## iter 20 value 9.121155
## iter 30 value 6.553809
## iter 40 value 6.461139
## iter 50 value 6.437338
## final value 6.437247
## converged
## # weights: 27
## initial value 145.636171
## iter 10 value 8.818487
## iter 20 value 1.684112
## iter 30 value 1.509922
## iter 40 value 1.421343
## iter 50 value 1.305087
## iter 60 value 1.249955
## iter 70 value 1.177480
## iter 80 value 1.137169
## iter 90 value 1.128824
## iter 100 value 1.110935
## final value 1.110935
## stopped after 100 iterations
## # weights: 43
## initial value 156.032118
## iter 10 value 8.565935
## iter 20 value 1.540989
## iter 30 value 1.256772
## iter 40 value 1.121051
## iter 50 value 1.075133
## iter 60 value 1.054815
## iter 70 value 1.031320
## iter 80 value 1.003680
## iter 90 value 0.990768
## iter 100 value 0.972479
## final value 0.972479
## stopped after 100 iterations
## # weights: 59
## initial value 142.733227
## iter 10 value 8.841252
## iter 20 value 2.583361
## iter 30 value 1.674379
## iter 40 value 1.251221
## iter 50 value 1.156891
## iter 60 value 1.109733
## iter 70 value 1.081406
## iter 80 value 1.042574
## iter 90 value 1.001635
## iter 100 value 0.982027
## final value 0.982027
## stopped after 100 iterations
## # weights: 75
## initial value 135.039466
## iter 10 value 4.887533
## iter 20 value 1.174930
## iter 30 value 1.000079
## iter 40 value 0.917687
## iter 50 value 0.894952
## iter 60 value 0.883773
## iter 70 value 0.878115
## iter 80 value 0.875717
## iter 90 value 0.873253
## iter 100 value 0.871906
## final value 0.871906
## stopped after 100 iterations
## # weights: 91
## initial value 132.381990
## iter 10 value 3.441245
## iter 20 value 1.087274
## iter 30 value 0.972175
## iter 40 value 0.907958
## iter 50 value 0.886588
## iter 60 value 0.876356
## iter 70 value 0.870441
## iter 80 value 0.864215
## iter 90 value 0.859664
## iter 100 value 0.852774
## final value 0.852774
## stopped after 100 iterations
## # weights: 107
## initial value 150.609698
## iter 10 value 3.994599
## iter 20 value 1.052078
## iter 30 value 0.920796
## iter 40 value 0.878750
## iter 50 value 0.851037
## iter 60 value 0.834977
## iter 70 value 0.827946
## iter 80 value 0.823406
## iter 90 value 0.820193
## iter 100 value 0.818365
## final value 0.818365
## stopped after 100 iterations
## # weights: 123
## initial value 121.992634
## iter 10 value 2.618311
## iter 20 value 1.000520
## iter 30 value 0.894713
## iter 40 value 0.862574
## iter 50 value 0.845368
## iter 60 value 0.835390
## iter 70 value 0.830124
## iter 80 value 0.827263
## iter 90 value 0.824403
## iter 100 value 0.822441
## final value 0.822441
## stopped after 100 iterations
## # weights: 139
## initial value 112.976728
## iter 10 value 3.449050
## iter 20 value 1.076291
## iter 30 value 0.985727
## iter 40 value 0.914568
## iter 50 value 0.876470
## iter 60 value 0.852735
## iter 70 value 0.836410
## iter 80 value 0.828016
## iter 90 value 0.819756
## iter 100 value 0.814513
## final value 0.814513
## stopped after 100 iterations
## # weights: 155
## initial value 206.954792
## iter 10 value 6.584628
## iter 20 value 1.108901
## iter 30 value 0.959722
## iter 40 value 0.894041
## iter 50 value 0.858275
## iter 60 value 0.841947
## iter 70 value 0.830250
## iter 80 value 0.821960
## iter 90 value 0.812950
## iter 100 value 0.808571
## final value 0.808571
## stopped after 100 iterations
## # weights: 11
## initial value 129.856976
## iter 10 value 49.781739
## iter 20 value 47.195285
## iter 30 value 12.955602
## iter 40 value 4.518132
## iter 50 value 4.439324
## iter 60 value 4.359563
## iter 70 value 4.357445
## iter 80 value 4.357285
## iter 90 value 4.357176
## final value 4.357172
## converged
## # weights: 27
## initial value 119.378100
## iter 10 value 16.158304
## iter 20 value 1.022866
## iter 30 value 0.761487
## iter 40 value 0.680846
## iter 50 value 0.645564
## iter 60 value 0.622064
## iter 70 value 0.615097
## iter 80 value 0.612420
## iter 90 value 0.610974
## iter 100 value 0.609666
## final value 0.609666
## stopped after 100 iterations
## # weights: 43
## initial value 119.949674
## iter 10 value 4.382994
## iter 20 value 0.791789
## iter 30 value 0.637973
## iter 40 value 0.557737
## iter 50 value 0.510492
## iter 60 value 0.481327
## iter 70 value 0.473824
## iter 80 value 0.468008
## iter 90 value 0.466005
## iter 100 value 0.463603
## final value 0.463603
## stopped after 100 iterations
## # weights: 59
## initial value 152.347407
## iter 10 value 2.980220
## iter 20 value 0.727404
## iter 30 value 0.657296
## iter 40 value 0.590107
## iter 50 value 0.548734
## iter 60 value 0.524243
## iter 70 value 0.507310
## iter 80 value 0.489806
## iter 90 value 0.479292
## iter 100 value 0.474669
## final value 0.474669
## stopped after 100 iterations
## # weights: 75
## initial value 128.784361
## iter 10 value 2.115255
## iter 20 value 1.014936
## iter 30 value 0.746144
## iter 40 value 0.587354
## iter 50 value 0.502073
## iter 60 value 0.478455
## iter 70 value 0.466819
## iter 80 value 0.456227
## iter 90 value 0.449853
## iter 100 value 0.446123
## final value 0.446123
## stopped after 100 iterations
## # weights: 91
## initial value 161.191019
## iter 10 value 4.661000
## iter 20 value 1.067636
## iter 30 value 0.668032
## iter 40 value 0.561680
## iter 50 value 0.509127
## iter 60 value 0.485783
## iter 70 value 0.470795
## iter 80 value 0.459052
## iter 90 value 0.448647
## iter 100 value 0.438506
## final value 0.438506
## stopped after 100 iterations
## # weights: 107
## initial value 161.518851
## iter 10 value 10.473909
## iter 20 value 2.727835
## iter 30 value 1.646079
## iter 40 value 0.926099
## iter 50 value 0.677221
## iter 60 value 0.552168
## iter 70 value 0.498358
## iter 80 value 0.473919
## iter 90 value 0.461834
## iter 100 value 0.455526
## final value 0.455526
## stopped after 100 iterations
## # weights: 123
## initial value 156.829140
## iter 10 value 5.091749
## iter 20 value 0.564976
## iter 30 value 0.520860
## iter 40 value 0.481965
## iter 50 value 0.462002
## iter 60 value 0.447479
## iter 70 value 0.436345
## iter 80 value 0.429491
## iter 90 value 0.421067
## iter 100 value 0.418158
## final value 0.418158
## stopped after 100 iterations
## # weights: 139
## initial value 120.509467
## iter 10 value 3.613542
## iter 20 value 0.685420
## iter 30 value 0.573794
## iter 40 value 0.496976
## iter 50 value 0.461595
## iter 60 value 0.447059
## iter 70 value 0.431524
## iter 80 value 0.419409
## iter 90 value 0.412052
## iter 100 value 0.406414
## final value 0.406414
## stopped after 100 iterations
## # weights: 155
## initial value 126.440129
## iter 10 value 2.842257
## iter 20 value 0.564407
## iter 30 value 0.526803
## iter 40 value 0.491244
## iter 50 value 0.469648
## iter 60 value 0.454579
## iter 70 value 0.440545
## iter 80 value 0.435100
## iter 90 value 0.429046
## iter 100 value 0.424932
## final value 0.424932
## stopped after 100 iterations
## # weights: 11
## initial value 125.633150
## iter 10 value 49.973759
## iter 20 value 45.492302
## iter 30 value 40.982796
## iter 40 value 5.915877
## iter 50 value 3.406010
## iter 60 value 3.162726
## iter 70 value 2.983201
## iter 80 value 2.981802
## iter 90 value 2.981762
## final value 2.981747
## converged
## # weights: 27
## initial value 122.650745
## iter 10 value 8.875981
## iter 20 value 0.489820
## iter 30 value 0.400066
## iter 40 value 0.361545
## iter 50 value 0.337476
## iter 60 value 0.288475
## iter 70 value 0.281411
## iter 80 value 0.273410
## iter 90 value 0.262842
## iter 100 value 0.256350
## final value 0.256350
## stopped after 100 iterations
## # weights: 43
## initial value 158.458121
## iter 10 value 4.236997
## iter 20 value 0.520171
## iter 30 value 0.386244
## iter 40 value 0.340317
## iter 50 value 0.323323
## iter 60 value 0.298970
## iter 70 value 0.279654
## iter 80 value 0.263288
## iter 90 value 0.258309
## iter 100 value 0.245627
## final value 0.245627
## stopped after 100 iterations
## # weights: 59
## initial value 155.122661
## iter 10 value 2.624279
## iter 20 value 0.377782
## iter 30 value 0.342893
## iter 40 value 0.314408
## iter 50 value 0.293561
## iter 60 value 0.267928
## iter 70 value 0.251283
## iter 80 value 0.241655
## iter 90 value 0.236536
## iter 100 value 0.230748
## final value 0.230748
## stopped after 100 iterations
## # weights: 75
## initial value 122.268850
## iter 10 value 1.802519
## iter 20 value 0.352439
## iter 30 value 0.324371
## iter 40 value 0.294901
## iter 50 value 0.272547
## iter 60 value 0.260253
## iter 70 value 0.254035
## iter 80 value 0.242065
## iter 90 value 0.236606
## iter 100 value 0.229894
## final value 0.229894
## stopped after 100 iterations
## # weights: 91
## initial value 231.778286
## iter 10 value 4.267447
## iter 20 value 0.373862
## iter 30 value 0.313196
## iter 40 value 0.288619
## iter 50 value 0.275326
## iter 60 value 0.266202
## iter 70 value 0.247131
## iter 80 value 0.237782
## iter 90 value 0.232611
## iter 100 value 0.227755
## final value 0.227755
## stopped after 100 iterations
## # weights: 107
## initial value 143.857151
## iter 10 value 4.015851
## iter 20 value 0.271284
## iter 30 value 0.255350
## iter 40 value 0.243858
## iter 50 value 0.232799
## iter 60 value 0.224672
## iter 70 value 0.218846
## iter 80 value 0.214939
## iter 90 value 0.209066
## iter 100 value 0.206388
## final value 0.206388
## stopped after 100 iterations
## # weights: 123
## initial value 120.861198
## iter 10 value 3.652262
## iter 20 value 0.346947
## iter 30 value 0.325663
## iter 40 value 0.280722
## iter 50 value 0.261769
## iter 60 value 0.247225
## iter 70 value 0.231708
## iter 80 value 0.220904
## iter 90 value 0.213742
## iter 100 value 0.209754
## final value 0.209754
## stopped after 100 iterations
## # weights: 139
## initial value 184.806292
## iter 10 value 3.858586
## iter 20 value 0.541599
## iter 30 value 0.463132
## iter 40 value 0.358530
## iter 50 value 0.270733
## iter 60 value 0.246479
## iter 70 value 0.231663
## iter 80 value 0.223627
## iter 90 value 0.218341
## iter 100 value 0.215009
## final value 0.215009
## stopped after 100 iterations
## # weights: 155
## initial value 191.947699
## iter 10 value 3.445841
## iter 20 value 0.285426
## iter 30 value 0.255627
## iter 40 value 0.242456
## iter 50 value 0.229868
## iter 60 value 0.222046
## iter 70 value 0.211497
## iter 80 value 0.207370
## iter 90 value 0.204301
## iter 100 value 0.201619
## final value 0.201619
## stopped after 100 iterations
## # weights: 11
## initial value 127.245941
## iter 10 value 21.483285
## iter 20 value 2.951784
## iter 30 value 2.261863
## iter 40 value 2.057952
## iter 50 value 2.047781
## iter 60 value 2.030439
## iter 70 value 1.995320
## iter 80 value 1.993630
## iter 90 value 1.993508
## iter 100 value 1.993503
## final value 1.993503
## stopped after 100 iterations
## # weights: 27
## initial value 150.848271
## iter 10 value 3.458268
## iter 20 value 0.327654
## iter 30 value 0.288971
## iter 40 value 0.254641
## iter 50 value 0.225236
## iter 60 value 0.211568
## iter 70 value 0.202692
## iter 80 value 0.189000
## iter 90 value 0.169568
## iter 100 value 0.162734
## final value 0.162734
## stopped after 100 iterations
## # weights: 43
## initial value 124.316116
## iter 10 value 6.111392
## iter 20 value 0.262372
## iter 30 value 0.223053
## iter 40 value 0.211509
## iter 50 value 0.179279
## iter 60 value 0.163415
## iter 70 value 0.158795
## iter 80 value 0.152854
## iter 90 value 0.150215
## iter 100 value 0.147538
## final value 0.147538
## stopped after 100 iterations
## # weights: 59
## initial value 139.672513
## iter 10 value 3.253452
## iter 20 value 0.201241
## iter 30 value 0.181795
## iter 40 value 0.166997
## iter 50 value 0.155448
## iter 60 value 0.143266
## iter 70 value 0.134951
## iter 80 value 0.131523
## iter 90 value 0.128708
## iter 100 value 0.126790
## final value 0.126790
## stopped after 100 iterations
## # weights: 75
## initial value 134.547133
## iter 10 value 4.273587
## iter 20 value 0.172643
## iter 30 value 0.160773
## iter 40 value 0.150886
## iter 50 value 0.145996
## iter 60 value 0.133477
## iter 70 value 0.122405
## iter 80 value 0.120194
## iter 90 value 0.114795
## iter 100 value 0.110589
## final value 0.110589
## stopped after 100 iterations
## # weights: 91
## initial value 137.863525
## iter 10 value 5.623671
## iter 20 value 0.197550
## iter 30 value 0.161679
## iter 40 value 0.134953
## iter 50 value 0.130108
## iter 60 value 0.125688
## iter 70 value 0.122326
## iter 80 value 0.118532
## iter 90 value 0.114687
## iter 100 value 0.112869
## final value 0.112869
## stopped after 100 iterations
## # weights: 107
## initial value 112.282402
## iter 10 value 3.366414
## iter 20 value 0.217411
## iter 30 value 0.183457
## iter 40 value 0.163331
## iter 50 value 0.153439
## iter 60 value 0.144911
## iter 70 value 0.136252
## iter 80 value 0.125503
## iter 90 value 0.116131
## iter 100 value 0.112436
## final value 0.112436
## stopped after 100 iterations
## # weights: 123
## initial value 143.426548
## iter 10 value 3.108399
## iter 20 value 0.151946
## iter 30 value 0.144027
## iter 40 value 0.137671
## iter 50 value 0.132628
## iter 60 value 0.126425
## iter 70 value 0.120029
## iter 80 value 0.116421
## iter 90 value 0.112846
## iter 100 value 0.110836
## final value 0.110836
## stopped after 100 iterations
## # weights: 139
## initial value 134.823824
## iter 10 value 3.885868
## iter 20 value 0.150844
## iter 30 value 0.139733
## iter 40 value 0.128710
## iter 50 value 0.120815
## iter 60 value 0.115071
## iter 70 value 0.108481
## iter 80 value 0.104508
## iter 90 value 0.101958
## iter 100 value 0.099674
## final value 0.099674
## stopped after 100 iterations
## # weights: 155
## initial value 115.617089
## iter 10 value 3.663779
## iter 20 value 0.194405
## iter 30 value 0.166370
## iter 40 value 0.156688
## iter 50 value 0.143766
## iter 60 value 0.128426
## iter 70 value 0.122265
## iter 80 value 0.114366
## iter 90 value 0.108766
## iter 100 value 0.104252
## final value 0.104252
## stopped after 100 iterations
## # weights: 11
## initial value 127.377666
## iter 10 value 33.050829
## iter 20 value 2.831724
## iter 30 value 2.127288
## iter 40 value 2.033902
## iter 50 value 1.979778
## iter 60 value 1.877031
## iter 70 value 1.639802
## iter 80 value 1.349811
## iter 90 value 1.282791
## iter 100 value 1.248298
## final value 1.248298
## stopped after 100 iterations
## # weights: 27
## initial value 127.312464
## iter 10 value 20.342225
## iter 20 value 1.332578
## iter 30 value 0.001162
## final value 0.000066
## converged
## # weights: 43
## initial value 133.466976
## iter 10 value 6.621665
## iter 20 value 0.528693
## iter 30 value 0.002193
## iter 40 value 0.000160
## final value 0.000088
## converged
## # weights: 59
## initial value 113.986883
## iter 10 value 3.301814
## iter 20 value 0.047011
## iter 30 value 0.000373
## final value 0.000089
## converged
## # weights: 75
## initial value 166.230015
## iter 10 value 3.227023
## iter 20 value 0.788234
## iter 30 value 0.000602
## final value 0.000090
## converged
## # weights: 91
## initial value 132.989828
## iter 10 value 4.466130
## iter 20 value 0.579491
## iter 30 value 0.000270
## final value 0.000075
## converged
## # weights: 107
## initial value 153.961856
## iter 10 value 5.388854
## iter 20 value 0.058776
## iter 30 value 0.000236
## final value 0.000078
## converged
## # weights: 123
## initial value 134.853396
## iter 10 value 3.691683
## iter 20 value 0.642720
## iter 30 value 0.016073
## iter 40 value 0.002105
## iter 50 value 0.000287
## iter 60 value 0.000114
## iter 60 value 0.000069
## iter 60 value 0.000068
## final value 0.000068
## converged
## # weights: 139
## initial value 129.718433
## iter 10 value 3.491939
## iter 20 value 0.875388
## iter 30 value 0.000824
## final value 0.000057
## converged
## # weights: 155
## initial value 219.908421
## iter 10 value 2.893881
## iter 20 value 0.158330
## iter 30 value 0.001082
## iter 40 value 0.000271
## iter 50 value 0.000102
## final value 0.000098
## converged
## # weights: 11
## initial value 130.538327
## iter 10 value 61.682431
## iter 20 value 43.678696
## final value 43.262099
## converged
## # weights: 27
## initial value 131.205268
## iter 10 value 30.272108
## iter 20 value 20.361356
## iter 30 value 18.681800
## iter 40 value 18.646880
## iter 50 value 18.646267
## final value 18.646222
## converged
## # weights: 43
## initial value 155.568073
## iter 10 value 26.822412
## iter 20 value 18.184256
## iter 30 value 18.055206
## iter 40 value 18.025419
## iter 50 value 18.023583
## final value 18.023571
## converged
## # weights: 59
## initial value 113.260423
## iter 10 value 18.603913
## iter 20 value 17.050084
## iter 30 value 16.862435
## iter 40 value 16.814736
## iter 50 value 16.807896
## final value 16.807764
## converged
## # weights: 75
## initial value 129.001869
## iter 10 value 17.843791
## iter 20 value 16.596270
## iter 30 value 16.499448
## iter 40 value 16.428377
## iter 50 value 16.393255
## iter 60 value 16.382128
## iter 70 value 16.380437
## iter 80 value 16.379909
## iter 90 value 16.379781
## iter 100 value 16.379772
## final value 16.379772
## stopped after 100 iterations
## # weights: 91
## initial value 123.501131
## iter 10 value 18.830738
## iter 20 value 16.349926
## iter 30 value 16.186909
## iter 40 value 16.144405
## iter 50 value 16.138525
## iter 60 value 16.137274
## iter 70 value 16.136091
## iter 80 value 16.135945
## final value 16.135941
## converged
## # weights: 107
## initial value 133.473448
## iter 10 value 23.485442
## iter 20 value 16.186686
## iter 30 value 16.022744
## iter 40 value 16.002468
## iter 50 value 15.996799
## iter 60 value 15.993013
## iter 70 value 15.992527
## iter 80 value 15.991331
## iter 90 value 15.990620
## iter 100 value 15.990427
## final value 15.990427
## stopped after 100 iterations
## # weights: 123
## initial value 142.091383
## iter 10 value 22.465093
## iter 20 value 16.054603
## iter 30 value 15.876513
## iter 40 value 15.832425
## iter 50 value 15.818222
## iter 60 value 15.805773
## iter 70 value 15.800814
## iter 80 value 15.799429
## iter 90 value 15.796922
## iter 100 value 15.787531
## final value 15.787531
## stopped after 100 iterations
## # weights: 139
## initial value 157.955803
## iter 10 value 29.219920
## iter 20 value 16.459200
## iter 30 value 15.992525
## iter 40 value 15.797206
## iter 50 value 15.706711
## iter 60 value 15.662431
## iter 70 value 15.651301
## iter 80 value 15.640081
## iter 90 value 15.638151
## iter 100 value 15.636588
## final value 15.636588
## stopped after 100 iterations
## # weights: 155
## initial value 191.199866
## iter 10 value 26.207633
## iter 20 value 16.023473
## iter 30 value 15.653508
## iter 40 value 15.579574
## iter 50 value 15.561463
## iter 60 value 15.554461
## iter 70 value 15.544190
## iter 80 value 15.529057
## iter 90 value 15.517683
## iter 100 value 15.513741
## final value 15.513741
## stopped after 100 iterations
## # weights: 11
## initial value 131.488754
## iter 10 value 83.941752
## iter 20 value 41.928006
## iter 30 value 31.389884
## iter 40 value 30.937350
## final value 30.937332
## converged
## # weights: 27
## initial value 133.138871
## iter 10 value 30.536666
## iter 20 value 12.718353
## iter 30 value 11.358645
## iter 40 value 11.099030
## iter 50 value 11.090863
## iter 60 value 11.089277
## final value 11.089237
## converged
## # weights: 43
## initial value 139.824459
## iter 10 value 32.944523
## iter 20 value 13.294908
## iter 30 value 10.885707
## iter 40 value 10.601594
## iter 50 value 10.464729
## iter 60 value 10.426863
## iter 70 value 10.289674
## iter 80 value 10.199089
## iter 90 value 10.193810
## iter 100 value 10.193124
## final value 10.193124
## stopped after 100 iterations
## # weights: 59
## initial value 154.778353
## iter 10 value 21.514974
## iter 20 value 10.461586
## iter 30 value 10.144183
## iter 40 value 9.965729
## iter 50 value 9.936743
## iter 60 value 9.928636
## iter 70 value 9.926465
## iter 80 value 9.926044
## iter 90 value 9.926023
## iter 100 value 9.926017
## final value 9.926017
## stopped after 100 iterations
## # weights: 75
## initial value 146.786290
## iter 10 value 15.988406
## iter 20 value 10.626986
## iter 30 value 10.185055
## iter 40 value 9.981544
## iter 50 value 9.869572
## iter 60 value 9.845436
## iter 70 value 9.841497
## iter 80 value 9.841209
## iter 90 value 9.840831
## iter 100 value 9.831673
## final value 9.831673
## stopped after 100 iterations
## # weights: 91
## initial value 126.948643
## iter 10 value 14.247264
## iter 20 value 10.130222
## iter 30 value 9.824914
## iter 40 value 9.756315
## iter 50 value 9.718478
## iter 60 value 9.701539
## iter 70 value 9.687796
## iter 80 value 9.679989
## iter 90 value 9.677047
## iter 100 value 9.674189
## final value 9.674189
## stopped after 100 iterations
## # weights: 107
## initial value 149.801881
## iter 10 value 12.685413
## iter 20 value 9.762116
## iter 30 value 9.689347
## iter 40 value 9.652339
## iter 50 value 9.631285
## iter 60 value 9.622788
## iter 70 value 9.618261
## iter 80 value 9.616459
## iter 90 value 9.615693
## iter 100 value 9.615312
## final value 9.615312
## stopped after 100 iterations
## # weights: 123
## initial value 143.094156
## iter 10 value 12.643179
## iter 20 value 9.810840
## iter 30 value 9.652120
## iter 40 value 9.601960
## iter 50 value 9.563027
## iter 60 value 9.544663
## iter 70 value 9.533346
## iter 80 value 9.528730
## iter 90 value 9.525315
## iter 100 value 9.523086
## final value 9.523086
## stopped after 100 iterations
## # weights: 139
## initial value 120.216337
## iter 10 value 13.218874
## iter 20 value 9.647119
## iter 30 value 9.540734
## iter 40 value 9.496003
## iter 50 value 9.464963
## iter 60 value 9.456276
## iter 70 value 9.454073
## iter 80 value 9.453668
## iter 90 value 9.453540
## iter 100 value 9.453505
## final value 9.453505
## stopped after 100 iterations
## # weights: 155
## initial value 133.550663
## iter 10 value 17.776333
## iter 20 value 9.990131
## iter 30 value 9.519317
## iter 40 value 9.440651
## iter 50 value 9.413514
## iter 60 value 9.397490
## iter 70 value 9.390880
## iter 80 value 9.389694
## iter 90 value 9.389437
## iter 100 value 9.389319
## final value 9.389319
## stopped after 100 iterations
## # weights: 11
## initial value 123.689813
## iter 10 value 28.297915
## iter 20 value 21.577840
## iter 30 value 21.451153
## iter 40 value 21.451102
## final value 21.451102
## converged
## # weights: 27
## initial value 125.722033
## iter 10 value 30.417483
## iter 20 value 10.009386
## iter 30 value 7.455029
## iter 40 value 7.024293
## iter 50 value 6.817325
## iter 60 value 6.807563
## iter 70 value 6.805349
## final value 6.805330
## converged
## # weights: 43
## initial value 133.393199
## iter 10 value 17.168963
## iter 20 value 8.585410
## iter 30 value 6.857913
## iter 40 value 6.594612
## iter 50 value 6.438895
## iter 60 value 6.402627
## iter 70 value 6.380251
## iter 80 value 6.369309
## iter 90 value 6.367860
## iter 100 value 6.367258
## final value 6.367258
## stopped after 100 iterations
## # weights: 59
## initial value 133.677401
## iter 10 value 9.623853
## iter 20 value 7.471980
## iter 30 value 7.114720
## iter 40 value 6.982377
## iter 50 value 6.649634
## iter 60 value 6.473935
## iter 70 value 6.421759
## iter 80 value 6.403866
## iter 90 value 6.397249
## iter 100 value 6.395286
## final value 6.395286
## stopped after 100 iterations
## # weights: 75
## initial value 125.052128
## iter 10 value 8.798978
## iter 20 value 6.401089
## iter 30 value 6.269956
## iter 40 value 6.200046
## iter 50 value 6.154978
## iter 60 value 6.136985
## iter 70 value 6.127558
## iter 80 value 6.124772
## iter 90 value 6.123763
## iter 100 value 6.123511
## final value 6.123511
## stopped after 100 iterations
## # weights: 91
## initial value 135.440780
## iter 10 value 9.266422
## iter 20 value 6.323203
## iter 30 value 6.107258
## iter 40 value 6.091234
## iter 50 value 6.078239
## iter 60 value 6.069452
## iter 70 value 6.065766
## iter 80 value 6.059715
## iter 90 value 6.054069
## iter 100 value 6.052584
## final value 6.052584
## stopped after 100 iterations
## # weights: 107
## initial value 143.811442
## iter 10 value 7.763111
## iter 20 value 6.138851
## iter 30 value 6.054883
## iter 40 value 6.039022
## iter 50 value 6.024783
## iter 60 value 6.018706
## iter 70 value 6.014782
## iter 80 value 6.013144
## iter 90 value 6.012298
## iter 100 value 6.012038
## final value 6.012038
## stopped after 100 iterations
## # weights: 123
## initial value 127.505823
## iter 10 value 12.650510
## iter 20 value 6.412442
## iter 30 value 6.108357
## iter 40 value 6.041507
## iter 50 value 6.025828
## iter 60 value 6.019959
## iter 70 value 6.016481
## iter 80 value 6.012263
## iter 90 value 6.006348
## iter 100 value 5.999474
## final value 5.999474
## stopped after 100 iterations
## # weights: 139
## initial value 151.056226
## iter 10 value 9.866274
## iter 20 value 6.196347
## iter 30 value 6.055659
## iter 40 value 6.024115
## iter 50 value 5.997799
## iter 60 value 5.978160
## iter 70 value 5.969271
## iter 80 value 5.965758
## iter 90 value 5.962018
## iter 100 value 5.958844
## final value 5.958844
## stopped after 100 iterations
## # weights: 155
## initial value 168.475274
## iter 10 value 8.986113
## iter 20 value 6.296851
## iter 30 value 6.141513
## iter 40 value 6.050795
## iter 50 value 6.011297
## iter 60 value 5.989337
## iter 70 value 5.978559
## iter 80 value 5.972734
## iter 90 value 5.968373
## iter 100 value 5.963905
## final value 5.963905
## stopped after 100 iterations
## # weights: 11
## initial value 116.598851
## iter 10 value 18.564107
## iter 20 value 14.710977
## iter 30 value 14.672643
## iter 40 value 14.657922
## final value 14.657896
## converged
## # weights: 27
## initial value 131.140742
## iter 10 value 25.598025
## iter 20 value 8.237884
## iter 30 value 5.614505
## iter 40 value 5.322412
## iter 50 value 5.272728
## iter 60 value 5.144646
## iter 70 value 4.923002
## iter 80 value 4.843317
## iter 90 value 4.827173
## iter 100 value 4.823273
## final value 4.823273
## stopped after 100 iterations
## # weights: 43
## initial value 134.237634
## iter 10 value 15.066906
## iter 20 value 7.397178
## iter 30 value 4.559020
## iter 40 value 4.403249
## iter 50 value 4.390450
## iter 60 value 4.382878
## iter 70 value 4.348117
## iter 80 value 4.276083
## iter 90 value 4.223560
## iter 100 value 4.206201
## final value 4.206201
## stopped after 100 iterations
## # weights: 59
## initial value 129.743501
## iter 10 value 10.246314
## iter 20 value 5.137116
## iter 30 value 4.540341
## iter 40 value 4.388257
## iter 50 value 4.328622
## iter 60 value 4.258651
## iter 70 value 4.189146
## iter 80 value 3.998265
## iter 90 value 3.925862
## iter 100 value 3.907366
## final value 3.907366
## stopped after 100 iterations
## # weights: 75
## initial value 147.306044
## iter 10 value 6.276334
## iter 20 value 4.536018
## iter 30 value 4.290963
## iter 40 value 4.030015
## iter 50 value 3.874676
## iter 60 value 3.821520
## iter 70 value 3.809469
## iter 80 value 3.803946
## iter 90 value 3.800149
## iter 100 value 3.797422
## final value 3.797422
## stopped after 100 iterations
## # weights: 91
## initial value 141.488188
## iter 10 value 7.707160
## iter 20 value 4.369480
## iter 30 value 4.195203
## iter 40 value 4.139039
## iter 50 value 4.111312
## iter 60 value 4.091330
## iter 70 value 4.079806
## iter 80 value 4.074109
## iter 90 value 4.069244
## iter 100 value 4.066610
## final value 4.066610
## stopped after 100 iterations
## # weights: 107
## initial value 133.410423
## iter 10 value 6.092238
## iter 20 value 4.204975
## iter 30 value 4.095466
## iter 40 value 4.072293
## iter 50 value 4.059139
## iter 60 value 4.051707
## iter 70 value 4.047202
## iter 80 value 4.041855
## iter 90 value 3.995562
## iter 100 value 3.828884
## final value 3.828884
## stopped after 100 iterations
## # weights: 123
## initial value 194.142179
## iter 10 value 5.924013
## iter 20 value 4.231595
## iter 30 value 4.104446
## iter 40 value 4.026630
## iter 50 value 3.828978
## iter 60 value 3.747924
## iter 70 value 3.729993
## iter 80 value 3.721973
## iter 90 value 3.717241
## iter 100 value 3.713829
## final value 3.713829
## stopped after 100 iterations
## # weights: 139
## initial value 114.732392
## iter 10 value 6.029032
## iter 20 value 4.356407
## iter 30 value 4.091539
## iter 40 value 3.777132
## iter 50 value 3.682744
## iter 60 value 3.649722
## iter 70 value 3.624762
## iter 80 value 3.584338
## iter 90 value 3.553194
## iter 100 value 3.541881
## final value 3.541881
## stopped after 100 iterations
## # weights: 155
## initial value 167.542764
## iter 10 value 5.728213
## iter 20 value 4.233707
## iter 30 value 3.990485
## iter 40 value 3.782260
## iter 50 value 3.688214
## iter 60 value 3.617844
## iter 70 value 3.595900
## iter 80 value 3.590090
## iter 90 value 3.585434
## iter 100 value 3.576681
## final value 3.576681
## stopped after 100 iterations
## # weights: 11
## initial value 121.420275
## iter 10 value 32.960524
## iter 20 value 11.784694
## iter 30 value 10.519537
## iter 40 value 10.019324
## final value 10.008161
## converged
## # weights: 27
## initial value 128.245538
## iter 10 value 4.510260
## iter 20 value 3.662159
## iter 30 value 3.427250
## iter 40 value 3.285670
## iter 50 value 3.018552
## iter 60 value 2.876311
## iter 70 value 2.764265
## iter 80 value 2.664973
## iter 90 value 2.657940
## iter 100 value 2.657223
## final value 2.657223
## stopped after 100 iterations
## # weights: 43
## initial value 139.306389
## iter 10 value 8.096518
## iter 20 value 3.992844
## iter 30 value 3.625964
## iter 40 value 3.354192
## iter 50 value 3.208815
## iter 60 value 3.118534
## iter 70 value 3.031395
## iter 80 value 2.626850
## iter 90 value 2.472708
## iter 100 value 2.360223
## final value 2.360223
## stopped after 100 iterations
## # weights: 59
## initial value 128.056430
## iter 10 value 4.702102
## iter 20 value 3.491269
## iter 30 value 3.201707
## iter 40 value 2.820815
## iter 50 value 2.500228
## iter 60 value 2.365185
## iter 70 value 2.212068
## iter 80 value 2.134262
## iter 90 value 1.985011
## iter 100 value 1.941603
## final value 1.941603
## stopped after 100 iterations
## # weights: 75
## initial value 161.750888
## iter 10 value 5.816715
## iter 20 value 3.669315
## iter 30 value 2.857857
## iter 40 value 2.533263
## iter 50 value 2.388259
## iter 60 value 2.314427
## iter 70 value 2.262608
## iter 80 value 2.197045
## iter 90 value 2.107736
## iter 100 value 2.053939
## final value 2.053939
## stopped after 100 iterations
## # weights: 91
## initial value 172.896885
## iter 10 value 6.239674
## iter 20 value 3.499157
## iter 30 value 2.655181
## iter 40 value 2.307088
## iter 50 value 2.140370
## iter 60 value 2.047818
## iter 70 value 1.999422
## iter 80 value 1.960889
## iter 90 value 1.946665
## iter 100 value 1.940251
## final value 1.940251
## stopped after 100 iterations
## # weights: 107
## initial value 129.573226
## iter 10 value 4.552633
## iter 20 value 3.146360
## iter 30 value 2.447482
## iter 40 value 2.222190
## iter 50 value 2.139355
## iter 60 value 2.104055
## iter 70 value 2.084194
## iter 80 value 2.067440
## iter 90 value 2.048124
## iter 100 value 2.019641
## final value 2.019641
## stopped after 100 iterations
## # weights: 123
## initial value 120.540678
## iter 10 value 6.050377
## iter 20 value 3.864729
## iter 30 value 2.819876
## iter 40 value 2.465729
## iter 50 value 2.257217
## iter 60 value 2.149711
## iter 70 value 2.075238
## iter 80 value 2.015850
## iter 90 value 1.970142
## iter 100 value 1.940607
## final value 1.940607
## stopped after 100 iterations
## # weights: 139
## initial value 218.315822
## iter 10 value 4.127473
## iter 20 value 3.190978
## iter 30 value 2.946783
## iter 40 value 2.352281
## iter 50 value 2.161299
## iter 60 value 2.112459
## iter 70 value 2.095624
## iter 80 value 2.080226
## iter 90 value 2.058952
## iter 100 value 2.044483
## final value 2.044483
## stopped after 100 iterations
## # weights: 155
## initial value 135.874711
## iter 10 value 3.757652
## iter 20 value 3.055966
## iter 30 value 2.362164
## iter 40 value 2.134486
## iter 50 value 2.064244
## iter 60 value 2.002566
## iter 70 value 1.946149
## iter 80 value 1.870084
## iter 90 value 1.846106
## iter 100 value 1.840523
## final value 1.840523
## stopped after 100 iterations
## # weights: 11
## initial value 134.576917
## iter 10 value 51.430579
## iter 20 value 50.388536
## iter 30 value 50.333157
## iter 40 value 49.836424
## iter 50 value 43.222364
## iter 60 value 20.060754
## iter 70 value 6.993401
## iter 80 value 6.968145
## iter 90 value 6.963765
## iter 100 value 6.963219
## final value 6.963219
## stopped after 100 iterations
## # weights: 27
## initial value 133.591958
## iter 10 value 6.310617
## iter 20 value 2.592909
## iter 30 value 2.147766
## iter 40 value 1.962272
## iter 50 value 1.812706
## iter 60 value 1.665245
## iter 70 value 1.609725
## iter 80 value 1.585982
## iter 90 value 1.580772
## iter 100 value 1.579455
## final value 1.579455
## stopped after 100 iterations
## # weights: 43
## initial value 151.446931
## iter 10 value 12.076006
## iter 20 value 3.361054
## iter 30 value 2.654511
## iter 40 value 2.350910
## iter 50 value 2.124424
## iter 60 value 1.857888
## iter 70 value 1.597876
## iter 80 value 1.441832
## iter 90 value 1.331020
## iter 100 value 1.206843
## final value 1.206843
## stopped after 100 iterations
## # weights: 59
## initial value 137.903902
## iter 10 value 5.501159
## iter 20 value 2.646404
## iter 30 value 2.279646
## iter 40 value 1.969563
## iter 50 value 1.829055
## iter 60 value 1.798461
## iter 70 value 1.730892
## iter 80 value 1.449535
## iter 90 value 1.241802
## iter 100 value 1.193507
## final value 1.193507
## stopped after 100 iterations
## # weights: 75
## initial value 121.298699
## iter 10 value 8.621024
## iter 20 value 2.300947
## iter 30 value 2.121788
## iter 40 value 1.777819
## iter 50 value 1.446510
## iter 60 value 1.283421
## iter 70 value 1.179065
## iter 80 value 1.143587
## iter 90 value 1.127646
## iter 100 value 1.109345
## final value 1.109345
## stopped after 100 iterations
## # weights: 91
## initial value 129.031846
## iter 10 value 6.923631
## iter 20 value 2.559035
## iter 30 value 1.905816
## iter 40 value 1.345839
## iter 50 value 1.173748
## iter 60 value 1.066502
## iter 70 value 1.026626
## iter 80 value 1.012603
## iter 90 value 1.004240
## iter 100 value 0.999193
## final value 0.999193
## stopped after 100 iterations
## # weights: 107
## initial value 119.926946
## iter 10 value 3.874201
## iter 20 value 2.373631
## iter 30 value 1.925391
## iter 40 value 1.425242
## iter 50 value 1.235838
## iter 60 value 1.164475
## iter 70 value 1.114456
## iter 80 value 1.087294
## iter 90 value 1.068512
## iter 100 value 1.057756
## final value 1.057756
## stopped after 100 iterations
## # weights: 123
## initial value 122.284686
## iter 10 value 6.178031
## iter 20 value 2.207110
## iter 30 value 1.696598
## iter 40 value 1.264388
## iter 50 value 1.131280
## iter 60 value 1.100211
## iter 70 value 1.082091
## iter 80 value 1.071829
## iter 90 value 1.064400
## iter 100 value 1.057042
## final value 1.057042
## stopped after 100 iterations
## # weights: 139
## initial value 130.746313
## iter 10 value 6.824229
## iter 20 value 3.502041
## iter 30 value 2.537450
## iter 40 value 1.941447
## iter 50 value 1.632398
## iter 60 value 1.405414
## iter 70 value 1.262188
## iter 80 value 1.164958
## iter 90 value 1.083375
## iter 100 value 1.043915
## final value 1.043915
## stopped after 100 iterations
## # weights: 155
## initial value 152.956901
## iter 10 value 3.321397
## iter 20 value 2.043915
## iter 30 value 1.511402
## iter 40 value 1.201042
## iter 50 value 1.120316
## iter 60 value 1.090053
## iter 70 value 1.075300
## iter 80 value 1.062924
## iter 90 value 1.052536
## iter 100 value 1.043883
## final value 1.043883
## stopped after 100 iterations
## # weights: 11
## initial value 122.517308
## iter 10 value 30.282595
## iter 20 value 5.337333
## iter 30 value 5.182468
## iter 40 value 5.007742
## iter 50 value 4.998303
## iter 60 value 4.998246
## iter 70 value 4.998158
## iter 80 value 4.998151
## iter 90 value 4.998113
## final value 4.998113
## converged
## # weights: 27
## initial value 113.203267
## iter 10 value 9.506764
## iter 20 value 2.368561
## iter 30 value 2.025003
## iter 40 value 1.650165
## iter 50 value 1.479020
## iter 60 value 1.387966
## iter 70 value 1.323298
## iter 80 value 1.234273
## iter 90 value 1.220345
## iter 100 value 1.214156
## final value 1.214156
## stopped after 100 iterations
## # weights: 43
## initial value 114.283116
## iter 10 value 3.502562
## iter 20 value 1.420554
## iter 30 value 1.328068
## iter 40 value 1.283643
## iter 50 value 1.218966
## iter 60 value 1.193374
## iter 70 value 1.171047
## iter 80 value 1.077840
## iter 90 value 1.010814
## iter 100 value 0.948962
## final value 0.948962
## stopped after 100 iterations
## # weights: 59
## initial value 142.220896
## iter 10 value 5.910020
## iter 20 value 2.489059
## iter 30 value 1.334453
## iter 40 value 0.995144
## iter 50 value 0.770202
## iter 60 value 0.646395
## iter 70 value 0.607024
## iter 80 value 0.572917
## iter 90 value 0.557422
## iter 100 value 0.548387
## final value 0.548387
## stopped after 100 iterations
## # weights: 75
## initial value 131.642511
## iter 10 value 4.817447
## iter 20 value 1.155099
## iter 30 value 0.883891
## iter 40 value 0.638987
## iter 50 value 0.595718
## iter 60 value 0.574431
## iter 70 value 0.563621
## iter 80 value 0.555050
## iter 90 value 0.540521
## iter 100 value 0.520754
## final value 0.520754
## stopped after 100 iterations
## # weights: 91
## initial value 126.549960
## iter 10 value 3.427348
## iter 20 value 1.502992
## iter 30 value 1.313807
## iter 40 value 1.245434
## iter 50 value 1.185773
## iter 60 value 0.964037
## iter 70 value 0.835678
## iter 80 value 0.761380
## iter 90 value 0.726969
## iter 100 value 0.694024
## final value 0.694024
## stopped after 100 iterations
## # weights: 107
## initial value 133.283246
## iter 10 value 4.882599
## iter 20 value 2.328294
## iter 30 value 1.131613
## iter 40 value 0.754023
## iter 50 value 0.624315
## iter 60 value 0.561279
## iter 70 value 0.523889
## iter 80 value 0.514247
## iter 90 value 0.506061
## iter 100 value 0.501606
## final value 0.501606
## stopped after 100 iterations
## # weights: 123
## initial value 181.768137
## iter 10 value 3.130822
## iter 20 value 1.412449
## iter 30 value 1.219560
## iter 40 value 0.847054
## iter 50 value 0.713714
## iter 60 value 0.662447
## iter 70 value 0.640148
## iter 80 value 0.628410
## iter 90 value 0.617929
## iter 100 value 0.600679
## final value 0.600679
## stopped after 100 iterations
## # weights: 139
## initial value 176.680436
## iter 10 value 5.518954
## iter 20 value 1.980717
## iter 30 value 1.033196
## iter 40 value 0.756977
## iter 50 value 0.679340
## iter 60 value 0.586789
## iter 70 value 0.544005
## iter 80 value 0.526771
## iter 90 value 0.508520
## iter 100 value 0.499694
## final value 0.499694
## stopped after 100 iterations
## # weights: 155
## initial value 158.077213
## iter 10 value 4.062780
## iter 20 value 1.354388
## iter 30 value 0.963870
## iter 40 value 0.777826
## iter 50 value 0.715237
## iter 60 value 0.679958
## iter 70 value 0.652614
## iter 80 value 0.611836
## iter 90 value 0.576898
## iter 100 value 0.551289
## final value 0.551289
## stopped after 100 iterations
## # weights: 11
## initial value 116.464570
## iter 10 value 43.899272
## iter 20 value 4.871327
## iter 30 value 3.917200
## iter 40 value 3.789648
## iter 50 value 3.769565
## iter 60 value 3.768213
## iter 70 value 3.768141
## iter 70 value 3.768141
## final value 3.768141
## converged
## # weights: 27
## initial value 151.456243
## iter 10 value 3.881286
## iter 20 value 1.720382
## iter 30 value 1.030963
## iter 40 value 0.970885
## iter 50 value 0.815670
## iter 60 value 0.778567
## iter 70 value 0.741942
## iter 80 value 0.684220
## iter 90 value 0.659899
## iter 100 value 0.635970
## final value 0.635970
## stopped after 100 iterations
## # weights: 43
## initial value 124.440822
## iter 10 value 3.274255
## iter 20 value 0.889693
## iter 30 value 0.803585
## iter 40 value 0.747976
## iter 50 value 0.722165
## iter 60 value 0.697329
## iter 70 value 0.661874
## iter 80 value 0.644301
## iter 90 value 0.634762
## iter 100 value 0.602658
## final value 0.602658
## stopped after 100 iterations
## # weights: 59
## initial value 126.561034
## iter 10 value 5.902828
## iter 20 value 1.515893
## iter 30 value 0.805758
## iter 40 value 0.554517
## iter 50 value 0.501774
## iter 60 value 0.459538
## iter 70 value 0.443767
## iter 80 value 0.410510
## iter 90 value 0.390793
## iter 100 value 0.385193
## final value 0.385193
## stopped after 100 iterations
## # weights: 75
## initial value 133.751342
## iter 10 value 3.431533
## iter 20 value 1.539875
## iter 30 value 0.516953
## iter 40 value 0.412625
## iter 50 value 0.341875
## iter 60 value 0.317860
## iter 70 value 0.292456
## iter 80 value 0.277656
## iter 90 value 0.265436
## iter 100 value 0.259511
## final value 0.259511
## stopped after 100 iterations
## # weights: 91
## initial value 189.995481
## iter 10 value 3.844584
## iter 20 value 0.992295
## iter 30 value 0.623596
## iter 40 value 0.500657
## iter 50 value 0.414715
## iter 60 value 0.370023
## iter 70 value 0.346371
## iter 80 value 0.323723
## iter 90 value 0.313559
## iter 100 value 0.298151
## final value 0.298151
## stopped after 100 iterations
## # weights: 107
## initial value 134.583619
## iter 10 value 3.735736
## iter 20 value 0.897359
## iter 30 value 0.676446
## iter 40 value 0.635180
## iter 50 value 0.574476
## iter 60 value 0.512464
## iter 70 value 0.478229
## iter 80 value 0.413117
## iter 90 value 0.379732
## iter 100 value 0.349684
## final value 0.349684
## stopped after 100 iterations
## # weights: 123
## initial value 116.012511
## iter 10 value 3.570587
## iter 20 value 1.272732
## iter 30 value 0.710144
## iter 40 value 0.666592
## iter 50 value 0.601015
## iter 60 value 0.522736
## iter 70 value 0.457161
## iter 80 value 0.397073
## iter 90 value 0.367996
## iter 100 value 0.338555
## final value 0.338555
## stopped after 100 iterations
## # weights: 139
## initial value 143.827027
## iter 10 value 3.042697
## iter 20 value 1.173315
## iter 30 value 0.631711
## iter 40 value 0.548267
## iter 50 value 0.484181
## iter 60 value 0.395757
## iter 70 value 0.355390
## iter 80 value 0.333315
## iter 90 value 0.317814
## iter 100 value 0.306395
## final value 0.306395
## stopped after 100 iterations
## # weights: 155
## initial value 225.344854
## iter 10 value 8.637214
## iter 20 value 1.548915
## iter 30 value 0.683259
## iter 40 value 0.458187
## iter 50 value 0.339770
## iter 60 value 0.285464
## iter 70 value 0.266031
## iter 80 value 0.255644
## iter 90 value 0.246956
## iter 100 value 0.242715
## final value 0.242715
## stopped after 100 iterations
## # weights: 11
## initial value 138.675597
## iter 10 value 33.994090
## iter 20 value 5.393193
## iter 30 value 3.400322
## iter 40 value 3.231270
## iter 50 value 3.061531
## iter 60 value 2.999694
## iter 70 value 2.994196
## iter 80 value 2.992465
## iter 90 value 2.975703
## iter 100 value 2.973651
## final value 2.973651
## stopped after 100 iterations
## # weights: 27
## initial value 112.913403
## iter 10 value 3.987934
## iter 20 value 0.693126
## iter 30 value 0.577761
## iter 40 value 0.501210
## iter 50 value 0.452598
## iter 60 value 0.416720
## iter 70 value 0.393572
## iter 80 value 0.375245
## iter 90 value 0.347264
## iter 100 value 0.335140
## final value 0.335140
## stopped after 100 iterations
## # weights: 43
## initial value 125.635184
## iter 10 value 8.098279
## iter 20 value 0.669754
## iter 30 value 0.338050
## iter 40 value 0.327170
## iter 50 value 0.317712
## iter 60 value 0.310841
## iter 70 value 0.296105
## iter 80 value 0.281394
## iter 90 value 0.239740
## iter 100 value 0.222734
## final value 0.222734
## stopped after 100 iterations
## # weights: 59
## initial value 199.864447
## iter 10 value 3.900940
## iter 20 value 0.936251
## iter 30 value 0.374432
## iter 40 value 0.292000
## iter 50 value 0.264573
## iter 60 value 0.243866
## iter 70 value 0.230336
## iter 80 value 0.217975
## iter 90 value 0.214131
## iter 100 value 0.205331
## final value 0.205331
## stopped after 100 iterations
## # weights: 75
## initial value 160.143043
## iter 10 value 4.060141
## iter 20 value 1.239349
## iter 30 value 0.477650
## iter 40 value 0.403852
## iter 50 value 0.374373
## iter 60 value 0.323226
## iter 70 value 0.273778
## iter 80 value 0.259763
## iter 90 value 0.249820
## iter 100 value 0.241163
## final value 0.241163
## stopped after 100 iterations
## # weights: 91
## initial value 157.800409
## iter 10 value 4.567397
## iter 20 value 1.819437
## iter 30 value 0.446193
## iter 40 value 0.324262
## iter 50 value 0.292582
## iter 60 value 0.277178
## iter 70 value 0.257770
## iter 80 value 0.227400
## iter 90 value 0.204096
## iter 100 value 0.188711
## final value 0.188711
## stopped after 100 iterations
## # weights: 107
## initial value 124.848330
## iter 10 value 3.920927
## iter 20 value 0.678141
## iter 30 value 0.440018
## iter 40 value 0.332520
## iter 50 value 0.262474
## iter 60 value 0.206734
## iter 70 value 0.192960
## iter 80 value 0.181796
## iter 90 value 0.173086
## iter 100 value 0.165733
## final value 0.165733
## stopped after 100 iterations
## # weights: 123
## initial value 151.499508
## iter 10 value 3.756879
## iter 20 value 1.277598
## iter 30 value 0.368492
## iter 40 value 0.303731
## iter 50 value 0.276588
## iter 60 value 0.233492
## iter 70 value 0.206729
## iter 80 value 0.182830
## iter 90 value 0.176188
## iter 100 value 0.159772
## final value 0.159772
## stopped after 100 iterations
## # weights: 139
## initial value 146.802653
## iter 10 value 4.502277
## iter 20 value 1.559699
## iter 30 value 0.449738
## iter 40 value 0.358114
## iter 50 value 0.279779
## iter 60 value 0.232204
## iter 70 value 0.214379
## iter 80 value 0.192804
## iter 90 value 0.180681
## iter 100 value 0.173115
## final value 0.173115
## stopped after 100 iterations
## # weights: 155
## initial value 149.116380
## iter 10 value 2.732492
## iter 20 value 0.599299
## iter 30 value 0.326802
## iter 40 value 0.251095
## iter 50 value 0.219084
## iter 60 value 0.187538
## iter 70 value 0.164834
## iter 80 value 0.154253
## iter 90 value 0.145623
## iter 100 value 0.138674
## final value 0.138674
## stopped after 100 iterations
## # weights: 11
## initial value 134.012597
## iter 10 value 50.490992
## iter 20 value 14.356511
## iter 30 value 6.139640
## iter 40 value 3.747325
## iter 50 value 2.420010
## iter 60 value 2.312107
## iter 70 value 2.120609
## iter 80 value 2.095073
## iter 90 value 1.976694
## iter 100 value 1.947931
## final value 1.947931
## stopped after 100 iterations
## # weights: 27
## initial value 137.579181
## iter 10 value 23.659803
## iter 20 value 2.661871
## iter 30 value 0.146860
## iter 40 value 0.000248
## final value 0.000057
## converged
## # weights: 43
## initial value 131.233372
## iter 10 value 7.502129
## iter 20 value 1.211799
## iter 30 value 0.005107
## iter 40 value 0.000149
## final value 0.000096
## converged
## # weights: 59
## initial value 158.478268
## iter 10 value 4.200969
## iter 20 value 0.204944
## iter 30 value 0.002445
## final value 0.000083
## converged
## # weights: 75
## initial value 133.024138
## iter 10 value 7.111469
## iter 20 value 0.123172
## iter 30 value 0.000290
## final value 0.000098
## converged
## # weights: 91
## initial value 160.114543
## iter 10 value 5.484485
## iter 20 value 1.085698
## iter 30 value 0.001774
## iter 40 value 0.000107
## iter 40 value 0.000100
## iter 40 value 0.000085
## final value 0.000085
## converged
## # weights: 107
## initial value 208.460381
## iter 10 value 5.883208
## iter 20 value 0.988341
## iter 30 value 0.008190
## iter 40 value 0.000139
## iter 40 value 0.000096
## iter 40 value 0.000093
## final value 0.000093
## converged
## # weights: 123
## initial value 212.080475
## iter 10 value 5.803764
## iter 20 value 0.119613
## iter 30 value 0.000452
## final value 0.000054
## converged
## # weights: 139
## initial value 140.129083
## iter 10 value 4.788941
## iter 20 value 0.453890
## iter 30 value 0.003470
## final value 0.000067
## converged
## # weights: 155
## initial value 141.406855
## iter 10 value 5.399345
## iter 20 value 0.392451
## iter 30 value 0.001532
## final value 0.000086
## converged
## # weights: 11
## initial value 119.766683
## iter 10 value 65.096075
## iter 20 value 51.194056
## iter 30 value 44.298287
## iter 40 value 44.154955
## final value 44.154954
## converged
## # weights: 27
## initial value 131.587055
## iter 10 value 31.319864
## iter 20 value 20.546322
## iter 30 value 20.271626
## iter 40 value 20.252040
## final value 20.251975
## converged
## # weights: 43
## initial value 141.153882
## iter 10 value 29.524756
## iter 20 value 19.213773
## iter 30 value 18.559952
## iter 40 value 18.481082
## iter 50 value 18.480662
## final value 18.480618
## converged
## # weights: 59
## initial value 140.806170
## iter 10 value 35.969303
## iter 20 value 19.941428
## iter 30 value 18.185961
## iter 40 value 18.114492
## iter 50 value 18.067870
## iter 60 value 18.011934
## iter 70 value 17.963307
## iter 80 value 17.954700
## iter 90 value 17.951699
## iter 100 value 17.931940
## final value 17.931940
## stopped after 100 iterations
## # weights: 75
## initial value 150.727957
## iter 10 value 35.107425
## iter 20 value 18.565253
## iter 30 value 18.347379
## iter 40 value 18.242284
## iter 50 value 18.101716
## iter 60 value 18.022220
## iter 70 value 17.989649
## iter 80 value 17.974685
## iter 90 value 17.966587
## iter 100 value 17.966355
## final value 17.966355
## stopped after 100 iterations
## # weights: 91
## initial value 137.324164
## iter 10 value 21.600289
## iter 20 value 18.022813
## iter 30 value 17.654756
## iter 40 value 17.456447
## iter 50 value 17.410464
## iter 60 value 17.397479
## iter 70 value 17.394217
## iter 80 value 17.392551
## iter 90 value 17.390834
## iter 100 value 17.390263
## final value 17.390263
## stopped after 100 iterations
## # weights: 107
## initial value 146.440973
## iter 10 value 22.751278
## iter 20 value 17.618438
## iter 30 value 17.322984
## iter 40 value 17.230224
## iter 50 value 17.170712
## iter 60 value 17.161013
## iter 70 value 17.158242
## iter 80 value 17.157071
## iter 90 value 17.155869
## iter 100 value 17.155366
## final value 17.155366
## stopped after 100 iterations
## # weights: 123
## initial value 180.465419
## iter 10 value 19.087002
## iter 20 value 17.271622
## iter 30 value 17.080370
## iter 40 value 17.020095
## iter 50 value 16.984005
## iter 60 value 16.975468
## iter 70 value 16.974291
## iter 80 value 16.974031
## iter 90 value 16.973990
## iter 100 value 16.973962
## final value 16.973962
## stopped after 100 iterations
## # weights: 139
## initial value 175.687426
## iter 10 value 20.184396
## iter 20 value 17.205814
## iter 30 value 16.985151
## iter 40 value 16.884036
## iter 50 value 16.850997
## iter 60 value 16.845343
## iter 70 value 16.844504
## iter 80 value 16.844398
## iter 90 value 16.844269
## iter 100 value 16.844239
## final value 16.844239
## stopped after 100 iterations
## # weights: 155
## initial value 139.688846
## iter 10 value 20.817372
## iter 20 value 17.008298
## iter 30 value 16.801100
## iter 40 value 16.727475
## iter 50 value 16.711627
## iter 60 value 16.696878
## iter 70 value 16.686479
## iter 80 value 16.680163
## iter 90 value 16.677802
## iter 100 value 16.677342
## final value 16.677342
## stopped after 100 iterations
## # weights: 11
## initial value 131.095733
## iter 10 value 44.537592
## iter 20 value 32.185002
## iter 30 value 32.100464
## final value 32.100379
## converged
## # weights: 27
## initial value 134.232455
## iter 10 value 41.394147
## iter 20 value 15.316786
## iter 30 value 13.490583
## iter 40 value 12.846460
## iter 50 value 12.825158
## iter 60 value 12.816939
## iter 70 value 12.816290
## iter 80 value 12.815937
## final value 12.815936
## converged
## # weights: 43
## initial value 124.006092
## iter 10 value 22.853988
## iter 20 value 13.064317
## iter 30 value 11.884713
## iter 40 value 11.729120
## iter 50 value 11.567247
## iter 60 value 11.546825
## iter 70 value 11.546706
## iter 80 value 11.546676
## iter 90 value 11.546663
## final value 11.546659
## converged
## # weights: 59
## initial value 116.489052
## iter 10 value 17.035455
## iter 20 value 11.640988
## iter 30 value 11.500278
## iter 40 value 11.485936
## iter 50 value 11.442605
## iter 60 value 11.389490
## iter 70 value 11.357840
## iter 80 value 11.330073
## iter 90 value 11.318129
## iter 100 value 11.305844
## final value 11.305844
## stopped after 100 iterations
## # weights: 75
## initial value 136.808281
## iter 10 value 13.949907
## iter 20 value 11.783356
## iter 30 value 11.438186
## iter 40 value 11.215267
## iter 50 value 11.109005
## iter 60 value 11.093052
## iter 70 value 11.089845
## iter 80 value 11.088656
## iter 90 value 11.088030
## iter 100 value 11.087629
## final value 11.087629
## stopped after 100 iterations
## # weights: 91
## initial value 141.653314
## iter 10 value 18.484274
## iter 20 value 11.211530
## iter 30 value 11.054591
## iter 40 value 10.984263
## iter 50 value 10.969877
## iter 60 value 10.959914
## iter 70 value 10.955432
## iter 80 value 10.953096
## iter 90 value 10.951790
## iter 100 value 10.951354
## final value 10.951354
## stopped after 100 iterations
## # weights: 107
## initial value 152.700046
## iter 10 value 12.118532
## iter 20 value 11.084537
## iter 30 value 10.955624
## iter 40 value 10.900296
## iter 50 value 10.863751
## iter 60 value 10.852087
## iter 70 value 10.840071
## iter 80 value 10.832122
## iter 90 value 10.830604
## iter 100 value 10.829763
## final value 10.829763
## stopped after 100 iterations
## # weights: 123
## initial value 125.508854
## iter 10 value 14.199116
## iter 20 value 11.018274
## iter 30 value 10.871572
## iter 40 value 10.825077
## iter 50 value 10.800144
## iter 60 value 10.792365
## iter 70 value 10.785222
## iter 80 value 10.775312
## iter 90 value 10.765372
## iter 100 value 10.762067
## final value 10.762067
## stopped after 100 iterations
## # weights: 139
## initial value 133.614609
## iter 10 value 12.933351
## iter 20 value 10.902231
## iter 30 value 10.735036
## iter 40 value 10.715006
## iter 50 value 10.706591
## iter 60 value 10.703848
## iter 70 value 10.702166
## iter 80 value 10.701058
## iter 90 value 10.700241
## iter 100 value 10.699505
## final value 10.699505
## stopped after 100 iterations
## # weights: 155
## initial value 117.483518
## iter 10 value 13.783992
## iter 20 value 11.146795
## iter 30 value 10.858097
## iter 40 value 10.786316
## iter 50 value 10.717134
## iter 60 value 10.683467
## iter 70 value 10.674057
## iter 80 value 10.671396
## iter 90 value 10.668691
## iter 100 value 10.664614
## final value 10.664614
## stopped after 100 iterations
## # weights: 11
## initial value 125.483854
## iter 10 value 49.750329
## iter 20 value 30.440159
## iter 30 value 22.780555
## iter 40 value 22.720752
## final value 22.720736
## converged
## # weights: 27
## initial value 121.808068
## iter 10 value 14.581569
## iter 20 value 8.340271
## iter 30 value 7.998238
## iter 40 value 7.991120
## iter 50 value 7.988371
## iter 60 value 7.987506
## iter 70 value 7.987449
## final value 7.987449
## converged
## # weights: 43
## initial value 113.578732
## iter 10 value 12.110693
## iter 20 value 8.419159
## iter 30 value 7.905376
## iter 40 value 7.824532
## iter 50 value 7.705888
## iter 60 value 7.678996
## iter 70 value 7.674979
## iter 80 value 7.674520
## iter 90 value 7.674282
## iter 100 value 7.674192
## final value 7.674192
## stopped after 100 iterations
## # weights: 59
## initial value 133.631297
## iter 10 value 12.028929
## iter 20 value 8.478418
## iter 30 value 7.911766
## iter 40 value 7.680667
## iter 50 value 7.599103
## iter 60 value 7.546967
## iter 70 value 7.538403
## iter 80 value 7.536624
## iter 90 value 7.536282
## iter 100 value 7.536208
## final value 7.536208
## stopped after 100 iterations
## # weights: 75
## initial value 135.078559
## iter 10 value 12.530390
## iter 20 value 8.383565
## iter 30 value 7.544949
## iter 40 value 7.387042
## iter 50 value 7.326255
## iter 60 value 7.305303
## iter 70 value 7.299256
## iter 80 value 7.296931
## iter 90 value 7.294573
## iter 100 value 7.292068
## final value 7.292068
## stopped after 100 iterations
## # weights: 91
## initial value 117.600957
## iter 10 value 10.893010
## iter 20 value 7.617998
## iter 30 value 7.334080
## iter 40 value 7.299253
## iter 50 value 7.283628
## iter 60 value 7.278087
## iter 70 value 7.274701
## iter 80 value 7.273081
## iter 90 value 7.272502
## iter 100 value 7.272289
## final value 7.272289
## stopped after 100 iterations
## # weights: 107
## initial value 144.727421
## iter 10 value 10.193777
## iter 20 value 7.476515
## iter 30 value 7.304628
## iter 40 value 7.254696
## iter 50 value 7.239701
## iter 60 value 7.229049
## iter 70 value 7.215948
## iter 80 value 7.210618
## iter 90 value 7.207114
## iter 100 value 7.204851
## final value 7.204851
## stopped after 100 iterations
## # weights: 123
## initial value 136.915884
## iter 10 value 11.342384
## iter 20 value 8.017617
## iter 30 value 7.341565
## iter 40 value 7.219221
## iter 50 value 7.182473
## iter 60 value 7.171836
## iter 70 value 7.166468
## iter 80 value 7.164109
## iter 90 value 7.162564
## iter 100 value 7.162025
## final value 7.162025
## stopped after 100 iterations
## # weights: 139
## initial value 183.793365
## iter 10 value 11.333038
## iter 20 value 7.404984
## iter 30 value 7.228651
## iter 40 value 7.193418
## iter 50 value 7.175830
## iter 60 value 7.161586
## iter 70 value 7.151183
## iter 80 value 7.142472
## iter 90 value 7.138357
## iter 100 value 7.136433
## final value 7.136433
## stopped after 100 iterations
## # weights: 155
## initial value 125.261737
## iter 10 value 10.270491
## iter 20 value 7.725308
## iter 30 value 7.256073
## iter 40 value 7.209396
## iter 50 value 7.187729
## iter 60 value 7.159585
## iter 70 value 7.134715
## iter 80 value 7.115454
## iter 90 value 7.100903
## iter 100 value 7.096044
## final value 7.096044
## stopped after 100 iterations
## # weights: 11
## initial value 125.288663
## iter 10 value 55.483046
## iter 20 value 45.500285
## iter 30 value 22.410438
## iter 40 value 15.978866
## iter 50 value 15.959372
## iter 60 value 15.959170
## final value 15.959160
## converged
## # weights: 27
## initial value 141.181980
## iter 10 value 11.453031
## iter 20 value 6.319067
## iter 30 value 5.906557
## iter 40 value 5.797431
## iter 50 value 5.719526
## iter 60 value 5.682243
## iter 70 value 5.659985
## iter 80 value 5.658308
## iter 90 value 5.658246
## iter 100 value 5.658243
## final value 5.658243
## stopped after 100 iterations
## # weights: 43
## initial value 147.068925
## iter 10 value 9.995184
## iter 20 value 6.661997
## iter 30 value 5.726918
## iter 40 value 5.407906
## iter 50 value 5.307359
## iter 60 value 5.293816
## iter 70 value 5.290038
## iter 80 value 5.284324
## iter 90 value 5.279629
## iter 100 value 5.272010
## final value 5.272010
## stopped after 100 iterations
## # weights: 59
## initial value 155.192054
## iter 10 value 8.168823
## iter 20 value 5.597113
## iter 30 value 5.354376
## iter 40 value 5.238705
## iter 50 value 5.129320
## iter 60 value 4.781815
## iter 70 value 4.671797
## iter 80 value 4.598781
## iter 90 value 4.489985
## iter 100 value 4.465387
## final value 4.465387
## stopped after 100 iterations
## # weights: 75
## initial value 122.379297
## iter 10 value 7.495666
## iter 20 value 5.533451
## iter 30 value 5.253865
## iter 40 value 4.745328
## iter 50 value 4.563730
## iter 60 value 4.517632
## iter 70 value 4.473109
## iter 80 value 4.424696
## iter 90 value 4.392220
## iter 100 value 4.377187
## final value 4.377187
## stopped after 100 iterations
## # weights: 91
## initial value 112.238306
## iter 10 value 7.049666
## iter 20 value 5.320938
## iter 30 value 5.042965
## iter 40 value 4.808109
## iter 50 value 4.752251
## iter 60 value 4.628676
## iter 70 value 4.546655
## iter 80 value 4.526488
## iter 90 value 4.515562
## iter 100 value 4.507478
## final value 4.507478
## stopped after 100 iterations
## # weights: 107
## initial value 158.406282
## iter 10 value 7.386956
## iter 20 value 5.384447
## iter 30 value 4.841122
## iter 40 value 4.425893
## iter 50 value 4.353955
## iter 60 value 4.332055
## iter 70 value 4.318681
## iter 80 value 4.306991
## iter 90 value 4.293828
## iter 100 value 4.284675
## final value 4.284675
## stopped after 100 iterations
## # weights: 123
## initial value 120.485943
## iter 10 value 6.778177
## iter 20 value 5.231713
## iter 30 value 5.015283
## iter 40 value 4.791670
## iter 50 value 4.432032
## iter 60 value 4.342250
## iter 70 value 4.301550
## iter 80 value 4.282665
## iter 90 value 4.268389
## iter 100 value 4.260229
## final value 4.260229
## stopped after 100 iterations
## # weights: 139
## initial value 149.116934
## iter 10 value 7.549394
## iter 20 value 5.373284
## iter 30 value 5.000200
## iter 40 value 4.868385
## iter 50 value 4.682195
## iter 60 value 4.396694
## iter 70 value 4.313645
## iter 80 value 4.290297
## iter 90 value 4.269538
## iter 100 value 4.251662
## final value 4.251662
## stopped after 100 iterations
## # weights: 155
## initial value 159.582003
## iter 10 value 6.858254
## iter 20 value 5.387093
## iter 30 value 5.110373
## iter 40 value 5.042134
## iter 50 value 4.753834
## iter 60 value 4.371123
## iter 70 value 4.279157
## iter 80 value 4.251359
## iter 90 value 4.242337
## iter 100 value 4.235940
## final value 4.235940
## stopped after 100 iterations
## # weights: 11
## initial value 113.150896
## iter 10 value 39.314798
## iter 20 value 13.483510
## iter 30 value 11.483465
## iter 40 value 11.340303
## iter 50 value 11.331111
## final value 11.331107
## converged
## # weights: 27
## initial value 119.638832
## iter 10 value 5.102137
## iter 20 value 4.108412
## iter 30 value 3.839429
## iter 40 value 3.744694
## iter 50 value 3.705066
## iter 60 value 3.667270
## iter 70 value 3.628993
## iter 80 value 3.628085
## iter 90 value 3.627863
## iter 100 value 3.627848
## final value 3.627848
## stopped after 100 iterations
## # weights: 43
## initial value 139.746036
## iter 10 value 22.307402
## iter 20 value 6.201072
## iter 30 value 4.266998
## iter 40 value 3.918109
## iter 50 value 3.730781
## iter 60 value 3.283863
## iter 70 value 2.918483
## iter 80 value 2.878217
## iter 90 value 2.854285
## iter 100 value 2.726853
## final value 2.726853
## stopped after 100 iterations
## # weights: 59
## initial value 154.023368
## iter 10 value 6.302525
## iter 20 value 4.458320
## iter 30 value 3.868070
## iter 40 value 3.563383
## iter 50 value 3.266900
## iter 60 value 2.880342
## iter 70 value 2.654876
## iter 80 value 2.596065
## iter 90 value 2.561264
## iter 100 value 2.535102
## final value 2.535102
## stopped after 100 iterations
## # weights: 75
## initial value 153.003364
## iter 10 value 8.104945
## iter 20 value 3.990978
## iter 30 value 3.615896
## iter 40 value 3.447338
## iter 50 value 3.389140
## iter 60 value 3.062740
## iter 70 value 2.661754
## iter 80 value 2.548842
## iter 90 value 2.495369
## iter 100 value 2.466581
## final value 2.466581
## stopped after 100 iterations
## # weights: 91
## initial value 137.909706
## iter 10 value 7.946368
## iter 20 value 4.249348
## iter 30 value 3.564624
## iter 40 value 3.127495
## iter 50 value 2.950981
## iter 60 value 2.649180
## iter 70 value 2.564742
## iter 80 value 2.501647
## iter 90 value 2.468255
## iter 100 value 2.438788
## final value 2.438788
## stopped after 100 iterations
## # weights: 107
## initial value 189.593680
## iter 10 value 10.079173
## iter 20 value 3.764178
## iter 30 value 2.873173
## iter 40 value 2.600322
## iter 50 value 2.441391
## iter 60 value 2.393321
## iter 70 value 2.373592
## iter 80 value 2.361402
## iter 90 value 2.345918
## iter 100 value 2.333327
## final value 2.333327
## stopped after 100 iterations
## # weights: 123
## initial value 144.764271
## iter 10 value 8.875785
## iter 20 value 4.338418
## iter 30 value 3.199954
## iter 40 value 2.712947
## iter 50 value 2.507390
## iter 60 value 2.443500
## iter 70 value 2.405615
## iter 80 value 2.383171
## iter 90 value 2.357895
## iter 100 value 2.333704
## final value 2.333704
## stopped after 100 iterations
## # weights: 139
## initial value 118.393347
## iter 10 value 7.011358
## iter 20 value 4.167063
## iter 30 value 3.091636
## iter 40 value 2.790909
## iter 50 value 2.603632
## iter 60 value 2.503772
## iter 70 value 2.480609
## iter 80 value 2.465654
## iter 90 value 2.448222
## iter 100 value 2.438697
## final value 2.438697
## stopped after 100 iterations
## # weights: 155
## initial value 134.819256
## iter 10 value 5.548610
## iter 20 value 3.731254
## iter 30 value 3.184333
## iter 40 value 2.694509
## iter 50 value 2.449216
## iter 60 value 2.334970
## iter 70 value 2.307759
## iter 80 value 2.294842
## iter 90 value 2.286600
## iter 100 value 2.282087
## final value 2.282087
## stopped after 100 iterations
## # weights: 11
## initial value 130.296964
## iter 10 value 46.081763
## iter 20 value 10.915831
## iter 30 value 8.382423
## iter 40 value 8.284104
## iter 50 value 8.262264
## final value 8.262118
## converged
## # weights: 27
## initial value 128.081216
## iter 10 value 4.555723
## iter 20 value 3.295553
## iter 30 value 2.963550
## iter 40 value 2.740395
## iter 50 value 2.689579
## iter 60 value 2.654571
## iter 70 value 2.570960
## iter 80 value 2.540612
## iter 90 value 2.528928
## iter 100 value 2.526962
## final value 2.526962
## stopped after 100 iterations
## # weights: 43
## initial value 115.519971
## iter 10 value 4.651142
## iter 20 value 2.959431
## iter 30 value 2.515740
## iter 40 value 2.348075
## iter 50 value 2.136941
## iter 60 value 1.980475
## iter 70 value 1.869066
## iter 80 value 1.765714
## iter 90 value 1.715000
## iter 100 value 1.654382
## final value 1.654382
## stopped after 100 iterations
## # weights: 59
## initial value 163.959924
## iter 10 value 5.705713
## iter 20 value 2.604575
## iter 30 value 2.003541
## iter 40 value 1.778743
## iter 50 value 1.636640
## iter 60 value 1.557442
## iter 70 value 1.478980
## iter 80 value 1.450290
## iter 90 value 1.430454
## iter 100 value 1.411306
## final value 1.411306
## stopped after 100 iterations
## # weights: 75
## initial value 124.816431
## iter 10 value 7.487013
## iter 20 value 2.872023
## iter 30 value 2.270777
## iter 40 value 1.845196
## iter 50 value 1.708432
## iter 60 value 1.610964
## iter 70 value 1.536689
## iter 80 value 1.486750
## iter 90 value 1.421364
## iter 100 value 1.377826
## final value 1.377826
## stopped after 100 iterations
## # weights: 91
## initial value 158.788162
## iter 10 value 7.225140
## iter 20 value 3.037956
## iter 30 value 2.057284
## iter 40 value 1.634297
## iter 50 value 1.395206
## iter 60 value 1.293301
## iter 70 value 1.263331
## iter 80 value 1.242410
## iter 90 value 1.233697
## iter 100 value 1.228887
## final value 1.228887
## stopped after 100 iterations
## # weights: 107
## initial value 159.535166
## iter 10 value 5.445510
## iter 20 value 2.945732
## iter 30 value 2.371054
## iter 40 value 2.029757
## iter 50 value 1.622079
## iter 60 value 1.461841
## iter 70 value 1.402018
## iter 80 value 1.358318
## iter 90 value 1.329068
## iter 100 value 1.300031
## final value 1.300031
## stopped after 100 iterations
## # weights: 123
## initial value 129.886544
## iter 10 value 4.659056
## iter 20 value 2.707527
## iter 30 value 2.080903
## iter 40 value 1.664269
## iter 50 value 1.511023
## iter 60 value 1.446294
## iter 70 value 1.410543
## iter 80 value 1.373869
## iter 90 value 1.338890
## iter 100 value 1.326377
## final value 1.326377
## stopped after 100 iterations
## # weights: 139
## initial value 146.786225
## iter 10 value 6.054504
## iter 20 value 2.848994
## iter 30 value 2.034323
## iter 40 value 1.617660
## iter 50 value 1.522893
## iter 60 value 1.403056
## iter 70 value 1.318894
## iter 80 value 1.262444
## iter 90 value 1.233936
## iter 100 value 1.212839
## final value 1.212839
## stopped after 100 iterations
## # weights: 155
## initial value 128.248648
## iter 10 value 5.671567
## iter 20 value 2.808529
## iter 30 value 1.912995
## iter 40 value 1.572190
## iter 50 value 1.415284
## iter 60 value 1.336800
## iter 70 value 1.291359
## iter 80 value 1.247498
## iter 90 value 1.217173
## iter 100 value 1.199157
## final value 1.199157
## stopped after 100 iterations
## # weights: 11
## initial value 116.827631
## iter 10 value 43.391785
## iter 20 value 10.512221
## iter 30 value 6.338384
## iter 40 value 6.279316
## iter 50 value 6.253213
## final value 6.252929
## converged
## # weights: 27
## initial value 113.953874
## iter 10 value 13.738927
## iter 20 value 4.919637
## iter 30 value 2.945387
## iter 40 value 2.366597
## iter 50 value 1.699948
## iter 60 value 1.641077
## iter 70 value 1.623306
## iter 80 value 1.619597
## iter 90 value 1.616826
## iter 100 value 1.613936
## final value 1.613936
## stopped after 100 iterations
## # weights: 43
## initial value 128.027177
## iter 10 value 7.275124
## iter 20 value 2.842342
## iter 30 value 2.093557
## iter 40 value 1.644410
## iter 50 value 1.458995
## iter 60 value 1.422912
## iter 70 value 1.390950
## iter 80 value 1.369945
## iter 90 value 1.328631
## iter 100 value 1.296131
## final value 1.296131
## stopped after 100 iterations
## # weights: 59
## initial value 147.118252
## iter 10 value 7.177895
## iter 20 value 2.080441
## iter 30 value 1.569734
## iter 40 value 1.308566
## iter 50 value 1.032889
## iter 60 value 0.949027
## iter 70 value 0.893188
## iter 80 value 0.847346
## iter 90 value 0.803388
## iter 100 value 0.785513
## final value 0.785513
## stopped after 100 iterations
## # weights: 75
## initial value 133.312776
## iter 10 value 5.493035
## iter 20 value 1.783878
## iter 30 value 1.442410
## iter 40 value 1.145381
## iter 50 value 0.995638
## iter 60 value 0.916444
## iter 70 value 0.865753
## iter 80 value 0.793136
## iter 90 value 0.745370
## iter 100 value 0.713338
## final value 0.713338
## stopped after 100 iterations
## # weights: 91
## initial value 120.048909
## iter 10 value 4.627065
## iter 20 value 1.502903
## iter 30 value 1.255354
## iter 40 value 1.083948
## iter 50 value 0.918661
## iter 60 value 0.841277
## iter 70 value 0.774302
## iter 80 value 0.730281
## iter 90 value 0.706504
## iter 100 value 0.687470
## final value 0.687470
## stopped after 100 iterations
## # weights: 107
## initial value 151.791034
## iter 10 value 4.113007
## iter 20 value 1.864969
## iter 30 value 1.095022
## iter 40 value 0.888313
## iter 50 value 0.785420
## iter 60 value 0.712679
## iter 70 value 0.686151
## iter 80 value 0.662073
## iter 90 value 0.646351
## iter 100 value 0.633717
## final value 0.633717
## stopped after 100 iterations
## # weights: 123
## initial value 159.396477
## iter 10 value 3.563127
## iter 20 value 1.445247
## iter 30 value 1.124546
## iter 40 value 0.879678
## iter 50 value 0.778826
## iter 60 value 0.704653
## iter 70 value 0.650092
## iter 80 value 0.620191
## iter 90 value 0.606098
## iter 100 value 0.597819
## final value 0.597819
## stopped after 100 iterations
## # weights: 139
## initial value 152.429327
## iter 10 value 4.626316
## iter 20 value 1.496722
## iter 30 value 1.052230
## iter 40 value 0.797104
## iter 50 value 0.720326
## iter 60 value 0.679042
## iter 70 value 0.646364
## iter 80 value 0.629387
## iter 90 value 0.617937
## iter 100 value 0.611602
## final value 0.611602
## stopped after 100 iterations
## # weights: 155
## initial value 118.764941
## iter 10 value 4.244934
## iter 20 value 1.482093
## iter 30 value 0.997392
## iter 40 value 0.801181
## iter 50 value 0.712361
## iter 60 value 0.654189
## iter 70 value 0.626886
## iter 80 value 0.608786
## iter 90 value 0.600317
## iter 100 value 0.593916
## final value 0.593916
## stopped after 100 iterations
## # weights: 11
## initial value 129.444411
## iter 10 value 53.101355
## iter 20 value 50.178847
## iter 30 value 50.105013
## iter 40 value 49.491075
## iter 50 value 37.761735
## iter 60 value 10.643136
## iter 70 value 5.187590
## iter 80 value 4.934536
## iter 90 value 4.867986
## iter 100 value 4.856737
## final value 4.856737
## stopped after 100 iterations
## # weights: 27
## initial value 129.799814
## iter 10 value 8.305316
## iter 20 value 1.936054
## iter 30 value 1.360061
## iter 40 value 1.303930
## iter 50 value 1.042703
## iter 60 value 1.011428
## iter 70 value 0.954651
## iter 80 value 0.878854
## iter 90 value 0.815742
## iter 100 value 0.725910
## final value 0.725910
## stopped after 100 iterations
## # weights: 43
## initial value 142.511325
## iter 10 value 5.250342
## iter 20 value 1.660748
## iter 30 value 0.930152
## iter 40 value 0.743974
## iter 50 value 0.643557
## iter 60 value 0.572866
## iter 70 value 0.533114
## iter 80 value 0.492775
## iter 90 value 0.478209
## iter 100 value 0.451081
## final value 0.451081
## stopped after 100 iterations
## # weights: 59
## initial value 140.865854
## iter 10 value 4.298691
## iter 20 value 1.589162
## iter 30 value 0.815191
## iter 40 value 0.717306
## iter 50 value 0.673333
## iter 60 value 0.645476
## iter 70 value 0.595253
## iter 80 value 0.552919
## iter 90 value 0.502069
## iter 100 value 0.479370
## final value 0.479370
## stopped after 100 iterations
## # weights: 75
## initial value 116.513649
## iter 10 value 4.033563
## iter 20 value 0.897129
## iter 30 value 0.682181
## iter 40 value 0.553687
## iter 50 value 0.493893
## iter 60 value 0.446923
## iter 70 value 0.422057
## iter 80 value 0.401742
## iter 90 value 0.379104
## iter 100 value 0.360298
## final value 0.360298
## stopped after 100 iterations
## # weights: 91
## initial value 132.811341
## iter 10 value 5.924563
## iter 20 value 1.368531
## iter 30 value 0.851289
## iter 40 value 0.619237
## iter 50 value 0.518291
## iter 60 value 0.478037
## iter 70 value 0.456287
## iter 80 value 0.432721
## iter 90 value 0.418637
## iter 100 value 0.402307
## final value 0.402307
## stopped after 100 iterations
## # weights: 107
## initial value 131.655658
## iter 10 value 4.940270
## iter 20 value 0.943755
## iter 30 value 0.683511
## iter 40 value 0.511044
## iter 50 value 0.446948
## iter 60 value 0.415657
## iter 70 value 0.383738
## iter 80 value 0.363113
## iter 90 value 0.355808
## iter 100 value 0.348630
## final value 0.348630
## stopped after 100 iterations
## # weights: 123
## initial value 127.441599
## iter 10 value 6.756579
## iter 20 value 0.850076
## iter 30 value 0.674621
## iter 40 value 0.534856
## iter 50 value 0.456690
## iter 60 value 0.423224
## iter 70 value 0.400825
## iter 80 value 0.384103
## iter 90 value 0.370350
## iter 100 value 0.365107
## final value 0.365107
## stopped after 100 iterations
## # weights: 139
## initial value 140.574632
## iter 10 value 4.322027
## iter 20 value 0.950441
## iter 30 value 0.706485
## iter 40 value 0.540573
## iter 50 value 0.479056
## iter 60 value 0.424902
## iter 70 value 0.395337
## iter 80 value 0.373334
## iter 90 value 0.358190
## iter 100 value 0.341076
## final value 0.341076
## stopped after 100 iterations
## # weights: 155
## initial value 170.477269
## iter 10 value 4.159287
## iter 20 value 0.844801
## iter 30 value 0.643193
## iter 40 value 0.516397
## iter 50 value 0.423937
## iter 60 value 0.366898
## iter 70 value 0.346394
## iter 80 value 0.329521
## iter 90 value 0.311738
## iter 100 value 0.304871
## final value 0.304871
## stopped after 100 iterations
## # weights: 11
## initial value 131.237204
## iter 10 value 51.324812
## iter 20 value 48.777698
## iter 30 value 48.731238
## iter 40 value 48.690414
## iter 50 value 48.436845
## iter 60 value 47.532092
## iter 70 value 37.652176
## iter 80 value 17.688555
## iter 90 value 6.044402
## iter 100 value 5.283538
## final value 5.283538
## stopped after 100 iterations
## # weights: 27
## initial value 123.457394
## iter 10 value 7.678526
## iter 20 value 1.843854
## iter 30 value 0.645705
## iter 40 value 0.603604
## iter 50 value 0.507842
## iter 60 value 0.462375
## iter 70 value 0.449703
## iter 80 value 0.432863
## iter 90 value 0.401476
## iter 100 value 0.368182
## final value 0.368182
## stopped after 100 iterations
## # weights: 43
## initial value 116.148602
## iter 10 value 5.510917
## iter 20 value 0.722693
## iter 30 value 0.475381
## iter 40 value 0.455375
## iter 50 value 0.369617
## iter 60 value 0.278627
## iter 70 value 0.237624
## iter 80 value 0.223877
## iter 90 value 0.210735
## iter 100 value 0.206380
## final value 0.206380
## stopped after 100 iterations
## # weights: 59
## initial value 140.264171
## iter 10 value 5.137267
## iter 20 value 0.582527
## iter 30 value 0.553674
## iter 40 value 0.539039
## iter 50 value 0.513696
## iter 60 value 0.456941
## iter 70 value 0.400561
## iter 80 value 0.376139
## iter 90 value 0.331833
## iter 100 value 0.275836
## final value 0.275836
## stopped after 100 iterations
## # weights: 75
## initial value 163.754231
## iter 10 value 6.149452
## iter 20 value 1.091491
## iter 30 value 0.326194
## iter 40 value 0.297933
## iter 50 value 0.269469
## iter 60 value 0.245831
## iter 70 value 0.226051
## iter 80 value 0.202332
## iter 90 value 0.183040
## iter 100 value 0.178511
## final value 0.178511
## stopped after 100 iterations
## # weights: 91
## initial value 146.980646
## iter 10 value 8.384369
## iter 20 value 1.395129
## iter 30 value 0.549620
## iter 40 value 0.468872
## iter 50 value 0.337459
## iter 60 value 0.292061
## iter 70 value 0.247537
## iter 80 value 0.212911
## iter 90 value 0.201732
## iter 100 value 0.191856
## final value 0.191856
## stopped after 100 iterations
## # weights: 107
## initial value 116.434393
## iter 10 value 4.451722
## iter 20 value 1.302480
## iter 30 value 0.436258
## iter 40 value 0.393010
## iter 50 value 0.347024
## iter 60 value 0.300147
## iter 70 value 0.259047
## iter 80 value 0.237055
## iter 90 value 0.219188
## iter 100 value 0.210825
## final value 0.210825
## stopped after 100 iterations
## # weights: 123
## initial value 127.286307
## iter 10 value 6.866477
## iter 20 value 1.419512
## iter 30 value 0.416680
## iter 40 value 0.344358
## iter 50 value 0.289799
## iter 60 value 0.250474
## iter 70 value 0.222031
## iter 80 value 0.211237
## iter 90 value 0.200567
## iter 100 value 0.195230
## final value 0.195230
## stopped after 100 iterations
## # weights: 139
## initial value 109.989549
## iter 10 value 3.908938
## iter 20 value 0.658071
## iter 30 value 0.399906
## iter 40 value 0.338702
## iter 50 value 0.305215
## iter 60 value 0.247537
## iter 70 value 0.218425
## iter 80 value 0.195700
## iter 90 value 0.183333
## iter 100 value 0.178622
## final value 0.178622
## stopped after 100 iterations
## # weights: 155
## initial value 131.598416
## iter 10 value 4.744444
## iter 20 value 0.568098
## iter 30 value 0.410340
## iter 40 value 0.319743
## iter 50 value 0.260044
## iter 60 value 0.225390
## iter 70 value 0.206539
## iter 80 value 0.189635
## iter 90 value 0.176907
## iter 100 value 0.171983
## final value 0.171983
## stopped after 100 iterations
## # weights: 11
## initial value 122.610207
## iter 10 value 42.113063
## iter 20 value 10.537799
## iter 30 value 3.985078
## iter 40 value 3.320133
## iter 50 value 3.209217
## iter 60 value 3.004885
## iter 70 value 2.732706
## iter 80 value 2.591123
## iter 90 value 2.505990
## iter 100 value 2.481377
## final value 2.481377
## stopped after 100 iterations
## # weights: 27
## initial value 130.963078
## iter 10 value 4.261361
## iter 20 value 0.883868
## iter 30 value 0.009154
## iter 40 value 0.000230
## final value 0.000062
## converged
## # weights: 43
## initial value 127.440420
## iter 10 value 7.706298
## iter 20 value 1.467884
## iter 30 value 0.012967
## final value 0.000057
## converged
## # weights: 59
## initial value 119.877866
## iter 10 value 5.652032
## iter 20 value 0.763107
## iter 30 value 0.000434
## iter 40 value 0.000112
## iter 40 value 0.000078
## iter 40 value 0.000076
## final value 0.000076
## converged
## # weights: 75
## initial value 129.268904
## iter 10 value 5.900265
## iter 20 value 1.053131
## iter 30 value 0.004713
## final value 0.000079
## converged
## # weights: 91
## initial value 191.578559
## iter 10 value 4.961727
## iter 20 value 1.084209
## iter 30 value 0.002829
## final value 0.000067
## converged
## # weights: 107
## initial value 141.092710
## iter 10 value 8.597094
## iter 20 value 0.665885
## iter 30 value 0.001360
## final value 0.000093
## converged
## # weights: 123
## initial value 123.113469
## iter 10 value 4.133738
## iter 20 value 0.817677
## iter 30 value 0.022318
## final value 0.000093
## converged
## # weights: 139
## initial value 126.926528
## iter 10 value 4.331444
## iter 20 value 1.287516
## iter 30 value 0.000987
## final value 0.000071
## converged
## # weights: 155
## initial value 162.126660
## iter 10 value 4.291041
## iter 20 value 0.139896
## iter 30 value 0.000588
## iter 40 value 0.000127
## iter 40 value 0.000063
## iter 40 value 0.000062
## final value 0.000062
## converged
## # weights: 11
## initial value 118.017926
## iter 10 value 60.901737
## iter 20 value 48.715508
## iter 30 value 43.428212
## final value 43.428212
## converged
## # weights: 27
## initial value 143.740710
## iter 10 value 29.753652
## iter 20 value 19.533061
## iter 30 value 19.353747
## iter 40 value 19.321396
## iter 50 value 19.321091
## final value 19.321087
## converged
## # weights: 43
## initial value 138.376659
## iter 10 value 23.390671
## iter 20 value 18.509494
## iter 30 value 17.932566
## iter 40 value 17.869288
## iter 50 value 17.863657
## iter 60 value 17.863280
## final value 17.863276
## converged
## # weights: 59
## initial value 139.021655
## iter 10 value 25.919371
## iter 20 value 18.389540
## iter 30 value 17.684692
## iter 40 value 17.545688
## iter 50 value 17.505908
## iter 60 value 17.487678
## iter 70 value 17.476491
## iter 80 value 17.475658
## iter 90 value 17.475389
## iter 100 value 17.475282
## final value 17.475282
## stopped after 100 iterations
## # weights: 75
## initial value 120.783997
## iter 10 value 20.158756
## iter 20 value 17.298568
## iter 30 value 17.123258
## iter 40 value 17.077443
## iter 50 value 17.067317
## iter 60 value 17.065789
## iter 70 value 17.056091
## iter 80 value 17.053211
## iter 90 value 17.052901
## iter 100 value 17.052724
## final value 17.052724
## stopped after 100 iterations
## # weights: 91
## initial value 202.538171
## iter 10 value 38.270311
## iter 20 value 17.454719
## iter 30 value 16.957982
## iter 40 value 16.831183
## iter 50 value 16.819088
## iter 60 value 16.815426
## iter 70 value 16.814232
## iter 80 value 16.814041
## iter 90 value 16.813902
## iter 100 value 16.813865
## final value 16.813865
## stopped after 100 iterations
## # weights: 107
## initial value 142.262539
## iter 10 value 18.431951
## iter 20 value 17.046307
## iter 30 value 16.770735
## iter 40 value 16.665660
## iter 50 value 16.634980
## iter 60 value 16.618402
## iter 70 value 16.598478
## iter 80 value 16.594730
## iter 90 value 16.593916
## iter 100 value 16.593396
## final value 16.593396
## stopped after 100 iterations
## # weights: 123
## initial value 123.445570
## iter 10 value 20.421601
## iter 20 value 16.860776
## iter 30 value 16.709139
## iter 40 value 16.668505
## iter 50 value 16.640952
## iter 60 value 16.631762
## iter 70 value 16.627493
## iter 80 value 16.625811
## iter 90 value 16.625220
## iter 100 value 16.624918
## final value 16.624918
## stopped after 100 iterations
## # weights: 139
## initial value 125.153461
## iter 10 value 18.546358
## iter 20 value 16.535460
## iter 30 value 16.322556
## iter 40 value 16.281713
## iter 50 value 16.273438
## iter 60 value 16.266375
## iter 70 value 16.264850
## iter 80 value 16.263781
## iter 90 value 16.262965
## iter 100 value 16.256621
## final value 16.256621
## stopped after 100 iterations
## # weights: 155
## initial value 118.988455
## iter 10 value 26.777171
## iter 20 value 16.888614
## iter 30 value 16.540586
## iter 40 value 16.383579
## iter 50 value 16.290344
## iter 60 value 16.268764
## iter 70 value 16.267677
## iter 80 value 16.267232
## iter 90 value 16.267014
## iter 100 value 16.266925
## final value 16.266925
## stopped after 100 iterations
## # weights: 11
## initial value 150.109601
## iter 10 value 58.340082
## iter 20 value 40.355796
## iter 30 value 31.606787
## iter 40 value 31.273076
## final value 31.273052
## converged
## # weights: 27
## initial value 125.283128
## iter 10 value 35.844671
## iter 20 value 15.110468
## iter 30 value 12.696287
## iter 40 value 11.958108
## iter 50 value 11.820458
## iter 60 value 11.814155
## iter 70 value 11.813957
## final value 11.813957
## converged
## # weights: 43
## initial value 182.817663
## iter 10 value 17.607570
## iter 20 value 11.583856
## iter 30 value 11.295960
## iter 40 value 11.007026
## iter 50 value 10.912428
## iter 60 value 10.911434
## iter 70 value 10.911145
## iter 80 value 10.911104
## final value 10.911087
## converged
## # weights: 59
## initial value 125.395652
## iter 10 value 13.378158
## iter 20 value 10.976472
## iter 30 value 10.762444
## iter 40 value 10.715372
## iter 50 value 10.693985
## iter 60 value 10.684249
## iter 70 value 10.668013
## iter 80 value 10.661299
## iter 90 value 10.660977
## iter 100 value 10.660937
## final value 10.660937
## stopped after 100 iterations
## # weights: 75
## initial value 153.224188
## iter 10 value 25.434448
## iter 20 value 11.051841
## iter 30 value 10.682348
## iter 40 value 10.579964
## iter 50 value 10.554846
## iter 60 value 10.530843
## iter 70 value 10.510620
## iter 80 value 10.505673
## iter 90 value 10.504705
## iter 100 value 10.504552
## final value 10.504552
## stopped after 100 iterations
## # weights: 91
## initial value 148.838172
## iter 10 value 15.731600
## iter 20 value 10.811153
## iter 30 value 10.616594
## iter 40 value 10.564888
## iter 50 value 10.528666
## iter 60 value 10.506398
## iter 70 value 10.503856
## iter 80 value 10.501448
## iter 90 value 10.494530
## iter 100 value 10.490714
## final value 10.490714
## stopped after 100 iterations
## # weights: 107
## initial value 125.632417
## iter 10 value 13.250057
## iter 20 value 10.538906
## iter 30 value 10.440161
## iter 40 value 10.396231
## iter 50 value 10.370911
## iter 60 value 10.345480
## iter 70 value 10.324353
## iter 80 value 10.320631
## iter 90 value 10.319570
## iter 100 value 10.318692
## final value 10.318692
## stopped after 100 iterations
## # weights: 123
## initial value 150.366108
## iter 10 value 11.755699
## iter 20 value 10.433766
## iter 30 value 10.285452
## iter 40 value 10.264401
## iter 50 value 10.255359
## iter 60 value 10.253414
## iter 70 value 10.252392
## iter 80 value 10.251537
## iter 90 value 10.251045
## iter 100 value 10.250861
## final value 10.250861
## stopped after 100 iterations
## # weights: 139
## initial value 156.210759
## iter 10 value 16.843457
## iter 20 value 10.481400
## iter 30 value 10.285305
## iter 40 value 10.246323
## iter 50 value 10.217622
## iter 60 value 10.205439
## iter 70 value 10.198732
## iter 80 value 10.193869
## iter 90 value 10.185088
## iter 100 value 10.175509
## final value 10.175509
## stopped after 100 iterations
## # weights: 155
## initial value 138.995462
## iter 10 value 11.483974
## iter 20 value 10.254050
## iter 30 value 10.174967
## iter 40 value 10.147540
## iter 50 value 10.138779
## iter 60 value 10.137419
## iter 70 value 10.136525
## iter 80 value 10.135987
## iter 90 value 10.135861
## iter 100 value 10.135833
## final value 10.135833
## stopped after 100 iterations
## # weights: 11
## initial value 132.698843
## iter 10 value 29.215698
## iter 20 value 22.404125
## iter 30 value 21.980713
## iter 40 value 21.971855
## final value 21.971837
## converged
## # weights: 27
## initial value 104.961617
## iter 10 value 10.978287
## iter 20 value 8.267119
## iter 30 value 7.977243
## iter 40 value 7.848252
## iter 50 value 7.831559
## iter 60 value 7.830442
## iter 70 value 7.830201
## iter 80 value 7.830133
## final value 7.830129
## converged
## # weights: 43
## initial value 134.315863
## iter 10 value 18.394991
## iter 20 value 7.702964
## iter 30 value 7.332301
## iter 40 value 7.279769
## iter 50 value 7.234241
## iter 60 value 7.169753
## iter 70 value 7.098320
## iter 80 value 7.051742
## iter 90 value 7.040187
## iter 100 value 7.036171
## final value 7.036171
## stopped after 100 iterations
## # weights: 59
## initial value 113.556722
## iter 10 value 9.894867
## iter 20 value 7.512084
## iter 30 value 7.059034
## iter 40 value 6.967731
## iter 50 value 6.940276
## iter 60 value 6.924050
## iter 70 value 6.918560
## iter 80 value 6.914967
## iter 90 value 6.914073
## iter 100 value 6.913561
## final value 6.913561
## stopped after 100 iterations
## # weights: 75
## initial value 156.380222
## iter 10 value 11.806311
## iter 20 value 7.412390
## iter 30 value 6.894037
## iter 40 value 6.837195
## iter 50 value 6.823961
## iter 60 value 6.809497
## iter 70 value 6.804471
## iter 80 value 6.800304
## iter 90 value 6.797567
## iter 100 value 6.796440
## final value 6.796440
## stopped after 100 iterations
## # weights: 91
## initial value 125.401344
## iter 10 value 8.913669
## iter 20 value 7.054882
## iter 30 value 6.928326
## iter 40 value 6.860336
## iter 50 value 6.826620
## iter 60 value 6.806751
## iter 70 value 6.801209
## iter 80 value 6.797673
## iter 90 value 6.795455
## iter 100 value 6.794941
## final value 6.794941
## stopped after 100 iterations
## # weights: 107
## initial value 141.498126
## iter 10 value 9.032321
## iter 20 value 6.880833
## iter 30 value 6.738622
## iter 40 value 6.720601
## iter 50 value 6.712978
## iter 60 value 6.707112
## iter 70 value 6.704405
## iter 80 value 6.703595
## iter 90 value 6.703365
## iter 100 value 6.703299
## final value 6.703299
## stopped after 100 iterations
## # weights: 123
## initial value 138.025471
## iter 10 value 9.663386
## iter 20 value 6.977119
## iter 30 value 6.796425
## iter 40 value 6.729514
## iter 50 value 6.698391
## iter 60 value 6.683593
## iter 70 value 6.673160
## iter 80 value 6.669109
## iter 90 value 6.667383
## iter 100 value 6.666769
## final value 6.666769
## stopped after 100 iterations
## # weights: 139
## initial value 216.069554
## iter 10 value 9.096450
## iter 20 value 6.865522
## iter 30 value 6.748384
## iter 40 value 6.699104
## iter 50 value 6.685885
## iter 60 value 6.669058
## iter 70 value 6.645100
## iter 80 value 6.635158
## iter 90 value 6.631693
## iter 100 value 6.630580
## final value 6.630580
## stopped after 100 iterations
## # weights: 155
## initial value 126.262630
## iter 10 value 10.211298
## iter 20 value 7.003272
## iter 30 value 6.731665
## iter 40 value 6.659915
## iter 50 value 6.636978
## iter 60 value 6.622073
## iter 70 value 6.614369
## iter 80 value 6.608855
## iter 90 value 6.607472
## iter 100 value 6.606669
## final value 6.606669
## stopped after 100 iterations
## # weights: 11
## initial value 121.047563
## iter 10 value 52.657171
## iter 20 value 51.431388
## iter 30 value 47.012052
## iter 40 value 17.757368
## iter 50 value 15.247766
## iter 60 value 15.237894
## final value 15.237690
## converged
## # weights: 27
## initial value 117.870947
## iter 10 value 8.561679
## iter 20 value 5.550674
## iter 30 value 5.174544
## iter 40 value 5.114455
## iter 50 value 5.079330
## iter 60 value 5.069287
## iter 70 value 5.067902
## iter 80 value 5.067762
## iter 90 value 5.067752
## final value 5.067751
## converged
## # weights: 43
## initial value 129.847868
## iter 10 value 10.067358
## iter 20 value 5.800439
## iter 30 value 5.282144
## iter 40 value 5.134120
## iter 50 value 5.077949
## iter 60 value 5.023337
## iter 70 value 4.970569
## iter 80 value 4.904697
## iter 90 value 4.828947
## iter 100 value 4.788271
## final value 4.788271
## stopped after 100 iterations
## # weights: 59
## initial value 108.403971
## iter 10 value 7.500883
## iter 20 value 5.501439
## iter 30 value 5.090068
## iter 40 value 4.860851
## iter 50 value 4.758255
## iter 60 value 4.686865
## iter 70 value 4.639501
## iter 80 value 4.599423
## iter 90 value 4.558457
## iter 100 value 4.530975
## final value 4.530975
## stopped after 100 iterations
## # weights: 75
## initial value 126.267043
## iter 10 value 7.483726
## iter 20 value 5.031334
## iter 30 value 4.807982
## iter 40 value 4.723832
## iter 50 value 4.558883
## iter 60 value 4.450758
## iter 70 value 4.349108
## iter 80 value 4.320815
## iter 90 value 4.307806
## iter 100 value 4.301550
## final value 4.301550
## stopped after 100 iterations
## # weights: 91
## initial value 169.940382
## iter 10 value 8.669925
## iter 20 value 5.778009
## iter 30 value 4.952477
## iter 40 value 4.714731
## iter 50 value 4.423865
## iter 60 value 4.288776
## iter 70 value 4.230814
## iter 80 value 4.207751
## iter 90 value 4.200413
## iter 100 value 4.194087
## final value 4.194087
## stopped after 100 iterations
## # weights: 107
## initial value 127.067570
## iter 10 value 9.337783
## iter 20 value 5.417322
## iter 30 value 4.879241
## iter 40 value 4.713091
## iter 50 value 4.631761
## iter 60 value 4.503666
## iter 70 value 4.383256
## iter 80 value 4.258360
## iter 90 value 4.236960
## iter 100 value 4.226988
## final value 4.226988
## stopped after 100 iterations
## # weights: 123
## initial value 209.184417
## iter 10 value 9.191293
## iter 20 value 5.637802
## iter 30 value 4.852193
## iter 40 value 4.686087
## iter 50 value 4.590343
## iter 60 value 4.356501
## iter 70 value 4.252627
## iter 80 value 4.211639
## iter 90 value 4.194649
## iter 100 value 4.183993
## final value 4.183993
## stopped after 100 iterations
## # weights: 139
## initial value 151.471748
## iter 10 value 16.719597
## iter 20 value 5.077029
## iter 30 value 4.744844
## iter 40 value 4.594460
## iter 50 value 4.314207
## iter 60 value 4.232296
## iter 70 value 4.191302
## iter 80 value 4.170887
## iter 90 value 4.150040
## iter 100 value 4.137059
## final value 4.137059
## stopped after 100 iterations
## # weights: 155
## initial value 188.456899
## iter 10 value 6.807092
## iter 20 value 4.766859
## iter 30 value 4.637704
## iter 40 value 4.567011
## iter 50 value 4.363931
## iter 60 value 4.233969
## iter 70 value 4.171611
## iter 80 value 4.145227
## iter 90 value 4.133059
## iter 100 value 4.126192
## final value 4.126192
## stopped after 100 iterations
## # weights: 11
## initial value 132.171367
## iter 10 value 51.362855
## iter 20 value 48.418127
## iter 30 value 18.820906
## iter 40 value 10.847009
## iter 50 value 10.717883
## iter 60 value 10.711934
## final value 10.711932
## converged
## # weights: 27
## initial value 115.565293
## iter 10 value 12.820603
## iter 20 value 5.368746
## iter 30 value 4.748869
## iter 40 value 4.054612
## iter 50 value 3.913733
## iter 60 value 3.834744
## iter 70 value 3.800404
## iter 80 value 3.791955
## iter 90 value 3.788548
## iter 100 value 3.786696
## final value 3.786696
## stopped after 100 iterations
## # weights: 43
## initial value 117.827804
## iter 10 value 6.659818
## iter 20 value 4.186177
## iter 30 value 3.623425
## iter 40 value 3.504275
## iter 50 value 3.472264
## iter 60 value 3.207457
## iter 70 value 2.699963
## iter 80 value 2.628747
## iter 90 value 2.606984
## iter 100 value 2.584030
## final value 2.584030
## stopped after 100 iterations
## # weights: 59
## initial value 146.328031
## iter 10 value 5.142723
## iter 20 value 4.017482
## iter 30 value 3.703101
## iter 40 value 3.448514
## iter 50 value 3.001510
## iter 60 value 2.873119
## iter 70 value 2.759432
## iter 80 value 2.647358
## iter 90 value 2.610348
## iter 100 value 2.603005
## final value 2.603005
## stopped after 100 iterations
## # weights: 75
## initial value 138.491959
## iter 10 value 5.298632
## iter 20 value 3.826256
## iter 30 value 3.493400
## iter 40 value 3.360911
## iter 50 value 3.297725
## iter 60 value 3.047074
## iter 70 value 2.566936
## iter 80 value 2.436315
## iter 90 value 2.368908
## iter 100 value 2.336174
## final value 2.336174
## stopped after 100 iterations
## # weights: 91
## initial value 120.637522
## iter 10 value 5.558775
## iter 20 value 3.828141
## iter 30 value 3.409123
## iter 40 value 2.908705
## iter 50 value 2.751361
## iter 60 value 2.628122
## iter 70 value 2.553057
## iter 80 value 2.499842
## iter 90 value 2.482274
## iter 100 value 2.470790
## final value 2.470790
## stopped after 100 iterations
## # weights: 107
## initial value 154.332348
## iter 10 value 5.068171
## iter 20 value 3.602810
## iter 30 value 3.470798
## iter 40 value 3.180168
## iter 50 value 2.502725
## iter 60 value 2.363373
## iter 70 value 2.316216
## iter 80 value 2.287438
## iter 90 value 2.274482
## iter 100 value 2.269387
## final value 2.269387
## stopped after 100 iterations
## # weights: 123
## initial value 202.205632
## iter 10 value 9.666781
## iter 20 value 3.912045
## iter 30 value 3.059472
## iter 40 value 2.865072
## iter 50 value 2.558903
## iter 60 value 2.473842
## iter 70 value 2.427102
## iter 80 value 2.375812
## iter 90 value 2.330711
## iter 100 value 2.294783
## final value 2.294783
## stopped after 100 iterations
## # weights: 139
## initial value 168.707638
## iter 10 value 6.623316
## iter 20 value 4.182968
## iter 30 value 3.574871
## iter 40 value 3.308055
## iter 50 value 2.945008
## iter 60 value 2.460964
## iter 70 value 2.376585
## iter 80 value 2.340407
## iter 90 value 2.305760
## iter 100 value 2.282151
## final value 2.282151
## stopped after 100 iterations
## # weights: 155
## initial value 144.310014
## iter 10 value 5.473996
## iter 20 value 3.580103
## iter 30 value 3.387759
## iter 40 value 2.919124
## iter 50 value 2.707333
## iter 60 value 2.530344
## iter 70 value 2.459554
## iter 80 value 2.410976
## iter 90 value 2.379798
## iter 100 value 2.345219
## final value 2.345219
## stopped after 100 iterations
## # weights: 11
## initial value 116.769083
## iter 10 value 47.732075
## iter 20 value 36.992979
## iter 30 value 10.558817
## iter 40 value 7.757620
## iter 50 value 7.726944
## iter 60 value 7.706886
## final value 7.706846
## converged
## # weights: 27
## initial value 130.512596
## iter 10 value 11.477850
## iter 20 value 4.382978
## iter 30 value 3.073672
## iter 40 value 2.644442
## iter 50 value 2.302925
## iter 60 value 2.040751
## iter 70 value 1.867449
## iter 80 value 1.758383
## iter 90 value 1.739624
## iter 100 value 1.661776
## final value 1.661776
## stopped after 100 iterations
## # weights: 43
## initial value 139.575392
## iter 10 value 20.714923
## iter 20 value 3.982979
## iter 30 value 2.854321
## iter 40 value 2.316164
## iter 50 value 2.065108
## iter 60 value 2.000788
## iter 70 value 1.957987
## iter 80 value 1.916800
## iter 90 value 1.877119
## iter 100 value 1.682810
## final value 1.682810
## stopped after 100 iterations
## # weights: 59
## initial value 136.226053
## iter 10 value 7.449398
## iter 20 value 3.267167
## iter 30 value 2.182705
## iter 40 value 1.802131
## iter 50 value 1.586437
## iter 60 value 1.476591
## iter 70 value 1.418145
## iter 80 value 1.388239
## iter 90 value 1.369982
## iter 100 value 1.346644
## final value 1.346644
## stopped after 100 iterations
## # weights: 75
## initial value 201.304623
## iter 10 value 4.943320
## iter 20 value 2.799705
## iter 30 value 2.242498
## iter 40 value 1.947575
## iter 50 value 1.614304
## iter 60 value 1.384499
## iter 70 value 1.343465
## iter 80 value 1.276451
## iter 90 value 1.236820
## iter 100 value 1.220143
## final value 1.220143
## stopped after 100 iterations
## # weights: 91
## initial value 139.949156
## iter 10 value 10.029193
## iter 20 value 3.104335
## iter 30 value 2.288810
## iter 40 value 1.866196
## iter 50 value 1.635551
## iter 60 value 1.519020
## iter 70 value 1.464352
## iter 80 value 1.427985
## iter 90 value 1.410699
## iter 100 value 1.365312
## final value 1.365312
## stopped after 100 iterations
## # weights: 107
## initial value 138.840366
## iter 10 value 5.922075
## iter 20 value 2.570452
## iter 30 value 1.967338
## iter 40 value 1.572974
## iter 50 value 1.416056
## iter 60 value 1.355191
## iter 70 value 1.303570
## iter 80 value 1.271835
## iter 90 value 1.254758
## iter 100 value 1.239904
## final value 1.239904
## stopped after 100 iterations
## # weights: 123
## initial value 148.539523
## iter 10 value 4.475449
## iter 20 value 2.456844
## iter 30 value 2.142456
## iter 40 value 1.940949
## iter 50 value 1.709305
## iter 60 value 1.590530
## iter 70 value 1.476530
## iter 80 value 1.383680
## iter 90 value 1.313399
## iter 100 value 1.264415
## final value 1.264415
## stopped after 100 iterations
## # weights: 139
## initial value 138.430064
## iter 10 value 6.140176
## iter 20 value 2.566293
## iter 30 value 1.986995
## iter 40 value 1.803774
## iter 50 value 1.704922
## iter 60 value 1.466508
## iter 70 value 1.388371
## iter 80 value 1.331660
## iter 90 value 1.292277
## iter 100 value 1.246051
## final value 1.246051
## stopped after 100 iterations
## # weights: 155
## initial value 159.510663
## iter 10 value 4.331780
## iter 20 value 2.573296
## iter 30 value 1.912021
## iter 40 value 1.575916
## iter 50 value 1.473232
## iter 60 value 1.422866
## iter 70 value 1.395866
## iter 80 value 1.375463
## iter 90 value 1.351409
## iter 100 value 1.337971
## final value 1.337971
## stopped after 100 iterations
## # weights: 11
## initial value 125.586197
## iter 10 value 44.307228
## iter 20 value 6.151629
## iter 30 value 5.920343
## iter 40 value 5.791182
## iter 50 value 5.750624
## iter 60 value 5.750523
## final value 5.750490
## converged
## # weights: 27
## initial value 129.387712
## iter 10 value 3.802991
## iter 20 value 2.257361
## iter 30 value 2.006422
## iter 40 value 1.816482
## iter 50 value 1.786594
## iter 60 value 1.758794
## iter 70 value 1.702307
## iter 80 value 1.513529
## iter 90 value 1.425723
## iter 100 value 1.395875
## final value 1.395875
## stopped after 100 iterations
## # weights: 43
## initial value 129.112313
## iter 10 value 4.339254
## iter 20 value 1.674870
## iter 30 value 1.250532
## iter 40 value 1.104826
## iter 50 value 1.034921
## iter 60 value 0.950228
## iter 70 value 0.900854
## iter 80 value 0.852800
## iter 90 value 0.826891
## iter 100 value 0.801204
## final value 0.801204
## stopped after 100 iterations
## # weights: 59
## initial value 150.209352
## iter 10 value 4.557128
## iter 20 value 2.268599
## iter 30 value 1.647228
## iter 40 value 1.303235
## iter 50 value 1.156391
## iter 60 value 0.967628
## iter 70 value 0.909470
## iter 80 value 0.889736
## iter 90 value 0.872494
## iter 100 value 0.861773
## final value 0.861773
## stopped after 100 iterations
## # weights: 75
## initial value 181.339033
## iter 10 value 6.334001
## iter 20 value 2.342372
## iter 30 value 1.757783
## iter 40 value 1.600713
## iter 50 value 1.480564
## iter 60 value 1.384571
## iter 70 value 1.338140
## iter 80 value 1.285129
## iter 90 value 1.229542
## iter 100 value 1.074619
## final value 1.074619
## stopped after 100 iterations
## # weights: 91
## initial value 115.379974
## iter 10 value 4.104308
## iter 20 value 1.796658
## iter 30 value 1.359210
## iter 40 value 1.115595
## iter 50 value 1.014313
## iter 60 value 0.948176
## iter 70 value 0.886424
## iter 80 value 0.833884
## iter 90 value 0.799377
## iter 100 value 0.758158
## final value 0.758158
## stopped after 100 iterations
## # weights: 107
## initial value 161.969499
## iter 10 value 5.825371
## iter 20 value 1.920267
## iter 30 value 1.242887
## iter 40 value 1.007164
## iter 50 value 0.817786
## iter 60 value 0.748201
## iter 70 value 0.711624
## iter 80 value 0.682861
## iter 90 value 0.665344
## iter 100 value 0.656311
## final value 0.656311
## stopped after 100 iterations
## # weights: 123
## initial value 215.755012
## iter 10 value 4.987813
## iter 20 value 1.496635
## iter 30 value 1.146466
## iter 40 value 0.987006
## iter 50 value 0.911859
## iter 60 value 0.838492
## iter 70 value 0.785008
## iter 80 value 0.759141
## iter 90 value 0.741703
## iter 100 value 0.723342
## final value 0.723342
## stopped after 100 iterations
## # weights: 139
## initial value 106.831425
## iter 10 value 5.853735
## iter 20 value 1.904443
## iter 30 value 1.278465
## iter 40 value 1.046605
## iter 50 value 0.861988
## iter 60 value 0.789417
## iter 70 value 0.727914
## iter 80 value 0.690378
## iter 90 value 0.673032
## iter 100 value 0.660663
## final value 0.660663
## stopped after 100 iterations
## # weights: 155
## initial value 141.184299
## iter 10 value 4.148966
## iter 20 value 1.823926
## iter 30 value 1.169803
## iter 40 value 1.033458
## iter 50 value 0.901738
## iter 60 value 0.827240
## iter 70 value 0.783897
## iter 80 value 0.755710
## iter 90 value 0.735215
## iter 100 value 0.726270
## final value 0.726270
## stopped after 100 iterations
## # weights: 11
## initial value 123.128875
## iter 10 value 50.580711
## iter 20 value 47.626400
## iter 30 value 47.163549
## iter 40 value 46.897149
## iter 50 value 46.809002
## iter 60 value 38.478899
## iter 70 value 11.257036
## iter 80 value 4.618547
## iter 90 value 4.553578
## iter 100 value 4.459547
## final value 4.459547
## stopped after 100 iterations
## # weights: 27
## initial value 132.902238
## iter 10 value 14.988937
## iter 20 value 2.916365
## iter 30 value 0.787538
## iter 40 value 0.719238
## iter 50 value 0.703536
## iter 60 value 0.691747
## iter 70 value 0.687457
## iter 80 value 0.684141
## iter 90 value 0.681364
## iter 100 value 0.677859
## final value 0.677859
## stopped after 100 iterations
## # weights: 43
## initial value 141.566758
## iter 10 value 4.591346
## iter 20 value 1.864523
## iter 30 value 0.953179
## iter 40 value 0.752108
## iter 50 value 0.696574
## iter 60 value 0.649342
## iter 70 value 0.545881
## iter 80 value 0.476208
## iter 90 value 0.444899
## iter 100 value 0.425817
## final value 0.425817
## stopped after 100 iterations
## # weights: 59
## initial value 133.666862
## iter 10 value 4.554420
## iter 20 value 0.973059
## iter 30 value 0.824229
## iter 40 value 0.709657
## iter 50 value 0.640143
## iter 60 value 0.627296
## iter 70 value 0.603881
## iter 80 value 0.582775
## iter 90 value 0.561739
## iter 100 value 0.538579
## final value 0.538579
## stopped after 100 iterations
## # weights: 75
## initial value 147.296117
## iter 10 value 5.858377
## iter 20 value 2.181919
## iter 30 value 0.956609
## iter 40 value 0.898044
## iter 50 value 0.796086
## iter 60 value 0.685484
## iter 70 value 0.650061
## iter 80 value 0.550527
## iter 90 value 0.469912
## iter 100 value 0.435140
## final value 0.435140
## stopped after 100 iterations
## # weights: 91
## initial value 118.044905
## iter 10 value 4.249670
## iter 20 value 1.025249
## iter 30 value 0.818407
## iter 40 value 0.747728
## iter 50 value 0.659181
## iter 60 value 0.582755
## iter 70 value 0.537348
## iter 80 value 0.497484
## iter 90 value 0.467077
## iter 100 value 0.445503
## final value 0.445503
## stopped after 100 iterations
## # weights: 107
## initial value 125.527741
## iter 10 value 4.535542
## iter 20 value 1.576022
## iter 30 value 0.823975
## iter 40 value 0.599537
## iter 50 value 0.519770
## iter 60 value 0.452568
## iter 70 value 0.406015
## iter 80 value 0.375739
## iter 90 value 0.352265
## iter 100 value 0.339000
## final value 0.339000
## stopped after 100 iterations
## # weights: 123
## initial value 145.013880
## iter 10 value 6.771494
## iter 20 value 0.934634
## iter 30 value 0.708934
## iter 40 value 0.551374
## iter 50 value 0.488318
## iter 60 value 0.433479
## iter 70 value 0.413480
## iter 80 value 0.393377
## iter 90 value 0.372105
## iter 100 value 0.360191
## final value 0.360191
## stopped after 100 iterations
## # weights: 139
## initial value 116.965189
## iter 10 value 4.420368
## iter 20 value 1.484504
## iter 30 value 0.837544
## iter 40 value 0.647543
## iter 50 value 0.530776
## iter 60 value 0.440623
## iter 70 value 0.407618
## iter 80 value 0.379626
## iter 90 value 0.355359
## iter 100 value 0.329623
## final value 0.329623
## stopped after 100 iterations
## # weights: 155
## initial value 142.337647
## iter 10 value 4.495924
## iter 20 value 1.050108
## iter 30 value 0.843227
## iter 40 value 0.538908
## iter 50 value 0.423876
## iter 60 value 0.379667
## iter 70 value 0.355850
## iter 80 value 0.343052
## iter 90 value 0.327002
## iter 100 value 0.320752
## final value 0.320752
## stopped after 100 iterations
## # weights: 11
## initial value 133.638695
## iter 10 value 33.061192
## iter 20 value 8.365521
## iter 30 value 3.974773
## iter 40 value 3.747044
## iter 50 value 3.678012
## iter 60 value 3.649565
## iter 70 value 3.599707
## iter 80 value 3.596195
## iter 90 value 3.593646
## iter 100 value 3.590317
## final value 3.590317
## stopped after 100 iterations
## # weights: 27
## initial value 134.088745
## iter 10 value 11.407167
## iter 20 value 2.229270
## iter 30 value 1.090462
## iter 40 value 0.667072
## iter 50 value 0.637338
## iter 60 value 0.593301
## iter 70 value 0.564787
## iter 80 value 0.479824
## iter 90 value 0.428674
## iter 100 value 0.405610
## final value 0.405610
## stopped after 100 iterations
## # weights: 43
## initial value 133.450169
## iter 10 value 5.289594
## iter 20 value 0.501122
## iter 30 value 0.439872
## iter 40 value 0.414245
## iter 50 value 0.405012
## iter 60 value 0.384479
## iter 70 value 0.370519
## iter 80 value 0.357340
## iter 90 value 0.350281
## iter 100 value 0.342870
## final value 0.342870
## stopped after 100 iterations
## # weights: 59
## initial value 119.388932
## iter 10 value 5.273141
## iter 20 value 1.448925
## iter 30 value 0.478470
## iter 40 value 0.390514
## iter 50 value 0.317743
## iter 60 value 0.255059
## iter 70 value 0.244821
## iter 80 value 0.223248
## iter 90 value 0.213505
## iter 100 value 0.203389
## final value 0.203389
## stopped after 100 iterations
## # weights: 75
## initial value 161.255038
## iter 10 value 4.882668
## iter 20 value 0.617429
## iter 30 value 0.497134
## iter 40 value 0.445035
## iter 50 value 0.361748
## iter 60 value 0.270535
## iter 70 value 0.252613
## iter 80 value 0.237239
## iter 90 value 0.227162
## iter 100 value 0.220367
## final value 0.220367
## stopped after 100 iterations
## # weights: 91
## initial value 111.758819
## iter 10 value 4.498688
## iter 20 value 1.109801
## iter 30 value 0.379340
## iter 40 value 0.318103
## iter 50 value 0.284668
## iter 60 value 0.239508
## iter 70 value 0.225392
## iter 80 value 0.197768
## iter 90 value 0.192194
## iter 100 value 0.185002
## final value 0.185002
## stopped after 100 iterations
## # weights: 107
## initial value 113.292172
## iter 10 value 3.805435
## iter 20 value 0.782042
## iter 30 value 0.389284
## iter 40 value 0.355817
## iter 50 value 0.308581
## iter 60 value 0.264350
## iter 70 value 0.238291
## iter 80 value 0.225673
## iter 90 value 0.217260
## iter 100 value 0.209485
## final value 0.209485
## stopped after 100 iterations
## # weights: 123
## initial value 153.025581
## iter 10 value 4.873350
## iter 20 value 1.231289
## iter 30 value 0.393548
## iter 40 value 0.348366
## iter 50 value 0.303702
## iter 60 value 0.279462
## iter 70 value 0.268289
## iter 80 value 0.253741
## iter 90 value 0.227776
## iter 100 value 0.218505
## final value 0.218505
## stopped after 100 iterations
## # weights: 139
## initial value 124.689025
## iter 10 value 4.745309
## iter 20 value 0.905390
## iter 30 value 0.458619
## iter 40 value 0.401513
## iter 50 value 0.287150
## iter 60 value 0.244075
## iter 70 value 0.215837
## iter 80 value 0.206129
## iter 90 value 0.195877
## iter 100 value 0.189133
## final value 0.189133
## stopped after 100 iterations
## # weights: 155
## initial value 215.251246
## iter 10 value 6.033477
## iter 20 value 1.363513
## iter 30 value 0.382097
## iter 40 value 0.327283
## iter 50 value 0.305216
## iter 60 value 0.268146
## iter 70 value 0.236371
## iter 80 value 0.223191
## iter 90 value 0.212113
## iter 100 value 0.204068
## final value 0.204068
## stopped after 100 iterations
## # weights: 11
## initial value 123.098420
## iter 10 value 39.877434
## iter 20 value 8.638083
## iter 30 value 3.895105
## iter 40 value 3.636110
## iter 50 value 2.898259
## iter 60 value 2.747067
## iter 70 value 2.717246
## iter 80 value 2.689867
## iter 90 value 2.623852
## iter 100 value 2.576805
## final value 2.576805
## stopped after 100 iterations
## # weights: 27
## initial value 128.880775
## iter 10 value 9.836347
## iter 20 value 0.720438
## iter 30 value 0.003622
## final value 0.000089
## converged
## # weights: 43
## initial value 152.889818
## iter 10 value 3.347636
## iter 20 value 0.190029
## iter 30 value 0.001232
## iter 40 value 0.000319
## final value 0.000092
## converged
## # weights: 59
## initial value 157.749026
## iter 10 value 3.525368
## iter 20 value 1.506035
## iter 30 value 0.095105
## iter 40 value 0.001060
## final value 0.000077
## converged
## # weights: 75
## initial value 131.810026
## iter 10 value 3.692836
## iter 20 value 0.100895
## iter 30 value 0.001310
## final value 0.000048
## converged
## # weights: 91
## initial value 202.945146
## iter 10 value 5.386974
## iter 20 value 0.042361
## iter 30 value 0.003286
## iter 40 value 0.000245
## final value 0.000089
## converged
## # weights: 107
## initial value 123.304234
## iter 10 value 5.628782
## iter 20 value 0.527325
## iter 30 value 0.003393
## final value 0.000086
## converged
## # weights: 123
## initial value 150.068162
## iter 10 value 3.451145
## iter 20 value 0.829091
## iter 30 value 0.001986
## iter 40 value 0.000134
## final value 0.000099
## converged
## # weights: 139
## initial value 149.443207
## iter 10 value 4.457797
## iter 20 value 0.057181
## final value 0.000079
## converged
## # weights: 155
## initial value 240.725711
## iter 10 value 4.067642
## iter 20 value 0.774309
## iter 30 value 0.001526
## final value 0.000086
## converged
## # weights: 11
## initial value 122.876032
## iter 10 value 50.810584
## iter 20 value 43.576092
## final value 43.575652
## converged
## # weights: 27
## initial value 123.594372
## iter 10 value 39.040589
## iter 20 value 23.063109
## iter 30 value 21.542802
## iter 40 value 20.874008
## iter 50 value 19.700087
## iter 60 value 19.416307
## iter 70 value 19.406617
## final value 19.406612
## converged
## # weights: 43
## initial value 138.584417
## iter 10 value 32.025886
## iter 20 value 19.799008
## iter 30 value 18.479165
## iter 40 value 18.091506
## iter 50 value 17.872129
## iter 60 value 17.853400
## iter 70 value 17.852880
## final value 17.852879
## converged
## # weights: 59
## initial value 151.695185
## iter 10 value 21.635497
## iter 20 value 18.353023
## iter 30 value 17.715772
## iter 40 value 17.588237
## iter 50 value 17.515528
## iter 60 value 17.447436
## iter 70 value 17.419900
## iter 80 value 17.417320
## iter 90 value 17.416549
## iter 100 value 17.416469
## final value 17.416469
## stopped after 100 iterations
## # weights: 75
## initial value 129.784506
## iter 10 value 25.933610
## iter 20 value 17.532640
## iter 30 value 17.157239
## iter 40 value 17.133373
## iter 50 value 17.122161
## iter 60 value 17.116164
## iter 70 value 17.114417
## iter 80 value 17.113906
## iter 90 value 17.113839
## iter 100 value 17.113816
## final value 17.113816
## stopped after 100 iterations
## # weights: 91
## initial value 128.810253
## iter 10 value 25.402143
## iter 20 value 17.226672
## iter 30 value 16.965035
## iter 40 value 16.912400
## iter 50 value 16.892478
## iter 60 value 16.880613
## iter 70 value 16.879034
## iter 80 value 16.878711
## iter 90 value 16.878506
## iter 100 value 16.878466
## final value 16.878466
## stopped after 100 iterations
## # weights: 107
## initial value 135.728183
## iter 10 value 33.017702
## iter 20 value 17.869166
## iter 30 value 16.774964
## iter 40 value 16.657879
## iter 50 value 16.608167
## iter 60 value 16.599434
## iter 70 value 16.597577
## iter 80 value 16.596522
## iter 90 value 16.596049
## iter 100 value 16.595953
## final value 16.595953
## stopped after 100 iterations
## # weights: 123
## initial value 135.308765
## iter 10 value 24.506046
## iter 20 value 16.784535
## iter 30 value 16.552118
## iter 40 value 16.461674
## iter 50 value 16.452130
## iter 60 value 16.450393
## iter 70 value 16.449728
## iter 80 value 16.449461
## iter 90 value 16.449239
## iter 100 value 16.449114
## final value 16.449114
## stopped after 100 iterations
## # weights: 139
## initial value 178.520715
## iter 10 value 22.611042
## iter 20 value 16.843067
## iter 30 value 16.526660
## iter 40 value 16.434143
## iter 50 value 16.387133
## iter 60 value 16.377272
## iter 70 value 16.373858
## iter 80 value 16.362624
## iter 90 value 16.350031
## iter 100 value 16.343755
## final value 16.343755
## stopped after 100 iterations
## # weights: 155
## initial value 101.977558
## iter 10 value 17.727525
## iter 20 value 16.267037
## iter 30 value 16.156080
## iter 40 value 16.127722
## iter 50 value 16.124201
## iter 60 value 16.123549
## iter 70 value 16.123378
## iter 80 value 16.123316
## iter 90 value 16.123303
## final value 16.123301
## converged
## # weights: 11
## initial value 119.708074
## iter 10 value 54.563662
## iter 20 value 39.412386
## iter 30 value 31.707275
## iter 40 value 31.435523
## final value 31.435488
## converged
## # weights: 27
## initial value 126.212335
## iter 10 value 29.983593
## iter 20 value 14.227700
## iter 30 value 12.993138
## iter 40 value 12.337772
## iter 50 value 12.070368
## iter 60 value 11.949603
## iter 70 value 11.944213
## final value 11.944194
## converged
## # weights: 43
## initial value 138.185030
## iter 10 value 16.332365
## iter 20 value 11.656711
## iter 30 value 11.295343
## iter 40 value 11.127089
## iter 50 value 11.063132
## iter 60 value 11.042891
## iter 70 value 11.037162
## iter 80 value 11.036869
## final value 11.036821
## converged
## # weights: 59
## initial value 144.614438
## iter 10 value 18.211234
## iter 20 value 11.431072
## iter 30 value 11.032533
## iter 40 value 10.885048
## iter 50 value 10.855261
## iter 60 value 10.821724
## iter 70 value 10.795187
## iter 80 value 10.777448
## iter 90 value 10.772984
## iter 100 value 10.770207
## final value 10.770207
## stopped after 100 iterations
## # weights: 75
## initial value 143.690942
## iter 10 value 23.213745
## iter 20 value 11.103768
## iter 30 value 10.743098
## iter 40 value 10.690627
## iter 50 value 10.682879
## iter 60 value 10.671349
## iter 70 value 10.666006
## iter 80 value 10.664596
## iter 90 value 10.663756
## iter 100 value 10.663666
## final value 10.663666
## stopped after 100 iterations
## # weights: 91
## initial value 131.565522
## iter 10 value 13.037814
## iter 20 value 10.718826
## iter 30 value 10.628390
## iter 40 value 10.607045
## iter 50 value 10.592494
## iter 60 value 10.590067
## iter 70 value 10.588519
## iter 80 value 10.588347
## iter 90 value 10.588276
## iter 100 value 10.588207
## final value 10.588207
## stopped after 100 iterations
## # weights: 107
## initial value 158.759655
## iter 10 value 16.318240
## iter 20 value 10.870223
## iter 30 value 10.604475
## iter 40 value 10.541503
## iter 50 value 10.510749
## iter 60 value 10.503105
## iter 70 value 10.499518
## iter 80 value 10.495534
## iter 90 value 10.494481
## iter 100 value 10.494361
## final value 10.494361
## stopped after 100 iterations
## # weights: 123
## initial value 107.806235
## iter 10 value 11.224658
## iter 20 value 10.438967
## iter 30 value 10.367782
## iter 40 value 10.357630
## iter 50 value 10.351247
## iter 60 value 10.349075
## iter 70 value 10.347861
## iter 80 value 10.347590
## iter 90 value 10.347527
## iter 100 value 10.347501
## final value 10.347501
## stopped after 100 iterations
## # weights: 139
## initial value 141.124718
## iter 10 value 12.425304
## iter 20 value 10.652011
## iter 30 value 10.395982
## iter 40 value 10.363273
## iter 50 value 10.327839
## iter 60 value 10.299952
## iter 70 value 10.293255
## iter 80 value 10.291733
## iter 90 value 10.290977
## iter 100 value 10.290811
## final value 10.290811
## stopped after 100 iterations
## # weights: 155
## initial value 123.149688
## iter 10 value 11.232061
## iter 20 value 10.312343
## iter 30 value 10.243706
## iter 40 value 10.211259
## iter 50 value 10.199335
## iter 60 value 10.196279
## iter 70 value 10.194660
## iter 80 value 10.193165
## iter 90 value 10.192593
## iter 100 value 10.192426
## final value 10.192426
## stopped after 100 iterations
## # weights: 11
## initial value 123.265134
## iter 10 value 54.888848
## iter 20 value 45.251198
## iter 30 value 26.554096
## iter 40 value 22.112984
## iter 50 value 22.111297
## final value 22.111288
## converged
## # weights: 27
## initial value 132.865485
## iter 10 value 20.150149
## iter 20 value 9.627575
## iter 30 value 8.641859
## iter 40 value 8.481925
## iter 50 value 8.438583
## iter 60 value 8.437816
## iter 70 value 8.437769
## iter 80 value 8.437675
## final value 8.437666
## converged
## # weights: 43
## initial value 122.121371
## iter 10 value 17.989482
## iter 20 value 8.184677
## iter 30 value 7.710551
## iter 40 value 7.550742
## iter 50 value 7.497588
## iter 60 value 7.488332
## iter 70 value 7.486125
## iter 80 value 7.485994
## iter 90 value 7.485717
## iter 100 value 7.483913
## final value 7.483913
## stopped after 100 iterations
## # weights: 59
## initial value 108.020299
## iter 10 value 12.180171
## iter 20 value 7.563985
## iter 30 value 7.264929
## iter 40 value 7.175992
## iter 50 value 7.101759
## iter 60 value 7.064805
## iter 70 value 7.060242
## iter 80 value 7.059486
## iter 90 value 7.059352
## iter 100 value 7.059322
## final value 7.059322
## stopped after 100 iterations
## # weights: 75
## initial value 120.335774
## iter 10 value 8.916502
## iter 20 value 7.137671
## iter 30 value 7.006188
## iter 40 value 6.967236
## iter 50 value 6.925022
## iter 60 value 6.900007
## iter 70 value 6.897212
## iter 80 value 6.891410
## iter 90 value 6.888267
## iter 100 value 6.886950
## final value 6.886950
## stopped after 100 iterations
## # weights: 91
## initial value 132.049699
## iter 10 value 10.392661
## iter 20 value 7.669179
## iter 30 value 7.051322
## iter 40 value 6.885870
## iter 50 value 6.823053
## iter 60 value 6.803124
## iter 70 value 6.795070
## iter 80 value 6.792407
## iter 90 value 6.790711
## iter 100 value 6.790304
## final value 6.790304
## stopped after 100 iterations
## # weights: 107
## initial value 129.588741
## iter 10 value 11.738185
## iter 20 value 7.232661
## iter 30 value 6.927609
## iter 40 value 6.848301
## iter 50 value 6.798736
## iter 60 value 6.777308
## iter 70 value 6.770440
## iter 80 value 6.764125
## iter 90 value 6.761465
## iter 100 value 6.760428
## final value 6.760428
## stopped after 100 iterations
## # weights: 123
## initial value 129.450816
## iter 10 value 8.318033
## iter 20 value 6.885957
## iter 30 value 6.791236
## iter 40 value 6.760191
## iter 50 value 6.732470
## iter 60 value 6.726206
## iter 70 value 6.722983
## iter 80 value 6.721917
## iter 90 value 6.721608
## iter 100 value 6.721441
## final value 6.721441
## stopped after 100 iterations
## # weights: 139
## initial value 140.687109
## iter 10 value 7.808673
## iter 20 value 6.922117
## iter 30 value 6.824747
## iter 40 value 6.767192
## iter 50 value 6.738614
## iter 60 value 6.722715
## iter 70 value 6.713782
## iter 80 value 6.708836
## iter 90 value 6.707582
## iter 100 value 6.707172
## final value 6.707172
## stopped after 100 iterations
## # weights: 155
## initial value 157.643423
## iter 10 value 8.132813
## iter 20 value 6.927737
## iter 30 value 6.758576
## iter 40 value 6.696266
## iter 50 value 6.663821
## iter 60 value 6.652837
## iter 70 value 6.646383
## iter 80 value 6.642055
## iter 90 value 6.639742
## iter 100 value 6.638660
## final value 6.638660
## stopped after 100 iterations
## # weights: 11
## initial value 129.042675
## iter 10 value 52.302383
## iter 20 value 49.788254
## iter 30 value 20.683963
## iter 40 value 15.531472
## iter 50 value 15.400452
## final value 15.399320
## converged
## # weights: 27
## initial value 124.960721
## iter 10 value 8.903364
## iter 20 value 6.185260
## iter 30 value 5.898483
## iter 40 value 5.792576
## iter 50 value 5.757543
## iter 60 value 5.752058
## iter 70 value 5.746649
## iter 80 value 5.733496
## iter 90 value 5.567203
## iter 100 value 5.478957
## final value 5.478957
## stopped after 100 iterations
## # weights: 43
## initial value 133.467697
## iter 10 value 8.180628
## iter 20 value 5.675762
## iter 30 value 5.324846
## iter 40 value 5.206321
## iter 50 value 5.070575
## iter 60 value 4.925818
## iter 70 value 4.828672
## iter 80 value 4.813453
## iter 90 value 4.803029
## iter 100 value 4.791522
## final value 4.791522
## stopped after 100 iterations
## # weights: 59
## initial value 132.750962
## iter 10 value 6.162825
## iter 20 value 5.137559
## iter 30 value 4.906649
## iter 40 value 4.760773
## iter 50 value 4.568629
## iter 60 value 4.439018
## iter 70 value 4.410776
## iter 80 value 4.401899
## iter 90 value 4.390533
## iter 100 value 4.361843
## final value 4.361843
## stopped after 100 iterations
## # weights: 75
## initial value 135.397044
## iter 10 value 12.675481
## iter 20 value 6.625690
## iter 30 value 5.431233
## iter 40 value 5.193554
## iter 50 value 4.924759
## iter 60 value 4.826944
## iter 70 value 4.738393
## iter 80 value 4.614978
## iter 90 value 4.512581
## iter 100 value 4.471734
## final value 4.471734
## stopped after 100 iterations
## # weights: 91
## initial value 142.290787
## iter 10 value 6.317742
## iter 20 value 5.084931
## iter 30 value 4.731268
## iter 40 value 4.559542
## iter 50 value 4.410758
## iter 60 value 4.260918
## iter 70 value 4.228099
## iter 80 value 4.210940
## iter 90 value 4.194727
## iter 100 value 4.185803
## final value 4.185803
## stopped after 100 iterations
## # weights: 107
## initial value 163.212967
## iter 10 value 7.382557
## iter 20 value 5.137526
## iter 30 value 4.746896
## iter 40 value 4.571392
## iter 50 value 4.318890
## iter 60 value 4.151061
## iter 70 value 4.075861
## iter 80 value 4.049237
## iter 90 value 4.028189
## iter 100 value 4.002926
## final value 4.002926
## stopped after 100 iterations
## # weights: 123
## initial value 109.279336
## iter 10 value 8.119250
## iter 20 value 5.197646
## iter 30 value 4.578046
## iter 40 value 4.423479
## iter 50 value 4.369761
## iter 60 value 4.344680
## iter 70 value 4.322148
## iter 80 value 4.187358
## iter 90 value 3.999778
## iter 100 value 3.971739
## final value 3.971739
## stopped after 100 iterations
## # weights: 139
## initial value 150.058723
## iter 10 value 8.694314
## iter 20 value 5.412195
## iter 30 value 4.653401
## iter 40 value 4.426655
## iter 50 value 4.157816
## iter 60 value 4.118830
## iter 70 value 4.110790
## iter 80 value 4.106991
## iter 90 value 4.104406
## iter 100 value 4.102496
## final value 4.102496
## stopped after 100 iterations
## # weights: 155
## initial value 164.535194
## iter 10 value 8.321627
## iter 20 value 5.100527
## iter 30 value 4.561610
## iter 40 value 4.341852
## iter 50 value 3.996579
## iter 60 value 3.937185
## iter 70 value 3.925916
## iter 80 value 3.922390
## iter 90 value 3.920226
## iter 100 value 3.917908
## final value 3.917908
## stopped after 100 iterations
## # weights: 11
## initial value 118.796464
## iter 10 value 59.185037
## iter 20 value 51.901862
## iter 30 value 46.121529
## iter 40 value 17.902068
## iter 50 value 11.122560
## iter 60 value 10.900832
## iter 70 value 10.875766
## final value 10.875734
## converged
## # weights: 27
## initial value 140.394539
## iter 10 value 30.951630
## iter 20 value 6.731312
## iter 30 value 4.709132
## iter 40 value 3.975163
## iter 50 value 3.919037
## iter 60 value 3.830385
## iter 70 value 3.669989
## iter 80 value 3.639545
## iter 90 value 3.635267
## iter 100 value 3.616908
## final value 3.616908
## stopped after 100 iterations
## # weights: 43
## initial value 113.226717
## iter 10 value 6.471918
## iter 20 value 4.272542
## iter 30 value 3.847500
## iter 40 value 3.639994
## iter 50 value 3.561535
## iter 60 value 3.457829
## iter 70 value 3.210561
## iter 80 value 3.008846
## iter 90 value 2.665459
## iter 100 value 2.468369
## final value 2.468369
## stopped after 100 iterations
## # weights: 59
## initial value 124.836846
## iter 10 value 6.187887
## iter 20 value 3.811066
## iter 30 value 3.004064
## iter 40 value 2.518947
## iter 50 value 2.400491
## iter 60 value 2.350648
## iter 70 value 2.327501
## iter 80 value 2.319338
## iter 90 value 2.311457
## iter 100 value 2.299476
## final value 2.299476
## stopped after 100 iterations
## # weights: 75
## initial value 122.342667
## iter 10 value 4.966843
## iter 20 value 3.834708
## iter 30 value 3.458420
## iter 40 value 3.161580
## iter 50 value 2.704625
## iter 60 value 2.389546
## iter 70 value 2.296884
## iter 80 value 2.247918
## iter 90 value 2.232768
## iter 100 value 2.217190
## final value 2.217190
## stopped after 100 iterations
## # weights: 91
## initial value 151.529688
## iter 10 value 10.503687
## iter 20 value 3.983808
## iter 30 value 3.080121
## iter 40 value 2.723426
## iter 50 value 2.546546
## iter 60 value 2.490057
## iter 70 value 2.453195
## iter 80 value 2.435092
## iter 90 value 2.418789
## iter 100 value 2.397435
## final value 2.397435
## stopped after 100 iterations
## # weights: 107
## initial value 143.781235
## iter 10 value 5.702574
## iter 20 value 4.281695
## iter 30 value 3.267685
## iter 40 value 2.848701
## iter 50 value 2.629290
## iter 60 value 2.565836
## iter 70 value 2.525473
## iter 80 value 2.493350
## iter 90 value 2.472299
## iter 100 value 2.457032
## final value 2.457032
## stopped after 100 iterations
## # weights: 123
## initial value 138.443477
## iter 10 value 5.066690
## iter 20 value 3.389068
## iter 30 value 2.568942
## iter 40 value 2.281150
## iter 50 value 2.184291
## iter 60 value 2.148701
## iter 70 value 2.128405
## iter 80 value 2.121132
## iter 90 value 2.115901
## iter 100 value 2.112085
## final value 2.112085
## stopped after 100 iterations
## # weights: 139
## initial value 139.148778
## iter 10 value 6.039687
## iter 20 value 3.845699
## iter 30 value 3.116508
## iter 40 value 2.729537
## iter 50 value 2.519015
## iter 60 value 2.300102
## iter 70 value 2.222486
## iter 80 value 2.192456
## iter 90 value 2.170186
## iter 100 value 2.140103
## final value 2.140103
## stopped after 100 iterations
## # weights: 155
## initial value 147.201743
## iter 10 value 6.014870
## iter 20 value 3.562946
## iter 30 value 2.842549
## iter 40 value 2.516184
## iter 50 value 2.369453
## iter 60 value 2.323839
## iter 70 value 2.288796
## iter 80 value 2.254360
## iter 90 value 2.223406
## iter 100 value 2.208904
## final value 2.208904
## stopped after 100 iterations
## # weights: 11
## initial value 119.085692
## iter 10 value 49.788426
## iter 20 value 45.358384
## iter 30 value 13.876844
## iter 40 value 8.138932
## iter 50 value 7.926324
## iter 60 value 7.871489
## final value 7.871479
## converged
## # weights: 27
## initial value 131.036016
## iter 10 value 8.313261
## iter 20 value 3.548589
## iter 30 value 2.207055
## iter 40 value 1.852656
## iter 50 value 1.735943
## iter 60 value 1.691997
## iter 70 value 1.683282
## iter 80 value 1.676596
## iter 90 value 1.669051
## iter 100 value 1.656621
## final value 1.656621
## stopped after 100 iterations
## # weights: 43
## initial value 146.826723
## iter 10 value 5.689442
## iter 20 value 3.406462
## iter 30 value 3.031008
## iter 40 value 2.751479
## iter 50 value 2.377905
## iter 60 value 2.301215
## iter 70 value 2.276801
## iter 80 value 2.255491
## iter 90 value 2.224708
## iter 100 value 2.121328
## final value 2.121328
## stopped after 100 iterations
## # weights: 59
## initial value 146.588818
## iter 10 value 5.488648
## iter 20 value 2.958382
## iter 30 value 2.599268
## iter 40 value 2.235917
## iter 50 value 1.830967
## iter 60 value 1.703164
## iter 70 value 1.611788
## iter 80 value 1.554156
## iter 90 value 1.488622
## iter 100 value 1.441273
## final value 1.441273
## stopped after 100 iterations
## # weights: 75
## initial value 142.359885
## iter 10 value 7.317541
## iter 20 value 2.842435
## iter 30 value 2.047820
## iter 40 value 1.674074
## iter 50 value 1.520934
## iter 60 value 1.443018
## iter 70 value 1.375389
## iter 80 value 1.299213
## iter 90 value 1.258467
## iter 100 value 1.222713
## final value 1.222713
## stopped after 100 iterations
## # weights: 91
## initial value 127.496298
## iter 10 value 4.329162
## iter 20 value 2.512720
## iter 30 value 1.848401
## iter 40 value 1.537772
## iter 50 value 1.404333
## iter 60 value 1.347046
## iter 70 value 1.320567
## iter 80 value 1.309283
## iter 90 value 1.299650
## iter 100 value 1.287085
## final value 1.287085
## stopped after 100 iterations
## # weights: 107
## initial value 163.709903
## iter 10 value 4.461314
## iter 20 value 2.600275
## iter 30 value 1.686929
## iter 40 value 1.384506
## iter 50 value 1.274008
## iter 60 value 1.202875
## iter 70 value 1.169471
## iter 80 value 1.147600
## iter 90 value 1.133943
## iter 100 value 1.125119
## final value 1.125119
## stopped after 100 iterations
## # weights: 123
## initial value 123.660938
## iter 10 value 5.432318
## iter 20 value 2.796989
## iter 30 value 1.949786
## iter 40 value 1.590202
## iter 50 value 1.364071
## iter 60 value 1.235038
## iter 70 value 1.180627
## iter 80 value 1.140463
## iter 90 value 1.121245
## iter 100 value 1.112786
## final value 1.112786
## stopped after 100 iterations
## # weights: 139
## initial value 145.809797
## iter 10 value 5.040182
## iter 20 value 2.592393
## iter 30 value 1.657098
## iter 40 value 1.353401
## iter 50 value 1.217639
## iter 60 value 1.142256
## iter 70 value 1.120852
## iter 80 value 1.110533
## iter 90 value 1.104415
## iter 100 value 1.098085
## final value 1.098085
## stopped after 100 iterations
## # weights: 155
## initial value 122.035046
## iter 10 value 4.748655
## iter 20 value 2.651890
## iter 30 value 1.980830
## iter 40 value 1.593665
## iter 50 value 1.407105
## iter 60 value 1.252385
## iter 70 value 1.205841
## iter 80 value 1.168638
## iter 90 value 1.146931
## iter 100 value 1.129995
## final value 1.129995
## stopped after 100 iterations
## # weights: 11
## initial value 119.909197
## iter 10 value 15.122786
## iter 20 value 7.297453
## iter 30 value 6.307281
## iter 40 value 6.104989
## iter 50 value 5.922643
## iter 60 value 5.921805
## iter 70 value 5.921752
## final value 5.921748
## converged
## # weights: 27
## initial value 115.335956
## iter 10 value 35.281947
## iter 20 value 5.303387
## iter 30 value 3.036992
## iter 40 value 2.637758
## iter 50 value 2.088543
## iter 60 value 1.905012
## iter 70 value 1.793700
## iter 80 value 1.736091
## iter 90 value 1.695323
## iter 100 value 1.678394
## final value 1.678394
## stopped after 100 iterations
## # weights: 43
## initial value 115.683800
## iter 10 value 5.383601
## iter 20 value 2.601239
## iter 30 value 2.149617
## iter 40 value 1.933399
## iter 50 value 1.773741
## iter 60 value 1.645675
## iter 70 value 1.423701
## iter 80 value 1.153161
## iter 90 value 1.025041
## iter 100 value 0.876367
## final value 0.876367
## stopped after 100 iterations
## # weights: 59
## initial value 116.320736
## iter 10 value 3.429407
## iter 20 value 1.413092
## iter 30 value 1.262313
## iter 40 value 1.012586
## iter 50 value 0.944055
## iter 60 value 0.898362
## iter 70 value 0.857016
## iter 80 value 0.790092
## iter 90 value 0.751700
## iter 100 value 0.718752
## final value 0.718752
## stopped after 100 iterations
## # weights: 75
## initial value 125.783356
## iter 10 value 4.294292
## iter 20 value 1.222361
## iter 30 value 0.980981
## iter 40 value 0.808820
## iter 50 value 0.715380
## iter 60 value 0.680903
## iter 70 value 0.648389
## iter 80 value 0.637580
## iter 90 value 0.622845
## iter 100 value 0.616988
## final value 0.616988
## stopped after 100 iterations
## # weights: 91
## initial value 126.847134
## iter 10 value 5.243668
## iter 20 value 2.101824
## iter 30 value 1.248133
## iter 40 value 1.013361
## iter 50 value 0.795597
## iter 60 value 0.720025
## iter 70 value 0.647303
## iter 80 value 0.609550
## iter 90 value 0.592722
## iter 100 value 0.582693
## final value 0.582693
## stopped after 100 iterations
## # weights: 107
## initial value 125.381490
## iter 10 value 4.537334
## iter 20 value 1.721488
## iter 30 value 1.260264
## iter 40 value 0.929566
## iter 50 value 0.819435
## iter 60 value 0.753537
## iter 70 value 0.715377
## iter 80 value 0.684779
## iter 90 value 0.663047
## iter 100 value 0.635639
## final value 0.635639
## stopped after 100 iterations
## # weights: 123
## initial value 165.228432
## iter 10 value 5.233731
## iter 20 value 1.805101
## iter 30 value 1.165556
## iter 40 value 0.981719
## iter 50 value 0.837172
## iter 60 value 0.701726
## iter 70 value 0.659520
## iter 80 value 0.638938
## iter 90 value 0.621340
## iter 100 value 0.609833
## final value 0.609833
## stopped after 100 iterations
## # weights: 139
## initial value 194.501267
## iter 10 value 4.758688
## iter 20 value 1.511208
## iter 30 value 1.192521
## iter 40 value 0.851086
## iter 50 value 0.788587
## iter 60 value 0.719754
## iter 70 value 0.698310
## iter 80 value 0.675523
## iter 90 value 0.660643
## iter 100 value 0.649583
## final value 0.649583
## stopped after 100 iterations
## # weights: 155
## initial value 139.684094
## iter 10 value 4.787101
## iter 20 value 1.464794
## iter 30 value 0.966992
## iter 40 value 0.762476
## iter 50 value 0.676263
## iter 60 value 0.628906
## iter 70 value 0.594656
## iter 80 value 0.582373
## iter 90 value 0.569621
## iter 100 value 0.560352
## final value 0.560352
## stopped after 100 iterations
## # weights: 11
## initial value 119.986902
## iter 10 value 21.794984
## iter 20 value 5.039316
## iter 30 value 4.709550
## iter 40 value 4.646204
## final value 4.639623
## converged
## # weights: 27
## initial value 129.935252
## iter 10 value 35.350529
## iter 20 value 4.478054
## iter 30 value 2.156941
## iter 40 value 1.582484
## iter 50 value 1.207938
## iter 60 value 1.105137
## iter 70 value 0.998076
## iter 80 value 0.873458
## iter 90 value 0.808774
## iter 100 value 0.759489
## final value 0.759489
## stopped after 100 iterations
## # weights: 43
## initial value 143.892781
## iter 10 value 4.867996
## iter 20 value 1.953783
## iter 30 value 1.251818
## iter 40 value 1.146703
## iter 50 value 0.987534
## iter 60 value 0.914027
## iter 70 value 0.781479
## iter 80 value 0.719107
## iter 90 value 0.690959
## iter 100 value 0.651004
## final value 0.651004
## stopped after 100 iterations
## # weights: 59
## initial value 139.985040
## iter 10 value 23.226670
## iter 20 value 3.345315
## iter 30 value 1.464149
## iter 40 value 1.232239
## iter 50 value 1.109666
## iter 60 value 0.800777
## iter 70 value 0.685021
## iter 80 value 0.554154
## iter 90 value 0.494751
## iter 100 value 0.456175
## final value 0.456175
## stopped after 100 iterations
## # weights: 75
## initial value 124.068070
## iter 10 value 4.554111
## iter 20 value 1.570154
## iter 30 value 0.572618
## iter 40 value 0.481906
## iter 50 value 0.429658
## iter 60 value 0.410079
## iter 70 value 0.396675
## iter 80 value 0.376308
## iter 90 value 0.366283
## iter 100 value 0.348274
## final value 0.348274
## stopped after 100 iterations
## # weights: 91
## initial value 144.634670
## iter 10 value 10.296554
## iter 20 value 3.028693
## iter 30 value 1.988935
## iter 40 value 1.366034
## iter 50 value 1.005616
## iter 60 value 0.841720
## iter 70 value 0.784999
## iter 80 value 0.758801
## iter 90 value 0.710444
## iter 100 value 0.669571
## final value 0.669571
## stopped after 100 iterations
## # weights: 107
## initial value 146.445794
## iter 10 value 4.180485
## iter 20 value 1.042250
## iter 30 value 0.672965
## iter 40 value 0.514477
## iter 50 value 0.454662
## iter 60 value 0.416028
## iter 70 value 0.394491
## iter 80 value 0.359665
## iter 90 value 0.342732
## iter 100 value 0.335003
## final value 0.335003
## stopped after 100 iterations
## # weights: 123
## initial value 127.433925
## iter 10 value 3.852847
## iter 20 value 0.852069
## iter 30 value 0.619997
## iter 40 value 0.455218
## iter 50 value 0.413719
## iter 60 value 0.386380
## iter 70 value 0.363550
## iter 80 value 0.345146
## iter 90 value 0.333965
## iter 100 value 0.322433
## final value 0.322433
## stopped after 100 iterations
## # weights: 139
## initial value 181.023811
## iter 10 value 4.170011
## iter 20 value 0.766549
## iter 30 value 0.571714
## iter 40 value 0.502632
## iter 50 value 0.435069
## iter 60 value 0.390385
## iter 70 value 0.362841
## iter 80 value 0.342999
## iter 90 value 0.332838
## iter 100 value 0.321785
## final value 0.321785
## stopped after 100 iterations
## # weights: 155
## initial value 111.779084
## iter 10 value 4.186119
## iter 20 value 0.740473
## iter 30 value 0.598537
## iter 40 value 0.465615
## iter 50 value 0.404362
## iter 60 value 0.378156
## iter 70 value 0.364631
## iter 80 value 0.354470
## iter 90 value 0.345761
## iter 100 value 0.336655
## final value 0.336655
## stopped after 100 iterations
## # weights: 11
## initial value 125.853908
## iter 10 value 49.986477
## iter 20 value 49.970056
## iter 30 value 49.961831
## iter 40 value 49.854034
## iter 50 value 47.653022
## iter 60 value 18.426293
## iter 70 value 5.777263
## iter 80 value 4.631002
## iter 90 value 4.143095
## iter 100 value 3.867483
## final value 3.867483
## stopped after 100 iterations
## # weights: 27
## initial value 129.667387
## iter 10 value 6.443760
## iter 20 value 1.954903
## iter 30 value 0.520163
## iter 40 value 0.494637
## iter 50 value 0.469281
## iter 60 value 0.438985
## iter 70 value 0.419953
## iter 80 value 0.415849
## iter 90 value 0.400997
## iter 100 value 0.394946
## final value 0.394946
## stopped after 100 iterations
## # weights: 43
## initial value 121.744869
## iter 10 value 7.033152
## iter 20 value 1.490704
## iter 30 value 0.583629
## iter 40 value 0.496423
## iter 50 value 0.439167
## iter 60 value 0.415175
## iter 70 value 0.408278
## iter 80 value 0.384706
## iter 90 value 0.364043
## iter 100 value 0.352650
## final value 0.352650
## stopped after 100 iterations
## # weights: 59
## initial value 163.011254
## iter 10 value 4.905021
## iter 20 value 0.577287
## iter 30 value 0.444278
## iter 40 value 0.340980
## iter 50 value 0.311740
## iter 60 value 0.284892
## iter 70 value 0.252634
## iter 80 value 0.241776
## iter 90 value 0.232114
## iter 100 value 0.222153
## final value 0.222153
## stopped after 100 iterations
## # weights: 75
## initial value 175.510037
## iter 10 value 4.379168
## iter 20 value 0.828719
## iter 30 value 0.443096
## iter 40 value 0.425763
## iter 50 value 0.401255
## iter 60 value 0.387547
## iter 70 value 0.373831
## iter 80 value 0.363268
## iter 90 value 0.356370
## iter 100 value 0.347413
## final value 0.347413
## stopped after 100 iterations
## # weights: 91
## initial value 146.589534
## iter 10 value 4.375808
## iter 20 value 0.463094
## iter 30 value 0.390352
## iter 40 value 0.327911
## iter 50 value 0.296062
## iter 60 value 0.237259
## iter 70 value 0.212083
## iter 80 value 0.202524
## iter 90 value 0.189345
## iter 100 value 0.182411
## final value 0.182411
## stopped after 100 iterations
## # weights: 107
## initial value 123.205047
## iter 10 value 4.372334
## iter 20 value 0.533919
## iter 30 value 0.355763
## iter 40 value 0.307315
## iter 50 value 0.285520
## iter 60 value 0.258750
## iter 70 value 0.237274
## iter 80 value 0.224684
## iter 90 value 0.203108
## iter 100 value 0.196436
## final value 0.196436
## stopped after 100 iterations
## # weights: 123
## initial value 119.103620
## iter 10 value 6.570445
## iter 20 value 0.689872
## iter 30 value 0.382459
## iter 40 value 0.332104
## iter 50 value 0.266019
## iter 60 value 0.229704
## iter 70 value 0.218469
## iter 80 value 0.209639
## iter 90 value 0.196392
## iter 100 value 0.187442
## final value 0.187442
## stopped after 100 iterations
## # weights: 139
## initial value 148.791650
## iter 10 value 4.311477
## iter 20 value 1.196042
## iter 30 value 0.385776
## iter 40 value 0.336190
## iter 50 value 0.290380
## iter 60 value 0.237319
## iter 70 value 0.206182
## iter 80 value 0.188228
## iter 90 value 0.176521
## iter 100 value 0.169115
## final value 0.169115
## stopped after 100 iterations
## # weights: 155
## initial value 111.621735
## iter 10 value 3.694910
## iter 20 value 1.236396
## iter 30 value 0.297825
## iter 40 value 0.260553
## iter 50 value 0.222780
## iter 60 value 0.205950
## iter 70 value 0.188140
## iter 80 value 0.181495
## iter 90 value 0.168584
## iter 100 value 0.160369
## final value 0.160369
## stopped after 100 iterations
## # weights: 11
## initial value 135.141405
## iter 10 value 39.804510
## iter 20 value 13.987949
## iter 30 value 11.679651
## iter 40 value 11.546755
## iter 50 value 11.546489
## iter 60 value 11.546398
## final value 11.546375
## convergedresultado_entrenamiento5 <- predict(modelo5, entrenamiento)
resultado_prueba5 <- predict(modelo5, prueba)
#Matriz de Confusión
# Es una tabla de evaluación que desglosa el rendimiento del modelo de clasificación
# Matriz de clasificación del resultado de entrenamiento
mcre5 <- confusionMatrix(resultado_entrenamiento5, entrenamiento$Species)
# mcre5
# Matriz de clasificación del resultado de la prueba
mcrp5 <- confusionMatrix(resultado_prueba5, prueba$Specie)
# mcrp5Modelo 6. Bosques Aleatorios
modelo6 <- train(Species ~ ., data=entrenamiento,
method = "rf", #Cambiar
preProcess=c("scale", "center"),
trControl = trainControl(method="cv", number=10),
tuneGrid= expand.grid(mtry = c(2,4,6)) # Cambiar
)
resultado_entrenamiento6 <- predict(modelo6, entrenamiento)
resultado_prueba6 <- predict(modelo6, prueba)
#Matriz de Confusión
# Es una tabla de evaluación que desglosa el rendimiento del modelo de clasificación
# Matriz de clasificación del resultado de entrenamiento
mcre6 <- confusionMatrix(resultado_entrenamiento6, entrenamiento$Species)
mcre6## Confusion Matrix and Statistics
##
## Reference
## Prediction setosa versicolor virginica
## setosa 40 0 0
## versicolor 0 40 0
## virginica 0 0 40
##
## Overall Statistics
##
## Accuracy : 1
## 95% CI : (0.9697, 1)
## No Information Rate : 0.3333
## P-Value [Acc > NIR] : < 2.2e-16
##
## Kappa : 1
##
## Mcnemar's Test P-Value : NA
##
## Statistics by Class:
##
## Class: setosa Class: versicolor Class: virginica
## Sensitivity 1.0000 1.0000 1.0000
## Specificity 1.0000 1.0000 1.0000
## Pos Pred Value 1.0000 1.0000 1.0000
## Neg Pred Value 1.0000 1.0000 1.0000
## Prevalence 0.3333 0.3333 0.3333
## Detection Rate 0.3333 0.3333 0.3333
## Detection Prevalence 0.3333 0.3333 0.3333
## Balanced Accuracy 1.0000 1.0000 1.0000# Matriz de clasificación del resultado de la prueba
mcrp6 <- confusionMatrix(resultado_prueba6, prueba$Specie)
mcrp6## Confusion Matrix and Statistics
##
## Reference
## Prediction setosa versicolor virginica
## setosa 10 0 0
## versicolor 0 10 2
## virginica 0 0 8
##
## Overall Statistics
##
## Accuracy : 0.9333
## 95% CI : (0.7793, 0.9918)
## No Information Rate : 0.3333
## P-Value [Acc > NIR] : 8.747e-12
##
## Kappa : 0.9
##
## Mcnemar's Test P-Value : NA
##
## Statistics by Class:
##
## Class: setosa Class: versicolor Class: virginica
## Sensitivity 1.0000 1.0000 0.8000
## Specificity 1.0000 0.9000 1.0000
## Pos Pred Value 1.0000 0.8333 1.0000
## Neg Pred Value 1.0000 1.0000 0.9091
## Prevalence 0.3333 0.3333 0.3333
## Detection Rate 0.3333 0.3333 0.2667
## Detection Prevalence 0.3333 0.4000 0.2667
## Balanced Accuracy 1.0000 0.9500 0.9000Tabla de Resultados
resultados <- data.frame(
"svmLinear" = c(mcre1$overall["Accuracy"], mcrp1$overall["Accuracy"]),
"svmRadial" = c(mcre2$overall["Accuracy"], mcrp2$overall["Accuracy"]),
"svmPoly" = c(mcre3$overall["Accuracy"], mcrp3$overall["Accuracy"]),
"rpart" = c(mcre4$overall["Accuracy"], mcrp4$overall["Accuracy"]),
"nnet" = c(mcre5$overall["Accuracy"], mcrp5$overall["Accuracy"]),
"rf" = c(mcre6$overall["Accuracy"], mcrp6$overall["Accuracy"])
)
rownames(resultados) <- c("Precisión de entrenamiento", "Precisión de prueba")
resultados## svmLinear svmRadial svmPoly rpart nnet
## Precisión de entrenamiento 0.9916667 0.9916667 0.9666667 0.9666667 0.9833333
## Precisión de prueba 0.9666667 0.9333333 0.9333333 0.9333333 0.9666667
## rf
## Precisión de entrenamiento 1.0000000
## Precisión de prueba 0.9333333Conclusión
Acorde a la tabla de resultados, obervamos que ningún método presenta sobreajuste. Podemos seleccionar el de redes neuronales por su desempeño. Sobre ajuste sería un Acurracy muy alto en entrenamiento y demasiado bajo en prueba (tipo 90+ y 60-)
---
title: "CARET"
author: "Humberto Cortés Saldaña"
date: "2025-08-22"
output: 
  html_document:
    toc: TRUE
    toc_float: TRUE
    code_download: TRUE
    theme: yeti
---


<center>
![](https://miro.medium.com/v2/resize:fit:1400/1*ZK9_HrpP_lhSzTq9xVJUQw.png)
<center>

# <span style="color:blue;"> Teoría </span>
El paquete **CARET (Classification and regression training)** es un paquete integral con una amplia variedad de algoritmos para el aprendizaje automático.

# <span style="color:blue;"> Instalar paquetes y llamar librerías </span>
```{r}
#install.packages("ggplot2") # Gráfica
library(ggplot2)
#install.packages("lattice") # Gráfica
library(lattice)
#install.packages("caret") # Algoritmos de aprendizaje automatico
library(caret)
#install.packages("datasets") # Usar bases de datos, en este caso iris
library(datasets)
#install.packages("DataExplorer") # Análisis Exploratorio
library(DataExplorer)
#install.packages("kernlab")


```

# <span style="color:blue;"> Crear la base de datos </span>
```{r}
df <- data.frame(iris)
```

# <span style="color:blue;"> Entender la base de datos </span>
```{r}
summary(df)
str(df)
# create_report(df)

plot_missing(df)
plot_histogram(df)
plot_correlation(df)

```
** NOTA: la variable que queremos predecir debe tener formtao de factor**

# <span style="color:blue;"> Entender la base de datos </span>
```{r message=FALSE, warning=FALSE, paged.print=FALSE}
# Normalmente 80-20
set.seed(123)
renglones_entrenamiento <- createDataPartition(df$Species, p=0.8, list = FALSE)

entrenamiento <- iris[renglones_entrenamiento, ]
prueba <- iris[-renglones_entrenamiento, ]
```
# <span style="color:blue;"> Distintos tipos de Métodos para Molderar </span>
Los métodos más utilizados para modelar aprendizaje automático son:

* **SVM**: *Support Vector Mchine* o Máquina de Vectores de Soporte. Hay varios subtipos: Lineal (svmlinear), Radial (svmRadial), Polinómico (svmPoly), etc.

* **Árbol de Decisión**: rpart

* **Redes Neuronales**: nnet

* **Random Forest** o Bosques Aleatorios: Rf

# <span style="color:blue;"> Modelo 1. SVM Lineal </span>

```{r message=FALSE, warning=FALSE, paged.print=FALSE}
modelo1 <- train(Species ~ ., data=entrenamiento,
                 method = "svmLinear", #Cambiar
                 preProcess=c("scale", "center"),
                 trControl = trainControl(method="cv", number=10),
                 tuneGride = data.frame(C=1) # Cambiar
                 )
                
resultado_entrenamiento1 <- predict(modelo1, entrenamiento)
resultado_prueba1 <- predict(modelo1, prueba)

#Matriz de Confusión
# Es una tabla de evaluación que desglosa el rendimiento del modelo de clasificación

# Matriz de clasificación del resultado de entrenamiento
mcre1 <- confusionMatrix(resultado_entrenamiento1, entrenamiento$Species)
mcre1

# Matriz de clasificación del resultado de la prueba
mcrp1 <- confusionMatrix(resultado_prueba1, prueba$Specie)
mcrp1
```

# <span style="color:blue;"> Modelo 2. SVM Radial </span>

```{r message=FALSE, warning=FALSE, paged.print=FALSE}
modelo2 <- train(Species ~ ., data=entrenamiento,
                 method = "svmRadial", #Cambiar
                 preProcess=c("scale", "center"),
                 trControl = trainControl(method="cv", number=10),
                 tuneGride = data.frame(C=1) # Cambiar
                 )
                
resultado_entrenamiento2 <- predict(modelo2, entrenamiento)
resultado_prueba2 <- predict(modelo2, prueba)

#Matriz de Confusión
# Es una tabla de evaluación que desglosa el rendimiento del modelo de clasificación

# Matriz de clasificación del resultado de entrenamiento
mcre2 <- confusionMatrix(resultado_entrenamiento2, entrenamiento$Species)
mcre2

# Matriz de clasificación del resultado de la prueba
mcrp2 <- confusionMatrix(resultado_prueba2, prueba$Specie)
mcrp2
```

# <span style="color:blue;"> Modelo 3. SVM Radial </span>

```{r message=FALSE, warning=FALSE, paged.print=FALSE}
modelo3 <- train(Species ~ ., data=entrenamiento,
                 method = "svmPoly", #Cambiar
                 preProcess=c("scale", "center"),
                 trControl = trainControl(method="cv", number=10),
                 tuneGride = data.frame(C=1) # Cambiar
                 )
                
resultado_entrenamiento3 <- predict(modelo3, entrenamiento)
resultado_prueba3 <- predict(modelo3, prueba)

#Matriz de Confusión
# Es una tabla de evaluación que desglosa el rendimiento del modelo de clasificación

# Matriz de clasificación del resultado de entrenamiento
mcre3 <- confusionMatrix(resultado_entrenamiento3, entrenamiento$Species)
mcre3

# Matriz de clasificación del resultado de la prueba
mcrp3 <- confusionMatrix(resultado_prueba3, prueba$Specie)
mcrp3
```



# <span style="color:blue;"> Modelo 4. Árbol de Decisión </span>

```{r message=FALSE, warning=FALSE, paged.print=FALSE}
modelo4 <- train(Species ~ ., data=entrenamiento,
                 method = "rpart", #Cambiar
                 preProcess=c("scale", "center"),
                 trControl = trainControl(method="cv", number=10),
                 tuneLength = 10 # Cambiar
                 )
                
resultado_entrenamiento4 <- predict(modelo4, entrenamiento)
resultado_prueba4 <- predict(modelo4, prueba)

#Matriz de Confusión
# Es una tabla de evaluación que desglosa el rendimiento del modelo de clasificación

# Matriz de clasificación del resultado de entrenamiento
mcre4 <- confusionMatrix(resultado_entrenamiento4, entrenamiento$Species)
mcre4

# Matriz de clasificación del resultado de la prueba
mcrp4 <- confusionMatrix(resultado_prueba4, prueba$Specie)
mcrp4
```

# <span style="color:blue;"> Modelo 5. Redes Neuronales </span>

```{r message=FALSE, warning=FALSE, paged.print=FALSE}
modelo5 <- train(Species ~ ., data=entrenamiento,
                 method = "nnet", #Cambiar
                 preProcess=c("scale", "center"),
                 trControl = trainControl(method="cv", number=10),
                 tuneLength = 10 # Cambiar
                 )
                
resultado_entrenamiento5 <- predict(modelo5, entrenamiento)
resultado_prueba5 <- predict(modelo5, prueba)

#Matriz de Confusión
# Es una tabla de evaluación que desglosa el rendimiento del modelo de clasificación

# Matriz de clasificación del resultado de entrenamiento
mcre5 <- confusionMatrix(resultado_entrenamiento5, entrenamiento$Species)
# mcre5

# Matriz de clasificación del resultado de la prueba
mcrp5 <- confusionMatrix(resultado_prueba5, prueba$Specie)
# mcrp5
```


# <span style="color:blue;"> Modelo 6. Bosques Aleatorios </span>

```{r message=FALSE, warning=FALSE, paged.print=FALSE}
modelo6 <- train(Species ~ ., data=entrenamiento,
                 method = "rf", #Cambiar
                 preProcess=c("scale", "center"),
                 trControl = trainControl(method="cv", number=10),
                 tuneGrid= expand.grid(mtry = c(2,4,6)) # Cambiar
                 )
                
resultado_entrenamiento6 <- predict(modelo6, entrenamiento)
resultado_prueba6 <- predict(modelo6, prueba)

#Matriz de Confusión
# Es una tabla de evaluación que desglosa el rendimiento del modelo de clasificación

# Matriz de clasificación del resultado de entrenamiento
mcre6 <- confusionMatrix(resultado_entrenamiento6, entrenamiento$Species)
mcre6

# Matriz de clasificación del resultado de la prueba
mcrp6 <- confusionMatrix(resultado_prueba6, prueba$Specie)
mcrp6
```


# <span style="color:blue;"> Tabla de Resultados </span>

```{r message=FALSE, warning=FALSE, paged.print=FALSE}
resultados <- data.frame(
  "svmLinear" = c(mcre1$overall["Accuracy"], mcrp1$overall["Accuracy"]),
  "svmRadial" = c(mcre2$overall["Accuracy"], mcrp2$overall["Accuracy"]),
  "svmPoly" = c(mcre3$overall["Accuracy"], mcrp3$overall["Accuracy"]),
  "rpart" = c(mcre4$overall["Accuracy"], mcrp4$overall["Accuracy"]),
  "nnet" = c(mcre5$overall["Accuracy"], mcrp5$overall["Accuracy"]),
  "rf" = c(mcre6$overall["Accuracy"], mcrp6$overall["Accuracy"])
)

rownames(resultados) <- c("Precisión de entrenamiento", "Precisión de prueba")
resultados


```
# <span style="color:blue;"> Conclusión </span>

Acorde a la tabla de resultados, obervamos que ningún método presenta sobreajuste. Podemos seleccionar el de redes neuronales por su desempeño. Sobre ajuste sería un Acurracy muy alto en entrenamiento y demasiado bajo en prueba (tipo 90+ y 60-)

