El paquete caret (clasification and regresion training) es un paquete integral con una amplia variedad de algoritmos para el aprendizaje automático.
# install.packages("ggplot2") # Gráficas con mejor diseño
# install.packages("lattice") # Crear gráficos
# install.packages("caret") # Algoritmos de aprendizaje automático
# install.packages("datasets") # Usar la base de datos Iris
# install.packages("DataExplorer") #Exploración de datos
# install.packages("kernlab") #Paquete con métodos de aprendizaje automatico
# install.packages("randomForest") # Paquete para este método de clasificación
library(ggplot2)
library(lattice)
library(caret)
library(datasets)
library(DataExplorer)
library(kernlab)
##
## Attaching package: 'kernlab'
## The following object is masked from 'package:ggplot2':
##
## alpha
library(randomForest)
## randomForest 4.7-1.1
## Type rfNews() to see new features/changes/bug fixes.
##
## Attaching package: 'randomForest'
## The following object is masked from 'package:ggplot2':
##
## margin
df <- data.frame(iris)
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 ...
plot_missing(df)
NOTA: La variable que queremos predecir debe tener formato de FACTOR
set.seed(123)
renglones_entrenamiento <- createDataPartition(df$Species, p=0.8, list = FALSE)
entrenamiento <- iris[renglones_entrenamiento, ]
prueba <- iris[-renglones_entrenamiento, ]
Los métodos más utilizados para modelar aprendizaje automático son: * SVM: (Support Vector Machine) Hay varios subtipos: lineal(svmlinear), *
modelo1 <- train(Species ~ ., data = entrenamiento,
method = "svmLinear",
preProcess = c("scale", "center"),
trControl = trainControl(method = "cv", number = 10),
tuneGrid = data.frame(C = 1))
resultado_entrenamiento1 <- predict(modelo1,entrenamiento)
resultado_prueba1 <- predict(modelo1,prueba)
# Matriz de confusión del resultdo de entrenamiento
mcre1 <-confusionMatrix(resultado_entrenamiento1,entrenamiento$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 confusion del resultado de prueba
mcrp1 <- confusionMatrix(resultado_prueba1, prueba$Species)
mcrp1
## Confusion Matrix and Statistics
##
## Reference
## Prediction setosa versicolor virginica
## setosa 10 0 0
## versicolor 0 10 1
## virginica 0 0 9
##
## Overall Statistics
##
## Accuracy : 0.9667
## 95% CI : (0.8278, 0.9992)
## No Information Rate : 0.3333
## P-Value [Acc > NIR] : 2.963e-13
##
## Kappa : 0.95
##
## Mcnemar's Test P-Value : NA
##
## Statistics by Class:
##
## Class: setosa Class: versicolor Class: virginica
## Sensitivity 1.0000 1.0000 0.9000
## Specificity 1.0000 0.9500 1.0000
## Pos Pred Value 1.0000 0.9091 1.0000
## Neg Pred Value 1.0000 1.0000 0.9524
## Prevalence 0.3333 0.3333 0.3333
## Detection Rate 0.3333 0.3333 0.3000
## Detection Prevalence 0.3333 0.3667 0.3000
## Balanced Accuracy 1.0000 0.9750 0.9500
modelo2 <- train(Species ~ ., data = entrenamiento,
method = "svmRadial",
preProcess = c("scale", "center"),
trControl = trainControl(method = "cv", number = 10),
tuneGrid = data.frame(sigma=1, C = 1))
resultado_entrenamiento2 <- predict(modelo2,entrenamiento)
resultado_prueba2 <- predict(modelo2,prueba)
# Matriz de confusión del resultdo de entrenamiento
mcre2 <-confusionMatrix(resultado_entrenamiento2,entrenamiento$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 confusion del resultado de prueba
mcrp2 <- confusionMatrix(resultado_prueba2, prueba$Species)
mcrp2
## Confusion Matrix and Statistics
##
## Reference
## Prediction setosa versicolor virginica
## setosa 10 0 0
## versicolor 0 10 2
## virginica 0 0 8
##
## Overall Statistics
##
## Accuracy : 0.9333
## 95% CI : (0.7793, 0.9918)
## No Information Rate : 0.3333
## P-Value [Acc > NIR] : 8.747e-12
##
## Kappa : 0.9
##
## Mcnemar's Test P-Value : NA
##
## Statistics by Class:
##
## Class: setosa Class: versicolor Class: virginica
## Sensitivity 1.0000 1.0000 0.8000
## Specificity 1.0000 0.9000 1.0000
## Pos Pred Value 1.0000 0.8333 1.0000
## Neg Pred Value 1.0000 1.0000 0.9091
## Prevalence 0.3333 0.3333 0.3333
## Detection Rate 0.3333 0.3333 0.2667
## Detection Prevalence 0.3333 0.4000 0.2667
## Balanced Accuracy 1.0000 0.9500 0.9000
modelo3 <- train(Species ~ ., data = entrenamiento,
method = "svmPoly",
preProcess = c("scale", "center"),
trControl = trainControl(method = "cv", number = 10),
tuneGrid = data.frame(degree=1, scale=1, C = 1))
resultado_entrenamiento3 <- predict(modelo3,entrenamiento)
resultado_prueba3 <- predict(modelo3,prueba)
# Matriz de confusión del resultdo de entrenamiento
mcre3 <-confusionMatrix(resultado_entrenamiento3,entrenamiento$Species)
mcre3
## 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 confusion del resultado de prueba
mcrp3 <- confusionMatrix(resultado_prueba3, prueba$Species)
mcrp3
## Confusion Matrix and Statistics
##
## Reference
## Prediction setosa versicolor virginica
## setosa 10 0 0
## versicolor 0 10 1
## virginica 0 0 9
##
## Overall Statistics
##
## Accuracy : 0.9667
## 95% CI : (0.8278, 0.9992)
## No Information Rate : 0.3333
## P-Value [Acc > NIR] : 2.963e-13
##
## Kappa : 0.95
##
## Mcnemar's Test P-Value : NA
##
## Statistics by Class:
##
## Class: setosa Class: versicolor Class: virginica
## Sensitivity 1.0000 1.0000 0.9000
## Specificity 1.0000 0.9500 1.0000
## Pos Pred Value 1.0000 0.9091 1.0000
## Neg Pred Value 1.0000 1.0000 0.9524
## Prevalence 0.3333 0.3333 0.3333
## Detection Rate 0.3333 0.3333 0.3000
## Detection Prevalence 0.3333 0.3667 0.3000
## Balanced Accuracy 1.0000 0.9750 0.9500
#Modelo con el metodo RPART
modelo4 <- train(Species ~ ., data = entrenamiento,
method = "rpart",
preProcess = c("scale", "center"),
trControl = trainControl(method = "cv", number = 10))
resultado_entrenamiento4 <- predict(modelo4,entrenamiento)
resultado_prueba4 <- predict(modelo4,prueba)
# Matriz de confusión del resultdo de entrenamiento
mcre4 <-confusionMatrix(resultado_entrenamiento4,entrenamiento$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 confusion del resultado de prueba
mcrp4 <- confusionMatrix(resultado_prueba4, prueba$Species)
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 0.9000
modelo5 <- train(Species ~ ., data = entrenamiento,
method = "nnet",
preProcess = c("scale", "center"),
trControl = trainControl(method = "cv", number = 10),
tuneLength = 10)
## # weights: 11
## initial value 130.530132
## iter 10 value 50.031494
## iter 20 value 48.622939
## iter 30 value 46.051782
## iter 40 value 45.435982
## iter 50 value 45.023331
## iter 60 value 41.543860
## iter 70 value 18.481105
## iter 80 value 4.645715
## iter 90 value 3.798934
## iter 100 value 3.370556
## final value 3.370556
## stopped after 100 iterations
## # weights: 27
## initial value 132.517409
## iter 10 value 22.263231
## iter 20 value 2.574680
## iter 30 value 0.008513
## final value 0.000051
## converged
## # weights: 43
## initial value 136.160730
## iter 10 value 3.642258
## iter 20 value 0.051614
## iter 30 value 0.013220
## iter 40 value 0.001249
## final value 0.000086
## converged
## # weights: 59
## initial value 144.888794
## iter 10 value 5.212819
## iter 20 value 0.095594
## iter 30 value 0.001456
## final value 0.000071
## converged
## # weights: 75
## initial value 161.664914
## iter 10 value 4.629653
## iter 20 value 0.050954
## iter 30 value 0.000440
## final value 0.000074
## converged
## # weights: 91
## initial value 139.559466
## iter 10 value 3.120073
## iter 20 value 0.065659
## iter 30 value 0.003111
## iter 40 value 0.000483
## iter 50 value 0.000139
## iter 50 value 0.000086
## iter 50 value 0.000086
## final value 0.000086
## converged
## # weights: 107
## initial value 156.300808
## iter 10 value 5.519209
## iter 20 value 0.068139
## iter 30 value 0.004857
## iter 40 value 0.000559
## iter 50 value 0.000139
## final value 0.000089
## converged
## # weights: 123
## initial value 189.250853
## iter 10 value 3.848601
## iter 20 value 0.038848
## iter 30 value 0.001411
## final value 0.000087
## converged
## # weights: 139
## initial value 148.540294
## iter 10 value 3.191267
## iter 20 value 0.046123
## iter 30 value 0.000346
## final value 0.000090
## converged
## # weights: 155
## initial value 122.295214
## iter 10 value 3.394620
## iter 20 value 0.017257
## final value 0.000076
## converged
## # weights: 11
## initial value 123.316030
## iter 10 value 59.861552
## iter 20 value 49.573939
## iter 30 value 43.352840
## final value 43.352426
## converged
## # weights: 27
## initial value 134.567830
## iter 10 value 31.071796
## iter 20 value 21.509425
## iter 30 value 20.317054
## iter 40 value 20.158283
## iter 50 value 20.153924
## final value 20.153924
## converged
## # weights: 43
## initial value 177.686296
## iter 10 value 24.790162
## iter 20 value 18.405258
## iter 30 value 18.146572
## iter 40 value 18.084996
## iter 50 value 17.958393
## iter 60 value 17.616757
## iter 70 value 17.382636
## iter 80 value 17.292758
## iter 90 value 17.290679
## final value 17.290666
## converged
## # weights: 59
## initial value 159.207763
## iter 10 value 29.911031
## iter 20 value 17.771547
## iter 30 value 17.016039
## iter 40 value 16.868058
## iter 50 value 16.813172
## iter 60 value 16.803096
## iter 70 value 16.801778
## iter 80 value 16.801466
## iter 90 value 16.801431
## iter 100 value 16.801415
## final value 16.801415
## stopped after 100 iterations
## # weights: 75
## initial value 143.620019
## iter 10 value 28.078447
## iter 20 value 16.910039
## iter 30 value 16.741304
## iter 40 value 16.712066
## iter 50 value 16.707787
## iter 60 value 16.707455
## iter 70 value 16.707413
## iter 80 value 16.707398
## iter 90 value 16.707353
## iter 100 value 16.707291
## final value 16.707291
## stopped after 100 iterations
## # weights: 91
## initial value 160.284498
## iter 10 value 22.576426
## iter 20 value 16.951244
## iter 30 value 16.420039
## iter 40 value 16.299492
## iter 50 value 16.291984
## iter 60 value 16.288900
## iter 70 value 16.287602
## iter 80 value 16.287498
## iter 90 value 16.287491
## final value 16.287491
## converged
## # weights: 107
## initial value 199.395186
## iter 10 value 18.375481
## iter 20 value 16.300492
## iter 30 value 16.149889
## iter 40 value 16.131219
## iter 50 value 16.125767
## iter 60 value 16.101056
## iter 70 value 16.087070
## iter 80 value 16.083659
## iter 90 value 16.083150
## iter 100 value 16.082545
## final value 16.082545
## stopped after 100 iterations
## # weights: 123
## initial value 159.943191
## iter 10 value 19.655789
## iter 20 value 16.076734
## iter 30 value 15.998815
## iter 40 value 15.957039
## iter 50 value 15.937795
## iter 60 value 15.923314
## iter 70 value 15.906949
## iter 80 value 15.905143
## iter 90 value 15.904632
## iter 100 value 15.904558
## final value 15.904558
## stopped after 100 iterations
## # weights: 139
## initial value 114.932087
## iter 10 value 17.724322
## iter 20 value 15.855366
## iter 30 value 15.773454
## iter 40 value 15.756756
## iter 50 value 15.750808
## iter 60 value 15.748538
## iter 70 value 15.748352
## iter 80 value 15.748335
## final value 15.748334
## converged
## # weights: 155
## initial value 147.232876
## iter 10 value 28.611097
## iter 20 value 16.654759
## iter 30 value 15.901359
## iter 40 value 15.738470
## iter 50 value 15.679784
## iter 60 value 15.657338
## iter 70 value 15.641161
## iter 80 value 15.630550
## iter 90 value 15.622030
## iter 100 value 15.615089
## final value 15.615089
## stopped after 100 iterations
## # weights: 11
## initial value 120.713192
## iter 10 value 68.656017
## iter 20 value 36.697970
## iter 30 value 31.143115
## final value 31.142801
## converged
## # weights: 27
## initial value 128.510987
## iter 10 value 34.895515
## iter 20 value 12.623043
## iter 30 value 11.964458
## iter 40 value 11.885943
## iter 50 value 11.860657
## iter 60 value 11.856496
## iter 70 value 11.855490
## final value 11.855395
## converged
## # weights: 43
## initial value 142.172131
## iter 10 value 19.823480
## iter 20 value 11.373301
## iter 30 value 10.714476
## iter 40 value 10.586450
## iter 50 value 10.555613
## iter 60 value 10.538746
## iter 70 value 10.530505
## iter 80 value 10.529900
## iter 90 value 10.529789
## final value 10.529781
## converged
## # weights: 59
## initial value 150.837795
## iter 10 value 14.112605
## iter 20 value 10.696320
## iter 30 value 10.458372
## iter 40 value 10.338227
## iter 50 value 10.287577
## iter 60 value 10.266787
## iter 70 value 10.264893
## iter 80 value 10.264534
## iter 90 value 10.264501
## iter 100 value 10.264494
## final value 10.264494
## stopped after 100 iterations
## # weights: 75
## initial value 192.984907
## iter 10 value 22.442933
## iter 20 value 10.907369
## iter 30 value 10.374408
## iter 40 value 10.291310
## iter 50 value 10.208090
## iter 60 value 10.170051
## iter 70 value 10.150451
## iter 80 value 10.146861
## iter 90 value 10.143512
## iter 100 value 10.141564
## final value 10.141564
## stopped after 100 iterations
## # weights: 91
## initial value 149.074666
## iter 10 value 14.762284
## iter 20 value 10.639483
## iter 30 value 10.195526
## iter 40 value 10.012210
## iter 50 value 9.983317
## iter 60 value 9.974703
## iter 70 value 9.972294
## iter 80 value 9.970834
## iter 90 value 9.969063
## iter 100 value 9.967735
## final value 9.967735
## stopped after 100 iterations
## # weights: 107
## initial value 158.494448
## iter 10 value 14.809097
## iter 20 value 10.267737
## iter 30 value 9.956214
## iter 40 value 9.896084
## iter 50 value 9.876009
## iter 60 value 9.868906
## iter 70 value 9.863902
## iter 80 value 9.861608
## iter 90 value 9.860531
## iter 100 value 9.859622
## final value 9.859622
## stopped after 100 iterations
## # weights: 123
## initial value 151.792183
## iter 10 value 11.623360
## iter 20 value 9.920147
## iter 30 value 9.853102
## iter 40 value 9.807294
## iter 50 value 9.793019
## iter 60 value 9.777689
## iter 70 value 9.775817
## iter 80 value 9.774870
## iter 90 value 9.774597
## iter 100 value 9.774521
## final value 9.774521
## stopped after 100 iterations
## # weights: 139
## initial value 141.899041
## iter 10 value 26.179645
## iter 20 value 11.654809
## iter 30 value 10.117301
## iter 40 value 9.822598
## iter 50 value 9.727402
## iter 60 value 9.714611
## iter 70 value 9.710420
## iter 80 value 9.707386
## iter 90 value 9.705444
## iter 100 value 9.704112
## final value 9.704112
## stopped after 100 iterations
## # weights: 155
## initial value 173.645476
## iter 10 value 13.744389
## iter 20 value 9.981456
## iter 30 value 9.732985
## iter 40 value 9.691120
## iter 50 value 9.664338
## iter 60 value 9.654399
## iter 70 value 9.645102
## iter 80 value 9.638808
## iter 90 value 9.636755
## iter 100 value 9.636248
## final value 9.636248
## stopped after 100 iterations
## # weights: 11
## initial value 122.599623
## iter 10 value 52.001158
## iter 20 value 26.896657
## iter 30 value 21.700425
## final value 21.699283
## converged
## # weights: 27
## initial value 122.083709
## iter 10 value 24.312533
## iter 20 value 9.037003
## iter 30 value 7.666616
## iter 40 value 7.320774
## iter 50 value 7.276936
## iter 60 value 7.258221
## iter 70 value 7.235861
## iter 80 value 7.235231
## final value 7.235225
## converged
## # weights: 43
## initial value 151.371696
## iter 10 value 10.677661
## iter 20 value 7.960093
## iter 30 value 7.456208
## iter 40 value 7.154054
## iter 50 value 6.832673
## iter 60 value 6.654752
## iter 70 value 6.573033
## iter 80 value 6.565485
## iter 90 value 6.560118
## iter 100 value 6.556592
## final value 6.556592
## stopped after 100 iterations
## # weights: 59
## initial value 124.955309
## iter 10 value 11.550203
## iter 20 value 6.859116
## iter 30 value 6.259997
## iter 40 value 6.154059
## iter 50 value 6.136918
## iter 60 value 6.133370
## iter 70 value 6.131756
## iter 80 value 6.131409
## iter 90 value 6.131363
## iter 100 value 6.131316
## final value 6.131316
## stopped after 100 iterations
## # weights: 75
## initial value 165.623446
## iter 10 value 13.417322
## iter 20 value 6.811133
## iter 30 value 6.397840
## iter 40 value 6.305322
## iter 50 value 6.151704
## iter 60 value 6.103995
## iter 70 value 6.073075
## iter 80 value 6.045695
## iter 90 value 6.033830
## iter 100 value 6.028649
## final value 6.028649
## stopped after 100 iterations
## # weights: 91
## initial value 123.846987
## iter 10 value 10.152762
## iter 20 value 6.378715
## iter 30 value 6.067222
## iter 40 value 5.998289
## iter 50 value 5.950920
## iter 60 value 5.929712
## iter 70 value 5.916710
## iter 80 value 5.912303
## iter 90 value 5.909712
## iter 100 value 5.908675
## final value 5.908675
## stopped after 100 iterations
## # weights: 107
## initial value 152.648309
## iter 10 value 8.298112
## iter 20 value 6.370382
## iter 30 value 5.997290
## iter 40 value 5.923153
## iter 50 value 5.891799
## iter 60 value 5.872526
## iter 70 value 5.864024
## iter 80 value 5.860896
## iter 90 value 5.858870
## iter 100 value 5.857431
## final value 5.857431
## stopped after 100 iterations
## # weights: 123
## initial value 140.758611
## iter 10 value 8.671244
## iter 20 value 6.335468
## iter 30 value 6.009898
## iter 40 value 5.927133
## iter 50 value 5.895469
## iter 60 value 5.879567
## iter 70 value 5.866084
## iter 80 value 5.857103
## iter 90 value 5.852713
## iter 100 value 5.850723
## final value 5.850723
## stopped after 100 iterations
## # weights: 139
## initial value 165.767288
## iter 10 value 7.481755
## iter 20 value 5.932608
## iter 30 value 5.830627
## iter 40 value 5.808050
## iter 50 value 5.798996
## iter 60 value 5.793636
## iter 70 value 5.791906
## iter 80 value 5.790102
## iter 90 value 5.788336
## iter 100 value 5.785437
## final value 5.785437
## stopped after 100 iterations
## # weights: 155
## initial value 175.435521
## iter 10 value 7.734560
## iter 20 value 6.073096
## iter 30 value 5.883885
## iter 40 value 5.824742
## iter 50 value 5.810337
## iter 60 value 5.803319
## iter 70 value 5.796758
## iter 80 value 5.784030
## iter 90 value 5.779081
## iter 100 value 5.776270
## final value 5.776270
## stopped after 100 iterations
## # weights: 11
## initial value 123.212563
## iter 10 value 51.831860
## iter 20 value 50.689682
## iter 30 value 29.771751
## iter 40 value 15.140711
## iter 50 value 15.065523
## iter 60 value 15.061657
## final value 15.061067
## converged
## # weights: 27
## initial value 168.027065
## iter 10 value 27.033541
## iter 20 value 7.422917
## iter 30 value 5.271370
## iter 40 value 4.732409
## iter 50 value 4.631117
## iter 60 value 4.392416
## iter 70 value 4.207021
## iter 80 value 4.188755
## iter 90 value 4.187600
## iter 100 value 4.187488
## final value 4.187488
## stopped after 100 iterations
## # weights: 43
## initial value 130.329427
## iter 10 value 7.989222
## iter 20 value 5.707586
## iter 30 value 4.647133
## iter 40 value 4.461869
## iter 50 value 4.222532
## iter 60 value 4.070444
## iter 70 value 4.049653
## iter 80 value 4.015066
## iter 90 value 3.977443
## iter 100 value 3.971137
## final value 3.971137
## stopped after 100 iterations
## # weights: 59
## initial value 152.353269
## iter 10 value 7.353397
## iter 20 value 4.555959
## iter 30 value 4.007272
## iter 40 value 3.918613
## iter 50 value 3.631865
## iter 60 value 3.564104
## iter 70 value 3.515213
## iter 80 value 3.497973
## iter 90 value 3.491329
## iter 100 value 3.479531
## final value 3.479531
## stopped after 100 iterations
## # weights: 75
## initial value 138.765381
## iter 10 value 8.408880
## iter 20 value 4.462598
## iter 30 value 3.770864
## iter 40 value 3.539886
## iter 50 value 3.471771
## iter 60 value 3.434763
## iter 70 value 3.412194
## iter 80 value 3.397516
## iter 90 value 3.382165
## iter 100 value 3.364696
## final value 3.364696
## stopped after 100 iterations
## # weights: 91
## initial value 130.169521
## iter 10 value 9.517864
## iter 20 value 4.614265
## iter 30 value 3.502254
## iter 40 value 3.391830
## iter 50 value 3.356873
## iter 60 value 3.326611
## iter 70 value 3.316681
## iter 80 value 3.305492
## iter 90 value 3.290251
## iter 100 value 3.279662
## final value 3.279662
## stopped after 100 iterations
## # weights: 107
## initial value 149.781693
## iter 10 value 5.244688
## iter 20 value 3.519097
## iter 30 value 3.300110
## iter 40 value 3.260174
## iter 50 value 3.231492
## iter 60 value 3.218523
## iter 70 value 3.214949
## iter 80 value 3.214455
## iter 90 value 3.214319
## iter 100 value 3.214184
## final value 3.214184
## stopped after 100 iterations
## # weights: 123
## initial value 131.485397
## iter 10 value 5.490076
## iter 20 value 3.749192
## iter 30 value 3.522165
## iter 40 value 3.448905
## iter 50 value 3.380476
## iter 60 value 3.329391
## iter 70 value 3.300169
## iter 80 value 3.269092
## iter 90 value 3.246181
## iter 100 value 3.236909
## final value 3.236909
## stopped after 100 iterations
## # weights: 139
## initial value 168.757727
## iter 10 value 7.641625
## iter 20 value 3.849053
## iter 30 value 3.498024
## iter 40 value 3.388861
## iter 50 value 3.323611
## iter 60 value 3.275453
## iter 70 value 3.218241
## iter 80 value 3.201401
## iter 90 value 3.193721
## iter 100 value 3.188222
## final value 3.188222
## stopped after 100 iterations
## # weights: 155
## initial value 130.728091
## iter 10 value 7.527513
## iter 20 value 4.079945
## iter 30 value 3.466651
## iter 40 value 3.345104
## iter 50 value 3.285631
## iter 60 value 3.246805
## iter 70 value 3.211851
## iter 80 value 3.193132
## iter 90 value 3.180319
## iter 100 value 3.173637
## final value 3.173637
## stopped after 100 iterations
## # weights: 11
## initial value 134.603568
## iter 10 value 25.986068
## iter 20 value 10.830909
## iter 30 value 10.616801
## iter 40 value 10.488859
## iter 50 value 10.488453
## iter 60 value 10.488411
## final value 10.488395
## converged
## # weights: 27
## initial value 147.851817
## iter 10 value 6.096253
## iter 20 value 3.432450
## iter 30 value 2.928883
## iter 40 value 2.740920
## iter 50 value 2.424172
## iter 60 value 2.392864
## iter 70 value 2.366373
## iter 80 value 2.358431
## iter 90 value 2.357241
## iter 100 value 2.356910
## final value 2.356910
## stopped after 100 iterations
## # weights: 43
## initial value 133.861687
## iter 10 value 6.062258
## iter 20 value 3.034652
## iter 30 value 2.630155
## iter 40 value 2.434348
## iter 50 value 2.284789
## iter 60 value 2.167222
## iter 70 value 2.107837
## iter 80 value 2.066684
## iter 90 value 1.998146
## iter 100 value 1.924986
## final value 1.924986
## stopped after 100 iterations
## # weights: 59
## initial value 141.637303
## iter 10 value 8.293723
## iter 20 value 3.347272
## iter 30 value 2.347947
## iter 40 value 1.971373
## iter 50 value 1.902149
## iter 60 value 1.891263
## iter 70 value 1.887807
## iter 80 value 1.885521
## iter 90 value 1.882963
## iter 100 value 1.880415
## final value 1.880415
## stopped after 100 iterations
## # weights: 75
## initial value 116.820576
## iter 10 value 7.475267
## iter 20 value 2.801792
## iter 30 value 2.195511
## iter 40 value 1.969257
## iter 50 value 1.911312
## iter 60 value 1.879882
## iter 70 value 1.850798
## iter 80 value 1.826149
## iter 90 value 1.816504
## iter 100 value 1.807322
## final value 1.807322
## stopped after 100 iterations
## # weights: 91
## initial value 112.099405
## iter 10 value 5.678837
## iter 20 value 2.625142
## iter 30 value 2.129922
## iter 40 value 1.876905
## iter 50 value 1.803984
## iter 60 value 1.784228
## iter 70 value 1.772411
## iter 80 value 1.766191
## iter 90 value 1.760766
## iter 100 value 1.750282
## final value 1.750282
## stopped after 100 iterations
## # weights: 107
## initial value 165.119825
## iter 10 value 6.842216
## iter 20 value 2.439417
## iter 30 value 1.953178
## iter 40 value 1.793903
## iter 50 value 1.767707
## iter 60 value 1.749406
## iter 70 value 1.732549
## iter 80 value 1.721124
## iter 90 value 1.712420
## iter 100 value 1.702447
## final value 1.702447
## stopped after 100 iterations
## # weights: 123
## initial value 136.872466
## iter 10 value 4.488462
## iter 20 value 2.389624
## iter 30 value 2.009351
## iter 40 value 1.884782
## iter 50 value 1.814293
## iter 60 value 1.771148
## iter 70 value 1.730289
## iter 80 value 1.697140
## iter 90 value 1.684777
## iter 100 value 1.673612
## final value 1.673612
## stopped after 100 iterations
## # weights: 139
## initial value 130.290964
## iter 10 value 4.561794
## iter 20 value 2.168999
## iter 30 value 1.855676
## iter 40 value 1.801354
## iter 50 value 1.782105
## iter 60 value 1.754911
## iter 70 value 1.726578
## iter 80 value 1.711285
## iter 90 value 1.701228
## iter 100 value 1.694005
## final value 1.694005
## stopped after 100 iterations
## # weights: 155
## initial value 180.085313
## iter 10 value 6.067367
## iter 20 value 2.376482
## iter 30 value 1.849683
## iter 40 value 1.761400
## iter 50 value 1.714856
## iter 60 value 1.681548
## iter 70 value 1.664115
## iter 80 value 1.657228
## iter 90 value 1.652823
## iter 100 value 1.649763
## final value 1.649763
## stopped after 100 iterations
## # weights: 11
## initial value 116.024556
## iter 10 value 49.427689
## iter 20 value 31.997917
## iter 30 value 11.532809
## iter 40 value 7.462999
## iter 50 value 7.451782
## iter 60 value 7.444590
## final value 7.444573
## converged
## # weights: 27
## initial value 132.859944
## iter 10 value 6.110829
## iter 20 value 2.346897
## iter 30 value 1.994623
## iter 40 value 1.902871
## iter 50 value 1.808083
## iter 60 value 1.717347
## iter 70 value 1.573558
## iter 80 value 1.486427
## iter 90 value 1.455580
## iter 100 value 1.317571
## final value 1.317571
## stopped after 100 iterations
## # weights: 43
## initial value 126.803428
## iter 10 value 7.176137
## iter 20 value 2.916334
## iter 30 value 1.585844
## iter 40 value 1.339410
## iter 50 value 1.246544
## iter 60 value 1.193393
## iter 70 value 1.140910
## iter 80 value 1.129345
## iter 90 value 1.099957
## iter 100 value 1.050373
## final value 1.050373
## stopped after 100 iterations
## # weights: 59
## initial value 114.569456
## iter 10 value 4.401852
## iter 20 value 1.461089
## iter 30 value 1.271626
## iter 40 value 1.141439
## iter 50 value 1.081323
## iter 60 value 1.046294
## iter 70 value 1.030624
## iter 80 value 1.023315
## iter 90 value 1.016668
## iter 100 value 1.013063
## final value 1.013063
## stopped after 100 iterations
## # weights: 75
## initial value 127.219847
## iter 10 value 5.307194
## iter 20 value 1.293994
## iter 30 value 1.069352
## iter 40 value 0.957164
## iter 50 value 0.925727
## iter 60 value 0.900409
## iter 70 value 0.890729
## iter 80 value 0.884511
## iter 90 value 0.879765
## iter 100 value 0.876338
## final value 0.876338
## stopped after 100 iterations
## # weights: 91
## initial value 124.938563
## iter 10 value 3.509212
## iter 20 value 1.452509
## iter 30 value 1.034505
## iter 40 value 0.973194
## iter 50 value 0.949054
## iter 60 value 0.934958
## iter 70 value 0.924959
## iter 80 value 0.918968
## iter 90 value 0.914056
## iter 100 value 0.902949
## final value 0.902949
## stopped after 100 iterations
## # weights: 107
## initial value 109.115510
## iter 10 value 3.690365
## iter 20 value 1.439905
## iter 30 value 1.046664
## iter 40 value 0.951089
## iter 50 value 0.924510
## iter 60 value 0.910305
## iter 70 value 0.899532
## iter 80 value 0.893034
## iter 90 value 0.889159
## iter 100 value 0.886826
## final value 0.886826
## stopped after 100 iterations
## # weights: 123
## initial value 123.250866
## iter 10 value 5.323250
## iter 20 value 1.168108
## iter 30 value 1.033879
## iter 40 value 0.970154
## iter 50 value 0.934074
## iter 60 value 0.902761
## iter 70 value 0.873025
## iter 80 value 0.857441
## iter 90 value 0.847800
## iter 100 value 0.842852
## final value 0.842852
## stopped after 100 iterations
## # weights: 139
## initial value 147.769718
## iter 10 value 3.657591
## iter 20 value 1.255700
## iter 30 value 1.032755
## iter 40 value 0.951299
## iter 50 value 0.914465
## iter 60 value 0.898561
## iter 70 value 0.889248
## iter 80 value 0.881352
## iter 90 value 0.875049
## iter 100 value 0.869858
## final value 0.869858
## stopped after 100 iterations
## # weights: 155
## initial value 143.418088
## iter 10 value 4.970929
## iter 20 value 1.171673
## iter 30 value 1.016411
## iter 40 value 0.930833
## iter 50 value 0.896599
## iter 60 value 0.879240
## iter 70 value 0.865519
## iter 80 value 0.857537
## iter 90 value 0.847436
## iter 100 value 0.837518
## final value 0.837518
## stopped after 100 iterations
## # weights: 11
## initial value 133.703738
## iter 10 value 65.365268
## iter 20 value 47.905762
## iter 30 value 24.718594
## iter 40 value 8.072632
## iter 50 value 6.684634
## iter 60 value 6.252479
## iter 70 value 5.491109
## iter 80 value 5.476738
## iter 90 value 5.446439
## iter 100 value 5.446180
## final value 5.446180
## stopped after 100 iterations
## # weights: 27
## initial value 132.670025
## iter 10 value 34.570889
## iter 20 value 7.847711
## iter 30 value 5.979611
## iter 40 value 4.642377
## iter 50 value 3.840244
## iter 60 value 3.698177
## iter 70 value 3.428678
## iter 80 value 2.567495
## iter 90 value 2.087439
## iter 100 value 1.925242
## final value 1.925242
## stopped after 100 iterations
## # weights: 43
## initial value 126.308057
## iter 10 value 4.071954
## iter 20 value 1.050046
## iter 30 value 0.954004
## iter 40 value 0.834490
## iter 50 value 0.768421
## iter 60 value 0.744239
## iter 70 value 0.720460
## iter 80 value 0.677295
## iter 90 value 0.644636
## iter 100 value 0.618780
## final value 0.618780
## stopped after 100 iterations
## # weights: 59
## initial value 133.339567
## iter 10 value 2.366845
## iter 20 value 0.610713
## iter 30 value 0.552750
## iter 40 value 0.514282
## iter 50 value 0.499794
## iter 60 value 0.491622
## iter 70 value 0.486776
## iter 80 value 0.483871
## iter 90 value 0.480605
## iter 100 value 0.479075
## final value 0.479075
## stopped after 100 iterations
## # weights: 75
## initial value 141.625248
## iter 10 value 4.181722
## iter 20 value 1.782972
## iter 30 value 1.150573
## iter 40 value 0.858704
## iter 50 value 0.691868
## iter 60 value 0.612279
## iter 70 value 0.587054
## iter 80 value 0.568183
## iter 90 value 0.540263
## iter 100 value 0.523404
## final value 0.523404
## stopped after 100 iterations
## # weights: 91
## initial value 142.695674
## iter 10 value 3.728016
## iter 20 value 0.659638
## iter 30 value 0.535131
## iter 40 value 0.488579
## iter 50 value 0.462156
## iter 60 value 0.445886
## iter 70 value 0.439437
## iter 80 value 0.435499
## iter 90 value 0.431153
## iter 100 value 0.427387
## final value 0.427387
## stopped after 100 iterations
## # weights: 107
## initial value 140.103234
## iter 10 value 5.593583
## iter 20 value 0.929356
## iter 30 value 0.724942
## iter 40 value 0.613340
## iter 50 value 0.584925
## iter 60 value 0.551770
## iter 70 value 0.515235
## iter 80 value 0.491185
## iter 90 value 0.466124
## iter 100 value 0.449348
## final value 0.449348
## stopped after 100 iterations
## # weights: 123
## initial value 135.519689
## iter 10 value 4.231995
## iter 20 value 0.907772
## iter 30 value 0.709414
## iter 40 value 0.547515
## iter 50 value 0.502256
## iter 60 value 0.465927
## iter 70 value 0.454981
## iter 80 value 0.445718
## iter 90 value 0.439156
## iter 100 value 0.434380
## final value 0.434380
## stopped after 100 iterations
## # weights: 139
## initial value 153.829326
## iter 10 value 4.568429
## iter 20 value 0.710681
## iter 30 value 0.592164
## iter 40 value 0.532959
## iter 50 value 0.503353
## iter 60 value 0.467258
## iter 70 value 0.452534
## iter 80 value 0.439731
## iter 90 value 0.428349
## iter 100 value 0.418457
## final value 0.418457
## stopped after 100 iterations
## # weights: 155
## initial value 160.751593
## iter 10 value 3.402872
## iter 20 value 0.706679
## iter 30 value 0.576275
## iter 40 value 0.525084
## iter 50 value 0.489172
## iter 60 value 0.456243
## iter 70 value 0.442054
## iter 80 value 0.431018
## iter 90 value 0.422509
## iter 100 value 0.418653
## final value 0.418653
## stopped after 100 iterations
## # weights: 11
## initial value 129.466012
## iter 10 value 51.692574
## iter 20 value 49.984277
## iter 30 value 49.289533
## iter 40 value 41.738123
## iter 50 value 8.326234
## iter 60 value 5.453692
## iter 70 value 4.500075
## iter 80 value 4.182419
## iter 90 value 4.051912
## final value 3.974650
## converged
## # weights: 27
## initial value 130.391177
## iter 10 value 4.777489
## iter 20 value 0.527940
## iter 30 value 0.492280
## iter 40 value 0.464105
## iter 50 value 0.444282
## iter 60 value 0.434628
## iter 70 value 0.430600
## iter 80 value 0.427846
## iter 90 value 0.425880
## iter 100 value 0.422808
## final value 0.422808
## stopped after 100 iterations
## # weights: 43
## initial value 153.506793
## iter 10 value 8.499780
## iter 20 value 0.690968
## iter 30 value 0.630702
## iter 40 value 0.589298
## iter 50 value 0.498809
## iter 60 value 0.451535
## iter 70 value 0.350831
## iter 80 value 0.338203
## iter 90 value 0.317862
## iter 100 value 0.304438
## final value 0.304438
## stopped after 100 iterations
## # weights: 59
## initial value 140.590588
## iter 10 value 4.648389
## iter 20 value 0.504732
## iter 30 value 0.452165
## iter 40 value 0.382702
## iter 50 value 0.323078
## iter 60 value 0.283302
## iter 70 value 0.269676
## iter 80 value 0.259289
## iter 90 value 0.250590
## iter 100 value 0.245946
## final value 0.245946
## stopped after 100 iterations
## # weights: 75
## initial value 128.796874
## iter 10 value 4.118443
## iter 20 value 0.523703
## iter 30 value 0.447421
## iter 40 value 0.390184
## iter 50 value 0.342168
## iter 60 value 0.323493
## iter 70 value 0.308758
## iter 80 value 0.293745
## iter 90 value 0.286249
## iter 100 value 0.270477
## final value 0.270477
## stopped after 100 iterations
## # weights: 91
## initial value 120.216746
## iter 10 value 3.979878
## iter 20 value 0.413171
## iter 30 value 0.355968
## iter 40 value 0.279651
## iter 50 value 0.255942
## iter 60 value 0.248278
## iter 70 value 0.241562
## iter 80 value 0.233605
## iter 90 value 0.230008
## iter 100 value 0.224698
## final value 0.224698
## stopped after 100 iterations
## # weights: 107
## initial value 144.579585
## iter 10 value 4.659747
## iter 20 value 0.444133
## iter 30 value 0.341812
## iter 40 value 0.298699
## iter 50 value 0.267661
## iter 60 value 0.249350
## iter 70 value 0.236840
## iter 80 value 0.231384
## iter 90 value 0.226135
## iter 100 value 0.221929
## final value 0.221929
## stopped after 100 iterations
## # weights: 123
## initial value 135.531447
## iter 10 value 3.681696
## iter 20 value 0.351301
## iter 30 value 0.317589
## iter 40 value 0.291372
## iter 50 value 0.259196
## iter 60 value 0.249016
## iter 70 value 0.242941
## iter 80 value 0.233877
## iter 90 value 0.229311
## iter 100 value 0.225828
## final value 0.225828
## stopped after 100 iterations
## # weights: 139
## initial value 115.437567
## iter 10 value 4.632693
## iter 20 value 0.354942
## iter 30 value 0.311240
## iter 40 value 0.276254
## iter 50 value 0.262465
## iter 60 value 0.250821
## iter 70 value 0.244484
## iter 80 value 0.237478
## iter 90 value 0.232000
## iter 100 value 0.228459
## final value 0.228459
## stopped after 100 iterations
## # weights: 155
## initial value 191.098501
## iter 10 value 3.276310
## iter 20 value 0.307130
## iter 30 value 0.273852
## iter 40 value 0.255518
## iter 50 value 0.246300
## iter 60 value 0.237614
## iter 70 value 0.228581
## iter 80 value 0.222556
## iter 90 value 0.218277
## iter 100 value 0.215356
## final value 0.215356
## stopped after 100 iterations
## # weights: 11
## initial value 120.080848
## iter 10 value 50.273756
## iter 20 value 49.978489
## iter 30 value 49.973749
## iter 40 value 49.966135
## iter 50 value 48.394178
## iter 60 value 32.972405
## iter 70 value 8.151269
## iter 80 value 4.698191
## iter 90 value 2.950909
## iter 100 value 2.782989
## final value 2.782989
## stopped after 100 iterations
## # weights: 27
## initial value 130.412229
## iter 10 value 5.437254
## iter 20 value 0.268292
## iter 30 value 0.248283
## iter 40 value 0.235880
## iter 50 value 0.206653
## iter 60 value 0.196847
## iter 70 value 0.193863
## iter 80 value 0.190482
## iter 90 value 0.188097
## iter 100 value 0.186756
## final value 0.186756
## stopped after 100 iterations
## # weights: 43
## initial value 128.904595
## iter 10 value 6.378417
## iter 20 value 0.417322
## iter 30 value 0.323632
## iter 40 value 0.291743
## iter 50 value 0.262289
## iter 60 value 0.218339
## iter 70 value 0.199475
## iter 80 value 0.191101
## iter 90 value 0.179560
## iter 100 value 0.173433
## final value 0.173433
## stopped after 100 iterations
## # weights: 59
## initial value 123.763273
## iter 10 value 2.976660
## iter 20 value 0.249763
## iter 30 value 0.189366
## iter 40 value 0.182365
## iter 50 value 0.173011
## iter 60 value 0.151969
## iter 70 value 0.139476
## iter 80 value 0.134459
## iter 90 value 0.127523
## iter 100 value 0.122728
## final value 0.122728
## stopped after 100 iterations
## # weights: 75
## initial value 119.060928
## iter 10 value 4.665981
## iter 20 value 0.494189
## iter 30 value 0.237696
## iter 40 value 0.226072
## iter 50 value 0.198065
## iter 60 value 0.188502
## iter 70 value 0.178798
## iter 80 value 0.168314
## iter 90 value 0.160757
## iter 100 value 0.147209
## final value 0.147209
## stopped after 100 iterations
## # weights: 91
## initial value 114.685714
## iter 10 value 3.258447
## iter 20 value 0.264067
## iter 30 value 0.232241
## iter 40 value 0.203350
## iter 50 value 0.183723
## iter 60 value 0.172077
## iter 70 value 0.158972
## iter 80 value 0.135707
## iter 90 value 0.127015
## iter 100 value 0.120136
## final value 0.120136
## stopped after 100 iterations
## # weights: 107
## initial value 132.427444
## iter 10 value 3.940423
## iter 20 value 0.199917
## iter 30 value 0.148111
## iter 40 value 0.140630
## iter 50 value 0.126446
## iter 60 value 0.121289
## iter 70 value 0.117637
## iter 80 value 0.113358
## iter 90 value 0.110424
## iter 100 value 0.108599
## final value 0.108599
## stopped after 100 iterations
## # weights: 123
## initial value 123.700175
## iter 10 value 2.751742
## iter 20 value 0.187088
## iter 30 value 0.161665
## iter 40 value 0.146277
## iter 50 value 0.131648
## iter 60 value 0.125655
## iter 70 value 0.119770
## iter 80 value 0.114838
## iter 90 value 0.109858
## iter 100 value 0.107018
## final value 0.107018
## stopped after 100 iterations
## # weights: 139
## initial value 143.956469
## iter 10 value 3.329743
## iter 20 value 0.156229
## iter 30 value 0.143099
## iter 40 value 0.134785
## iter 50 value 0.128518
## iter 60 value 0.123949
## iter 70 value 0.120082
## iter 80 value 0.115762
## iter 90 value 0.113407
## iter 100 value 0.111097
## final value 0.111097
## stopped after 100 iterations
## # weights: 155
## initial value 125.335404
## iter 10 value 3.949658
## iter 20 value 0.248997
## iter 30 value 0.178788
## iter 40 value 0.159678
## iter 50 value 0.136655
## iter 60 value 0.126971
## iter 70 value 0.120314
## iter 80 value 0.116681
## iter 90 value 0.114209
## iter 100 value 0.112037
## final value 0.112037
## stopped after 100 iterations
## # weights: 11
## initial value 121.827975
## iter 10 value 52.091512
## iter 20 value 48.994321
## iter 30 value 48.166424
## iter 40 value 44.744542
## iter 50 value 31.394059
## iter 60 value 6.509504
## iter 70 value 2.800101
## iter 80 value 2.194849
## iter 90 value 0.220633
## iter 100 value 0.022842
## final value 0.022842
## stopped after 100 iterations
## # weights: 27
## initial value 119.290893
## iter 10 value 7.861261
## iter 20 value 0.091222
## final value 0.000053
## converged
## # weights: 43
## initial value 145.459739
## iter 10 value 12.405974
## iter 20 value 0.311865
## iter 30 value 0.006523
## iter 40 value 0.000531
## iter 50 value 0.000386
## final value 0.000099
## converged
## # weights: 59
## initial value 118.495508
## iter 10 value 5.100367
## iter 20 value 0.017838
## iter 30 value 0.000718
## iter 40 value 0.000144
## final value 0.000074
## converged
## # weights: 75
## initial value 155.189636
## iter 10 value 1.620516
## iter 20 value 0.004676
## iter 30 value 0.000242
## final value 0.000096
## converged
## # weights: 91
## initial value 152.376206
## iter 10 value 3.009720
## iter 20 value 0.048301
## iter 30 value 0.000268
## final value 0.000093
## converged
## # weights: 107
## initial value 117.072544
## iter 10 value 3.305471
## iter 20 value 0.014516
## iter 30 value 0.000249
## final value 0.000071
## converged
## # weights: 123
## initial value 132.398256
## iter 10 value 2.104148
## iter 20 value 0.004250
## iter 30 value 0.000321
## final value 0.000075
## converged
## # weights: 139
## initial value 165.793132
## iter 10 value 2.552989
## iter 20 value 0.036027
## iter 30 value 0.000802
## iter 40 value 0.000273
## iter 50 value 0.000108
## final value 0.000098
## converged
## # weights: 155
## initial value 151.302014
## iter 10 value 2.866031
## iter 20 value 0.004812
## final value 0.000092
## converged
## # weights: 11
## initial value 141.501038
## iter 10 value 64.895328
## iter 20 value 47.847518
## iter 30 value 43.007753
## final value 42.994034
## converged
## # weights: 27
## initial value 134.032702
## iter 10 value 26.979344
## iter 20 value 19.885302
## iter 30 value 19.679699
## iter 40 value 19.677172
## final value 19.677172
## converged
## # weights: 43
## initial value 115.217050
## iter 10 value 25.103651
## iter 20 value 17.606561
## iter 30 value 17.013776
## iter 40 value 16.983290
## iter 50 value 16.980871
## iter 60 value 16.980587
## final value 16.980585
## converged
## # weights: 59
## initial value 152.566150
## iter 10 value 20.815895
## iter 20 value 17.009902
## iter 30 value 16.684220
## iter 40 value 16.622715
## iter 50 value 16.512359
## iter 60 value 16.478418
## iter 70 value 16.473257
## iter 80 value 16.472884
## iter 90 value 16.472623
## iter 90 value 16.472623
## iter 90 value 16.472623
## final value 16.472623
## converged
## # weights: 75
## initial value 111.929058
## iter 10 value 20.499934
## iter 20 value 16.674000
## iter 30 value 16.254138
## iter 40 value 16.177615
## iter 50 value 16.172326
## iter 60 value 16.171010
## iter 70 value 16.170347
## iter 80 value 16.170115
## final value 16.170110
## converged
## # weights: 91
## initial value 186.813300
## iter 10 value 31.681979
## iter 20 value 16.261940
## iter 30 value 16.018092
## iter 40 value 15.937896
## iter 50 value 15.929197
## iter 60 value 15.925804
## iter 70 value 15.925171
## iter 80 value 15.924700
## iter 90 value 15.924333
## iter 100 value 15.923918
## final value 15.923918
## stopped after 100 iterations
## # weights: 107
## initial value 104.365463
## iter 10 value 17.977551
## iter 20 value 15.806218
## iter 30 value 15.717077
## iter 40 value 15.692931
## iter 50 value 15.683963
## iter 60 value 15.682926
## iter 70 value 15.682342
## iter 80 value 15.682297
## final value 15.682296
## converged
## # weights: 123
## initial value 163.948927
## iter 10 value 48.357520
## iter 20 value 17.764939
## iter 30 value 15.832860
## iter 40 value 15.725657
## iter 50 value 15.705341
## iter 60 value 15.691322
## iter 70 value 15.685427
## iter 80 value 15.682538
## iter 90 value 15.679831
## iter 100 value 15.679075
## final value 15.679075
## stopped after 100 iterations
## # weights: 139
## initial value 143.685167
## iter 10 value 20.639600
## iter 20 value 15.707283
## iter 30 value 15.516442
## iter 40 value 15.427922
## iter 50 value 15.408076
## iter 60 value 15.407531
## iter 70 value 15.406402
## iter 80 value 15.386488
## iter 90 value 15.378433
## iter 100 value 15.375730
## final value 15.375730
## stopped after 100 iterations
## # weights: 155
## initial value 113.230347
## iter 10 value 22.024880
## iter 20 value 15.623074
## iter 30 value 15.338551
## iter 40 value 15.272539
## iter 50 value 15.246422
## iter 60 value 15.230213
## iter 70 value 15.225151
## iter 80 value 15.219243
## iter 90 value 15.218180
## iter 100 value 15.218104
## final value 15.218104
## stopped after 100 iterations
## # weights: 11
## initial value 124.472148
## iter 10 value 76.485045
## iter 20 value 57.628943
## iter 30 value 51.959858
## iter 40 value 31.428348
## iter 50 value 30.700452
## final value 30.700452
## converged
## # weights: 27
## initial value 118.700187
## iter 10 value 27.795085
## iter 20 value 11.261002
## iter 30 value 10.926363
## iter 40 value 10.844732
## iter 50 value 10.817614
## iter 60 value 10.809852
## iter 70 value 10.807660
## final value 10.807652
## converged
## # weights: 43
## initial value 119.912845
## iter 10 value 17.646690
## iter 20 value 10.444546
## iter 30 value 9.858149
## iter 40 value 9.753720
## iter 50 value 9.737472
## iter 60 value 9.730425
## iter 70 value 9.727249
## iter 80 value 9.726705
## final value 9.726657
## converged
## # weights: 59
## initial value 168.332194
## iter 10 value 23.628794
## iter 20 value 10.077897
## iter 30 value 9.718996
## iter 40 value 9.572374
## iter 50 value 9.497737
## iter 60 value 9.466968
## iter 70 value 9.446241
## iter 80 value 9.444976
## iter 90 value 9.444735
## iter 100 value 9.438904
## final value 9.438904
## stopped after 100 iterations
## # weights: 75
## initial value 120.397785
## iter 10 value 11.525527
## iter 20 value 9.457400
## iter 30 value 9.305362
## iter 40 value 9.259210
## iter 50 value 9.245225
## iter 60 value 9.242790
## iter 70 value 9.242412
## iter 80 value 9.242305
## iter 90 value 9.242300
## final value 9.242298
## converged
## # weights: 91
## initial value 158.331910
## iter 10 value 18.062729
## iter 20 value 9.471108
## iter 30 value 9.264520
## iter 40 value 9.194708
## iter 50 value 9.185717
## iter 60 value 9.181195
## iter 70 value 9.179188
## iter 80 value 9.176545
## iter 90 value 9.171463
## iter 100 value 9.168116
## final value 9.168116
## stopped after 100 iterations
## # weights: 107
## initial value 128.779013
## iter 10 value 13.642640
## iter 20 value 9.253548
## iter 30 value 9.130886
## iter 40 value 9.101892
## iter 50 value 9.094896
## iter 60 value 9.071852
## iter 70 value 9.059493
## iter 80 value 9.057074
## iter 90 value 9.056398
## iter 100 value 9.056046
## final value 9.056046
## stopped after 100 iterations
## # weights: 123
## initial value 146.242101
## iter 10 value 12.221724
## iter 20 value 9.420132
## iter 30 value 9.179989
## iter 40 value 9.070623
## iter 50 value 8.997975
## iter 60 value 8.975326
## iter 70 value 8.969089
## iter 80 value 8.966266
## iter 90 value 8.965211
## iter 100 value 8.964729
## final value 8.964729
## stopped after 100 iterations
## # weights: 139
## initial value 133.908965
## iter 10 value 11.890803
## iter 20 value 9.168549
## iter 30 value 9.036348
## iter 40 value 8.980638
## iter 50 value 8.955028
## iter 60 value 8.942372
## iter 70 value 8.924786
## iter 80 value 8.914208
## iter 90 value 8.911909
## iter 100 value 8.911295
## final value 8.911295
## stopped after 100 iterations
## # weights: 155
## initial value 163.000722
## iter 10 value 14.285278
## iter 20 value 9.259871
## iter 30 value 9.034073
## iter 40 value 8.925564
## iter 50 value 8.884291
## iter 60 value 8.863369
## iter 70 value 8.853047
## iter 80 value 8.846253
## iter 90 value 8.844469
## iter 100 value 8.843894
## final value 8.843894
## stopped after 100 iterations
## # weights: 11
## initial value 125.445850
## iter 10 value 23.785187
## iter 20 value 21.017000
## iter 30 value 21.007192
## final value 21.007111
## converged
## # weights: 27
## initial value 115.602938
## iter 10 value 9.707790
## iter 20 value 6.398701
## iter 30 value 6.261256
## iter 40 value 6.251450
## iter 50 value 6.241392
## iter 60 value 6.239260
## iter 70 value 6.238768
## iter 80 value 6.238587
## final value 6.238582
## converged
## # weights: 43
## initial value 115.783488
## iter 10 value 6.878529
## iter 20 value 5.938225
## iter 30 value 5.745313
## iter 40 value 5.664659
## iter 50 value 5.592128
## iter 60 value 5.552024
## iter 70 value 5.491463
## iter 80 value 5.478486
## iter 90 value 5.475288
## iter 100 value 5.471044
## final value 5.471044
## stopped after 100 iterations
## # weights: 59
## initial value 149.184150
## iter 10 value 7.952483
## iter 20 value 5.672469
## iter 30 value 5.554890
## iter 40 value 5.450056
## iter 50 value 5.417966
## iter 60 value 5.401715
## iter 70 value 5.397402
## iter 80 value 5.388774
## iter 90 value 5.381675
## iter 100 value 5.378784
## final value 5.378784
## stopped after 100 iterations
## # weights: 75
## initial value 131.036892
## iter 10 value 8.903392
## iter 20 value 5.697891
## iter 30 value 5.517968
## iter 40 value 5.417016
## iter 50 value 5.354753
## iter 60 value 5.322162
## iter 70 value 5.276820
## iter 80 value 5.249656
## iter 90 value 5.239922
## iter 100 value 5.237178
## final value 5.237178
## stopped after 100 iterations
## # weights: 91
## initial value 136.317084
## iter 10 value 7.964889
## iter 20 value 5.558961
## iter 30 value 5.348772
## iter 40 value 5.294477
## iter 50 value 5.245813
## iter 60 value 5.231547
## iter 70 value 5.222588
## iter 80 value 5.215601
## iter 90 value 5.209698
## iter 100 value 5.207164
## final value 5.207164
## stopped after 100 iterations
## # weights: 107
## initial value 134.239407
## iter 10 value 10.435966
## iter 20 value 5.621110
## iter 30 value 5.342471
## iter 40 value 5.240027
## iter 50 value 5.196686
## iter 60 value 5.173411
## iter 70 value 5.163308
## iter 80 value 5.159502
## iter 90 value 5.156864
## iter 100 value 5.154482
## final value 5.154482
## stopped after 100 iterations
## # weights: 123
## initial value 160.132624
## iter 10 value 7.592086
## iter 20 value 5.362224
## iter 30 value 5.227889
## iter 40 value 5.171250
## iter 50 value 5.139947
## iter 60 value 5.123555
## iter 70 value 5.116610
## iter 80 value 5.113250
## iter 90 value 5.109999
## iter 100 value 5.107534
## final value 5.107534
## stopped after 100 iterations
## # weights: 139
## initial value 113.401296
## iter 10 value 10.192928
## iter 20 value 5.889751
## iter 30 value 5.318562
## iter 40 value 5.196032
## iter 50 value 5.155690
## iter 60 value 5.108252
## iter 70 value 5.086024
## iter 80 value 5.079773
## iter 90 value 5.075052
## iter 100 value 5.072631
## final value 5.072631
## stopped after 100 iterations
## # weights: 155
## initial value 161.092627
## iter 10 value 9.125417
## iter 20 value 5.359990
## iter 30 value 5.137718
## iter 40 value 5.076552
## iter 50 value 5.059064
## iter 60 value 5.049901
## iter 70 value 5.044980
## iter 80 value 5.042779
## iter 90 value 5.040688
## iter 100 value 5.039445
## final value 5.039445
## stopped after 100 iterations
## # weights: 11
## initial value 129.620171
## iter 10 value 41.225947
## iter 20 value 17.761230
## iter 30 value 14.865746
## iter 40 value 14.082104
## iter 50 value 14.081384
## iter 60 value 14.081367
## final value 14.081366
## converged
## # weights: 27
## initial value 117.080098
## iter 10 value 32.825371
## iter 20 value 5.367769
## iter 30 value 3.780665
## iter 40 value 3.585997
## iter 50 value 3.522649
## iter 60 value 3.446982
## iter 70 value 3.394075
## iter 80 value 3.391766
## iter 90 value 3.391641
## iter 100 value 3.391629
## final value 3.391629
## stopped after 100 iterations
## # weights: 43
## initial value 120.730019
## iter 10 value 10.015321
## iter 20 value 3.863580
## iter 30 value 3.269499
## iter 40 value 3.220326
## iter 50 value 3.208255
## iter 60 value 3.193115
## iter 70 value 3.151223
## iter 80 value 3.137380
## iter 90 value 3.119072
## iter 100 value 3.097667
## final value 3.097667
## stopped after 100 iterations
## # weights: 59
## initial value 122.583306
## iter 10 value 10.916121
## iter 20 value 4.241729
## iter 30 value 3.412580
## iter 40 value 3.123875
## iter 50 value 3.066213
## iter 60 value 3.030262
## iter 70 value 3.004635
## iter 80 value 2.995075
## iter 90 value 2.993444
## iter 100 value 2.992519
## final value 2.992519
## stopped after 100 iterations
## # weights: 75
## initial value 157.383797
## iter 10 value 6.577550
## iter 20 value 3.327166
## iter 30 value 3.031960
## iter 40 value 2.976962
## iter 50 value 2.947469
## iter 60 value 2.934547
## iter 70 value 2.926142
## iter 80 value 2.915541
## iter 90 value 2.910332
## iter 100 value 2.907443
## final value 2.907443
## stopped after 100 iterations
## # weights: 91
## initial value 142.868745
## iter 10 value 4.924771
## iter 20 value 3.055020
## iter 30 value 2.928945
## iter 40 value 2.891990
## iter 50 value 2.877715
## iter 60 value 2.864556
## iter 70 value 2.855667
## iter 80 value 2.848778
## iter 90 value 2.846411
## iter 100 value 2.845723
## final value 2.845723
## stopped after 100 iterations
## # weights: 107
## initial value 125.460328
## iter 10 value 15.698391
## iter 20 value 5.188632
## iter 30 value 3.283935
## iter 40 value 3.017842
## iter 50 value 2.933544
## iter 60 value 2.906511
## iter 70 value 2.883824
## iter 80 value 2.866582
## iter 90 value 2.859844
## iter 100 value 2.855386
## final value 2.855386
## stopped after 100 iterations
## # weights: 123
## initial value 132.852095
## iter 10 value 4.782853
## iter 20 value 3.259233
## iter 30 value 3.066155
## iter 40 value 2.953214
## iter 50 value 2.904015
## iter 60 value 2.853924
## iter 70 value 2.834705
## iter 80 value 2.823314
## iter 90 value 2.818396
## iter 100 value 2.816737
## final value 2.816737
## stopped after 100 iterations
## # weights: 139
## initial value 150.115196
## iter 10 value 4.397046
## iter 20 value 2.978030
## iter 30 value 2.858406
## iter 40 value 2.828032
## iter 50 value 2.811648
## iter 60 value 2.804381
## iter 70 value 2.799624
## iter 80 value 2.796288
## iter 90 value 2.792534
## iter 100 value 2.791021
## final value 2.791021
## stopped after 100 iterations
## # weights: 155
## initial value 187.742134
## iter 10 value 7.252248
## iter 20 value 3.307713
## iter 30 value 2.999376
## iter 40 value 2.915777
## iter 50 value 2.873699
## iter 60 value 2.852843
## iter 70 value 2.839151
## iter 80 value 2.828025
## iter 90 value 2.816259
## iter 100 value 2.810224
## final value 2.810224
## stopped after 100 iterations
## # weights: 11
## initial value 127.158284
## iter 10 value 18.397838
## iter 20 value 10.298420
## iter 30 value 9.309961
## iter 40 value 9.276871
## iter 50 value 9.276501
## iter 60 value 9.276382
## final value 9.276357
## converged
## # weights: 27
## initial value 124.617477
## iter 10 value 4.863312
## iter 20 value 2.418290
## iter 30 value 1.979146
## iter 40 value 1.907327
## iter 50 value 1.874295
## iter 60 value 1.858341
## iter 70 value 1.824230
## iter 80 value 1.819448
## iter 90 value 1.818614
## iter 100 value 1.818525
## final value 1.818525
## stopped after 100 iterations
## # weights: 43
## initial value 128.961710
## iter 10 value 5.451508
## iter 20 value 2.151663
## iter 30 value 1.880167
## iter 40 value 1.812685
## iter 50 value 1.749152
## iter 60 value 1.714259
## iter 70 value 1.663834
## iter 80 value 1.654020
## iter 90 value 1.651174
## iter 100 value 1.646079
## final value 1.646079
## stopped after 100 iterations
## # weights: 59
## initial value 160.485436
## iter 10 value 4.953738
## iter 20 value 2.423378
## iter 30 value 1.904881
## iter 40 value 1.779454
## iter 50 value 1.736969
## iter 60 value 1.699119
## iter 70 value 1.666152
## iter 80 value 1.627030
## iter 90 value 1.601778
## iter 100 value 1.590543
## final value 1.590543
## stopped after 100 iterations
## # weights: 75
## initial value 138.077253
## iter 10 value 3.784812
## iter 20 value 2.078247
## iter 30 value 1.673807
## iter 40 value 1.625186
## iter 50 value 1.595965
## iter 60 value 1.574483
## iter 70 value 1.560988
## iter 80 value 1.555429
## iter 90 value 1.553528
## iter 100 value 1.551387
## final value 1.551387
## stopped after 100 iterations
## # weights: 91
## initial value 106.872999
## iter 10 value 2.862431
## iter 20 value 1.814607
## iter 30 value 1.652479
## iter 40 value 1.600200
## iter 50 value 1.576398
## iter 60 value 1.563649
## iter 70 value 1.556442
## iter 80 value 1.550434
## iter 90 value 1.542298
## iter 100 value 1.535384
## final value 1.535384
## stopped after 100 iterations
## # weights: 107
## initial value 136.668506
## iter 10 value 5.864116
## iter 20 value 1.740133
## iter 30 value 1.577263
## iter 40 value 1.536583
## iter 50 value 1.511448
## iter 60 value 1.500553
## iter 70 value 1.496281
## iter 80 value 1.493631
## iter 90 value 1.491714
## iter 100 value 1.490244
## final value 1.490244
## stopped after 100 iterations
## # weights: 123
## initial value 148.771415
## iter 10 value 3.529133
## iter 20 value 2.051989
## iter 30 value 1.813687
## iter 40 value 1.708212
## iter 50 value 1.652440
## iter 60 value 1.610100
## iter 70 value 1.581291
## iter 80 value 1.563361
## iter 90 value 1.549336
## iter 100 value 1.537025
## final value 1.537025
## stopped after 100 iterations
## # weights: 139
## initial value 149.748886
## iter 10 value 4.670664
## iter 20 value 1.789037
## iter 30 value 1.644276
## iter 40 value 1.586575
## iter 50 value 1.565005
## iter 60 value 1.545859
## iter 70 value 1.530695
## iter 80 value 1.518891
## iter 90 value 1.506177
## iter 100 value 1.497133
## final value 1.497133
## stopped after 100 iterations
## # weights: 155
## initial value 195.688626
## iter 10 value 3.005286
## iter 20 value 1.890653
## iter 30 value 1.640260
## iter 40 value 1.554859
## iter 50 value 1.515774
## iter 60 value 1.498243
## iter 70 value 1.489292
## iter 80 value 1.483392
## iter 90 value 1.478572
## iter 100 value 1.472522
## final value 1.472522
## stopped after 100 iterations
## # weights: 11
## initial value 122.911363
## iter 10 value 50.827764
## iter 20 value 49.533450
## iter 30 value 30.755174
## iter 40 value 9.132286
## iter 50 value 6.099057
## iter 60 value 6.054326
## iter 70 value 6.053697
## final value 6.053661
## converged
## # weights: 27
## initial value 125.640173
## iter 10 value 19.084186
## iter 20 value 1.500044
## iter 30 value 1.285210
## iter 40 value 1.155882
## iter 50 value 1.095979
## iter 60 value 1.070652
## iter 70 value 1.056232
## iter 80 value 1.033877
## iter 90 value 1.027986
## iter 100 value 1.026338
## final value 1.026338
## stopped after 100 iterations
## # weights: 43
## initial value 148.801897
## iter 10 value 14.789287
## iter 20 value 2.321944
## iter 30 value 1.301262
## iter 40 value 1.058872
## iter 50 value 1.021426
## iter 60 value 1.012613
## iter 70 value 1.007199
## iter 80 value 1.001833
## iter 90 value 0.983725
## iter 100 value 0.961076
## final value 0.961076
## stopped after 100 iterations
## # weights: 59
## initial value 130.201621
## iter 10 value 4.444762
## iter 20 value 1.676495
## iter 30 value 1.336961
## iter 40 value 1.152006
## iter 50 value 1.038299
## iter 60 value 0.944258
## iter 70 value 0.907159
## iter 80 value 0.883023
## iter 90 value 0.869779
## iter 100 value 0.861467
## final value 0.861467
## stopped after 100 iterations
## # weights: 75
## initial value 111.084385
## iter 10 value 13.712257
## iter 20 value 1.492249
## iter 30 value 1.175634
## iter 40 value 0.958435
## iter 50 value 0.895128
## iter 60 value 0.851571
## iter 70 value 0.831275
## iter 80 value 0.819163
## iter 90 value 0.810713
## iter 100 value 0.807166
## final value 0.807166
## stopped after 100 iterations
## # weights: 91
## initial value 121.552499
## iter 10 value 3.796939
## iter 20 value 1.130199
## iter 30 value 0.958377
## iter 40 value 0.899219
## iter 50 value 0.849371
## iter 60 value 0.828924
## iter 70 value 0.815942
## iter 80 value 0.807504
## iter 90 value 0.801688
## iter 100 value 0.794579
## final value 0.794579
## stopped after 100 iterations
## # weights: 107
## initial value 198.835344
## iter 10 value 2.617927
## iter 20 value 1.178499
## iter 30 value 1.003466
## iter 40 value 0.912950
## iter 50 value 0.847346
## iter 60 value 0.822331
## iter 70 value 0.807054
## iter 80 value 0.801062
## iter 90 value 0.796111
## iter 100 value 0.792427
## final value 0.792427
## stopped after 100 iterations
## # weights: 123
## initial value 138.578214
## iter 10 value 5.027367
## iter 20 value 1.158198
## iter 30 value 0.975596
## iter 40 value 0.933020
## iter 50 value 0.903642
## iter 60 value 0.883607
## iter 70 value 0.865950
## iter 80 value 0.843762
## iter 90 value 0.820120
## iter 100 value 0.808234
## final value 0.808234
## stopped after 100 iterations
## # weights: 139
## initial value 101.903048
## iter 10 value 2.356255
## iter 20 value 0.876333
## iter 30 value 0.800846
## iter 40 value 0.781470
## iter 50 value 0.774341
## iter 60 value 0.768473
## iter 70 value 0.765509
## iter 80 value 0.763965
## iter 90 value 0.762388
## iter 100 value 0.760667
## final value 0.760667
## stopped after 100 iterations
## # weights: 155
## initial value 144.064394
## iter 10 value 2.112834
## iter 20 value 1.091052
## iter 30 value 0.946674
## iter 40 value 0.873593
## iter 50 value 0.843001
## iter 60 value 0.825027
## iter 70 value 0.809809
## iter 80 value 0.794721
## iter 90 value 0.784450
## iter 100 value 0.777161
## final value 0.777161
## stopped after 100 iterations
## # weights: 11
## initial value 132.480528
## iter 10 value 18.331917
## iter 20 value 4.367308
## iter 30 value 4.058472
## iter 40 value 3.934884
## iter 50 value 3.927711
## iter 60 value 3.927106
## iter 70 value 3.927044
## iter 70 value 3.927044
## final value 3.927044
## converged
## # weights: 27
## initial value 137.880871
## iter 10 value 3.424747
## iter 20 value 1.125935
## iter 30 value 0.883395
## iter 40 value 0.720896
## iter 50 value 0.657179
## iter 60 value 0.634130
## iter 70 value 0.597702
## iter 80 value 0.578040
## iter 90 value 0.572845
## iter 100 value 0.569302
## final value 0.569302
## stopped after 100 iterations
## # weights: 43
## initial value 132.206613
## iter 10 value 2.907100
## iter 20 value 0.612936
## iter 30 value 0.557265
## iter 40 value 0.510315
## iter 50 value 0.474404
## iter 60 value 0.463248
## iter 70 value 0.452064
## iter 80 value 0.447874
## iter 90 value 0.445331
## iter 100 value 0.441781
## final value 0.441781
## stopped after 100 iterations
## # weights: 59
## initial value 126.028535
## iter 10 value 3.868281
## iter 20 value 0.604628
## iter 30 value 0.546267
## iter 40 value 0.504620
## iter 50 value 0.467510
## iter 60 value 0.444237
## iter 70 value 0.425878
## iter 80 value 0.416534
## iter 90 value 0.412806
## iter 100 value 0.408680
## final value 0.408680
## stopped after 100 iterations
## # weights: 75
## initial value 130.911346
## iter 10 value 7.112711
## iter 20 value 0.989331
## iter 30 value 0.793408
## iter 40 value 0.573925
## iter 50 value 0.519281
## iter 60 value 0.491069
## iter 70 value 0.468667
## iter 80 value 0.442041
## iter 90 value 0.435360
## iter 100 value 0.426780
## final value 0.426780
## stopped after 100 iterations
## # weights: 91
## initial value 104.893331
## iter 10 value 1.886830
## iter 20 value 0.531057
## iter 30 value 0.486363
## iter 40 value 0.464584
## iter 50 value 0.446959
## iter 60 value 0.437630
## iter 70 value 0.429996
## iter 80 value 0.423127
## iter 90 value 0.419420
## iter 100 value 0.416674
## final value 0.416674
## stopped after 100 iterations
## # weights: 107
## initial value 158.590714
## iter 10 value 3.895716
## iter 20 value 0.520953
## iter 30 value 0.468595
## iter 40 value 0.452698
## iter 50 value 0.434364
## iter 60 value 0.424554
## iter 70 value 0.415700
## iter 80 value 0.409716
## iter 90 value 0.402726
## iter 100 value 0.398092
## final value 0.398092
## stopped after 100 iterations
## # weights: 123
## initial value 143.732834
## iter 10 value 2.580024
## iter 20 value 0.529609
## iter 30 value 0.486703
## iter 40 value 0.459010
## iter 50 value 0.439035
## iter 60 value 0.422885
## iter 70 value 0.415191
## iter 80 value 0.408703
## iter 90 value 0.405622
## iter 100 value 0.402400
## final value 0.402400
## stopped after 100 iterations
## # weights: 139
## initial value 171.526494
## iter 10 value 3.435678
## iter 20 value 0.562870
## iter 30 value 0.487996
## iter 40 value 0.448642
## iter 50 value 0.429281
## iter 60 value 0.418864
## iter 70 value 0.410402
## iter 80 value 0.401880
## iter 90 value 0.394929
## iter 100 value 0.390498
## final value 0.390498
## stopped after 100 iterations
## # weights: 155
## initial value 118.277173
## iter 10 value 2.633010
## iter 20 value 0.777576
## iter 30 value 0.616239
## iter 40 value 0.519876
## iter 50 value 0.467562
## iter 60 value 0.437143
## iter 70 value 0.414245
## iter 80 value 0.397402
## iter 90 value 0.388520
## iter 100 value 0.381418
## final value 0.381418
## stopped after 100 iterations
## # weights: 11
## initial value 130.402749
## iter 10 value 51.211075
## iter 20 value 50.006408
## iter 30 value 49.702606
## iter 40 value 23.901596
## iter 50 value 6.559533
## iter 60 value 2.614667
## iter 70 value 2.563372
## iter 80 value 2.532106
## iter 90 value 2.532019
## iter 100 value 2.531950
## final value 2.531950
## stopped after 100 iterations
## # weights: 27
## initial value 140.411166
## iter 10 value 11.455919
## iter 20 value 0.369892
## iter 30 value 0.343692
## iter 40 value 0.325990
## iter 50 value 0.300732
## iter 60 value 0.287142
## iter 70 value 0.284606
## iter 80 value 0.282671
## iter 90 value 0.280430
## iter 100 value 0.278749
## final value 0.278749
## stopped after 100 iterations
## # weights: 43
## initial value 108.142194
## iter 10 value 5.299200
## iter 20 value 0.376383
## iter 30 value 0.356944
## iter 40 value 0.320368
## iter 50 value 0.305757
## iter 60 value 0.295267
## iter 70 value 0.268257
## iter 80 value 0.256099
## iter 90 value 0.246553
## iter 100 value 0.234308
## final value 0.234308
## stopped after 100 iterations
## # weights: 59
## initial value 152.777246
## iter 10 value 25.870912
## iter 20 value 1.902967
## iter 30 value 1.243122
## iter 40 value 0.389419
## iter 50 value 0.327924
## iter 60 value 0.291509
## iter 70 value 0.275186
## iter 80 value 0.259314
## iter 90 value 0.250532
## iter 100 value 0.245737
## final value 0.245737
## stopped after 100 iterations
## # weights: 75
## initial value 123.644724
## iter 10 value 3.237414
## iter 20 value 0.309480
## iter 30 value 0.282248
## iter 40 value 0.264618
## iter 50 value 0.250960
## iter 60 value 0.239799
## iter 70 value 0.225921
## iter 80 value 0.214375
## iter 90 value 0.205782
## iter 100 value 0.201956
## final value 0.201956
## stopped after 100 iterations
## # weights: 91
## initial value 136.038142
## iter 10 value 3.773528
## iter 20 value 0.301496
## iter 30 value 0.274638
## iter 40 value 0.256237
## iter 50 value 0.248674
## iter 60 value 0.239703
## iter 70 value 0.232919
## iter 80 value 0.228714
## iter 90 value 0.224483
## iter 100 value 0.221501
## final value 0.221501
## stopped after 100 iterations
## # weights: 107
## initial value 140.422887
## iter 10 value 3.584945
## iter 20 value 0.273351
## iter 30 value 0.252182
## iter 40 value 0.243358
## iter 50 value 0.230914
## iter 60 value 0.223267
## iter 70 value 0.217485
## iter 80 value 0.212430
## iter 90 value 0.210429
## iter 100 value 0.206616
## final value 0.206616
## stopped after 100 iterations
## # weights: 123
## initial value 184.502836
## iter 10 value 5.819393
## iter 20 value 1.871005
## iter 30 value 1.365513
## iter 40 value 0.509070
## iter 50 value 0.421379
## iter 60 value 0.340503
## iter 70 value 0.283399
## iter 80 value 0.257516
## iter 90 value 0.234321
## iter 100 value 0.221164
## final value 0.221164
## stopped after 100 iterations
## # weights: 139
## initial value 133.848784
## iter 10 value 4.587768
## iter 20 value 0.292794
## iter 30 value 0.264280
## iter 40 value 0.241994
## iter 50 value 0.224868
## iter 60 value 0.213298
## iter 70 value 0.207036
## iter 80 value 0.203209
## iter 90 value 0.199134
## iter 100 value 0.195758
## final value 0.195758
## stopped after 100 iterations
## # weights: 155
## initial value 173.688105
## iter 10 value 9.095439
## iter 20 value 0.260598
## iter 30 value 0.246424
## iter 40 value 0.231290
## iter 50 value 0.220974
## iter 60 value 0.210181
## iter 70 value 0.205939
## iter 80 value 0.200171
## iter 90 value 0.197495
## iter 100 value 0.196419
## final value 0.196419
## stopped after 100 iterations
## # weights: 11
## initial value 122.559369
## iter 10 value 51.477046
## iter 20 value 46.404010
## iter 30 value 46.002973
## iter 40 value 45.745237
## iter 50 value 45.041477
## iter 60 value 41.279571
## iter 70 value 26.928838
## iter 80 value 8.369726
## iter 90 value 3.109158
## iter 100 value 2.561583
## final value 2.561583
## stopped after 100 iterations
## # weights: 27
## initial value 129.541921
## iter 10 value 6.897153
## iter 20 value 0.220491
## iter 30 value 0.194760
## iter 40 value 0.178725
## iter 50 value 0.175407
## iter 60 value 0.169873
## iter 70 value 0.165274
## iter 80 value 0.162778
## iter 90 value 0.160765
## iter 100 value 0.156279
## final value 0.156279
## stopped after 100 iterations
## # weights: 43
## initial value 126.757387
## iter 10 value 2.241445
## iter 20 value 0.193389
## iter 30 value 0.171716
## iter 40 value 0.167710
## iter 50 value 0.148471
## iter 60 value 0.138642
## iter 70 value 0.130309
## iter 80 value 0.124436
## iter 90 value 0.123089
## iter 100 value 0.120796
## final value 0.120796
## stopped after 100 iterations
## # weights: 59
## initial value 116.016580
## iter 10 value 2.124284
## iter 20 value 0.185628
## iter 30 value 0.158710
## iter 40 value 0.143493
## iter 50 value 0.128821
## iter 60 value 0.121736
## iter 70 value 0.116439
## iter 80 value 0.111650
## iter 90 value 0.109481
## iter 100 value 0.106899
## final value 0.106899
## stopped after 100 iterations
## # weights: 75
## initial value 154.679242
## iter 10 value 2.582767
## iter 20 value 0.156337
## iter 30 value 0.147203
## iter 40 value 0.141712
## iter 50 value 0.132169
## iter 60 value 0.123885
## iter 70 value 0.113678
## iter 80 value 0.108355
## iter 90 value 0.104827
## iter 100 value 0.103604
## final value 0.103604
## stopped after 100 iterations
## # weights: 91
## initial value 150.593326
## iter 10 value 5.273381
## iter 20 value 0.160391
## iter 30 value 0.129721
## iter 40 value 0.125645
## iter 50 value 0.120082
## iter 60 value 0.115828
## iter 70 value 0.111444
## iter 80 value 0.105639
## iter 90 value 0.102220
## iter 100 value 0.099503
## final value 0.099503
## stopped after 100 iterations
## # weights: 107
## initial value 194.365087
## iter 10 value 8.234769
## iter 20 value 0.297603
## iter 30 value 0.203961
## iter 40 value 0.183424
## iter 50 value 0.145157
## iter 60 value 0.124863
## iter 70 value 0.114138
## iter 80 value 0.110936
## iter 90 value 0.105330
## iter 100 value 0.101954
## final value 0.101954
## stopped after 100 iterations
## # weights: 123
## initial value 148.593934
## iter 10 value 2.229423
## iter 20 value 0.192643
## iter 30 value 0.169237
## iter 40 value 0.157828
## iter 50 value 0.144510
## iter 60 value 0.136963
## iter 70 value 0.127176
## iter 80 value 0.117545
## iter 90 value 0.113059
## iter 100 value 0.108623
## final value 0.108623
## stopped after 100 iterations
## # weights: 139
## initial value 142.982640
## iter 10 value 6.365302
## iter 20 value 0.537090
## iter 30 value 0.494742
## iter 40 value 0.435668
## iter 50 value 0.333887
## iter 60 value 0.261930
## iter 70 value 0.203427
## iter 80 value 0.163257
## iter 90 value 0.139109
## iter 100 value 0.130078
## final value 0.130078
## stopped after 100 iterations
## # weights: 155
## initial value 112.493987
## iter 10 value 1.557200
## iter 20 value 0.165581
## iter 30 value 0.139870
## iter 40 value 0.127912
## iter 50 value 0.120102
## iter 60 value 0.114428
## iter 70 value 0.107888
## iter 80 value 0.104336
## iter 90 value 0.102422
## iter 100 value 0.099879
## final value 0.099879
## stopped after 100 iterations
## # weights: 11
## initial value 129.599013
## iter 10 value 48.345016
## iter 20 value 44.691514
## iter 30 value 44.653472
## iter 40 value 44.604475
## iter 50 value 44.297841
## iter 60 value 41.161478
## iter 70 value 23.985865
## iter 80 value 4.442787
## iter 90 value 3.888014
## iter 100 value 3.573559
## final value 3.573559
## stopped after 100 iterations
## # weights: 27
## initial value 119.705997
## iter 10 value 3.373850
## iter 20 value 0.062891
## iter 30 value 0.003077
## final value 0.000055
## converged
## # weights: 43
## initial value 134.634966
## iter 10 value 4.533276
## iter 20 value 0.606806
## iter 30 value 0.000483
## final value 0.000088
## converged
## # weights: 59
## initial value 138.511386
## iter 10 value 5.025168
## iter 20 value 0.104821
## iter 30 value 0.002427
## final value 0.000077
## converged
## # weights: 75
## initial value 140.540530
## iter 10 value 4.733408
## iter 20 value 0.205943
## iter 30 value 0.000368
## final value 0.000057
## converged
## # weights: 91
## initial value 139.534060
## iter 10 value 4.145110
## iter 20 value 0.153836
## iter 30 value 0.000656
## final value 0.000082
## converged
## # weights: 107
## initial value 105.063935
## iter 10 value 3.811116
## iter 20 value 0.023074
## final value 0.000083
## converged
## # weights: 123
## initial value 132.080566
## iter 10 value 6.588041
## iter 20 value 0.657592
## iter 30 value 0.000696
## final value 0.000070
## converged
## # weights: 139
## initial value 159.466515
## iter 10 value 5.846605
## iter 20 value 0.168996
## iter 30 value 0.002436
## final value 0.000061
## converged
## # weights: 155
## initial value 157.221440
## iter 10 value 4.773115
## iter 20 value 0.839591
## iter 30 value 0.000859
## final value 0.000064
## converged
## # weights: 11
## initial value 133.171126
## iter 10 value 58.853472
## iter 20 value 45.478289
## iter 30 value 43.740053
## final value 43.734347
## converged
## # weights: 27
## initial value 123.987242
## iter 10 value 29.465995
## iter 20 value 20.125999
## iter 30 value 19.492868
## iter 40 value 19.380687
## final value 19.372947
## converged
## # weights: 43
## initial value 156.188257
## iter 10 value 27.872677
## iter 20 value 20.813855
## iter 30 value 18.654501
## iter 40 value 18.208172
## iter 50 value 18.055198
## iter 60 value 17.974531
## iter 70 value 17.905633
## iter 80 value 17.901355
## final value 17.901349
## converged
## # weights: 59
## initial value 137.755241
## iter 10 value 22.393809
## iter 20 value 17.950076
## iter 30 value 17.576670
## iter 40 value 17.522063
## iter 50 value 17.505839
## iter 60 value 17.502930
## iter 70 value 17.501298
## iter 80 value 17.500906
## final value 17.500872
## converged
## # weights: 75
## initial value 157.512275
## iter 10 value 19.731216
## iter 20 value 17.165434
## iter 30 value 17.062546
## iter 40 value 17.024285
## iter 50 value 17.015896
## iter 60 value 17.010250
## iter 70 value 17.008382
## iter 80 value 17.008128
## final value 17.008117
## converged
## # weights: 91
## initial value 116.568794
## iter 10 value 20.103397
## iter 20 value 17.009972
## iter 30 value 16.824632
## iter 40 value 16.775977
## iter 50 value 16.764584
## iter 60 value 16.760679
## iter 70 value 16.760425
## iter 80 value 16.760411
## final value 16.760409
## converged
## # weights: 107
## initial value 124.800650
## iter 10 value 26.440008
## iter 20 value 17.568655
## iter 30 value 16.826612
## iter 40 value 16.742856
## iter 50 value 16.722142
## iter 60 value 16.716338
## iter 70 value 16.715378
## iter 80 value 16.714923
## iter 90 value 16.713342
## iter 100 value 16.711546
## final value 16.711546
## stopped after 100 iterations
## # weights: 123
## initial value 172.262310
## iter 10 value 31.984015
## iter 20 value 17.083969
## iter 30 value 16.763355
## iter 40 value 16.686689
## iter 50 value 16.600193
## iter 60 value 16.552706
## iter 70 value 16.526265
## iter 80 value 16.496019
## iter 90 value 16.493172
## iter 100 value 16.492501
## final value 16.492501
## stopped after 100 iterations
## # weights: 139
## initial value 134.714227
## iter 10 value 19.663268
## iter 20 value 16.714925
## iter 30 value 16.397806
## iter 40 value 16.280446
## iter 50 value 16.261772
## iter 60 value 16.259405
## iter 70 value 16.255354
## iter 80 value 16.241555
## iter 90 value 16.239918
## iter 100 value 16.239711
## final value 16.239711
## stopped after 100 iterations
## # weights: 155
## initial value 205.594737
## iter 10 value 21.487405
## iter 20 value 16.570354
## iter 30 value 16.322559
## iter 40 value 16.191694
## iter 50 value 16.149170
## iter 60 value 16.139431
## iter 70 value 16.132160
## iter 80 value 16.112765
## iter 90 value 16.101085
## iter 100 value 16.098003
## final value 16.098003
## stopped after 100 iterations
## # weights: 11
## initial value 120.896006
## iter 10 value 32.184997
## iter 20 value 31.542101
## iter 30 value 31.541031
## iter 30 value 31.541031
## iter 30 value 31.541031
## final value 31.541031
## converged
## # weights: 27
## initial value 115.071991
## iter 10 value 21.419929
## iter 20 value 13.225050
## iter 30 value 13.064811
## iter 40 value 13.057386
## iter 50 value 13.057082
## final value 13.057022
## converged
## # weights: 43
## initial value 132.297149
## iter 10 value 13.647950
## iter 20 value 12.215949
## iter 30 value 11.536960
## iter 40 value 11.253968
## iter 50 value 11.162920
## iter 60 value 11.150393
## iter 70 value 11.143981
## iter 80 value 11.143554
## final value 11.143512
## converged
## # weights: 59
## initial value 122.966417
## iter 10 value 12.999110
## iter 20 value 10.909543
## iter 30 value 10.828563
## iter 40 value 10.802832
## iter 50 value 10.800898
## iter 60 value 10.800767
## iter 70 value 10.800746
## iter 80 value 10.800744
## final value 10.800743
## converged
## # weights: 75
## initial value 178.282026
## iter 10 value 15.348027
## iter 20 value 11.086473
## iter 30 value 10.734415
## iter 40 value 10.690627
## iter 50 value 10.668064
## iter 60 value 10.659861
## iter 70 value 10.658453
## iter 80 value 10.658076
## iter 90 value 10.657706
## iter 100 value 10.657629
## final value 10.657629
## stopped after 100 iterations
## # weights: 91
## initial value 115.622724
## iter 10 value 13.356403
## iter 20 value 11.056931
## iter 30 value 10.762437
## iter 40 value 10.654765
## iter 50 value 10.595846
## iter 60 value 10.565611
## iter 70 value 10.557821
## iter 80 value 10.554571
## iter 90 value 10.553833
## iter 100 value 10.553533
## final value 10.553533
## stopped after 100 iterations
## # weights: 107
## initial value 141.567969
## iter 10 value 17.078812
## iter 20 value 11.055427
## iter 30 value 10.685246
## iter 40 value 10.601718
## iter 50 value 10.523144
## iter 60 value 10.507396
## iter 70 value 10.505051
## iter 80 value 10.503680
## iter 90 value 10.501747
## iter 100 value 10.500507
## final value 10.500507
## stopped after 100 iterations
## # weights: 123
## initial value 171.170392
## iter 10 value 12.819472
## iter 20 value 10.627003
## iter 30 value 10.569152
## iter 40 value 10.540648
## iter 50 value 10.531315
## iter 60 value 10.528430
## iter 70 value 10.526738
## iter 80 value 10.526445
## iter 90 value 10.525884
## iter 100 value 10.523082
## final value 10.523082
## stopped after 100 iterations
## # weights: 139
## initial value 116.983288
## iter 10 value 15.110216
## iter 20 value 10.589862
## iter 30 value 10.404684
## iter 40 value 10.341819
## iter 50 value 10.320795
## iter 60 value 10.308194
## iter 70 value 10.305290
## iter 80 value 10.304349
## iter 90 value 10.303774
## iter 100 value 10.303476
## final value 10.303476
## stopped after 100 iterations
## # weights: 155
## initial value 275.762381
## iter 10 value 21.865284
## iter 20 value 11.290399
## iter 30 value 10.408142
## iter 40 value 10.339319
## iter 50 value 10.316731
## iter 60 value 10.295314
## iter 70 value 10.269219
## iter 80 value 10.255879
## iter 90 value 10.251721
## iter 100 value 10.250007
## final value 10.250007
## stopped after 100 iterations
## # weights: 11
## initial value 138.330285
## iter 10 value 32.070776
## iter 20 value 22.892632
## iter 30 value 22.332814
## iter 40 value 22.307909
## final value 22.307906
## converged
## # weights: 27
## initial value 124.311670
## iter 10 value 43.461128
## iter 20 value 15.878524
## iter 30 value 9.147143
## iter 40 value 8.671818
## iter 50 value 8.352766
## iter 60 value 8.162478
## iter 70 value 8.148624
## iter 80 value 8.148357
## final value 8.148355
## converged
## # weights: 43
## initial value 118.674608
## iter 10 value 16.040970
## iter 20 value 8.752166
## iter 30 value 7.779428
## iter 40 value 7.589095
## iter 50 value 7.521580
## iter 60 value 7.476535
## iter 70 value 7.464898
## iter 80 value 7.447157
## iter 90 value 7.386084
## iter 100 value 7.289183
## final value 7.289183
## stopped after 100 iterations
## # weights: 59
## initial value 134.429085
## iter 10 value 9.450456
## iter 20 value 7.399274
## iter 30 value 7.141990
## iter 40 value 7.113748
## iter 50 value 7.102814
## iter 60 value 7.095171
## iter 70 value 7.088203
## iter 80 value 7.087114
## iter 90 value 7.086841
## iter 100 value 7.086790
## final value 7.086790
## stopped after 100 iterations
## # weights: 75
## initial value 138.229655
## iter 10 value 9.614179
## iter 20 value 7.424284
## iter 30 value 7.229672
## iter 40 value 7.185093
## iter 50 value 7.166564
## iter 60 value 7.145370
## iter 70 value 7.118116
## iter 80 value 7.105635
## iter 90 value 7.093604
## iter 100 value 7.087766
## final value 7.087766
## stopped after 100 iterations
## # weights: 91
## initial value 141.717947
## iter 10 value 16.427778
## iter 20 value 7.552652
## iter 30 value 7.162270
## iter 40 value 7.101792
## iter 50 value 7.067504
## iter 60 value 7.047608
## iter 70 value 7.038400
## iter 80 value 7.011786
## iter 90 value 6.988888
## iter 100 value 6.979540
## final value 6.979540
## stopped after 100 iterations
## # weights: 107
## initial value 198.211473
## iter 10 value 11.916692
## iter 20 value 7.580406
## iter 30 value 7.027916
## iter 40 value 6.977497
## iter 50 value 6.958454
## iter 60 value 6.952311
## iter 70 value 6.949578
## iter 80 value 6.946589
## iter 90 value 6.944744
## iter 100 value 6.943365
## final value 6.943365
## stopped after 100 iterations
## # weights: 123
## initial value 125.016939
## iter 10 value 9.060104
## iter 20 value 7.369592
## iter 30 value 7.154346
## iter 40 value 7.048265
## iter 50 value 6.979897
## iter 60 value 6.946749
## iter 70 value 6.923233
## iter 80 value 6.911851
## iter 90 value 6.907111
## iter 100 value 6.905371
## final value 6.905371
## stopped after 100 iterations
## # weights: 139
## initial value 104.885438
## iter 10 value 12.392174
## iter 20 value 7.584862
## iter 30 value 7.049448
## iter 40 value 7.007092
## iter 50 value 6.971760
## iter 60 value 6.941487
## iter 70 value 6.896398
## iter 80 value 6.887788
## iter 90 value 6.879222
## iter 100 value 6.873887
## final value 6.873887
## stopped after 100 iterations
## # weights: 155
## initial value 137.794827
## iter 10 value 8.898795
## iter 20 value 7.016896
## iter 30 value 6.913831
## iter 40 value 6.889209
## iter 50 value 6.875574
## iter 60 value 6.867726
## iter 70 value 6.864755
## iter 80 value 6.863319
## iter 90 value 6.862402
## iter 100 value 6.861658
## final value 6.861658
## stopped after 100 iterations
## # weights: 11
## initial value 124.989047
## iter 10 value 28.359225
## iter 20 value 16.213634
## iter 30 value 15.738147
## iter 40 value 15.663858
## final value 15.663552
## converged
## # weights: 27
## initial value 139.284726
## iter 10 value 7.509084
## iter 20 value 5.811287
## iter 30 value 5.705061
## iter 40 value 5.616230
## iter 50 value 5.471394
## iter 60 value 5.342108
## iter 70 value 5.232281
## iter 80 value 5.203535
## iter 90 value 5.199491
## iter 100 value 5.199360
## final value 5.199360
## stopped after 100 iterations
## # weights: 43
## initial value 120.466392
## iter 10 value 10.655307
## iter 20 value 6.275011
## iter 30 value 5.667088
## iter 40 value 5.342013
## iter 50 value 5.162332
## iter 60 value 5.080979
## iter 70 value 5.052049
## iter 80 value 5.032701
## iter 90 value 5.015075
## iter 100 value 4.996408
## final value 4.996408
## stopped after 100 iterations
## # weights: 59
## initial value 131.194095
## iter 10 value 8.797383
## iter 20 value 5.539298
## iter 30 value 5.097487
## iter 40 value 4.856680
## iter 50 value 4.622958
## iter 60 value 4.465625
## iter 70 value 4.409426
## iter 80 value 4.369313
## iter 90 value 4.348902
## iter 100 value 4.340136
## final value 4.340136
## stopped after 100 iterations
## # weights: 75
## initial value 143.883241
## iter 10 value 10.599044
## iter 20 value 5.822570
## iter 30 value 5.209233
## iter 40 value 4.854177
## iter 50 value 4.725509
## iter 60 value 4.663233
## iter 70 value 4.549853
## iter 80 value 4.402257
## iter 90 value 4.341122
## iter 100 value 4.314614
## final value 4.314614
## stopped after 100 iterations
## # weights: 91
## initial value 157.441680
## iter 10 value 9.845857
## iter 20 value 5.534286
## iter 30 value 5.107138
## iter 40 value 4.634036
## iter 50 value 4.451417
## iter 60 value 4.336946
## iter 70 value 4.306809
## iter 80 value 4.271817
## iter 90 value 4.239360
## iter 100 value 4.229636
## final value 4.229636
## stopped after 100 iterations
## # weights: 107
## initial value 153.567293
## iter 10 value 6.925374
## iter 20 value 5.123018
## iter 30 value 4.998359
## iter 40 value 4.949406
## iter 50 value 4.848147
## iter 60 value 4.656866
## iter 70 value 4.551655
## iter 80 value 4.491974
## iter 90 value 4.339698
## iter 100 value 4.279401
## final value 4.279401
## stopped after 100 iterations
## # weights: 123
## initial value 127.093823
## iter 10 value 6.210245
## iter 20 value 5.181092
## iter 30 value 4.808596
## iter 40 value 4.518940
## iter 50 value 4.371954
## iter 60 value 4.299425
## iter 70 value 4.255377
## iter 80 value 4.217270
## iter 90 value 4.200039
## iter 100 value 4.186464
## final value 4.186464
## stopped after 100 iterations
## # weights: 139
## initial value 124.595117
## iter 10 value 6.184998
## iter 20 value 5.121377
## iter 30 value 4.916808
## iter 40 value 4.589912
## iter 50 value 4.462509
## iter 60 value 4.426966
## iter 70 value 4.411989
## iter 80 value 4.396560
## iter 90 value 4.385053
## iter 100 value 4.287049
## final value 4.287049
## stopped after 100 iterations
## # weights: 155
## initial value 132.295769
## iter 10 value 7.183331
## iter 20 value 5.283239
## iter 30 value 5.006045
## iter 40 value 4.600561
## iter 50 value 4.458006
## iter 60 value 4.406000
## iter 70 value 4.384538
## iter 80 value 4.376163
## iter 90 value 4.369448
## iter 100 value 4.364334
## final value 4.364334
## stopped after 100 iterations
## # weights: 11
## initial value 130.739044
## iter 10 value 23.458387
## iter 20 value 11.149792
## iter 30 value 11.120187
## iter 40 value 11.100676
## final value 11.100539
## converged
## # weights: 27
## initial value 128.443463
## iter 10 value 21.431757
## iter 20 value 4.457063
## iter 30 value 3.838840
## iter 40 value 3.727808
## iter 50 value 3.599009
## iter 60 value 3.379562
## iter 70 value 3.325886
## iter 80 value 3.302831
## iter 90 value 3.300805
## iter 100 value 3.300145
## final value 3.300145
## stopped after 100 iterations
## # weights: 43
## initial value 135.928360
## iter 10 value 7.252327
## iter 20 value 4.247617
## iter 30 value 3.855965
## iter 40 value 3.607249
## iter 50 value 3.204191
## iter 60 value 3.063432
## iter 70 value 2.994743
## iter 80 value 2.974268
## iter 90 value 2.896206
## iter 100 value 2.748265
## final value 2.748265
## stopped after 100 iterations
## # weights: 59
## initial value 131.658122
## iter 10 value 7.755638
## iter 20 value 4.602567
## iter 30 value 3.686422
## iter 40 value 3.313054
## iter 50 value 3.017441
## iter 60 value 2.811139
## iter 70 value 2.676248
## iter 80 value 2.566751
## iter 90 value 2.463641
## iter 100 value 2.432123
## final value 2.432123
## stopped after 100 iterations
## # weights: 75
## initial value 147.551916
## iter 10 value 8.955624
## iter 20 value 4.152883
## iter 30 value 3.561396
## iter 40 value 3.328429
## iter 50 value 3.225747
## iter 60 value 3.190575
## iter 70 value 3.143809
## iter 80 value 2.875023
## iter 90 value 2.595228
## iter 100 value 2.543582
## final value 2.543582
## stopped after 100 iterations
## # weights: 91
## initial value 125.222130
## iter 10 value 5.581471
## iter 20 value 3.631994
## iter 30 value 3.376332
## iter 40 value 3.054042
## iter 50 value 2.763618
## iter 60 value 2.692240
## iter 70 value 2.639875
## iter 80 value 2.583387
## iter 90 value 2.562799
## iter 100 value 2.544268
## final value 2.544268
## stopped after 100 iterations
## # weights: 107
## initial value 152.925671
## iter 10 value 6.879547
## iter 20 value 3.804610
## iter 30 value 3.125414
## iter 40 value 2.697955
## iter 50 value 2.518000
## iter 60 value 2.431027
## iter 70 value 2.381570
## iter 80 value 2.347676
## iter 90 value 2.319077
## iter 100 value 2.301120
## final value 2.301120
## stopped after 100 iterations
## # weights: 123
## initial value 149.751961
## iter 10 value 6.024746
## iter 20 value 3.567183
## iter 30 value 2.915382
## iter 40 value 2.706611
## iter 50 value 2.637890
## iter 60 value 2.577901
## iter 70 value 2.526986
## iter 80 value 2.479462
## iter 90 value 2.336662
## iter 100 value 2.298343
## final value 2.298343
## stopped after 100 iterations
## # weights: 139
## initial value 169.773949
## iter 10 value 7.084946
## iter 20 value 3.723570
## iter 30 value 2.901472
## iter 40 value 2.559279
## iter 50 value 2.432394
## iter 60 value 2.380778
## iter 70 value 2.340934
## iter 80 value 2.313733
## iter 90 value 2.296193
## iter 100 value 2.283370
## final value 2.283370
## stopped after 100 iterations
## # weights: 155
## initial value 206.807497
## iter 10 value 9.263837
## iter 20 value 4.662343
## iter 30 value 3.748329
## iter 40 value 3.041591
## iter 50 value 2.557188
## iter 60 value 2.426628
## iter 70 value 2.367717
## iter 80 value 2.328809
## iter 90 value 2.294054
## iter 100 value 2.263672
## final value 2.263672
## stopped after 100 iterations
## # weights: 11
## initial value 123.138625
## iter 10 value 57.811888
## iter 20 value 51.811935
## iter 30 value 33.507446
## iter 40 value 10.144410
## iter 50 value 8.445907
## iter 60 value 8.067620
## iter 70 value 8.066270
## iter 80 value 8.066254
## iter 90 value 8.066224
## final value 8.066223
## converged
## # weights: 27
## initial value 127.176531
## iter 10 value 4.900295
## iter 20 value 3.276140
## iter 30 value 2.845947
## iter 40 value 2.541661
## iter 50 value 2.160762
## iter 60 value 2.026196
## iter 70 value 1.903892
## iter 80 value 1.875329
## iter 90 value 1.866795
## iter 100 value 1.860607
## final value 1.860607
## stopped after 100 iterations
## # weights: 43
## initial value 152.173866
## iter 10 value 5.027672
## iter 20 value 2.772846
## iter 30 value 2.374723
## iter 40 value 2.216414
## iter 50 value 2.092978
## iter 60 value 1.988887
## iter 70 value 1.928985
## iter 80 value 1.887417
## iter 90 value 1.860937
## iter 100 value 1.829311
## final value 1.829311
## stopped after 100 iterations
## # weights: 59
## initial value 148.731075
## iter 10 value 6.171621
## iter 20 value 2.661384
## iter 30 value 2.314227
## iter 40 value 1.990209
## iter 50 value 1.738756
## iter 60 value 1.681350
## iter 70 value 1.615797
## iter 80 value 1.580650
## iter 90 value 1.548384
## iter 100 value 1.515890
## final value 1.515890
## stopped after 100 iterations
## # weights: 75
## initial value 188.019099
## iter 10 value 7.754375
## iter 20 value 2.422118
## iter 30 value 2.098546
## iter 40 value 1.982496
## iter 50 value 1.923512
## iter 60 value 1.900337
## iter 70 value 1.841349
## iter 80 value 1.564524
## iter 90 value 1.430635
## iter 100 value 1.378895
## final value 1.378895
## stopped after 100 iterations
## # weights: 91
## initial value 155.507609
## iter 10 value 5.880937
## iter 20 value 2.744820
## iter 30 value 2.319115
## iter 40 value 1.880561
## iter 50 value 1.613853
## iter 60 value 1.517406
## iter 70 value 1.457558
## iter 80 value 1.413180
## iter 90 value 1.376260
## iter 100 value 1.357063
## final value 1.357063
## stopped after 100 iterations
## # weights: 107
## initial value 151.898615
## iter 10 value 4.933674
## iter 20 value 2.475640
## iter 30 value 1.703468
## iter 40 value 1.418142
## iter 50 value 1.300646
## iter 60 value 1.248000
## iter 70 value 1.222863
## iter 80 value 1.207713
## iter 90 value 1.198374
## iter 100 value 1.193996
## final value 1.193996
## stopped after 100 iterations
## # weights: 123
## initial value 166.707686
## iter 10 value 5.206615
## iter 20 value 2.678687
## iter 30 value 2.071373
## iter 40 value 1.687772
## iter 50 value 1.496658
## iter 60 value 1.390420
## iter 70 value 1.333850
## iter 80 value 1.317978
## iter 90 value 1.311848
## iter 100 value 1.307505
## final value 1.307505
## stopped after 100 iterations
## # weights: 139
## initial value 133.315453
## iter 10 value 5.287630
## iter 20 value 2.730535
## iter 30 value 2.200106
## iter 40 value 1.785333
## iter 50 value 1.505674
## iter 60 value 1.419190
## iter 70 value 1.342939
## iter 80 value 1.273278
## iter 90 value 1.240508
## iter 100 value 1.218118
## final value 1.218118
## stopped after 100 iterations
## # weights: 155
## initial value 174.739610
## iter 10 value 5.957650
## iter 20 value 2.537739
## iter 30 value 1.879999
## iter 40 value 1.518649
## iter 50 value 1.355874
## iter 60 value 1.279507
## iter 70 value 1.213361
## iter 80 value 1.188243
## iter 90 value 1.170375
## iter 100 value 1.163926
## final value 1.163926
## stopped after 100 iterations
## # weights: 11
## initial value 133.838349
## iter 10 value 50.661231
## iter 20 value 47.184426
## iter 30 value 44.447886
## iter 40 value 19.298270
## iter 50 value 7.938764
## iter 60 value 6.611385
## iter 70 value 6.086335
## iter 80 value 6.058501
## iter 90 value 6.058252
## iter 100 value 6.058161
## final value 6.058161
## stopped after 100 iterations
## # weights: 27
## initial value 138.363846
## iter 10 value 31.333050
## iter 20 value 3.121510
## iter 30 value 2.058704
## iter 40 value 1.615008
## iter 50 value 1.342655
## iter 60 value 1.159212
## iter 70 value 1.040854
## iter 80 value 0.939359
## iter 90 value 0.924011
## iter 100 value 0.912916
## final value 0.912916
## stopped after 100 iterations
## # weights: 43
## initial value 132.769976
## iter 10 value 6.948166
## iter 20 value 2.131855
## iter 30 value 1.656275
## iter 40 value 1.464619
## iter 50 value 1.315967
## iter 60 value 1.168986
## iter 70 value 1.072822
## iter 80 value 0.969525
## iter 90 value 0.887971
## iter 100 value 0.813412
## final value 0.813412
## stopped after 100 iterations
## # weights: 59
## initial value 122.071318
## iter 10 value 4.906037
## iter 20 value 2.058935
## iter 30 value 1.673704
## iter 40 value 1.487617
## iter 50 value 1.214977
## iter 60 value 1.031536
## iter 70 value 0.863649
## iter 80 value 0.777983
## iter 90 value 0.726868
## iter 100 value 0.704170
## final value 0.704170
## stopped after 100 iterations
## # weights: 75
## initial value 143.553861
## iter 10 value 6.408899
## iter 20 value 1.945223
## iter 30 value 1.314391
## iter 40 value 0.992921
## iter 50 value 0.855933
## iter 60 value 0.764532
## iter 70 value 0.718960
## iter 80 value 0.700370
## iter 90 value 0.688652
## iter 100 value 0.681424
## final value 0.681424
## stopped after 100 iterations
## # weights: 91
## initial value 127.452939
## iter 10 value 5.087394
## iter 20 value 1.888362
## iter 30 value 1.133233
## iter 40 value 0.959162
## iter 50 value 0.886748
## iter 60 value 0.817418
## iter 70 value 0.785918
## iter 80 value 0.748735
## iter 90 value 0.725309
## iter 100 value 0.708619
## final value 0.708619
## stopped after 100 iterations
## # weights: 107
## initial value 162.519706
## iter 10 value 4.521941
## iter 20 value 1.670577
## iter 30 value 1.178322
## iter 40 value 0.783139
## iter 50 value 0.744447
## iter 60 value 0.691468
## iter 70 value 0.657405
## iter 80 value 0.636888
## iter 90 value 0.627702
## iter 100 value 0.621469
## final value 0.621469
## stopped after 100 iterations
## # weights: 123
## initial value 126.162031
## iter 10 value 3.931909
## iter 20 value 2.004054
## iter 30 value 1.439180
## iter 40 value 1.172125
## iter 50 value 0.937334
## iter 60 value 0.842027
## iter 70 value 0.783011
## iter 80 value 0.734496
## iter 90 value 0.706802
## iter 100 value 0.688925
## final value 0.688925
## stopped after 100 iterations
## # weights: 139
## initial value 153.757326
## iter 10 value 5.888953
## iter 20 value 1.384632
## iter 30 value 1.018101
## iter 40 value 0.789288
## iter 50 value 0.724919
## iter 60 value 0.689453
## iter 70 value 0.660698
## iter 80 value 0.645474
## iter 90 value 0.629627
## iter 100 value 0.618675
## final value 0.618675
## stopped after 100 iterations
## # weights: 155
## initial value 154.484343
## iter 10 value 5.041540
## iter 20 value 1.288896
## iter 30 value 0.981640
## iter 40 value 0.876398
## iter 50 value 0.794581
## iter 60 value 0.715676
## iter 70 value 0.661865
## iter 80 value 0.623540
## iter 90 value 0.602370
## iter 100 value 0.590529
## final value 0.590529
## stopped after 100 iterations
## # weights: 11
## initial value 121.981998
## iter 10 value 40.567318
## iter 20 value 9.459823
## iter 30 value 5.115282
## iter 40 value 4.879488
## iter 50 value 4.705193
## iter 60 value 4.696214
## iter 70 value 4.694015
## final value 4.694015
## converged
## # weights: 27
## initial value 131.718292
## iter 10 value 16.033854
## iter 20 value 1.864777
## iter 30 value 1.022840
## iter 40 value 0.856812
## iter 50 value 0.836116
## iter 60 value 0.786979
## iter 70 value 0.760865
## iter 80 value 0.747022
## iter 90 value 0.742587
## iter 100 value 0.736027
## final value 0.736027
## stopped after 100 iterations
## # weights: 43
## initial value 126.438915
## iter 10 value 6.520058
## iter 20 value 1.273186
## iter 30 value 0.920020
## iter 40 value 0.777256
## iter 50 value 0.693855
## iter 60 value 0.617488
## iter 70 value 0.565442
## iter 80 value 0.527042
## iter 90 value 0.508273
## iter 100 value 0.488737
## final value 0.488737
## stopped after 100 iterations
## # weights: 59
## initial value 138.348872
## iter 10 value 5.443670
## iter 20 value 1.721328
## iter 30 value 0.779934
## iter 40 value 0.733888
## iter 50 value 0.703902
## iter 60 value 0.627226
## iter 70 value 0.597089
## iter 80 value 0.560668
## iter 90 value 0.542342
## iter 100 value 0.518129
## final value 0.518129
## stopped after 100 iterations
## # weights: 75
## initial value 158.721373
## iter 10 value 6.036280
## iter 20 value 1.059237
## iter 30 value 0.603286
## iter 40 value 0.524821
## iter 50 value 0.461654
## iter 60 value 0.420158
## iter 70 value 0.398462
## iter 80 value 0.386030
## iter 90 value 0.374807
## iter 100 value 0.361438
## final value 0.361438
## stopped after 100 iterations
## # weights: 91
## initial value 113.603570
## iter 10 value 3.417093
## iter 20 value 1.677769
## iter 30 value 0.858848
## iter 40 value 0.653854
## iter 50 value 0.604062
## iter 60 value 0.541429
## iter 70 value 0.485709
## iter 80 value 0.424813
## iter 90 value 0.392416
## iter 100 value 0.358385
## final value 0.358385
## stopped after 100 iterations
## # weights: 107
## initial value 107.111810
## iter 10 value 3.800194
## iter 20 value 0.792808
## iter 30 value 0.647851
## iter 40 value 0.518096
## iter 50 value 0.477213
## iter 60 value 0.431707
## iter 70 value 0.391869
## iter 80 value 0.372435
## iter 90 value 0.359196
## iter 100 value 0.340191
## final value 0.340191
## stopped after 100 iterations
## # weights: 123
## initial value 144.370970
## iter 10 value 4.612418
## iter 20 value 0.875945
## iter 30 value 0.694227
## iter 40 value 0.534221
## iter 50 value 0.479036
## iter 60 value 0.423830
## iter 70 value 0.396607
## iter 80 value 0.372773
## iter 90 value 0.355844
## iter 100 value 0.344192
## final value 0.344192
## stopped after 100 iterations
## # weights: 139
## initial value 178.217780
## iter 10 value 4.594975
## iter 20 value 1.317196
## iter 30 value 0.640841
## iter 40 value 0.486532
## iter 50 value 0.411624
## iter 60 value 0.371337
## iter 70 value 0.346719
## iter 80 value 0.321514
## iter 90 value 0.306732
## iter 100 value 0.295106
## final value 0.295106
## stopped after 100 iterations
## # weights: 155
## initial value 119.778919
## iter 10 value 4.788167
## iter 20 value 1.062111
## iter 30 value 0.543113
## iter 40 value 0.441266
## iter 50 value 0.386238
## iter 60 value 0.351516
## iter 70 value 0.329115
## iter 80 value 0.316486
## iter 90 value 0.305882
## iter 100 value 0.300319
## final value 0.300319
## stopped after 100 iterations
## # weights: 11
## initial value 123.237592
## iter 10 value 45.145051
## iter 20 value 12.550832
## iter 30 value 6.097174
## iter 40 value 4.353243
## iter 50 value 4.037901
## iter 60 value 3.770995
## iter 70 value 3.751799
## iter 80 value 3.737418
## iter 90 value 3.717580
## iter 100 value 3.706449
## final value 3.706449
## stopped after 100 iterations
## # weights: 27
## initial value 139.504054
## iter 10 value 7.400548
## iter 20 value 1.759411
## iter 30 value 0.448768
## iter 40 value 0.443796
## iter 50 value 0.411355
## iter 60 value 0.389651
## iter 70 value 0.383346
## iter 80 value 0.382682
## iter 90 value 0.381757
## iter 100 value 0.380888
## final value 0.380888
## stopped after 100 iterations
## # weights: 43
## initial value 154.154363
## iter 10 value 3.628851
## iter 20 value 0.699023
## iter 30 value 0.496003
## iter 40 value 0.393697
## iter 50 value 0.344113
## iter 60 value 0.317438
## iter 70 value 0.307662
## iter 80 value 0.301931
## iter 90 value 0.294595
## iter 100 value 0.275603
## final value 0.275603
## stopped after 100 iterations
## # weights: 59
## initial value 155.271555
## iter 10 value 5.156054
## iter 20 value 0.393204
## iter 30 value 0.299348
## iter 40 value 0.275763
## iter 50 value 0.257710
## iter 60 value 0.242893
## iter 70 value 0.234338
## iter 80 value 0.226463
## iter 90 value 0.218447
## iter 100 value 0.213828
## final value 0.213828
## stopped after 100 iterations
## # weights: 75
## initial value 153.346333
## iter 10 value 4.892881
## iter 20 value 1.426151
## iter 30 value 0.422156
## iter 40 value 0.343254
## iter 50 value 0.294970
## iter 60 value 0.258617
## iter 70 value 0.218779
## iter 80 value 0.188683
## iter 90 value 0.175566
## iter 100 value 0.168337
## final value 0.168337
## stopped after 100 iterations
## # weights: 91
## initial value 135.088101
## iter 10 value 5.607395
## iter 20 value 1.201509
## iter 30 value 0.413184
## iter 40 value 0.342872
## iter 50 value 0.297366
## iter 60 value 0.259507
## iter 70 value 0.230409
## iter 80 value 0.216259
## iter 90 value 0.205541
## iter 100 value 0.193903
## final value 0.193903
## stopped after 100 iterations
## # weights: 107
## initial value 172.280878
## iter 10 value 4.375672
## iter 20 value 0.617958
## iter 30 value 0.308339
## iter 40 value 0.291217
## iter 50 value 0.260921
## iter 60 value 0.236619
## iter 70 value 0.223397
## iter 80 value 0.214365
## iter 90 value 0.203343
## iter 100 value 0.190655
## final value 0.190655
## stopped after 100 iterations
## # weights: 123
## initial value 175.347844
## iter 10 value 5.705036
## iter 20 value 1.041393
## iter 30 value 0.360809
## iter 40 value 0.317017
## iter 50 value 0.296883
## iter 60 value 0.278969
## iter 70 value 0.257684
## iter 80 value 0.235497
## iter 90 value 0.213023
## iter 100 value 0.202356
## final value 0.202356
## stopped after 100 iterations
## # weights: 139
## initial value 134.402112
## iter 10 value 4.066102
## iter 20 value 0.432628
## iter 30 value 0.304522
## iter 40 value 0.254290
## iter 50 value 0.227822
## iter 60 value 0.212650
## iter 70 value 0.196221
## iter 80 value 0.186030
## iter 90 value 0.177545
## iter 100 value 0.165175
## final value 0.165175
## stopped after 100 iterations
## # weights: 155
## initial value 159.331300
## iter 10 value 3.893425
## iter 20 value 0.386589
## iter 30 value 0.293207
## iter 40 value 0.262232
## iter 50 value 0.229610
## iter 60 value 0.218604
## iter 70 value 0.201930
## iter 80 value 0.193675
## iter 90 value 0.188034
## iter 100 value 0.182107
## final value 0.182107
## stopped after 100 iterations
## # weights: 11
## initial value 121.108342
## iter 10 value 69.435496
## iter 20 value 67.895199
## iter 30 value 67.601149
## iter 40 value 67.026848
## iter 50 value 46.467515
## iter 60 value 35.499853
## iter 70 value 11.068841
## iter 80 value 4.825736
## iter 90 value 4.369492
## iter 100 value 3.179861
## final value 3.179861
## stopped after 100 iterations
## # weights: 27
## initial value 131.947816
## iter 10 value 7.694970
## iter 20 value 1.103524
## iter 30 value 0.000101
## iter 30 value 0.000050
## iter 30 value 0.000047
## final value 0.000047
## converged
## # weights: 43
## initial value 127.894464
## iter 10 value 4.951572
## iter 20 value 0.043856
## final value 0.000083
## converged
## # weights: 59
## initial value 122.601763
## iter 10 value 6.377443
## iter 20 value 1.706191
## iter 30 value 0.004601
## iter 40 value 0.000503
## final value 0.000092
## converged
## # weights: 75
## initial value 127.688994
## iter 10 value 4.802313
## iter 20 value 0.669104
## iter 30 value 0.009310
## iter 40 value 0.000263
## final value 0.000053
## converged
## # weights: 91
## initial value 177.935914
## iter 10 value 8.101163
## iter 20 value 1.772634
## iter 30 value 0.005630
## iter 40 value 0.000150
## final value 0.000076
## converged
## # weights: 107
## initial value 123.023184
## iter 10 value 6.950810
## iter 20 value 1.504006
## iter 30 value 0.002961
## final value 0.000066
## converged
## # weights: 123
## initial value 152.991683
## iter 10 value 4.968902
## iter 20 value 0.123054
## iter 30 value 0.000654
## final value 0.000093
## converged
## # weights: 139
## initial value 145.558992
## iter 10 value 5.227071
## iter 20 value 1.138748
## iter 30 value 0.003839
## final value 0.000072
## converged
## # weights: 155
## initial value 127.762314
## iter 10 value 4.553062
## iter 20 value 1.416307
## iter 30 value 0.030393
## iter 40 value 0.000682
## iter 50 value 0.000114
## final value 0.000098
## converged
## # weights: 11
## initial value 133.470938
## iter 10 value 44.632677
## iter 20 value 44.266790
## final value 44.266784
## converged
## # weights: 27
## initial value 133.216907
## iter 10 value 36.347210
## iter 20 value 21.626615
## iter 30 value 21.315818
## iter 40 value 21.302178
## final value 21.302161
## converged
## # weights: 43
## initial value 134.871461
## iter 10 value 34.134034
## iter 20 value 19.255775
## iter 30 value 18.678700
## iter 40 value 18.591620
## iter 50 value 18.582435
## iter 60 value 18.581449
## final value 18.581304
## converged
## # weights: 59
## initial value 130.934758
## iter 10 value 24.716234
## iter 20 value 18.627470
## iter 30 value 18.382042
## iter 40 value 18.272055
## iter 50 value 18.244798
## iter 60 value 18.238005
## iter 70 value 18.233538
## iter 80 value 18.229528
## final value 18.229386
## converged
## # weights: 75
## initial value 176.817341
## iter 10 value 22.774602
## iter 20 value 18.175993
## iter 30 value 17.773879
## iter 40 value 17.721291
## iter 50 value 17.712262
## iter 60 value 17.709497
## iter 70 value 17.708956
## iter 80 value 17.708727
## iter 90 value 17.708595
## iter 100 value 17.708544
## final value 17.708544
## stopped after 100 iterations
## # weights: 91
## initial value 136.270692
## iter 10 value 25.162173
## iter 20 value 17.637377
## iter 30 value 17.509009
## iter 40 value 17.474339
## iter 50 value 17.471718
## iter 60 value 17.471204
## iter 70 value 17.471004
## iter 80 value 17.470991
## iter 80 value 17.470990
## iter 80 value 17.470990
## final value 17.470990
## converged
## # weights: 107
## initial value 113.648139
## iter 10 value 24.222908
## iter 20 value 17.587552
## iter 30 value 17.368843
## iter 40 value 17.298379
## iter 50 value 17.275914
## iter 60 value 17.273346
## iter 70 value 17.272361
## iter 80 value 17.272288
## final value 17.272287
## converged
## # weights: 123
## initial value 170.198904
## iter 10 value 20.912938
## iter 20 value 17.508249
## iter 30 value 17.383908
## iter 40 value 17.299334
## iter 50 value 17.239272
## iter 60 value 17.212421
## iter 70 value 17.207969
## iter 80 value 17.206706
## iter 90 value 17.206590
## iter 100 value 17.206559
## final value 17.206559
## stopped after 100 iterations
## # weights: 139
## initial value 111.901953
## iter 10 value 18.954770
## iter 20 value 17.227187
## iter 30 value 17.022876
## iter 40 value 16.962100
## iter 50 value 16.947482
## iter 60 value 16.946792
## iter 70 value 16.946725
## iter 80 value 16.946719
## final value 16.946719
## converged
## # weights: 155
## initial value 223.095621
## iter 10 value 41.767922
## iter 20 value 17.651340
## iter 30 value 16.972137
## iter 40 value 16.885963
## iter 50 value 16.839443
## iter 60 value 16.819133
## iter 70 value 16.811942
## iter 80 value 16.811394
## iter 90 value 16.811055
## iter 100 value 16.810795
## final value 16.810795
## stopped after 100 iterations
## # weights: 11
## initial value 126.139140
## iter 10 value 54.341239
## iter 20 value 33.471765
## iter 30 value 32.094102
## final value 32.074744
## converged
## # weights: 27
## initial value 127.351736
## iter 10 value 21.116282
## iter 20 value 14.651678
## iter 30 value 13.701615
## iter 40 value 13.469865
## iter 50 value 13.211970
## iter 60 value 13.130504
## iter 70 value 13.108793
## final value 13.108691
## converged
## # weights: 43
## initial value 108.250669
## iter 10 value 21.064849
## iter 20 value 11.825628
## iter 30 value 11.607563
## iter 40 value 11.593686
## iter 50 value 11.591302
## iter 60 value 11.591209
## iter 70 value 11.591173
## final value 11.591172
## converged
## # weights: 59
## initial value 145.818914
## iter 10 value 26.275143
## iter 20 value 12.006583
## iter 30 value 11.649194
## iter 40 value 11.553286
## iter 50 value 11.419622
## iter 60 value 11.290366
## iter 70 value 11.251782
## iter 80 value 11.249451
## iter 90 value 11.248426
## iter 100 value 11.248036
## final value 11.248036
## stopped after 100 iterations
## # weights: 75
## initial value 147.815815
## iter 10 value 16.819414
## iter 20 value 11.659256
## iter 30 value 11.278136
## iter 40 value 11.186746
## iter 50 value 11.127523
## iter 60 value 11.119439
## iter 70 value 11.115929
## iter 80 value 11.115506
## iter 90 value 11.115102
## iter 100 value 11.114996
## final value 11.114996
## stopped after 100 iterations
## # weights: 91
## initial value 147.780553
## iter 10 value 12.783251
## iter 20 value 11.301839
## iter 30 value 11.115429
## iter 40 value 11.069612
## iter 50 value 11.045418
## iter 60 value 11.028395
## iter 70 value 11.022493
## iter 80 value 11.019163
## iter 90 value 11.018157
## iter 100 value 11.016495
## final value 11.016495
## stopped after 100 iterations
## # weights: 107
## initial value 113.840218
## iter 10 value 14.501093
## iter 20 value 11.315032
## iter 30 value 10.985987
## iter 40 value 10.945873
## iter 50 value 10.934604
## iter 60 value 10.931904
## iter 70 value 10.930929
## iter 80 value 10.929443
## iter 90 value 10.928013
## iter 100 value 10.917210
## final value 10.917210
## stopped after 100 iterations
## # weights: 123
## initial value 124.982923
## iter 10 value 13.811049
## iter 20 value 11.046240
## iter 30 value 10.923168
## iter 40 value 10.878568
## iter 50 value 10.865054
## iter 60 value 10.859186
## iter 70 value 10.857204
## iter 80 value 10.856257
## iter 90 value 10.855813
## iter 100 value 10.855751
## final value 10.855751
## stopped after 100 iterations
## # weights: 139
## initial value 119.500184
## iter 10 value 13.671740
## iter 20 value 10.984740
## iter 30 value 10.838123
## iter 40 value 10.785161
## iter 50 value 10.769224
## iter 60 value 10.765030
## iter 70 value 10.763621
## iter 80 value 10.763193
## iter 90 value 10.763022
## iter 100 value 10.762948
## final value 10.762948
## stopped after 100 iterations
## # weights: 155
## initial value 176.527635
## iter 10 value 18.766194
## iter 20 value 11.209742
## iter 30 value 10.820822
## iter 40 value 10.759391
## iter 50 value 10.723700
## iter 60 value 10.710029
## iter 70 value 10.701412
## iter 80 value 10.698996
## iter 90 value 10.697422
## iter 100 value 10.696717
## final value 10.696717
## stopped after 100 iterations
## # weights: 11
## initial value 124.604584
## iter 10 value 56.116444
## iter 20 value 40.456670
## iter 30 value 23.891414
## iter 40 value 22.830198
## final value 22.830110
## converged
## # weights: 27
## initial value 137.533892
## iter 10 value 12.002386
## iter 20 value 9.184586
## iter 30 value 8.604805
## iter 40 value 8.524021
## iter 50 value 8.425184
## iter 60 value 8.412686
## iter 70 value 8.408451
## iter 80 value 8.408426
## final value 8.408425
## converged
## # weights: 43
## initial value 107.780408
## iter 10 value 10.261173
## iter 20 value 7.992234
## iter 30 value 7.690045
## iter 40 value 7.624634
## iter 50 value 7.600841
## iter 60 value 7.592032
## iter 70 value 7.591108
## iter 80 value 7.591077
## final value 7.591075
## converged
## # weights: 59
## initial value 126.153578
## iter 10 value 10.368764
## iter 20 value 7.918642
## iter 30 value 7.676184
## iter 40 value 7.575399
## iter 50 value 7.516954
## iter 60 value 7.491414
## iter 70 value 7.471921
## iter 80 value 7.464325
## iter 90 value 7.457035
## iter 100 value 7.453824
## final value 7.453824
## stopped after 100 iterations
## # weights: 75
## initial value 141.557655
## iter 10 value 16.222306
## iter 20 value 8.835992
## iter 30 value 7.940521
## iter 40 value 7.586075
## iter 50 value 7.461264
## iter 60 value 7.372814
## iter 70 value 7.344035
## iter 80 value 7.337888
## iter 90 value 7.336017
## iter 100 value 7.334688
## final value 7.334688
## stopped after 100 iterations
## # weights: 91
## initial value 94.328916
## iter 10 value 8.224851
## iter 20 value 7.688128
## iter 30 value 7.536465
## iter 40 value 7.469128
## iter 50 value 7.410198
## iter 60 value 7.381145
## iter 70 value 7.366054
## iter 80 value 7.352987
## iter 90 value 7.338352
## iter 100 value 7.323982
## final value 7.323982
## stopped after 100 iterations
## # weights: 107
## initial value 149.970872
## iter 10 value 9.735932
## iter 20 value 7.678705
## iter 30 value 7.513799
## iter 40 value 7.418091
## iter 50 value 7.296314
## iter 60 value 7.260900
## iter 70 value 7.242929
## iter 80 value 7.234338
## iter 90 value 7.231105
## iter 100 value 7.229252
## final value 7.229252
## stopped after 100 iterations
## # weights: 123
## initial value 144.965086
## iter 10 value 8.859178
## iter 20 value 7.393809
## iter 30 value 7.269660
## iter 40 value 7.244925
## iter 50 value 7.229218
## iter 60 value 7.220193
## iter 70 value 7.216966
## iter 80 value 7.215111
## iter 90 value 7.213234
## iter 100 value 7.212114
## final value 7.212114
## stopped after 100 iterations
## # weights: 139
## initial value 184.515205
## iter 10 value 12.647538
## iter 20 value 7.790650
## iter 30 value 7.256978
## iter 40 value 7.209609
## iter 50 value 7.192259
## iter 60 value 7.178138
## iter 70 value 7.173794
## iter 80 value 7.171718
## iter 90 value 7.169867
## iter 100 value 7.168922
## final value 7.168922
## stopped after 100 iterations
## # weights: 155
## initial value 148.822029
## iter 10 value 9.191242
## iter 20 value 7.409630
## iter 30 value 7.262578
## iter 40 value 7.220368
## iter 50 value 7.206444
## iter 60 value 7.198996
## iter 70 value 7.189680
## iter 80 value 7.184897
## iter 90 value 7.179923
## iter 100 value 7.173121
## final value 7.173121
## stopped after 100 iterations
## # weights: 11
## initial value 124.492859
## iter 10 value 54.143540
## iter 20 value 45.790013
## iter 30 value 20.739959
## iter 40 value 16.241684
## iter 50 value 16.051732
## iter 60 value 16.051280
## final value 16.051276
## converged
## # weights: 27
## initial value 120.289168
## iter 10 value 16.203235
## iter 20 value 6.147276
## iter 30 value 5.659645
## iter 40 value 5.606135
## iter 50 value 5.584770
## iter 60 value 5.577668
## iter 70 value 5.575969
## iter 80 value 5.575897
## iter 90 value 5.575894
## final value 5.575894
## converged
## # weights: 43
## initial value 143.784742
## iter 10 value 17.423514
## iter 20 value 6.873787
## iter 30 value 5.560601
## iter 40 value 5.436550
## iter 50 value 5.259521
## iter 60 value 5.203868
## iter 70 value 5.188242
## iter 80 value 4.983769
## iter 90 value 4.787254
## iter 100 value 4.717081
## final value 4.717081
## stopped after 100 iterations
## # weights: 59
## initial value 128.845498
## iter 10 value 9.811211
## iter 20 value 5.977034
## iter 30 value 5.337792
## iter 40 value 5.071742
## iter 50 value 4.984663
## iter 60 value 4.923876
## iter 70 value 4.888111
## iter 80 value 4.850321
## iter 90 value 4.803706
## iter 100 value 4.772977
## final value 4.772977
## stopped after 100 iterations
## # weights: 75
## initial value 138.474759
## iter 10 value 8.424604
## iter 20 value 5.573177
## iter 30 value 5.228754
## iter 40 value 5.011023
## iter 50 value 4.941405
## iter 60 value 4.747968
## iter 70 value 4.578959
## iter 80 value 4.494171
## iter 90 value 4.469561
## iter 100 value 4.431561
## final value 4.431561
## stopped after 100 iterations
## # weights: 91
## initial value 131.441520
## iter 10 value 7.324261
## iter 20 value 5.391288
## iter 30 value 5.089276
## iter 40 value 4.816068
## iter 50 value 4.682839
## iter 60 value 4.649991
## iter 70 value 4.633690
## iter 80 value 4.616944
## iter 90 value 4.605987
## iter 100 value 4.602180
## final value 4.602180
## stopped after 100 iterations
## # weights: 107
## initial value 122.767461
## iter 10 value 6.106984
## iter 20 value 5.393373
## iter 30 value 5.150837
## iter 40 value 5.061223
## iter 50 value 4.993881
## iter 60 value 4.879534
## iter 70 value 4.518483
## iter 80 value 4.453605
## iter 90 value 4.368746
## iter 100 value 4.344880
## final value 4.344880
## stopped after 100 iterations
## # weights: 123
## initial value 154.082557
## iter 10 value 8.876592
## iter 20 value 5.758824
## iter 30 value 5.212975
## iter 40 value 5.043748
## iter 50 value 4.979801
## iter 60 value 4.904879
## iter 70 value 4.605940
## iter 80 value 4.425109
## iter 90 value 4.356431
## iter 100 value 4.328986
## final value 4.328986
## stopped after 100 iterations
## # weights: 139
## initial value 129.966626
## iter 10 value 9.547180
## iter 20 value 5.334812
## iter 30 value 5.083955
## iter 40 value 4.934767
## iter 50 value 4.853275
## iter 60 value 4.427201
## iter 70 value 4.320861
## iter 80 value 4.300412
## iter 90 value 4.293529
## iter 100 value 4.284003
## final value 4.284003
## stopped after 100 iterations
## # weights: 155
## initial value 149.481399
## iter 10 value 6.237823
## iter 20 value 5.205807
## iter 30 value 5.005134
## iter 40 value 4.725173
## iter 50 value 4.563420
## iter 60 value 4.477327
## iter 70 value 4.450405
## iter 80 value 4.440636
## iter 90 value 4.434486
## iter 100 value 4.429719
## final value 4.429719
## stopped after 100 iterations
## # weights: 11
## initial value 124.805033
## iter 10 value 51.485487
## iter 20 value 47.563363
## iter 30 value 34.211318
## iter 40 value 12.336874
## iter 50 value 11.415335
## iter 60 value 11.409613
## final value 11.409147
## converged
## # weights: 27
## initial value 124.128865
## iter 10 value 8.472287
## iter 20 value 4.758637
## iter 30 value 4.225721
## iter 40 value 4.079194
## iter 50 value 4.033111
## iter 60 value 4.010288
## iter 70 value 3.841932
## iter 80 value 3.715278
## iter 90 value 3.686633
## iter 100 value 3.679027
## final value 3.679027
## stopped after 100 iterations
## # weights: 43
## initial value 125.529546
## iter 10 value 10.483133
## iter 20 value 5.262402
## iter 30 value 4.407753
## iter 40 value 3.899802
## iter 50 value 3.604406
## iter 60 value 3.540268
## iter 70 value 3.497944
## iter 80 value 3.457095
## iter 90 value 3.376960
## iter 100 value 3.321428
## final value 3.321428
## stopped after 100 iterations
## # weights: 59
## initial value 117.820560
## iter 10 value 7.006293
## iter 20 value 4.206357
## iter 30 value 3.800445
## iter 40 value 3.569627
## iter 50 value 3.440451
## iter 60 value 3.380947
## iter 70 value 3.125303
## iter 80 value 2.660051
## iter 90 value 2.534326
## iter 100 value 2.488127
## final value 2.488127
## stopped after 100 iterations
## # weights: 75
## initial value 123.945623
## iter 10 value 6.483980
## iter 20 value 3.982895
## iter 30 value 3.779147
## iter 40 value 3.193601
## iter 50 value 2.559051
## iter 60 value 2.421701
## iter 70 value 2.381307
## iter 80 value 2.364357
## iter 90 value 2.355155
## iter 100 value 2.347934
## final value 2.347934
## stopped after 100 iterations
## # weights: 91
## initial value 167.890452
## iter 10 value 6.878164
## iter 20 value 4.035108
## iter 30 value 3.278684
## iter 40 value 2.627903
## iter 50 value 2.504942
## iter 60 value 2.444917
## iter 70 value 2.417215
## iter 80 value 2.399032
## iter 90 value 2.364861
## iter 100 value 2.340032
## final value 2.340032
## stopped after 100 iterations
## # weights: 107
## initial value 124.595317
## iter 10 value 7.495955
## iter 20 value 4.698980
## iter 30 value 3.503289
## iter 40 value 3.113413
## iter 50 value 2.862575
## iter 60 value 2.706488
## iter 70 value 2.637818
## iter 80 value 2.609780
## iter 90 value 2.592370
## iter 100 value 2.569792
## final value 2.569792
## stopped after 100 iterations
## # weights: 123
## initial value 160.336286
## iter 10 value 5.578590
## iter 20 value 3.865525
## iter 30 value 3.383001
## iter 40 value 3.145924
## iter 50 value 2.809030
## iter 60 value 2.616539
## iter 70 value 2.518187
## iter 80 value 2.459148
## iter 90 value 2.419439
## iter 100 value 2.395380
## final value 2.395380
## stopped after 100 iterations
## # weights: 139
## initial value 169.151313
## iter 10 value 6.376915
## iter 20 value 3.891207
## iter 30 value 2.981991
## iter 40 value 2.547646
## iter 50 value 2.421971
## iter 60 value 2.388638
## iter 70 value 2.365351
## iter 80 value 2.352658
## iter 90 value 2.346598
## iter 100 value 2.341555
## final value 2.341555
## stopped after 100 iterations
## # weights: 155
## initial value 148.424076
## iter 10 value 7.991680
## iter 20 value 4.186567
## iter 30 value 3.517386
## iter 40 value 3.196952
## iter 50 value 2.751269
## iter 60 value 2.624657
## iter 70 value 2.565264
## iter 80 value 2.537705
## iter 90 value 2.497630
## iter 100 value 2.447674
## final value 2.447674
## stopped after 100 iterations
## # weights: 11
## initial value 127.458028
## iter 10 value 27.115590
## iter 20 value 11.229024
## iter 30 value 8.358118
## iter 40 value 8.332643
## iter 50 value 8.322794
## final value 8.322634
## converged
## # weights: 27
## initial value 125.033701
## iter 10 value 10.522723
## iter 20 value 4.202359
## iter 30 value 3.561514
## iter 40 value 3.219224
## iter 50 value 2.999679
## iter 60 value 2.875537
## iter 70 value 2.503179
## iter 80 value 2.242756
## iter 90 value 1.994243
## iter 100 value 1.860402
## final value 1.860402
## stopped after 100 iterations
## # weights: 43
## initial value 169.127417
## iter 10 value 10.390151
## iter 20 value 2.690785
## iter 30 value 2.345413
## iter 40 value 2.102052
## iter 50 value 1.993553
## iter 60 value 1.862271
## iter 70 value 1.722731
## iter 80 value 1.647960
## iter 90 value 1.607859
## iter 100 value 1.593333
## final value 1.593333
## stopped after 100 iterations
## # weights: 59
## initial value 146.014454
## iter 10 value 7.576958
## iter 20 value 3.649843
## iter 30 value 3.187552
## iter 40 value 2.701739
## iter 50 value 2.538513
## iter 60 value 2.187963
## iter 70 value 1.911088
## iter 80 value 1.726735
## iter 90 value 1.620712
## iter 100 value 1.561483
## final value 1.561483
## stopped after 100 iterations
## # weights: 75
## initial value 142.408266
## iter 10 value 5.937258
## iter 20 value 2.698797
## iter 30 value 2.130496
## iter 40 value 1.716280
## iter 50 value 1.577119
## iter 60 value 1.501885
## iter 70 value 1.453417
## iter 80 value 1.428650
## iter 90 value 1.404088
## iter 100 value 1.386456
## final value 1.386456
## stopped after 100 iterations
## # weights: 91
## initial value 132.514023
## iter 10 value 7.497521
## iter 20 value 3.949278
## iter 30 value 3.051841
## iter 40 value 2.598335
## iter 50 value 2.347644
## iter 60 value 1.799278
## iter 70 value 1.608674
## iter 80 value 1.529101
## iter 90 value 1.481041
## iter 100 value 1.445074
## final value 1.445074
## stopped after 100 iterations
## # weights: 107
## initial value 110.344717
## iter 10 value 5.221132
## iter 20 value 2.616185
## iter 30 value 2.285081
## iter 40 value 2.026140
## iter 50 value 1.637382
## iter 60 value 1.498083
## iter 70 value 1.389915
## iter 80 value 1.349826
## iter 90 value 1.305844
## iter 100 value 1.278945
## final value 1.278945
## stopped after 100 iterations
## # weights: 123
## initial value 160.299149
## iter 10 value 7.680816
## iter 20 value 2.370778
## iter 30 value 1.777369
## iter 40 value 1.528111
## iter 50 value 1.437263
## iter 60 value 1.359330
## iter 70 value 1.319252
## iter 80 value 1.304838
## iter 90 value 1.297458
## iter 100 value 1.293840
## final value 1.293840
## stopped after 100 iterations
## # weights: 139
## initial value 138.737511
## iter 10 value 3.829990
## iter 20 value 2.770794
## iter 30 value 2.260822
## iter 40 value 1.927464
## iter 50 value 1.729074
## iter 60 value 1.473551
## iter 70 value 1.399336
## iter 80 value 1.357000
## iter 90 value 1.330132
## iter 100 value 1.307974
## final value 1.307974
## stopped after 100 iterations
## # weights: 155
## initial value 123.918945
## iter 10 value 7.130080
## iter 20 value 3.181633
## iter 30 value 2.171265
## iter 40 value 1.784147
## iter 50 value 1.583615
## iter 60 value 1.460347
## iter 70 value 1.405061
## iter 80 value 1.365047
## iter 90 value 1.338497
## iter 100 value 1.313665
## final value 1.313665
## stopped after 100 iterations
## # weights: 11
## initial value 122.465413
## iter 10 value 50.422494
## iter 20 value 50.051216
## iter 30 value 45.530754
## iter 40 value 15.514260
## iter 50 value 8.170932
## iter 60 value 6.630607
## iter 70 value 6.276862
## iter 80 value 6.263088
## iter 90 value 6.259936
## final value 6.259921
## converged
## # weights: 27
## initial value 138.961924
## iter 10 value 27.496721
## iter 20 value 3.042218
## iter 30 value 2.726086
## iter 40 value 2.246759
## iter 50 value 2.016619
## iter 60 value 1.956838
## iter 70 value 1.543618
## iter 80 value 1.298487
## iter 90 value 1.173088
## iter 100 value 1.033097
## final value 1.033097
## stopped after 100 iterations
## # weights: 43
## initial value 145.103336
## iter 10 value 5.452590
## iter 20 value 2.429319
## iter 30 value 1.921996
## iter 40 value 1.821719
## iter 50 value 1.626942
## iter 60 value 1.554523
## iter 70 value 1.466311
## iter 80 value 1.372972
## iter 90 value 1.216067
## iter 100 value 1.146091
## final value 1.146091
## stopped after 100 iterations
## # weights: 59
## initial value 137.990654
## iter 10 value 5.196856
## iter 20 value 1.971204
## iter 30 value 1.494419
## iter 40 value 1.324527
## iter 50 value 1.175166
## iter 60 value 1.111292
## iter 70 value 1.014699
## iter 80 value 0.887042
## iter 90 value 0.814808
## iter 100 value 0.781318
## final value 0.781318
## stopped after 100 iterations
## # weights: 75
## initial value 164.216321
## iter 10 value 6.292226
## iter 20 value 2.186553
## iter 30 value 1.588942
## iter 40 value 1.241546
## iter 50 value 1.029711
## iter 60 value 0.927532
## iter 70 value 0.852533
## iter 80 value 0.803254
## iter 90 value 0.764143
## iter 100 value 0.733546
## final value 0.733546
## stopped after 100 iterations
## # weights: 91
## initial value 123.086133
## iter 10 value 4.666772
## iter 20 value 1.695095
## iter 30 value 1.381571
## iter 40 value 1.157371
## iter 50 value 0.962743
## iter 60 value 0.857538
## iter 70 value 0.819020
## iter 80 value 0.799262
## iter 90 value 0.788498
## iter 100 value 0.767353
## final value 0.767353
## stopped after 100 iterations
## # weights: 107
## initial value 123.628828
## iter 10 value 11.211542
## iter 20 value 1.975901
## iter 30 value 1.186426
## iter 40 value 0.918171
## iter 50 value 0.770547
## iter 60 value 0.727459
## iter 70 value 0.684347
## iter 80 value 0.665814
## iter 90 value 0.658392
## iter 100 value 0.650164
## final value 0.650164
## stopped after 100 iterations
## # weights: 123
## initial value 104.008493
## iter 10 value 4.630670
## iter 20 value 1.920357
## iter 30 value 1.263966
## iter 40 value 1.024484
## iter 50 value 0.909541
## iter 60 value 0.849848
## iter 70 value 0.809211
## iter 80 value 0.786881
## iter 90 value 0.770746
## iter 100 value 0.756821
## final value 0.756821
## stopped after 100 iterations
## # weights: 139
## initial value 180.030536
## iter 10 value 5.846875
## iter 20 value 1.436077
## iter 30 value 1.023879
## iter 40 value 0.815301
## iter 50 value 0.737320
## iter 60 value 0.684929
## iter 70 value 0.656786
## iter 80 value 0.642048
## iter 90 value 0.631254
## iter 100 value 0.625614
## final value 0.625614
## stopped after 100 iterations
## # weights: 155
## initial value 113.689206
## iter 10 value 6.073249
## iter 20 value 1.731882
## iter 30 value 1.190195
## iter 40 value 0.967971
## iter 50 value 0.810515
## iter 60 value 0.730259
## iter 70 value 0.686330
## iter 80 value 0.657721
## iter 90 value 0.648148
## iter 100 value 0.641449
## final value 0.641449
## stopped after 100 iterations
## # weights: 11
## initial value 120.704646
## iter 10 value 23.506880
## iter 20 value 6.228838
## iter 30 value 5.417382
## iter 40 value 4.981547
## iter 50 value 4.878706
## iter 60 value 4.875846
## iter 70 value 4.874261
## iter 70 value 4.874261
## final value 4.874261
## converged
## # weights: 27
## initial value 126.171953
## iter 10 value 4.306024
## iter 20 value 1.913574
## iter 30 value 1.485367
## iter 40 value 1.072355
## iter 50 value 0.986748
## iter 60 value 0.839724
## iter 70 value 0.718242
## iter 80 value 0.683215
## iter 90 value 0.612050
## iter 100 value 0.586149
## final value 0.586149
## stopped after 100 iterations
## # weights: 43
## initial value 144.497701
## iter 10 value 4.368822
## iter 20 value 0.939734
## iter 30 value 0.782339
## iter 40 value 0.740458
## iter 50 value 0.695347
## iter 60 value 0.613990
## iter 70 value 0.590281
## iter 80 value 0.569340
## iter 90 value 0.561673
## iter 100 value 0.540956
## final value 0.540956
## stopped after 100 iterations
## # weights: 59
## initial value 134.676785
## iter 10 value 5.772030
## iter 20 value 1.480670
## iter 30 value 0.805734
## iter 40 value 0.611942
## iter 50 value 0.530747
## iter 60 value 0.494727
## iter 70 value 0.466088
## iter 80 value 0.445216
## iter 90 value 0.435062
## iter 100 value 0.420568
## final value 0.420568
## stopped after 100 iterations
## # weights: 75
## initial value 151.985120
## iter 10 value 6.488277
## iter 20 value 1.414030
## iter 30 value 0.725527
## iter 40 value 0.629079
## iter 50 value 0.545583
## iter 60 value 0.487544
## iter 70 value 0.416806
## iter 80 value 0.395315
## iter 90 value 0.370397
## iter 100 value 0.352620
## final value 0.352620
## stopped after 100 iterations
## # weights: 91
## initial value 175.217787
## iter 10 value 3.799516
## iter 20 value 0.749772
## iter 30 value 0.572912
## iter 40 value 0.478320
## iter 50 value 0.417758
## iter 60 value 0.387174
## iter 70 value 0.359999
## iter 80 value 0.343606
## iter 90 value 0.333006
## iter 100 value 0.323353
## final value 0.323353
## stopped after 100 iterations
## # weights: 107
## initial value 110.620487
## iter 10 value 4.305360
## iter 20 value 1.518832
## iter 30 value 1.031089
## iter 40 value 0.885507
## iter 50 value 0.686167
## iter 60 value 0.526043
## iter 70 value 0.469751
## iter 80 value 0.403746
## iter 90 value 0.383579
## iter 100 value 0.368950
## final value 0.368950
## stopped after 100 iterations
## # weights: 123
## initial value 168.994959
## iter 10 value 5.272157
## iter 20 value 2.221722
## iter 30 value 0.792777
## iter 40 value 0.636302
## iter 50 value 0.461930
## iter 60 value 0.389578
## iter 70 value 0.366198
## iter 80 value 0.350355
## iter 90 value 0.340682
## iter 100 value 0.334479
## final value 0.334479
## stopped after 100 iterations
## # weights: 139
## initial value 178.791884
## iter 10 value 4.520796
## iter 20 value 1.062565
## iter 30 value 0.623419
## iter 40 value 0.491309
## iter 50 value 0.409257
## iter 60 value 0.372949
## iter 70 value 0.346469
## iter 80 value 0.332473
## iter 90 value 0.322272
## iter 100 value 0.314612
## final value 0.314612
## stopped after 100 iterations
## # weights: 155
## initial value 143.329859
## iter 10 value 5.318079
## iter 20 value 0.984408
## iter 30 value 0.693673
## iter 40 value 0.544339
## iter 50 value 0.450103
## iter 60 value 0.420934
## iter 70 value 0.395851
## iter 80 value 0.382399
## iter 90 value 0.369955
## iter 100 value 0.360168
## final value 0.360168
## stopped after 100 iterations
## # weights: 11
## initial value 128.877881
## iter 10 value 106.722024
## iter 20 value 45.940789
## iter 30 value 29.513941
## iter 40 value 9.675789
## iter 50 value 4.083541
## iter 60 value 3.962327
## iter 70 value 3.924668
## iter 80 value 3.902725
## iter 90 value 3.871494
## iter 100 value 3.864141
## final value 3.864141
## stopped after 100 iterations
## # weights: 27
## initial value 136.337344
## iter 10 value 8.197523
## iter 20 value 1.397441
## iter 30 value 0.691779
## iter 40 value 0.621091
## iter 50 value 0.588422
## iter 60 value 0.567104
## iter 70 value 0.522775
## iter 80 value 0.494021
## iter 90 value 0.462145
## iter 100 value 0.437879
## final value 0.437879
## stopped after 100 iterations
## # weights: 43
## initial value 125.951493
## iter 10 value 4.864436
## iter 20 value 2.005063
## iter 30 value 0.796650
## iter 40 value 0.739752
## iter 50 value 0.626508
## iter 60 value 0.573280
## iter 70 value 0.481619
## iter 80 value 0.446979
## iter 90 value 0.401210
## iter 100 value 0.375884
## final value 0.375884
## stopped after 100 iterations
## # weights: 59
## initial value 132.669394
## iter 10 value 6.103285
## iter 20 value 1.422501
## iter 30 value 0.517626
## iter 40 value 0.458863
## iter 50 value 0.405294
## iter 60 value 0.371525
## iter 70 value 0.349721
## iter 80 value 0.331685
## iter 90 value 0.321137
## iter 100 value 0.305549
## final value 0.305549
## stopped after 100 iterations
## # weights: 75
## initial value 119.522638
## iter 10 value 9.208902
## iter 20 value 1.461272
## iter 30 value 0.462387
## iter 40 value 0.420138
## iter 50 value 0.344517
## iter 60 value 0.316560
## iter 70 value 0.303574
## iter 80 value 0.278747
## iter 90 value 0.267925
## iter 100 value 0.249998
## final value 0.249998
## stopped after 100 iterations
## # weights: 91
## initial value 134.231913
## iter 10 value 4.782783
## iter 20 value 0.943979
## iter 30 value 0.472832
## iter 40 value 0.423910
## iter 50 value 0.381613
## iter 60 value 0.341702
## iter 70 value 0.310742
## iter 80 value 0.290357
## iter 90 value 0.271629
## iter 100 value 0.254295
## final value 0.254295
## stopped after 100 iterations
## # weights: 107
## initial value 132.604641
## iter 10 value 5.485242
## iter 20 value 0.898720
## iter 30 value 0.385440
## iter 40 value 0.340611
## iter 50 value 0.315363
## iter 60 value 0.283049
## iter 70 value 0.240860
## iter 80 value 0.222884
## iter 90 value 0.217714
## iter 100 value 0.209534
## final value 0.209534
## stopped after 100 iterations
## # weights: 123
## initial value 120.666033
## iter 10 value 5.230001
## iter 20 value 0.435461
## iter 30 value 0.335622
## iter 40 value 0.298037
## iter 50 value 0.254574
## iter 60 value 0.231777
## iter 70 value 0.205280
## iter 80 value 0.195233
## iter 90 value 0.187603
## iter 100 value 0.183597
## final value 0.183597
## stopped after 100 iterations
## # weights: 139
## initial value 125.535122
## iter 10 value 5.235818
## iter 20 value 1.187614
## iter 30 value 0.396375
## iter 40 value 0.329495
## iter 50 value 0.287100
## iter 60 value 0.267807
## iter 70 value 0.245894
## iter 80 value 0.232196
## iter 90 value 0.225282
## iter 100 value 0.219358
## final value 0.219358
## stopped after 100 iterations
## # weights: 155
## initial value 159.245314
## iter 10 value 5.760969
## iter 20 value 1.104850
## iter 30 value 0.661257
## iter 40 value 0.605918
## iter 50 value 0.552770
## iter 60 value 0.503515
## iter 70 value 0.346769
## iter 80 value 0.282434
## iter 90 value 0.262055
## iter 100 value 0.243141
## final value 0.243141
## stopped after 100 iterations
## # weights: 11
## initial value 122.826079
## iter 10 value 46.824618
## iter 20 value 10.696433
## iter 30 value 3.421297
## iter 40 value 3.172614
## iter 50 value 3.041017
## iter 60 value 2.892387
## iter 70 value 2.684973
## iter 80 value 2.610167
## iter 90 value 2.520343
## iter 100 value 2.492574
## final value 2.492574
## stopped after 100 iterations
## # weights: 27
## initial value 128.567136
## iter 10 value 4.573409
## iter 20 value 0.020762
## final value 0.000066
## converged
## # weights: 43
## initial value 121.576246
## iter 10 value 4.353945
## iter 20 value 0.304980
## iter 30 value 0.001504
## final value 0.000065
## converged
## # weights: 59
## initial value 146.847736
## iter 10 value 7.340605
## iter 20 value 0.460423
## iter 30 value 0.001012
## final value 0.000079
## converged
## # weights: 75
## initial value 116.362766
## iter 10 value 6.245555
## iter 20 value 1.059426
## iter 30 value 0.005454
## iter 40 value 0.000431
## final value 0.000090
## converged
## # weights: 91
## initial value 153.753685
## iter 10 value 6.499355
## iter 20 value 1.468292
## iter 30 value 0.001703
## final value 0.000089
## converged
## # weights: 107
## initial value 202.716285
## iter 10 value 4.356055
## iter 20 value 0.111784
## iter 30 value 0.003770
## final value 0.000093
## converged
## # weights: 123
## initial value 128.338734
## iter 10 value 4.451146
## iter 20 value 1.045977
## iter 30 value 0.003002
## iter 40 value 0.000188
## final value 0.000062
## converged
## # weights: 139
## initial value 129.495095
## iter 10 value 3.921142
## iter 20 value 0.090056
## iter 30 value 0.000916
## iter 40 value 0.000120
## iter 40 value 0.000085
## iter 40 value 0.000083
## final value 0.000083
## converged
## # weights: 155
## initial value 122.904510
## iter 10 value 3.687522
## iter 20 value 0.381571
## iter 30 value 0.006187
## iter 40 value 0.000112
## iter 40 value 0.000084
## iter 40 value 0.000082
## final value 0.000082
## converged
## # weights: 11
## initial value 143.568273
## iter 10 value 48.978528
## iter 20 value 43.981322
## final value 43.965875
## converged
## # weights: 27
## initial value 121.255472
## iter 10 value 43.825517
## iter 20 value 22.873273
## iter 30 value 20.533977
## iter 40 value 20.312189
## iter 50 value 20.298432
## final value 20.298390
## converged
## # weights: 43
## initial value 128.843780
## iter 10 value 29.024149
## iter 20 value 19.484117
## iter 30 value 18.959917
## iter 40 value 18.601692
## iter 50 value 18.533984
## iter 60 value 18.531314
## iter 70 value 18.531274
## final value 18.531272
## converged
## # weights: 59
## initial value 122.453323
## iter 10 value 22.129294
## iter 20 value 19.095763
## iter 30 value 18.952610
## iter 40 value 18.932599
## iter 50 value 18.920778
## iter 60 value 18.911170
## iter 70 value 18.909297
## final value 18.909231
## converged
## # weights: 75
## initial value 148.495886
## iter 10 value 25.135030
## iter 20 value 17.927344
## iter 30 value 17.748481
## iter 40 value 17.728749
## iter 50 value 17.723120
## iter 60 value 17.712999
## iter 70 value 17.709428
## iter 80 value 17.707350
## iter 90 value 17.706580
## iter 100 value 17.706454
## final value 17.706454
## stopped after 100 iterations
## # weights: 91
## initial value 194.372402
## iter 10 value 21.455199
## iter 20 value 17.856257
## iter 30 value 17.564582
## iter 40 value 17.515682
## iter 50 value 17.482996
## iter 60 value 17.476430
## iter 70 value 17.473033
## iter 80 value 17.470722
## iter 90 value 17.469277
## iter 100 value 17.468917
## final value 17.468917
## stopped after 100 iterations
## # weights: 107
## initial value 118.609752
## iter 10 value 21.436985
## iter 20 value 17.678876
## iter 30 value 17.586435
## iter 40 value 17.580614
## iter 50 value 17.580047
## iter 60 value 17.579795
## iter 70 value 17.579755
## iter 80 value 17.579734
## iter 90 value 17.579708
## final value 17.579701
## converged
## # weights: 123
## initial value 114.097466
## iter 10 value 21.663104
## iter 20 value 17.368199
## iter 30 value 17.232671
## iter 40 value 17.185770
## iter 50 value 17.153979
## iter 60 value 17.146379
## iter 70 value 17.145774
## iter 80 value 17.145691
## final value 17.145677
## converged
## # weights: 139
## initial value 206.229710
## iter 10 value 19.998037
## iter 20 value 17.320522
## iter 30 value 17.108989
## iter 40 value 17.017544
## iter 50 value 16.989516
## iter 60 value 16.983162
## iter 70 value 16.980362
## iter 80 value 16.975451
## iter 90 value 16.973425
## iter 100 value 16.973162
## final value 16.973162
## stopped after 100 iterations
## # weights: 155
## initial value 143.233821
## iter 10 value 21.709765
## iter 20 value 17.276184
## iter 30 value 17.018335
## iter 40 value 16.880523
## iter 50 value 16.850374
## iter 60 value 16.838822
## iter 70 value 16.826925
## iter 80 value 16.816169
## iter 90 value 16.810500
## iter 100 value 16.809518
## final value 16.809518
## stopped after 100 iterations
## # weights: 11
## initial value 118.581365
## iter 10 value 79.931742
## iter 20 value 52.459416
## iter 30 value 33.857683
## iter 40 value 32.062980
## iter 50 value 32.062945
## iter 50 value 32.062945
## iter 50 value 32.062945
## final value 32.062945
## converged
## # weights: 27
## initial value 111.068364
## iter 10 value 21.837767
## iter 20 value 13.033221
## iter 30 value 12.846825
## iter 40 value 12.840975
## iter 50 value 12.840391
## iter 60 value 12.840159
## final value 12.840156
## converged
## # weights: 43
## initial value 143.404729
## iter 10 value 19.677319
## iter 20 value 12.096843
## iter 30 value 11.637503
## iter 40 value 11.520173
## iter 50 value 11.510026
## iter 60 value 11.508926
## iter 70 value 11.508837
## iter 80 value 11.508784
## iter 80 value 11.508784
## iter 80 value 11.508784
## final value 11.508784
## converged
## # weights: 59
## initial value 111.214156
## iter 10 value 24.234426
## iter 20 value 11.653329
## iter 30 value 11.417659
## iter 40 value 11.344197
## iter 50 value 11.332676
## iter 60 value 11.330824
## iter 70 value 11.330600
## iter 80 value 11.330534
## iter 90 value 11.330527
## iter 90 value 11.330527
## iter 90 value 11.330527
## final value 11.330527
## converged
## # weights: 75
## initial value 155.093460
## iter 10 value 20.339461
## iter 20 value 11.838272
## iter 30 value 11.285644
## iter 40 value 11.193104
## iter 50 value 11.161852
## iter 60 value 11.157873
## iter 70 value 11.155711
## iter 80 value 11.154786
## iter 90 value 11.154719
## iter 100 value 11.154650
## final value 11.154650
## stopped after 100 iterations
## # weights: 91
## initial value 132.564121
## iter 10 value 14.336829
## iter 20 value 11.229463
## iter 30 value 11.103735
## iter 40 value 11.044675
## iter 50 value 11.028660
## iter 60 value 11.020145
## iter 70 value 11.009956
## iter 80 value 11.008370
## iter 90 value 11.007679
## iter 100 value 11.007589
## final value 11.007589
## stopped after 100 iterations
## # weights: 107
## initial value 139.994147
## iter 10 value 17.264820
## iter 20 value 11.342100
## iter 30 value 11.023422
## iter 40 value 10.950471
## iter 50 value 10.930075
## iter 60 value 10.925673
## iter 70 value 10.922550
## iter 80 value 10.919346
## iter 90 value 10.918416
## iter 100 value 10.918126
## final value 10.918126
## stopped after 100 iterations
## # weights: 123
## initial value 105.530141
## iter 10 value 13.653685
## iter 20 value 11.126742
## iter 30 value 10.931565
## iter 40 value 10.869433
## iter 50 value 10.841679
## iter 60 value 10.834158
## iter 70 value 10.830814
## iter 80 value 10.829564
## iter 90 value 10.828550
## iter 100 value 10.827869
## final value 10.827869
## stopped after 100 iterations
## # weights: 139
## initial value 122.756776
## iter 10 value 14.263394
## iter 20 value 11.256729
## iter 30 value 10.974514
## iter 40 value 10.874675
## iter 50 value 10.833894
## iter 60 value 10.813312
## iter 70 value 10.806003
## iter 80 value 10.801390
## iter 90 value 10.799527
## iter 100 value 10.798617
## final value 10.798617
## stopped after 100 iterations
## # weights: 155
## initial value 141.281127
## iter 10 value 13.195709
## iter 20 value 10.917886
## iter 30 value 10.800475
## iter 40 value 10.758915
## iter 50 value 10.737867
## iter 60 value 10.720047
## iter 70 value 10.710666
## iter 80 value 10.705534
## iter 90 value 10.701452
## iter 100 value 10.697164
## final value 10.697164
## stopped after 100 iterations
## # weights: 11
## initial value 129.817454
## iter 10 value 34.673369
## iter 20 value 22.885429
## iter 30 value 22.688894
## iter 40 value 22.687187
## final value 22.687184
## converged
## # weights: 27
## initial value 138.290472
## iter 10 value 15.325242
## iter 20 value 8.805110
## iter 30 value 8.411726
## iter 40 value 8.274928
## iter 50 value 8.226393
## iter 60 value 8.215765
## iter 70 value 8.213381
## iter 80 value 8.213150
## final value 8.213144
## converged
## # weights: 43
## initial value 106.797341
## iter 10 value 11.536272
## iter 20 value 7.935141
## iter 30 value 7.784385
## iter 40 value 7.692943
## iter 50 value 7.633970
## iter 60 value 7.609621
## iter 70 value 7.601058
## iter 80 value 7.600209
## final value 7.600182
## converged
## # weights: 59
## initial value 115.395849
## iter 10 value 10.862426
## iter 20 value 7.701544
## iter 30 value 7.568072
## iter 40 value 7.511128
## iter 50 value 7.465353
## iter 60 value 7.435078
## iter 70 value 7.427066
## iter 80 value 7.426534
## iter 90 value 7.426502
## iter 100 value 7.426499
## final value 7.426499
## stopped after 100 iterations
## # weights: 75
## initial value 132.638910
## iter 10 value 16.688737
## iter 20 value 8.012538
## iter 30 value 7.541708
## iter 40 value 7.438293
## iter 50 value 7.397798
## iter 60 value 7.390452
## iter 70 value 7.385419
## iter 80 value 7.382719
## iter 90 value 7.378046
## iter 100 value 7.376670
## final value 7.376670
## stopped after 100 iterations
## # weights: 91
## initial value 133.657834
## iter 10 value 12.765116
## iter 20 value 7.836004
## iter 30 value 7.553401
## iter 40 value 7.466448
## iter 50 value 7.406086
## iter 60 value 7.363050
## iter 70 value 7.324115
## iter 80 value 7.304213
## iter 90 value 7.290765
## iter 100 value 7.286723
## final value 7.286723
## stopped after 100 iterations
## # weights: 107
## initial value 160.413100
## iter 10 value 12.990931
## iter 20 value 7.658712
## iter 30 value 7.394681
## iter 40 value 7.330877
## iter 50 value 7.309451
## iter 60 value 7.288663
## iter 70 value 7.275389
## iter 80 value 7.270151
## iter 90 value 7.265673
## iter 100 value 7.263983
## final value 7.263983
## stopped after 100 iterations
## # weights: 123
## initial value 151.453093
## iter 10 value 10.383117
## iter 20 value 7.528180
## iter 30 value 7.364153
## iter 40 value 7.294596
## iter 50 value 7.267287
## iter 60 value 7.247192
## iter 70 value 7.237873
## iter 80 value 7.231228
## iter 90 value 7.228327
## iter 100 value 7.226820
## final value 7.226820
## stopped after 100 iterations
## # weights: 139
## initial value 162.712227
## iter 10 value 10.083665
## iter 20 value 7.468411
## iter 30 value 7.299557
## iter 40 value 7.242911
## iter 50 value 7.218802
## iter 60 value 7.199956
## iter 70 value 7.180672
## iter 80 value 7.177608
## iter 90 value 7.174979
## iter 100 value 7.171505
## final value 7.171505
## stopped after 100 iterations
## # weights: 155
## initial value 143.576489
## iter 10 value 10.496712
## iter 20 value 7.349186
## iter 30 value 7.240284
## iter 40 value 7.213088
## iter 50 value 7.198766
## iter 60 value 7.187683
## iter 70 value 7.179781
## iter 80 value 7.173960
## iter 90 value 7.169405
## iter 100 value 7.166929
## final value 7.166929
## stopped after 100 iterations
## # weights: 11
## initial value 130.313155
## iter 10 value 28.823794
## iter 20 value 17.135189
## iter 30 value 15.979113
## final value 15.910769
## converged
## # weights: 27
## initial value 131.379527
## iter 10 value 9.545719
## iter 20 value 5.947381
## iter 30 value 5.546210
## iter 40 value 5.465945
## iter 50 value 5.454030
## iter 60 value 5.450727
## iter 70 value 5.449427
## iter 80 value 5.449134
## iter 90 value 5.449095
## final value 5.449093
## converged
## # weights: 43
## initial value 115.173890
## iter 10 value 10.291512
## iter 20 value 5.869047
## iter 30 value 5.529177
## iter 40 value 5.455755
## iter 50 value 5.296787
## iter 60 value 5.261215
## iter 70 value 5.248275
## iter 80 value 5.236448
## iter 90 value 5.221339
## iter 100 value 5.208879
## final value 5.208879
## stopped after 100 iterations
## # weights: 59
## initial value 157.060220
## iter 10 value 10.119377
## iter 20 value 5.776018
## iter 30 value 5.266593
## iter 40 value 5.005741
## iter 50 value 4.943102
## iter 60 value 4.876970
## iter 70 value 4.844522
## iter 80 value 4.831913
## iter 90 value 4.821411
## iter 100 value 4.811230
## final value 4.811230
## stopped after 100 iterations
## # weights: 75
## initial value 140.919885
## iter 10 value 9.260169
## iter 20 value 6.029620
## iter 30 value 5.197506
## iter 40 value 4.985482
## iter 50 value 4.853466
## iter 60 value 4.804039
## iter 70 value 4.781077
## iter 80 value 4.762471
## iter 90 value 4.744353
## iter 100 value 4.729551
## final value 4.729551
## stopped after 100 iterations
## # weights: 91
## initial value 126.614470
## iter 10 value 8.950737
## iter 20 value 6.134631
## iter 30 value 5.305705
## iter 40 value 5.114549
## iter 50 value 5.001893
## iter 60 value 4.744703
## iter 70 value 4.450889
## iter 80 value 4.411204
## iter 90 value 4.399097
## iter 100 value 4.390721
## final value 4.390721
## stopped after 100 iterations
## # weights: 107
## initial value 113.889289
## iter 10 value 7.581244
## iter 20 value 5.710928
## iter 30 value 5.163708
## iter 40 value 4.993797
## iter 50 value 4.811655
## iter 60 value 4.439060
## iter 70 value 4.369129
## iter 80 value 4.347259
## iter 90 value 4.333765
## iter 100 value 4.323991
## final value 4.323991
## stopped after 100 iterations
## # weights: 123
## initial value 144.513197
## iter 10 value 7.685403
## iter 20 value 5.724505
## iter 30 value 5.273344
## iter 40 value 4.880014
## iter 50 value 4.689084
## iter 60 value 4.661159
## iter 70 value 4.643050
## iter 80 value 4.620634
## iter 90 value 4.602741
## iter 100 value 4.593025
## final value 4.593025
## stopped after 100 iterations
## # weights: 139
## initial value 109.576239
## iter 10 value 8.032057
## iter 20 value 5.434103
## iter 30 value 5.116692
## iter 40 value 4.961604
## iter 50 value 4.799629
## iter 60 value 4.621959
## iter 70 value 4.562153
## iter 80 value 4.539489
## iter 90 value 4.527946
## iter 100 value 4.511197
## final value 4.511197
## stopped after 100 iterations
## # weights: 155
## initial value 175.374759
## iter 10 value 10.661166
## iter 20 value 6.683469
## iter 30 value 5.216154
## iter 40 value 4.604099
## iter 50 value 4.392143
## iter 60 value 4.346906
## iter 70 value 4.327587
## iter 80 value 4.317443
## iter 90 value 4.312856
## iter 100 value 4.307323
## final value 4.307323
## stopped after 100 iterations
## # weights: 11
## initial value 118.418325
## iter 10 value 26.916074
## iter 20 value 11.905970
## iter 30 value 11.427057
## iter 40 value 11.332485
## iter 50 value 11.331987
## iter 60 value 11.331910
## iter 60 value 11.331910
## iter 60 value 11.331910
## final value 11.331910
## converged
## # weights: 27
## initial value 127.192535
## iter 10 value 7.466050
## iter 20 value 4.372591
## iter 30 value 3.971234
## iter 40 value 3.857604
## iter 50 value 3.776888
## iter 60 value 3.729386
## iter 70 value 3.716576
## iter 80 value 3.710788
## iter 90 value 3.686726
## iter 100 value 3.665386
## final value 3.665386
## stopped after 100 iterations
## # weights: 43
## initial value 136.841973
## iter 10 value 7.487262
## iter 20 value 4.488098
## iter 30 value 3.791433
## iter 40 value 3.573284
## iter 50 value 3.514567
## iter 60 value 3.480164
## iter 70 value 3.395875
## iter 80 value 3.095344
## iter 90 value 2.924800
## iter 100 value 2.806254
## final value 2.806254
## stopped after 100 iterations
## # weights: 59
## initial value 127.075991
## iter 10 value 8.341039
## iter 20 value 4.611653
## iter 30 value 3.934489
## iter 40 value 3.454650
## iter 50 value 3.199597
## iter 60 value 3.055139
## iter 70 value 2.957707
## iter 80 value 2.919413
## iter 90 value 2.889635
## iter 100 value 2.801963
## final value 2.801963
## stopped after 100 iterations
## # weights: 75
## initial value 125.785866
## iter 10 value 8.317169
## iter 20 value 4.415185
## iter 30 value 3.793818
## iter 40 value 3.275075
## iter 50 value 2.935142
## iter 60 value 2.819737
## iter 70 value 2.760586
## iter 80 value 2.705584
## iter 90 value 2.640468
## iter 100 value 2.620987
## final value 2.620987
## stopped after 100 iterations
## # weights: 91
## initial value 141.460747
## iter 10 value 5.145247
## iter 20 value 3.919836
## iter 30 value 3.343457
## iter 40 value 2.972331
## iter 50 value 2.881251
## iter 60 value 2.841191
## iter 70 value 2.797109
## iter 80 value 2.738819
## iter 90 value 2.578211
## iter 100 value 2.476376
## final value 2.476376
## stopped after 100 iterations
## # weights: 107
## initial value 128.664322
## iter 10 value 7.688499
## iter 20 value 4.140976
## iter 30 value 3.691074
## iter 40 value 3.118439
## iter 50 value 2.660839
## iter 60 value 2.496913
## iter 70 value 2.427670
## iter 80 value 2.391146
## iter 90 value 2.378045
## iter 100 value 2.370971
## final value 2.370971
## stopped after 100 iterations
## # weights: 123
## initial value 152.380702
## iter 10 value 7.374404
## iter 20 value 3.976833
## iter 30 value 3.393023
## iter 40 value 3.109674
## iter 50 value 2.834081
## iter 60 value 2.717165
## iter 70 value 2.659990
## iter 80 value 2.632645
## iter 90 value 2.619999
## iter 100 value 2.614899
## final value 2.614899
## stopped after 100 iterations
## # weights: 139
## initial value 126.535555
## iter 10 value 6.748737
## iter 20 value 4.276232
## iter 30 value 3.586817
## iter 40 value 3.229113
## iter 50 value 2.838307
## iter 60 value 2.742572
## iter 70 value 2.679840
## iter 80 value 2.635214
## iter 90 value 2.607369
## iter 100 value 2.595185
## final value 2.595185
## stopped after 100 iterations
## # weights: 155
## initial value 153.415746
## iter 10 value 5.972254
## iter 20 value 3.747285
## iter 30 value 3.241920
## iter 40 value 2.822426
## iter 50 value 2.557662
## iter 60 value 2.476366
## iter 70 value 2.392536
## iter 80 value 2.355100
## iter 90 value 2.339298
## iter 100 value 2.333275
## final value 2.333275
## stopped after 100 iterations
## # weights: 11
## initial value 119.456247
## iter 10 value 52.099092
## iter 20 value 51.160568
## iter 30 value 44.992183
## iter 40 value 31.647119
## iter 50 value 9.984745
## iter 60 value 8.304875
## iter 70 value 8.272885
## iter 80 value 8.269691
## final value 8.269675
## converged
## # weights: 27
## initial value 153.964492
## iter 10 value 13.345614
## iter 20 value 3.380377
## iter 30 value 2.984948
## iter 40 value 2.709658
## iter 50 value 2.510196
## iter 60 value 2.416046
## iter 70 value 2.330103
## iter 80 value 2.283915
## iter 90 value 2.247551
## iter 100 value 2.199754
## final value 2.199754
## stopped after 100 iterations
## # weights: 43
## initial value 171.111480
## iter 10 value 17.159064
## iter 20 value 4.320299
## iter 30 value 3.523075
## iter 40 value 3.067725
## iter 50 value 2.909510
## iter 60 value 2.649594
## iter 70 value 2.385874
## iter 80 value 2.040599
## iter 90 value 1.934340
## iter 100 value 1.812935
## final value 1.812935
## stopped after 100 iterations
## # weights: 59
## initial value 117.279817
## iter 10 value 6.064750
## iter 20 value 3.078531
## iter 30 value 2.649518
## iter 40 value 2.145120
## iter 50 value 1.974423
## iter 60 value 1.769782
## iter 70 value 1.662383
## iter 80 value 1.602235
## iter 90 value 1.560436
## iter 100 value 1.522713
## final value 1.522713
## stopped after 100 iterations
## # weights: 75
## initial value 146.181856
## iter 10 value 6.105671
## iter 20 value 2.793863
## iter 30 value 2.077381
## iter 40 value 1.685391
## iter 50 value 1.581281
## iter 60 value 1.526995
## iter 70 value 1.484630
## iter 80 value 1.435166
## iter 90 value 1.386842
## iter 100 value 1.343756
## final value 1.343756
## stopped after 100 iterations
## # weights: 91
## initial value 136.031028
## iter 10 value 5.729844
## iter 20 value 2.947555
## iter 30 value 2.339543
## iter 40 value 1.804407
## iter 50 value 1.569661
## iter 60 value 1.447930
## iter 70 value 1.397735
## iter 80 value 1.358282
## iter 90 value 1.325233
## iter 100 value 1.300129
## final value 1.300129
## stopped after 100 iterations
## # weights: 107
## initial value 139.759166
## iter 10 value 5.947141
## iter 20 value 2.809098
## iter 30 value 2.455625
## iter 40 value 2.132543
## iter 50 value 1.920839
## iter 60 value 1.610024
## iter 70 value 1.458914
## iter 80 value 1.383442
## iter 90 value 1.312219
## iter 100 value 1.282534
## final value 1.282534
## stopped after 100 iterations
## # weights: 123
## initial value 121.652551
## iter 10 value 5.980872
## iter 20 value 2.659706
## iter 30 value 1.835651
## iter 40 value 1.607044
## iter 50 value 1.501330
## iter 60 value 1.454767
## iter 70 value 1.420090
## iter 80 value 1.397639
## iter 90 value 1.357833
## iter 100 value 1.317327
## final value 1.317327
## stopped after 100 iterations
## # weights: 139
## initial value 137.075349
## iter 10 value 5.470051
## iter 20 value 2.806862
## iter 30 value 2.088303
## iter 40 value 1.628409
## iter 50 value 1.519192
## iter 60 value 1.408150
## iter 70 value 1.339308
## iter 80 value 1.304257
## iter 90 value 1.282238
## iter 100 value 1.266086
## final value 1.266086
## stopped after 100 iterations
## # weights: 155
## initial value 133.323797
## iter 10 value 5.066505
## iter 20 value 2.517398
## iter 30 value 1.692194
## iter 40 value 1.472021
## iter 50 value 1.325892
## iter 60 value 1.281317
## iter 70 value 1.256123
## iter 80 value 1.240676
## iter 90 value 1.232873
## iter 100 value 1.227293
## final value 1.227293
## stopped after 100 iterations
## # weights: 11
## initial value 126.265060
## iter 10 value 23.358420
## iter 20 value 6.780393
## iter 30 value 6.579510
## iter 40 value 6.349287
## iter 50 value 6.250759
## iter 60 value 6.238694
## iter 70 value 6.238609
## final value 6.238606
## converged
## # weights: 27
## initial value 146.749582
## iter 10 value 5.818139
## iter 20 value 2.700752
## iter 30 value 2.391902
## iter 40 value 2.114132
## iter 50 value 1.906117
## iter 60 value 1.868751
## iter 70 value 1.792911
## iter 80 value 1.751542
## iter 90 value 1.730328
## iter 100 value 1.704250
## final value 1.704250
## stopped after 100 iterations
## # weights: 43
## initial value 123.902302
## iter 10 value 11.153150
## iter 20 value 2.169586
## iter 30 value 1.715286
## iter 40 value 1.526021
## iter 50 value 1.429017
## iter 60 value 1.324029
## iter 70 value 1.249530
## iter 80 value 1.188520
## iter 90 value 1.100476
## iter 100 value 1.021740
## final value 1.021740
## stopped after 100 iterations
## # weights: 59
## initial value 148.299093
## iter 10 value 6.913881
## iter 20 value 2.003810
## iter 30 value 1.575091
## iter 40 value 1.327070
## iter 50 value 1.150081
## iter 60 value 1.076582
## iter 70 value 1.002702
## iter 80 value 0.911849
## iter 90 value 0.818820
## iter 100 value 0.763153
## final value 0.763153
## stopped after 100 iterations
## # weights: 75
## initial value 141.347773
## iter 10 value 7.612832
## iter 20 value 2.230954
## iter 30 value 1.535402
## iter 40 value 1.278778
## iter 50 value 1.121209
## iter 60 value 1.029641
## iter 70 value 0.920178
## iter 80 value 0.879263
## iter 90 value 0.851697
## iter 100 value 0.828957
## final value 0.828957
## stopped after 100 iterations
## # weights: 91
## initial value 179.828465
## iter 10 value 7.041733
## iter 20 value 1.698078
## iter 30 value 1.205095
## iter 40 value 0.993806
## iter 50 value 0.912547
## iter 60 value 0.834698
## iter 70 value 0.800957
## iter 80 value 0.776035
## iter 90 value 0.751717
## iter 100 value 0.734238
## final value 0.734238
## stopped after 100 iterations
## # weights: 107
## initial value 130.392201
## iter 10 value 5.363523
## iter 20 value 2.257305
## iter 30 value 1.222520
## iter 40 value 0.849282
## iter 50 value 0.749263
## iter 60 value 0.698764
## iter 70 value 0.671949
## iter 80 value 0.657845
## iter 90 value 0.649569
## iter 100 value 0.643557
## final value 0.643557
## stopped after 100 iterations
## # weights: 123
## initial value 137.560848
## iter 10 value 6.046565
## iter 20 value 1.952901
## iter 30 value 1.376425
## iter 40 value 0.994121
## iter 50 value 0.834879
## iter 60 value 0.779050
## iter 70 value 0.743498
## iter 80 value 0.716027
## iter 90 value 0.698767
## iter 100 value 0.682630
## final value 0.682630
## stopped after 100 iterations
## # weights: 139
## initial value 160.419997
## iter 10 value 6.431543
## iter 20 value 1.559510
## iter 30 value 1.054375
## iter 40 value 0.861802
## iter 50 value 0.751748
## iter 60 value 0.707637
## iter 70 value 0.675247
## iter 80 value 0.663352
## iter 90 value 0.654184
## iter 100 value 0.649252
## final value 0.649252
## stopped after 100 iterations
## # weights: 155
## initial value 170.016392
## iter 10 value 5.362420
## iter 20 value 2.042358
## iter 30 value 1.252648
## iter 40 value 0.972515
## iter 50 value 0.824883
## iter 60 value 0.744066
## iter 70 value 0.683464
## iter 80 value 0.661330
## iter 90 value 0.636750
## iter 100 value 0.623609
## final value 0.623609
## stopped after 100 iterations
## # weights: 11
## initial value 127.834117
## iter 10 value 50.039006
## iter 20 value 47.401300
## iter 30 value 46.361394
## iter 40 value 46.113985
## iter 50 value 45.490787
## iter 60 value 44.436635
## iter 70 value 38.089716
## iter 80 value 9.540399
## iter 90 value 5.695942
## iter 100 value 5.334732
## final value 5.334732
## stopped after 100 iterations
## # weights: 27
## initial value 131.900093
## iter 10 value 10.899003
## iter 20 value 1.685718
## iter 30 value 1.296500
## iter 40 value 1.170184
## iter 50 value 0.911147
## iter 60 value 0.810506
## iter 70 value 0.792482
## iter 80 value 0.774526
## iter 90 value 0.758980
## iter 100 value 0.752799
## final value 0.752799
## stopped after 100 iterations
## # weights: 43
## initial value 127.293001
## iter 10 value 4.769103
## iter 20 value 2.032980
## iter 30 value 1.142240
## iter 40 value 1.047294
## iter 50 value 0.992172
## iter 60 value 0.938329
## iter 70 value 0.905991
## iter 80 value 0.880489
## iter 90 value 0.869021
## iter 100 value 0.855593
## final value 0.855593
## stopped after 100 iterations
## # weights: 59
## initial value 140.019549
## iter 10 value 17.596109
## iter 20 value 2.521420
## iter 30 value 0.983926
## iter 40 value 0.929522
## iter 50 value 0.888744
## iter 60 value 0.834909
## iter 70 value 0.789080
## iter 80 value 0.764482
## iter 90 value 0.742869
## iter 100 value 0.721538
## final value 0.721538
## stopped after 100 iterations
## # weights: 75
## initial value 133.932443
## iter 10 value 7.207335
## iter 20 value 0.984975
## iter 30 value 0.830850
## iter 40 value 0.743089
## iter 50 value 0.681049
## iter 60 value 0.642156
## iter 70 value 0.554011
## iter 80 value 0.508540
## iter 90 value 0.472250
## iter 100 value 0.441680
## final value 0.441680
## stopped after 100 iterations
## # weights: 91
## initial value 155.798454
## iter 10 value 4.500819
## iter 20 value 1.063370
## iter 30 value 0.709494
## iter 40 value 0.527502
## iter 50 value 0.443374
## iter 60 value 0.411166
## iter 70 value 0.387245
## iter 80 value 0.366990
## iter 90 value 0.355214
## iter 100 value 0.343096
## final value 0.343096
## stopped after 100 iterations
## # weights: 107
## initial value 127.406397
## iter 10 value 7.683920
## iter 20 value 1.286450
## iter 30 value 0.963141
## iter 40 value 0.825537
## iter 50 value 0.568378
## iter 60 value 0.516139
## iter 70 value 0.451826
## iter 80 value 0.403881
## iter 90 value 0.378001
## iter 100 value 0.362603
## final value 0.362603
## stopped after 100 iterations
## # weights: 123
## initial value 151.729087
## iter 10 value 5.159951
## iter 20 value 1.315121
## iter 30 value 0.718538
## iter 40 value 0.584300
## iter 50 value 0.489318
## iter 60 value 0.425832
## iter 70 value 0.404255
## iter 80 value 0.377085
## iter 90 value 0.356350
## iter 100 value 0.339998
## final value 0.339998
## stopped after 100 iterations
## # weights: 139
## initial value 200.198749
## iter 10 value 5.458232
## iter 20 value 1.446246
## iter 30 value 0.671710
## iter 40 value 0.530061
## iter 50 value 0.442937
## iter 60 value 0.393788
## iter 70 value 0.369911
## iter 80 value 0.353745
## iter 90 value 0.338464
## iter 100 value 0.330863
## final value 0.330863
## stopped after 100 iterations
## # weights: 155
## initial value 109.224056
## iter 10 value 3.941800
## iter 20 value 1.354312
## iter 30 value 0.690857
## iter 40 value 0.572955
## iter 50 value 0.489792
## iter 60 value 0.435485
## iter 70 value 0.410298
## iter 80 value 0.389005
## iter 90 value 0.376429
## iter 100 value 0.363043
## final value 0.363043
## stopped after 100 iterations
## # weights: 11
## initial value 141.881633
## iter 10 value 52.572771
## iter 20 value 43.505256
## iter 30 value 19.119987
## iter 40 value 4.962471
## iter 50 value 4.518334
## iter 60 value 3.939340
## iter 70 value 3.915079
## iter 80 value 3.878174
## iter 90 value 3.876118
## iter 100 value 3.874891
## final value 3.874891
## stopped after 100 iterations
## # weights: 27
## initial value 128.510571
## iter 10 value 31.777850
## iter 20 value 3.325239
## iter 30 value 1.372019
## iter 40 value 1.185941
## iter 50 value 1.036188
## iter 60 value 0.861383
## iter 70 value 0.796752
## iter 80 value 0.691269
## iter 90 value 0.677565
## iter 100 value 0.554431
## final value 0.554431
## stopped after 100 iterations
## # weights: 43
## initial value 130.565512
## iter 10 value 5.947841
## iter 20 value 1.126483
## iter 30 value 0.483312
## iter 40 value 0.453035
## iter 50 value 0.412270
## iter 60 value 0.398367
## iter 70 value 0.366588
## iter 80 value 0.360388
## iter 90 value 0.353873
## iter 100 value 0.345890
## final value 0.345890
## stopped after 100 iterations
## # weights: 59
## initial value 137.064524
## iter 10 value 4.963497
## iter 20 value 0.715608
## iter 30 value 0.475615
## iter 40 value 0.371405
## iter 50 value 0.305816
## iter 60 value 0.264929
## iter 70 value 0.254769
## iter 80 value 0.236152
## iter 90 value 0.229683
## iter 100 value 0.213816
## final value 0.213816
## stopped after 100 iterations
## # weights: 75
## initial value 116.590848
## iter 10 value 5.926388
## iter 20 value 1.538504
## iter 30 value 0.584782
## iter 40 value 0.477270
## iter 50 value 0.409541
## iter 60 value 0.373506
## iter 70 value 0.291176
## iter 80 value 0.268497
## iter 90 value 0.250665
## iter 100 value 0.236926
## final value 0.236926
## stopped after 100 iterations
## # weights: 91
## initial value 100.956959
## iter 10 value 5.283030
## iter 20 value 0.738201
## iter 30 value 0.480179
## iter 40 value 0.385852
## iter 50 value 0.326787
## iter 60 value 0.255745
## iter 70 value 0.239759
## iter 80 value 0.227598
## iter 90 value 0.214771
## iter 100 value 0.202748
## final value 0.202748
## stopped after 100 iterations
## # weights: 107
## initial value 182.375312
## iter 10 value 7.757793
## iter 20 value 1.217712
## iter 30 value 0.478855
## iter 40 value 0.421423
## iter 50 value 0.360336
## iter 60 value 0.342766
## iter 70 value 0.302559
## iter 80 value 0.263185
## iter 90 value 0.240162
## iter 100 value 0.226384
## final value 0.226384
## stopped after 100 iterations
## # weights: 123
## initial value 148.011941
## iter 10 value 4.823891
## iter 20 value 1.371873
## iter 30 value 0.470114
## iter 40 value 0.449347
## iter 50 value 0.426658
## iter 60 value 0.415191
## iter 70 value 0.401791
## iter 80 value 0.370328
## iter 90 value 0.350191
## iter 100 value 0.289804
## final value 0.289804
## stopped after 100 iterations
## # weights: 139
## initial value 183.957393
## iter 10 value 3.773129
## iter 20 value 0.507900
## iter 30 value 0.464384
## iter 40 value 0.406763
## iter 50 value 0.341799
## iter 60 value 0.298411
## iter 70 value 0.258014
## iter 80 value 0.235449
## iter 90 value 0.209469
## iter 100 value 0.198447
## final value 0.198447
## stopped after 100 iterations
## # weights: 155
## initial value 163.456844
## iter 10 value 5.792617
## iter 20 value 0.950165
## iter 30 value 0.368469
## iter 40 value 0.313560
## iter 50 value 0.259998
## iter 60 value 0.215097
## iter 70 value 0.195445
## iter 80 value 0.185495
## iter 90 value 0.179337
## iter 100 value 0.171536
## final value 0.171536
## stopped after 100 iterations
## # weights: 11
## initial value 121.686916
## iter 10 value 18.579890
## iter 20 value 3.485672
## iter 30 value 2.194874
## iter 40 value 2.070843
## iter 50 value 1.915816
## iter 60 value 1.897832
## iter 70 value 1.529386
## iter 80 value 1.513415
## iter 90 value 1.356467
## iter 100 value 1.348710
## final value 1.348710
## stopped after 100 iterations
## # weights: 27
## initial value 124.865271
## iter 10 value 7.590725
## iter 20 value 0.267322
## iter 30 value 0.000156
## iter 30 value 0.000079
## iter 30 value 0.000077
## final value 0.000077
## converged
## # weights: 43
## initial value 112.253920
## iter 10 value 9.168094
## iter 20 value 0.183611
## iter 30 value 0.000194
## final value 0.000094
## converged
## # weights: 59
## initial value 133.616704
## iter 10 value 5.345747
## iter 20 value 0.076933
## iter 30 value 0.000347
## final value 0.000081
## converged
## # weights: 75
## initial value 129.317913
## iter 10 value 4.622227
## iter 20 value 0.697686
## iter 30 value 0.001795
## iter 40 value 0.000117
## iter 40 value 0.000099
## iter 40 value 0.000095
## final value 0.000095
## converged
## # weights: 91
## initial value 166.826793
## iter 10 value 6.675386
## iter 20 value 1.192123
## iter 30 value 0.003613
## iter 40 value 0.000184
## final value 0.000069
## converged
## # weights: 107
## initial value 176.084178
## iter 10 value 6.092048
## iter 20 value 0.790371
## iter 30 value 0.003984
## iter 40 value 0.000795
## iter 50 value 0.000109
## final value 0.000091
## converged
## # weights: 123
## initial value 152.330698
## iter 10 value 5.467626
## iter 20 value 0.071305
## final value 0.000082
## converged
## # weights: 139
## initial value 126.808580
## iter 10 value 4.251872
## iter 20 value 0.182965
## iter 30 value 0.001571
## final value 0.000089
## converged
## # weights: 155
## initial value 145.535203
## iter 10 value 4.245228
## iter 20 value 0.820803
## iter 30 value 0.005818
## final value 0.000068
## converged
## # weights: 11
## initial value 128.160233
## iter 10 value 68.231649
## iter 20 value 44.588965
## iter 30 value 43.855456
## final value 43.846095
## converged
## # weights: 27
## initial value 128.151083
## iter 10 value 27.014287
## iter 20 value 20.220142
## iter 30 value 20.199055
## final value 20.198886
## converged
## # weights: 43
## initial value 133.588316
## iter 10 value 26.171323
## iter 20 value 19.351390
## iter 30 value 18.638764
## iter 40 value 18.409064
## iter 50 value 18.351910
## iter 60 value 18.321094
## final value 18.321062
## converged
## # weights: 59
## initial value 111.326719
## iter 10 value 41.049283
## iter 20 value 18.525608
## iter 30 value 18.161042
## iter 40 value 18.063127
## iter 50 value 18.034729
## iter 60 value 18.020034
## iter 70 value 18.016061
## iter 80 value 18.015721
## iter 90 value 18.015636
## iter 90 value 18.015636
## iter 90 value 18.015636
## final value 18.015636
## converged
## # weights: 75
## initial value 134.101072
## iter 10 value 20.393811
## iter 20 value 17.908057
## iter 30 value 17.628314
## iter 40 value 17.603825
## iter 50 value 17.597250
## iter 60 value 17.584605
## iter 70 value 17.579549
## iter 80 value 17.579404
## iter 90 value 17.579312
## iter 100 value 17.579277
## final value 17.579277
## stopped after 100 iterations
## # weights: 91
## initial value 140.465011
## iter 10 value 23.546352
## iter 20 value 17.851455
## iter 30 value 17.438588
## iter 40 value 17.369469
## iter 50 value 17.357416
## iter 60 value 17.353207
## iter 70 value 17.352510
## iter 80 value 17.351231
## iter 90 value 17.350371
## iter 100 value 17.350123
## final value 17.350123
## stopped after 100 iterations
## # weights: 107
## initial value 142.005423
## iter 10 value 19.135499
## iter 20 value 17.222976
## iter 30 value 17.140999
## iter 40 value 17.113569
## iter 50 value 17.102412
## iter 60 value 17.089512
## iter 70 value 17.088316
## iter 80 value 17.088077
## iter 90 value 17.088042
## final value 17.088041
## converged
## # weights: 123
## initial value 165.082921
## iter 10 value 23.897829
## iter 20 value 17.804214
## iter 30 value 17.190427
## iter 40 value 17.013389
## iter 50 value 16.965653
## iter 60 value 16.943972
## iter 70 value 16.933749
## iter 80 value 16.924178
## iter 90 value 16.919297
## iter 100 value 16.918223
## final value 16.918223
## stopped after 100 iterations
## # weights: 139
## initial value 241.841058
## iter 10 value 22.931871
## iter 20 value 17.221630
## iter 30 value 16.944928
## iter 40 value 16.890021
## iter 50 value 16.868577
## iter 60 value 16.859526
## iter 70 value 16.856778
## iter 80 value 16.855202
## iter 90 value 16.853484
## iter 100 value 16.853138
## final value 16.853138
## stopped after 100 iterations
## # weights: 155
## initial value 166.941317
## iter 10 value 21.608491
## iter 20 value 17.434570
## iter 30 value 16.909453
## iter 40 value 16.678860
## iter 50 value 16.652846
## iter 60 value 16.632915
## iter 70 value 16.629643
## iter 80 value 16.629270
## iter 90 value 16.629235
## iter 100 value 16.629221
## final value 16.629221
## stopped after 100 iterations
## # weights: 11
## initial value 128.183818
## iter 10 value 75.532549
## iter 20 value 31.675489
## iter 30 value 31.618523
## final value 31.615380
## converged
## # weights: 27
## initial value 129.590334
## iter 10 value 23.358712
## iter 20 value 13.396748
## iter 30 value 12.456932
## iter 40 value 12.330232
## iter 50 value 12.320742
## iter 60 value 12.320457
## final value 12.320456
## converged
## # weights: 43
## initial value 138.425467
## iter 10 value 24.763891
## iter 20 value 11.909004
## iter 30 value 11.543370
## iter 40 value 11.486243
## iter 50 value 11.451737
## iter 60 value 11.442304
## iter 70 value 11.434989
## iter 80 value 11.433903
## final value 11.433902
## converged
## # weights: 59
## initial value 144.852082
## iter 10 value 15.922757
## iter 20 value 11.695654
## iter 30 value 11.442536
## iter 40 value 11.389312
## iter 50 value 11.381798
## iter 60 value 11.376712
## iter 70 value 11.344722
## iter 80 value 11.331795
## iter 90 value 11.328218
## iter 100 value 11.327640
## final value 11.327640
## stopped after 100 iterations
## # weights: 75
## initial value 122.508560
## iter 10 value 13.626859
## iter 20 value 11.647190
## iter 30 value 11.235294
## iter 40 value 11.120163
## iter 50 value 11.089020
## iter 60 value 11.079723
## iter 70 value 11.076430
## iter 80 value 11.075681
## iter 90 value 11.073562
## iter 100 value 11.071749
## final value 11.071749
## stopped after 100 iterations
## # weights: 91
## initial value 130.574741
## iter 10 value 18.633322
## iter 20 value 12.319897
## iter 30 value 11.159679
## iter 40 value 10.982841
## iter 50 value 10.927733
## iter 60 value 10.909771
## iter 70 value 10.905438
## iter 80 value 10.903593
## iter 90 value 10.902799
## iter 100 value 10.901906
## final value 10.901906
## stopped after 100 iterations
## # weights: 107
## initial value 118.012727
## iter 10 value 12.754916
## iter 20 value 11.099435
## iter 30 value 10.866159
## iter 40 value 10.829102
## iter 50 value 10.820208
## iter 60 value 10.815985
## iter 70 value 10.814409
## iter 80 value 10.812395
## iter 90 value 10.811220
## iter 100 value 10.810466
## final value 10.810466
## stopped after 100 iterations
## # weights: 123
## initial value 102.369891
## iter 10 value 13.756280
## iter 20 value 10.910885
## iter 30 value 10.835182
## iter 40 value 10.816007
## iter 50 value 10.811337
## iter 60 value 10.809248
## iter 70 value 10.808352
## iter 80 value 10.807949
## iter 90 value 10.807726
## iter 100 value 10.807698
## final value 10.807698
## stopped after 100 iterations
## # weights: 139
## initial value 194.970635
## iter 10 value 19.388525
## iter 20 value 11.315160
## iter 30 value 10.820581
## iter 40 value 10.763654
## iter 50 value 10.732543
## iter 60 value 10.715986
## iter 70 value 10.706036
## iter 80 value 10.696039
## iter 90 value 10.692867
## iter 100 value 10.691001
## final value 10.691001
## stopped after 100 iterations
## # weights: 155
## initial value 114.575788
## iter 10 value 14.144566
## iter 20 value 10.811423
## iter 30 value 10.723505
## iter 40 value 10.684159
## iter 50 value 10.657198
## iter 60 value 10.644372
## iter 70 value 10.626394
## iter 80 value 10.619462
## iter 90 value 10.617135
## iter 100 value 10.615883
## final value 10.615883
## stopped after 100 iterations
## # weights: 11
## initial value 132.900100
## iter 10 value 55.426576
## iter 20 value 51.831435
## iter 30 value 29.348924
## iter 40 value 22.449194
## iter 50 value 22.415384
## iter 60 value 22.415167
## final value 22.415166
## converged
## # weights: 27
## initial value 115.751302
## iter 10 value 11.047230
## iter 20 value 8.226641
## iter 30 value 8.171016
## iter 40 value 8.170805
## iter 50 value 8.170773
## final value 8.170772
## converged
## # weights: 43
## initial value 116.140381
## iter 10 value 10.682402
## iter 20 value 8.048916
## iter 30 value 7.782422
## iter 40 value 7.633540
## iter 50 value 7.591978
## iter 60 value 7.540596
## iter 70 value 7.512634
## iter 80 value 7.507232
## iter 90 value 7.506063
## iter 100 value 7.505573
## final value 7.505573
## stopped after 100 iterations
## # weights: 59
## initial value 131.820510
## iter 10 value 13.370068
## iter 20 value 8.236889
## iter 30 value 7.650873
## iter 40 value 7.471704
## iter 50 value 7.402572
## iter 60 value 7.377441
## iter 70 value 7.364595
## iter 80 value 7.359220
## iter 90 value 7.357372
## iter 100 value 7.355407
## final value 7.355407
## stopped after 100 iterations
## # weights: 75
## initial value 121.412248
## iter 10 value 10.317275
## iter 20 value 7.727592
## iter 30 value 7.459213
## iter 40 value 7.410683
## iter 50 value 7.378081
## iter 60 value 7.362120
## iter 70 value 7.337904
## iter 80 value 7.325021
## iter 90 value 7.319029
## iter 100 value 7.316475
## final value 7.316475
## stopped after 100 iterations
## # weights: 91
## initial value 179.747191
## iter 10 value 12.608142
## iter 20 value 7.641957
## iter 30 value 7.349290
## iter 40 value 7.280859
## iter 50 value 7.265253
## iter 60 value 7.255113
## iter 70 value 7.252567
## iter 80 value 7.251159
## iter 90 value 7.249110
## iter 100 value 7.248283
## final value 7.248283
## stopped after 100 iterations
## # weights: 107
## initial value 159.896877
## iter 10 value 10.492298
## iter 20 value 7.523586
## iter 30 value 7.318022
## iter 40 value 7.254738
## iter 50 value 7.237757
## iter 60 value 7.218556
## iter 70 value 7.212952
## iter 80 value 7.210479
## iter 90 value 7.205786
## iter 100 value 7.199561
## final value 7.199561
## stopped after 100 iterations
## # weights: 123
## initial value 125.773846
## iter 10 value 9.292241
## iter 20 value 7.451727
## iter 30 value 7.275236
## iter 40 value 7.243385
## iter 50 value 7.220377
## iter 60 value 7.199353
## iter 70 value 7.182619
## iter 80 value 7.172817
## iter 90 value 7.166684
## iter 100 value 7.164157
## final value 7.164157
## stopped after 100 iterations
## # weights: 139
## initial value 151.934228
## iter 10 value 8.594673
## iter 20 value 7.357946
## iter 30 value 7.199487
## iter 40 value 7.165190
## iter 50 value 7.155964
## iter 60 value 7.148793
## iter 70 value 7.141968
## iter 80 value 7.136127
## iter 90 value 7.129385
## iter 100 value 7.124593
## final value 7.124593
## stopped after 100 iterations
## # weights: 155
## initial value 192.355618
## iter 10 value 10.289439
## iter 20 value 7.557668
## iter 30 value 7.240329
## iter 40 value 7.174227
## iter 50 value 7.134367
## iter 60 value 7.123558
## iter 70 value 7.117079
## iter 80 value 7.113890
## iter 90 value 7.109000
## iter 100 value 7.104490
## final value 7.104490
## stopped after 100 iterations
## # weights: 11
## initial value 133.121595
## iter 10 value 67.932164
## iter 20 value 27.493026
## iter 30 value 16.131610
## iter 40 value 15.769246
## iter 50 value 15.761459
## final value 15.761382
## converged
## # weights: 27
## initial value 116.525524
## iter 10 value 13.066239
## iter 20 value 6.636685
## iter 30 value 5.866897
## iter 40 value 5.520204
## iter 50 value 5.464085
## iter 60 value 5.441288
## iter 70 value 5.415045
## iter 80 value 5.401243
## iter 90 value 5.399758
## iter 100 value 5.399659
## final value 5.399659
## stopped after 100 iterations
## # weights: 43
## initial value 137.989532
## iter 10 value 37.966862
## iter 20 value 9.562403
## iter 30 value 6.348414
## iter 40 value 5.707140
## iter 50 value 5.467459
## iter 60 value 5.395894
## iter 70 value 5.337970
## iter 80 value 5.245930
## iter 90 value 5.186072
## iter 100 value 5.156921
## final value 5.156921
## stopped after 100 iterations
## # weights: 59
## initial value 151.426767
## iter 10 value 7.944199
## iter 20 value 5.514053
## iter 30 value 5.371693
## iter 40 value 5.226293
## iter 50 value 5.168864
## iter 60 value 5.156886
## iter 70 value 5.122616
## iter 80 value 5.017154
## iter 90 value 4.835173
## iter 100 value 4.536706
## final value 4.536706
## stopped after 100 iterations
## # weights: 75
## initial value 146.825013
## iter 10 value 18.788729
## iter 20 value 7.395420
## iter 30 value 5.751642
## iter 40 value 5.314753
## iter 50 value 5.185395
## iter 60 value 5.131913
## iter 70 value 4.927273
## iter 80 value 4.721864
## iter 90 value 4.647683
## iter 100 value 4.639396
## final value 4.639396
## stopped after 100 iterations
## # weights: 91
## initial value 136.128418
## iter 10 value 6.071638
## iter 20 value 5.212851
## iter 30 value 4.981708
## iter 40 value 4.922715
## iter 50 value 4.867337
## iter 60 value 4.461053
## iter 70 value 4.371447
## iter 80 value 4.326128
## iter 90 value 4.314824
## iter 100 value 4.311052
## final value 4.311052
## stopped after 100 iterations
## # weights: 107
## initial value 147.630871
## iter 10 value 8.392865
## iter 20 value 5.665927
## iter 30 value 5.235432
## iter 40 value 4.816689
## iter 50 value 4.560457
## iter 60 value 4.521599
## iter 70 value 4.494848
## iter 80 value 4.473990
## iter 90 value 4.458630
## iter 100 value 4.447254
## final value 4.447254
## stopped after 100 iterations
## # weights: 123
## initial value 165.812525
## iter 10 value 7.808455
## iter 20 value 5.733883
## iter 30 value 4.939528
## iter 40 value 4.512630
## iter 50 value 4.361240
## iter 60 value 4.291451
## iter 70 value 4.276241
## iter 80 value 4.269700
## iter 90 value 4.262874
## iter 100 value 4.257071
## final value 4.257071
## stopped after 100 iterations
## # weights: 139
## initial value 129.232712
## iter 10 value 7.092011
## iter 20 value 5.465301
## iter 30 value 5.013591
## iter 40 value 4.501041
## iter 50 value 4.419530
## iter 60 value 4.346030
## iter 70 value 4.288836
## iter 80 value 4.265606
## iter 90 value 4.254493
## iter 100 value 4.245960
## final value 4.245960
## stopped after 100 iterations
## # weights: 155
## initial value 143.140050
## iter 10 value 10.607016
## iter 20 value 6.964177
## iter 30 value 5.625828
## iter 40 value 5.187331
## iter 50 value 4.919545
## iter 60 value 4.663197
## iter 70 value 4.449793
## iter 80 value 4.364171
## iter 90 value 4.297187
## iter 100 value 4.255861
## final value 4.255861
## stopped after 100 iterations
## # weights: 11
## initial value 123.307760
## iter 10 value 51.025345
## iter 20 value 37.096522
## iter 30 value 14.754322
## iter 40 value 11.235049
## final value 11.198495
## converged
## # weights: 27
## initial value 151.638881
## iter 10 value 21.337737
## iter 20 value 4.033992
## iter 30 value 3.309704
## iter 40 value 3.176247
## iter 50 value 3.160616
## iter 60 value 3.157243
## iter 70 value 3.156359
## iter 80 value 3.156086
## iter 90 value 3.155890
## iter 100 value 3.155792
## final value 3.155792
## stopped after 100 iterations
## # weights: 43
## initial value 122.866571
## iter 10 value 8.134540
## iter 20 value 4.562056
## iter 30 value 3.739947
## iter 40 value 3.634426
## iter 50 value 3.576749
## iter 60 value 3.513333
## iter 70 value 3.385000
## iter 80 value 2.932440
## iter 90 value 2.848689
## iter 100 value 2.797370
## final value 2.797370
## stopped after 100 iterations
## # weights: 59
## initial value 112.537780
## iter 10 value 5.174721
## iter 20 value 3.962832
## iter 30 value 3.678491
## iter 40 value 3.577929
## iter 50 value 3.474592
## iter 60 value 3.413135
## iter 70 value 3.309872
## iter 80 value 2.803761
## iter 90 value 2.624790
## iter 100 value 2.569838
## final value 2.569838
## stopped after 100 iterations
## # weights: 75
## initial value 147.202006
## iter 10 value 7.642307
## iter 20 value 4.568207
## iter 30 value 3.897615
## iter 40 value 3.521727
## iter 50 value 3.131249
## iter 60 value 2.951076
## iter 70 value 2.849459
## iter 80 value 2.731445
## iter 90 value 2.548466
## iter 100 value 2.476677
## final value 2.476677
## stopped after 100 iterations
## # weights: 91
## initial value 155.337924
## iter 10 value 6.897860
## iter 20 value 4.005306
## iter 30 value 3.246504
## iter 40 value 2.841055
## iter 50 value 2.591867
## iter 60 value 2.549593
## iter 70 value 2.508512
## iter 80 value 2.482040
## iter 90 value 2.470601
## iter 100 value 2.462858
## final value 2.462858
## stopped after 100 iterations
## # weights: 107
## initial value 102.786468
## iter 10 value 6.134291
## iter 20 value 3.893355
## iter 30 value 3.611640
## iter 40 value 3.419517
## iter 50 value 2.900503
## iter 60 value 2.712654
## iter 70 value 2.614156
## iter 80 value 2.510834
## iter 90 value 2.451210
## iter 100 value 2.413260
## final value 2.413260
## stopped after 100 iterations
## # weights: 123
## initial value 150.994369
## iter 10 value 5.185396
## iter 20 value 3.735809
## iter 30 value 3.009505
## iter 40 value 2.889055
## iter 50 value 2.742785
## iter 60 value 2.561666
## iter 70 value 2.531730
## iter 80 value 2.513916
## iter 90 value 2.482761
## iter 100 value 2.451892
## final value 2.451892
## stopped after 100 iterations
## # weights: 139
## initial value 130.176205
## iter 10 value 6.747828
## iter 20 value 3.591361
## iter 30 value 2.673031
## iter 40 value 2.431844
## iter 50 value 2.335806
## iter 60 value 2.316051
## iter 70 value 2.307088
## iter 80 value 2.299316
## iter 90 value 2.295287
## iter 100 value 2.292084
## final value 2.292084
## stopped after 100 iterations
## # weights: 155
## initial value 186.948023
## iter 10 value 6.686540
## iter 20 value 3.715921
## iter 30 value 2.865166
## iter 40 value 2.566823
## iter 50 value 2.495268
## iter 60 value 2.452215
## iter 70 value 2.430732
## iter 80 value 2.415733
## iter 90 value 2.402790
## iter 100 value 2.392588
## final value 2.392588
## stopped after 100 iterations
## # weights: 11
## initial value 143.552385
## iter 10 value 35.913707
## iter 20 value 11.728986
## iter 30 value 8.774034
## iter 40 value 8.304553
## iter 50 value 8.217497
## iter 60 value 8.214072
## iter 70 value 8.213840
## iter 70 value 8.213840
## final value 8.213840
## converged
## # weights: 27
## initial value 117.650479
## iter 10 value 16.729995
## iter 20 value 3.538627
## iter 30 value 2.843643
## iter 40 value 2.354620
## iter 50 value 2.239899
## iter 60 value 2.194577
## iter 70 value 2.115725
## iter 80 value 2.083169
## iter 90 value 2.045187
## iter 100 value 2.038737
## final value 2.038737
## stopped after 100 iterations
## # weights: 43
## initial value 114.781007
## iter 10 value 5.649407
## iter 20 value 3.104709
## iter 30 value 2.676049
## iter 40 value 2.425441
## iter 50 value 2.350770
## iter 60 value 2.307219
## iter 70 value 2.174660
## iter 80 value 2.130768
## iter 90 value 2.116830
## iter 100 value 2.107545
## final value 2.107545
## stopped after 100 iterations
## # weights: 59
## initial value 115.268547
## iter 10 value 6.880412
## iter 20 value 3.699947
## iter 30 value 2.277797
## iter 40 value 1.783702
## iter 50 value 1.592442
## iter 60 value 1.460315
## iter 70 value 1.400927
## iter 80 value 1.381677
## iter 90 value 1.376851
## iter 100 value 1.375097
## final value 1.375097
## stopped after 100 iterations
## # weights: 75
## initial value 115.548726
## iter 10 value 5.031837
## iter 20 value 2.535029
## iter 30 value 1.915589
## iter 40 value 1.673470
## iter 50 value 1.589250
## iter 60 value 1.516742
## iter 70 value 1.426066
## iter 80 value 1.317911
## iter 90 value 1.258744
## iter 100 value 1.242225
## final value 1.242225
## stopped after 100 iterations
## # weights: 91
## initial value 121.711491
## iter 10 value 6.480504
## iter 20 value 2.886716
## iter 30 value 2.385234
## iter 40 value 1.767435
## iter 50 value 1.451465
## iter 60 value 1.302342
## iter 70 value 1.279518
## iter 80 value 1.265388
## iter 90 value 1.256570
## iter 100 value 1.247240
## final value 1.247240
## stopped after 100 iterations
## # weights: 107
## initial value 126.190092
## iter 10 value 5.579746
## iter 20 value 2.934005
## iter 30 value 2.681405
## iter 40 value 2.343313
## iter 50 value 2.116765
## iter 60 value 1.651516
## iter 70 value 1.393646
## iter 80 value 1.295802
## iter 90 value 1.257327
## iter 100 value 1.227997
## final value 1.227997
## stopped after 100 iterations
## # weights: 123
## initial value 132.811289
## iter 10 value 4.533206
## iter 20 value 2.392869
## iter 30 value 1.871272
## iter 40 value 1.606303
## iter 50 value 1.512131
## iter 60 value 1.437002
## iter 70 value 1.400745
## iter 80 value 1.379629
## iter 90 value 1.355824
## iter 100 value 1.326435
## final value 1.326435
## stopped after 100 iterations
## # weights: 139
## initial value 135.995053
## iter 10 value 6.553862
## iter 20 value 3.281844
## iter 30 value 2.212961
## iter 40 value 1.557039
## iter 50 value 1.377616
## iter 60 value 1.294483
## iter 70 value 1.267614
## iter 80 value 1.249566
## iter 90 value 1.240845
## iter 100 value 1.230320
## final value 1.230320
## stopped after 100 iterations
## # weights: 155
## initial value 161.348035
## iter 10 value 5.749931
## iter 20 value 2.535137
## iter 30 value 1.832374
## iter 40 value 1.469482
## iter 50 value 1.350515
## iter 60 value 1.243580
## iter 70 value 1.212058
## iter 80 value 1.195905
## iter 90 value 1.187432
## iter 100 value 1.183201
## final value 1.183201
## stopped after 100 iterations
## # weights: 11
## initial value 134.035887
## iter 10 value 55.710411
## iter 20 value 19.291490
## iter 30 value 7.028794
## iter 40 value 6.312556
## iter 50 value 6.228522
## iter 60 value 6.221095
## iter 70 value 6.221048
## iter 80 value 6.221005
## final value 6.220998
## converged
## # weights: 27
## initial value 156.439092
## iter 10 value 8.319937
## iter 20 value 2.563233
## iter 30 value 1.750303
## iter 40 value 1.537970
## iter 50 value 1.503554
## iter 60 value 1.478929
## iter 70 value 1.439710
## iter 80 value 1.431820
## iter 90 value 1.422810
## iter 100 value 1.420793
## final value 1.420793
## stopped after 100 iterations
## # weights: 43
## initial value 111.308456
## iter 10 value 6.904648
## iter 20 value 1.944484
## iter 30 value 1.728871
## iter 40 value 1.611976
## iter 50 value 1.509931
## iter 60 value 1.453753
## iter 70 value 1.421614
## iter 80 value 1.396248
## iter 90 value 1.344248
## iter 100 value 1.200435
## final value 1.200435
## stopped after 100 iterations
## # weights: 59
## initial value 163.596615
## iter 10 value 8.280033
## iter 20 value 1.957110
## iter 30 value 1.480067
## iter 40 value 1.215453
## iter 50 value 0.972477
## iter 60 value 0.870849
## iter 70 value 0.817531
## iter 80 value 0.782165
## iter 90 value 0.756627
## iter 100 value 0.731452
## final value 0.731452
## stopped after 100 iterations
## # weights: 75
## initial value 150.815113
## iter 10 value 5.188421
## iter 20 value 1.799966
## iter 30 value 1.359942
## iter 40 value 1.103498
## iter 50 value 0.966484
## iter 60 value 0.893697
## iter 70 value 0.803511
## iter 80 value 0.753454
## iter 90 value 0.712410
## iter 100 value 0.688797
## final value 0.688797
## stopped after 100 iterations
## # weights: 91
## initial value 139.682610
## iter 10 value 6.534028
## iter 20 value 1.384220
## iter 30 value 0.994552
## iter 40 value 0.876971
## iter 50 value 0.821479
## iter 60 value 0.775552
## iter 70 value 0.750873
## iter 80 value 0.734129
## iter 90 value 0.719519
## iter 100 value 0.711008
## final value 0.711008
## stopped after 100 iterations
## # weights: 107
## initial value 124.518252
## iter 10 value 5.815504
## iter 20 value 1.575757
## iter 30 value 1.324676
## iter 40 value 0.988343
## iter 50 value 0.847355
## iter 60 value 0.784750
## iter 70 value 0.747019
## iter 80 value 0.729092
## iter 90 value 0.712938
## iter 100 value 0.704307
## final value 0.704307
## stopped after 100 iterations
## # weights: 123
## initial value 117.027106
## iter 10 value 3.754223
## iter 20 value 1.426310
## iter 30 value 1.087317
## iter 40 value 0.857560
## iter 50 value 0.763142
## iter 60 value 0.702230
## iter 70 value 0.670885
## iter 80 value 0.655057
## iter 90 value 0.643136
## iter 100 value 0.629419
## final value 0.629419
## stopped after 100 iterations
## # weights: 139
## initial value 190.916176
## iter 10 value 6.847704
## iter 20 value 2.056067
## iter 30 value 1.305215
## iter 40 value 1.077908
## iter 50 value 0.877097
## iter 60 value 0.788341
## iter 70 value 0.727754
## iter 80 value 0.696330
## iter 90 value 0.675759
## iter 100 value 0.662477
## final value 0.662477
## stopped after 100 iterations
## # weights: 155
## initial value 132.034523
## iter 10 value 4.275418
## iter 20 value 1.736298
## iter 30 value 1.317830
## iter 40 value 1.013285
## iter 50 value 0.843608
## iter 60 value 0.765163
## iter 70 value 0.714498
## iter 80 value 0.694795
## iter 90 value 0.678883
## iter 100 value 0.667593
## final value 0.667593
## stopped after 100 iterations
## # weights: 11
## initial value 133.943199
## iter 10 value 50.630979
## iter 20 value 50.008214
## iter 30 value 49.991594
## iter 40 value 49.355790
## iter 50 value 41.324851
## iter 60 value 13.228429
## iter 70 value 4.983882
## iter 80 value 4.925853
## iter 90 value 4.846634
## final value 4.835898
## converged
## # weights: 27
## initial value 136.374615
## iter 10 value 36.409143
## iter 20 value 3.758071
## iter 30 value 2.138668
## iter 40 value 1.772823
## iter 50 value 1.589789
## iter 60 value 1.254391
## iter 70 value 1.170396
## iter 80 value 1.040758
## iter 90 value 1.005434
## iter 100 value 0.984954
## final value 0.984954
## stopped after 100 iterations
## # weights: 43
## initial value 134.174189
## iter 10 value 10.101710
## iter 20 value 1.208218
## iter 30 value 0.884289
## iter 40 value 0.713436
## iter 50 value 0.652374
## iter 60 value 0.612761
## iter 70 value 0.582190
## iter 80 value 0.545137
## iter 90 value 0.510178
## iter 100 value 0.481546
## final value 0.481546
## stopped after 100 iterations
## # weights: 59
## initial value 133.541193
## iter 10 value 4.444902
## iter 20 value 1.086105
## iter 30 value 0.909599
## iter 40 value 0.762226
## iter 50 value 0.582450
## iter 60 value 0.519854
## iter 70 value 0.479938
## iter 80 value 0.433449
## iter 90 value 0.405313
## iter 100 value 0.400002
## final value 0.400002
## stopped after 100 iterations
## # weights: 75
## initial value 116.456122
## iter 10 value 4.412089
## iter 20 value 1.349048
## iter 30 value 0.944395
## iter 40 value 0.910762
## iter 50 value 0.868360
## iter 60 value 0.838836
## iter 70 value 0.779219
## iter 80 value 0.756083
## iter 90 value 0.715596
## iter 100 value 0.649908
## final value 0.649908
## stopped after 100 iterations
## # weights: 91
## initial value 160.198558
## iter 10 value 5.863136
## iter 20 value 1.210677
## iter 30 value 0.608953
## iter 40 value 0.519081
## iter 50 value 0.476560
## iter 60 value 0.423333
## iter 70 value 0.409191
## iter 80 value 0.393345
## iter 90 value 0.379033
## iter 100 value 0.360735
## final value 0.360735
## stopped after 100 iterations
## # weights: 107
## initial value 139.502664
## iter 10 value 5.284733
## iter 20 value 1.617282
## iter 30 value 0.991106
## iter 40 value 0.781998
## iter 50 value 0.553734
## iter 60 value 0.472583
## iter 70 value 0.434886
## iter 80 value 0.407088
## iter 90 value 0.393011
## iter 100 value 0.382012
## final value 0.382012
## stopped after 100 iterations
## # weights: 123
## initial value 191.115926
## iter 10 value 8.198589
## iter 20 value 1.078535
## iter 30 value 0.806520
## iter 40 value 0.703392
## iter 50 value 0.578567
## iter 60 value 0.521906
## iter 70 value 0.453687
## iter 80 value 0.419768
## iter 90 value 0.394299
## iter 100 value 0.374247
## final value 0.374247
## stopped after 100 iterations
## # weights: 139
## initial value 114.796251
## iter 10 value 5.672343
## iter 20 value 1.997095
## iter 30 value 0.806950
## iter 40 value 0.630778
## iter 50 value 0.512879
## iter 60 value 0.468914
## iter 70 value 0.429453
## iter 80 value 0.412070
## iter 90 value 0.391502
## iter 100 value 0.383331
## final value 0.383331
## stopped after 100 iterations
## # weights: 155
## initial value 142.450346
## iter 10 value 4.926978
## iter 20 value 1.842228
## iter 30 value 0.643497
## iter 40 value 0.511388
## iter 50 value 0.428148
## iter 60 value 0.385423
## iter 70 value 0.364147
## iter 80 value 0.343233
## iter 90 value 0.329064
## iter 100 value 0.319553
## final value 0.319553
## stopped after 100 iterations
## # weights: 11
## initial value 131.432025
## iter 10 value 50.458825
## iter 20 value 50.049763
## iter 30 value 50.023494
## iter 40 value 49.981997
## iter 50 value 49.961441
## iter 60 value 48.920307
## iter 70 value 32.089023
## iter 80 value 7.491016
## iter 90 value 4.109629
## iter 100 value 4.011362
## final value 4.011362
## stopped after 100 iterations
## # weights: 27
## initial value 127.993813
## iter 10 value 8.632420
## iter 20 value 0.936662
## iter 30 value 0.539778
## iter 40 value 0.528692
## iter 50 value 0.490664
## iter 60 value 0.484595
## iter 70 value 0.467358
## iter 80 value 0.464331
## iter 90 value 0.458488
## iter 100 value 0.456000
## final value 0.456000
## stopped after 100 iterations
## # weights: 43
## initial value 128.383862
## iter 10 value 5.193897
## iter 20 value 1.141841
## iter 30 value 0.634631
## iter 40 value 0.598594
## iter 50 value 0.544187
## iter 60 value 0.496032
## iter 70 value 0.479147
## iter 80 value 0.467469
## iter 90 value 0.450481
## iter 100 value 0.426524
## final value 0.426524
## stopped after 100 iterations
## # weights: 59
## initial value 129.584699
## iter 10 value 6.629643
## iter 20 value 1.581564
## iter 30 value 0.496017
## iter 40 value 0.474086
## iter 50 value 0.447719
## iter 60 value 0.421021
## iter 70 value 0.408453
## iter 80 value 0.393840
## iter 90 value 0.386114
## iter 100 value 0.370837
## final value 0.370837
## stopped after 100 iterations
## # weights: 75
## initial value 129.386404
## iter 10 value 4.612775
## iter 20 value 0.553078
## iter 30 value 0.340002
## iter 40 value 0.291841
## iter 50 value 0.245573
## iter 60 value 0.225889
## iter 70 value 0.205423
## iter 80 value 0.193300
## iter 90 value 0.189703
## iter 100 value 0.186585
## final value 0.186585
## stopped after 100 iterations
## # weights: 91
## initial value 148.341599
## iter 10 value 5.846958
## iter 20 value 0.782135
## iter 30 value 0.370375
## iter 40 value 0.344659
## iter 50 value 0.331209
## iter 60 value 0.307094
## iter 70 value 0.276666
## iter 80 value 0.259382
## iter 90 value 0.236624
## iter 100 value 0.217970
## final value 0.217970
## stopped after 100 iterations
## # weights: 107
## initial value 131.092046
## iter 10 value 4.614641
## iter 20 value 0.693112
## iter 30 value 0.415501
## iter 40 value 0.342499
## iter 50 value 0.291053
## iter 60 value 0.247374
## iter 70 value 0.229014
## iter 80 value 0.217141
## iter 90 value 0.205165
## iter 100 value 0.192433
## final value 0.192433
## stopped after 100 iterations
## # weights: 123
## initial value 147.872675
## iter 10 value 4.356522
## iter 20 value 0.720671
## iter 30 value 0.517444
## iter 40 value 0.394850
## iter 50 value 0.312434
## iter 60 value 0.282826
## iter 70 value 0.260420
## iter 80 value 0.228308
## iter 90 value 0.212263
## iter 100 value 0.198655
## final value 0.198655
## stopped after 100 iterations
## # weights: 139
## initial value 106.679022
## iter 10 value 4.677842
## iter 20 value 0.703618
## iter 30 value 0.502896
## iter 40 value 0.443755
## iter 50 value 0.327275
## iter 60 value 0.243466
## iter 70 value 0.227543
## iter 80 value 0.208422
## iter 90 value 0.189942
## iter 100 value 0.182880
## final value 0.182880
## stopped after 100 iterations
## # weights: 155
## initial value 155.446650
## iter 10 value 4.268958
## iter 20 value 0.638578
## iter 30 value 0.364489
## iter 40 value 0.338692
## iter 50 value 0.311973
## iter 60 value 0.278196
## iter 70 value 0.251749
## iter 80 value 0.236921
## iter 90 value 0.227958
## iter 100 value 0.215458
## final value 0.215458
## stopped after 100 iterations
## # weights: 11
## initial value 122.342856
## iter 10 value 28.352483
## iter 20 value 2.482451
## iter 30 value 1.632706
## iter 40 value 1.370250
## iter 50 value 1.325466
## iter 60 value 1.316608
## iter 70 value 0.811881
## iter 80 value 0.781651
## iter 90 value 0.696223
## iter 100 value 0.687535
## final value 0.687535
## stopped after 100 iterations
## # weights: 27
## initial value 118.848437
## iter 10 value 3.696193
## iter 20 value 0.121553
## iter 30 value 0.002451
## final value 0.000088
## converged
## # weights: 43
## initial value 146.918777
## iter 10 value 3.132230
## iter 20 value 0.068101
## iter 30 value 0.000331
## final value 0.000080
## converged
## # weights: 59
## initial value 170.274603
## iter 10 value 4.800226
## iter 20 value 0.161453
## iter 30 value 0.001681
## final value 0.000077
## converged
## # weights: 75
## initial value 149.700437
## iter 10 value 2.992310
## iter 20 value 0.872127
## iter 30 value 0.005057
## iter 40 value 0.000412
## final value 0.000055
## converged
## # weights: 91
## initial value 159.769129
## iter 10 value 6.406380
## iter 20 value 0.796013
## iter 30 value 0.000448
## final value 0.000071
## converged
## # weights: 107
## initial value 147.892049
## iter 10 value 3.653144
## iter 20 value 0.907300
## iter 30 value 0.000986
## final value 0.000089
## converged
## # weights: 123
## initial value 166.809901
## iter 10 value 4.010860
## iter 20 value 0.675422
## iter 30 value 0.005492
## final value 0.000078
## converged
## # weights: 139
## initial value 168.316279
## iter 10 value 10.024949
## iter 20 value 0.130912
## iter 30 value 0.009372
## iter 40 value 0.001431
## iter 50 value 0.000107
## iter 50 value 0.000081
## iter 50 value 0.000081
## final value 0.000081
## converged
## # weights: 155
## initial value 184.427575
## iter 10 value 3.572108
## iter 20 value 0.503168
## iter 30 value 0.002518
## final value 0.000092
## converged
## # weights: 11
## initial value 123.852485
## iter 10 value 59.651288
## iter 20 value 44.610398
## iter 30 value 43.142501
## final value 43.139243
## converged
## # weights: 27
## initial value 117.277586
## iter 10 value 22.156500
## iter 20 value 19.250565
## iter 30 value 19.216689
## iter 40 value 19.156208
## iter 50 value 18.961699
## final value 18.961341
## converged
## # weights: 43
## initial value 148.569809
## iter 10 value 21.707114
## iter 20 value 17.560135
## iter 30 value 17.087650
## iter 40 value 17.074132
## iter 50 value 17.072771
## final value 17.072734
## converged
## # weights: 59
## initial value 143.380729
## iter 10 value 19.504045
## iter 20 value 17.554042
## iter 30 value 17.168047
## iter 40 value 17.025820
## iter 50 value 17.016580
## iter 60 value 16.941159
## iter 70 value 16.911926
## iter 80 value 16.900567
## iter 90 value 16.899155
## final value 16.899149
## converged
## # weights: 75
## initial value 158.877374
## iter 10 value 24.006024
## iter 20 value 16.979887
## iter 30 value 16.504593
## iter 40 value 16.392502
## iter 50 value 16.363221
## iter 60 value 16.354560
## iter 70 value 16.348606
## iter 80 value 16.345286
## iter 90 value 16.343992
## iter 100 value 16.343649
## final value 16.343649
## stopped after 100 iterations
## # weights: 91
## initial value 211.648311
## iter 10 value 18.884562
## iter 20 value 16.414216
## iter 30 value 16.197576
## iter 40 value 16.137858
## iter 50 value 16.127268
## iter 60 value 16.121585
## iter 70 value 16.120903
## iter 80 value 16.120737
## iter 90 value 16.120659
## iter 100 value 16.120644
## final value 16.120644
## stopped after 100 iterations
## # weights: 107
## initial value 137.749511
## iter 10 value 17.020590
## iter 20 value 16.040527
## iter 30 value 15.955967
## iter 40 value 15.948622
## iter 50 value 15.945792
## iter 60 value 15.945195
## iter 70 value 15.945085
## iter 80 value 15.945070
## final value 15.945068
## converged
## # weights: 123
## initial value 136.230769
## iter 10 value 17.270574
## iter 20 value 15.905134
## iter 30 value 15.799772
## iter 40 value 15.762607
## iter 50 value 15.749734
## iter 60 value 15.741481
## iter 70 value 15.736430
## iter 80 value 15.735229
## iter 90 value 15.735162
## iter 100 value 15.735150
## final value 15.735150
## stopped after 100 iterations
## # weights: 139
## initial value 203.439946
## iter 10 value 18.050546
## iter 20 value 15.920455
## iter 30 value 15.687746
## iter 40 value 15.602026
## iter 50 value 15.578728
## iter 60 value 15.574205
## iter 70 value 15.573806
## iter 80 value 15.573734
## iter 90 value 15.573680
## iter 100 value 15.573660
## final value 15.573660
## stopped after 100 iterations
## # weights: 155
## initial value 133.781292
## iter 10 value 18.421010
## iter 20 value 15.834941
## iter 30 value 15.550075
## iter 40 value 15.482502
## iter 50 value 15.464210
## iter 60 value 15.456007
## iter 70 value 15.453759
## iter 80 value 15.452309
## iter 90 value 15.450803
## iter 100 value 15.450130
## final value 15.450130
## stopped after 100 iterations
## # weights: 11
## initial value 132.838132
## iter 10 value 38.140247
## iter 20 value 30.909827
## iter 30 value 30.906225
## final value 30.906081
## converged
## # weights: 27
## initial value 124.945517
## iter 10 value 24.300700
## iter 20 value 11.789866
## iter 30 value 11.135232
## iter 40 value 11.088844
## iter 50 value 11.079644
## final value 11.079587
## converged
## # weights: 43
## initial value 131.033422
## iter 10 value 16.006344
## iter 20 value 11.306819
## iter 30 value 10.931141
## iter 40 value 10.601207
## iter 50 value 10.456476
## iter 60 value 10.421730
## iter 70 value 10.386316
## iter 80 value 10.280710
## iter 90 value 10.220732
## iter 100 value 10.181969
## final value 10.181969
## stopped after 100 iterations
## # weights: 59
## initial value 130.723752
## iter 10 value 21.933565
## iter 20 value 10.892400
## iter 30 value 10.261783
## iter 40 value 10.054638
## iter 50 value 9.987571
## iter 60 value 9.940063
## iter 70 value 9.923606
## iter 80 value 9.917186
## iter 90 value 9.915483
## iter 100 value 9.915193
## final value 9.915193
## stopped after 100 iterations
## # weights: 75
## initial value 128.831473
## iter 10 value 13.416805
## iter 20 value 10.183110
## iter 30 value 10.035782
## iter 40 value 9.927994
## iter 50 value 9.874566
## iter 60 value 9.843002
## iter 70 value 9.831226
## iter 80 value 9.821839
## iter 90 value 9.812453
## iter 100 value 9.811802
## final value 9.811802
## stopped after 100 iterations
## # weights: 91
## initial value 145.701057
## iter 10 value 10.858574
## iter 20 value 9.900377
## iter 30 value 9.797686
## iter 40 value 9.732740
## iter 50 value 9.707099
## iter 60 value 9.699388
## iter 70 value 9.697372
## iter 80 value 9.696680
## iter 90 value 9.696398
## iter 100 value 9.696302
## final value 9.696302
## stopped after 100 iterations
## # weights: 107
## initial value 150.764221
## iter 10 value 18.899054
## iter 20 value 10.304037
## iter 30 value 9.755738
## iter 40 value 9.630332
## iter 50 value 9.613437
## iter 60 value 9.606750
## iter 70 value 9.596982
## iter 80 value 9.589560
## iter 90 value 9.587247
## iter 100 value 9.585841
## final value 9.585841
## stopped after 100 iterations
## # weights: 123
## initial value 148.039679
## iter 10 value 24.569204
## iter 20 value 10.244675
## iter 30 value 9.618255
## iter 40 value 9.548005
## iter 50 value 9.522228
## iter 60 value 9.512377
## iter 70 value 9.507621
## iter 80 value 9.506773
## iter 90 value 9.506426
## iter 100 value 9.506265
## final value 9.506265
## stopped after 100 iterations
## # weights: 139
## initial value 138.606635
## iter 10 value 11.747451
## iter 20 value 9.709525
## iter 30 value 9.551042
## iter 40 value 9.491070
## iter 50 value 9.471655
## iter 60 value 9.454558
## iter 70 value 9.441988
## iter 80 value 9.439560
## iter 90 value 9.439240
## iter 100 value 9.439019
## final value 9.439019
## stopped after 100 iterations
## # weights: 155
## initial value 221.654320
## iter 10 value 18.287249
## iter 20 value 10.021083
## iter 30 value 9.597405
## iter 40 value 9.503423
## iter 50 value 9.452699
## iter 60 value 9.422209
## iter 70 value 9.404358
## iter 80 value 9.391441
## iter 90 value 9.386100
## iter 100 value 9.382069
## final value 9.382069
## stopped after 100 iterations
## # weights: 11
## initial value 127.183189
## iter 10 value 70.465929
## iter 20 value 52.316531
## iter 30 value 23.080238
## iter 40 value 21.489300
## final value 21.489196
## converged
## # weights: 27
## initial value 122.630159
## iter 10 value 26.644146
## iter 20 value 8.488600
## iter 30 value 7.314553
## iter 40 value 7.224216
## iter 50 value 7.205002
## iter 60 value 7.196649
## iter 70 value 7.196561
## final value 7.196559
## converged
## # weights: 43
## initial value 123.103047
## iter 10 value 10.000086
## iter 20 value 6.872547
## iter 30 value 6.510401
## iter 40 value 6.449889
## iter 50 value 6.391630
## iter 60 value 6.363286
## iter 70 value 6.362294
## iter 80 value 6.362223
## final value 6.362200
## converged
## # weights: 59
## initial value 183.067125
## iter 10 value 7.512799
## iter 20 value 6.392422
## iter 30 value 6.304284
## iter 40 value 6.227323
## iter 50 value 6.197190
## iter 60 value 6.194233
## iter 70 value 6.193941
## iter 80 value 6.193878
## iter 90 value 6.193818
## iter 100 value 6.193803
## final value 6.193803
## stopped after 100 iterations
## # weights: 75
## initial value 129.913609
## iter 10 value 8.770998
## iter 20 value 6.420815
## iter 30 value 6.208341
## iter 40 value 6.168661
## iter 50 value 6.149299
## iter 60 value 6.132941
## iter 70 value 6.118649
## iter 80 value 6.111282
## iter 90 value 6.106591
## iter 100 value 6.105227
## final value 6.105227
## stopped after 100 iterations
## # weights: 91
## initial value 123.228627
## iter 10 value 11.324352
## iter 20 value 6.716168
## iter 30 value 6.349994
## iter 40 value 6.124153
## iter 50 value 6.090045
## iter 60 value 6.070417
## iter 70 value 6.063591
## iter 80 value 6.061496
## iter 90 value 6.060367
## iter 100 value 6.059818
## final value 6.059818
## stopped after 100 iterations
## # weights: 107
## initial value 146.549167
## iter 10 value 8.746381
## iter 20 value 6.275855
## iter 30 value 6.165800
## iter 40 value 6.141405
## iter 50 value 6.133203
## iter 60 value 6.122632
## iter 70 value 6.100418
## iter 80 value 6.085913
## iter 90 value 6.075793
## iter 100 value 6.064579
## final value 6.064579
## stopped after 100 iterations
## # weights: 123
## initial value 215.892919
## iter 10 value 9.797115
## iter 20 value 6.411285
## iter 30 value 6.084225
## iter 40 value 6.049379
## iter 50 value 6.017277
## iter 60 value 5.990452
## iter 70 value 5.987040
## iter 80 value 5.981367
## iter 90 value 5.977781
## iter 100 value 5.976453
## final value 5.976453
## stopped after 100 iterations
## # weights: 139
## initial value 113.317631
## iter 10 value 11.412212
## iter 20 value 6.421348
## iter 30 value 6.013817
## iter 40 value 5.976504
## iter 50 value 5.966439
## iter 60 value 5.959409
## iter 70 value 5.955538
## iter 80 value 5.952502
## iter 90 value 5.951027
## iter 100 value 5.950705
## final value 5.950705
## stopped after 100 iterations
## # weights: 155
## initial value 188.793431
## iter 10 value 8.371287
## iter 20 value 6.311213
## iter 30 value 6.147914
## iter 40 value 6.046049
## iter 50 value 5.965953
## iter 60 value 5.946905
## iter 70 value 5.937703
## iter 80 value 5.933925
## iter 90 value 5.931421
## iter 100 value 5.929363
## final value 5.929363
## stopped after 100 iterations
## # weights: 11
## initial value 129.335194
## iter 10 value 53.209647
## iter 20 value 21.774866
## iter 30 value 14.715791
## iter 40 value 14.671419
## iter 50 value 14.670205
## final value 14.670188
## converged
## # weights: 27
## initial value 142.268745
## iter 10 value 10.090681
## iter 20 value 4.949687
## iter 30 value 4.707107
## iter 40 value 4.629642
## iter 50 value 4.607679
## iter 60 value 4.601532
## iter 70 value 4.599626
## iter 80 value 4.599067
## iter 90 value 4.598803
## iter 100 value 4.598779
## final value 4.598779
## stopped after 100 iterations
## # weights: 43
## initial value 140.515900
## iter 10 value 8.057556
## iter 20 value 4.981858
## iter 30 value 4.631378
## iter 40 value 4.470038
## iter 50 value 4.362197
## iter 60 value 4.269642
## iter 70 value 4.160994
## iter 80 value 4.030483
## iter 90 value 3.968614
## iter 100 value 3.939242
## final value 3.939242
## stopped after 100 iterations
## # weights: 59
## initial value 129.976754
## iter 10 value 18.758138
## iter 20 value 5.397179
## iter 30 value 4.403416
## iter 40 value 4.235943
## iter 50 value 4.211096
## iter 60 value 4.200275
## iter 70 value 4.190114
## iter 80 value 4.174707
## iter 90 value 4.146909
## iter 100 value 4.126894
## final value 4.126894
## stopped after 100 iterations
## # weights: 75
## initial value 136.118379
## iter 10 value 13.143969
## iter 20 value 5.131834
## iter 30 value 4.459391
## iter 40 value 4.228192
## iter 50 value 4.112275
## iter 60 value 3.995960
## iter 70 value 3.906767
## iter 80 value 3.826673
## iter 90 value 3.781719
## iter 100 value 3.729300
## final value 3.729300
## stopped after 100 iterations
## # weights: 91
## initial value 121.487745
## iter 10 value 5.396597
## iter 20 value 4.457110
## iter 30 value 4.167362
## iter 40 value 4.103763
## iter 50 value 4.073396
## iter 60 value 4.063130
## iter 70 value 4.057725
## iter 80 value 4.053902
## iter 90 value 4.052317
## iter 100 value 4.051277
## final value 4.051277
## stopped after 100 iterations
## # weights: 107
## initial value 127.931952
## iter 10 value 6.024403
## iter 20 value 4.582726
## iter 30 value 4.197008
## iter 40 value 4.105533
## iter 50 value 4.064369
## iter 60 value 4.043903
## iter 70 value 3.931649
## iter 80 value 3.802297
## iter 90 value 3.737272
## iter 100 value 3.643220
## final value 3.643220
## stopped after 100 iterations
## # weights: 123
## initial value 173.441249
## iter 10 value 11.322737
## iter 20 value 5.208059
## iter 30 value 4.237334
## iter 40 value 3.914454
## iter 50 value 3.841427
## iter 60 value 3.801935
## iter 70 value 3.776508
## iter 80 value 3.752265
## iter 90 value 3.737420
## iter 100 value 3.731289
## final value 3.731289
## stopped after 100 iterations
## # weights: 139
## initial value 153.197316
## iter 10 value 6.218059
## iter 20 value 4.279994
## iter 30 value 3.978765
## iter 40 value 3.834682
## iter 50 value 3.738594
## iter 60 value 3.623061
## iter 70 value 3.588111
## iter 80 value 3.580734
## iter 90 value 3.578276
## iter 100 value 3.575610
## final value 3.575610
## stopped after 100 iterations
## # weights: 155
## initial value 126.707276
## iter 10 value 6.642468
## iter 20 value 4.399130
## iter 30 value 3.859074
## iter 40 value 3.718091
## iter 50 value 3.662956
## iter 60 value 3.587951
## iter 70 value 3.570160
## iter 80 value 3.564520
## iter 90 value 3.541259
## iter 100 value 3.513498
## final value 3.513498
## stopped after 100 iterations
## # weights: 11
## initial value 128.484062
## iter 10 value 49.563113
## iter 20 value 26.093915
## iter 30 value 10.017679
## iter 40 value 10.000992
## iter 50 value 10.000526
## final value 10.000320
## converged
## # weights: 27
## initial value 121.279728
## iter 10 value 10.943923
## iter 20 value 4.260183
## iter 30 value 3.501617
## iter 40 value 3.322000
## iter 50 value 3.226100
## iter 60 value 3.087972
## iter 70 value 2.849622
## iter 80 value 2.619758
## iter 90 value 2.573044
## iter 100 value 2.569789
## final value 2.569789
## stopped after 100 iterations
## # weights: 43
## initial value 119.267685
## iter 10 value 7.932556
## iter 20 value 3.906010
## iter 30 value 3.275136
## iter 40 value 3.144647
## iter 50 value 3.051926
## iter 60 value 2.909440
## iter 70 value 2.664582
## iter 80 value 2.552787
## iter 90 value 2.359166
## iter 100 value 2.140640
## final value 2.140640
## stopped after 100 iterations
## # weights: 59
## initial value 135.237465
## iter 10 value 8.569014
## iter 20 value 3.273987
## iter 30 value 3.128814
## iter 40 value 2.936285
## iter 50 value 2.538762
## iter 60 value 2.387316
## iter 70 value 2.278064
## iter 80 value 2.205813
## iter 90 value 2.191586
## iter 100 value 2.181188
## final value 2.181188
## stopped after 100 iterations
## # weights: 75
## initial value 185.496215
## iter 10 value 14.007860
## iter 20 value 6.210766
## iter 30 value 3.685904
## iter 40 value 3.166951
## iter 50 value 2.738338
## iter 60 value 2.470209
## iter 70 value 2.345409
## iter 80 value 2.209363
## iter 90 value 2.103100
## iter 100 value 2.022490
## final value 2.022490
## stopped after 100 iterations
## # weights: 91
## initial value 120.199980
## iter 10 value 4.890312
## iter 20 value 3.607790
## iter 30 value 2.943203
## iter 40 value 2.792976
## iter 50 value 2.394005
## iter 60 value 2.241914
## iter 70 value 2.183948
## iter 80 value 2.165599
## iter 90 value 2.147102
## iter 100 value 2.124007
## final value 2.124007
## stopped after 100 iterations
## # weights: 107
## initial value 185.076317
## iter 10 value 4.993505
## iter 20 value 3.106996
## iter 30 value 2.943227
## iter 40 value 2.483998
## iter 50 value 2.243298
## iter 60 value 2.182100
## iter 70 value 2.146280
## iter 80 value 2.117179
## iter 90 value 2.079481
## iter 100 value 2.039021
## final value 2.039021
## stopped after 100 iterations
## # weights: 123
## initial value 130.518459
## iter 10 value 4.807123
## iter 20 value 3.143060
## iter 30 value 3.030688
## iter 40 value 2.625723
## iter 50 value 2.321624
## iter 60 value 2.144069
## iter 70 value 2.085190
## iter 80 value 2.065511
## iter 90 value 2.050274
## iter 100 value 2.043107
## final value 2.043107
## stopped after 100 iterations
## # weights: 139
## initial value 157.087442
## iter 10 value 4.109978
## iter 20 value 3.091713
## iter 30 value 2.896007
## iter 40 value 2.748951
## iter 50 value 2.341832
## iter 60 value 2.246391
## iter 70 value 2.171138
## iter 80 value 2.076428
## iter 90 value 2.048573
## iter 100 value 2.034371
## final value 2.034371
## stopped after 100 iterations
## # weights: 155
## initial value 134.022289
## iter 10 value 3.984597
## iter 20 value 3.225056
## iter 30 value 2.994790
## iter 40 value 2.791397
## iter 50 value 2.237749
## iter 60 value 2.078554
## iter 70 value 2.031615
## iter 80 value 2.006792
## iter 90 value 2.002075
## iter 100 value 2.000390
## final value 2.000390
## stopped after 100 iterations
## # weights: 11
## initial value 120.043461
## iter 10 value 56.325203
## iter 20 value 53.012137
## iter 30 value 51.884040
## iter 40 value 50.478407
## iter 50 value 43.928373
## iter 60 value 10.181742
## iter 70 value 7.222213
## iter 80 value 6.961267
## iter 90 value 6.940896
## iter 100 value 6.940837
## final value 6.940837
## stopped after 100 iterations
## # weights: 27
## initial value 118.328046
## iter 10 value 4.232741
## iter 20 value 2.825465
## iter 30 value 2.216684
## iter 40 value 2.138827
## iter 50 value 2.096770
## iter 60 value 2.082405
## iter 70 value 1.980612
## iter 80 value 1.767821
## iter 90 value 1.628339
## iter 100 value 1.521230
## final value 1.521230
## stopped after 100 iterations
## # weights: 43
## initial value 148.361964
## iter 10 value 3.646992
## iter 20 value 2.426382
## iter 30 value 1.627432
## iter 40 value 1.355245
## iter 50 value 1.269103
## iter 60 value 1.236625
## iter 70 value 1.226209
## iter 80 value 1.214254
## iter 90 value 1.197556
## iter 100 value 1.178468
## final value 1.178468
## stopped after 100 iterations
## # weights: 59
## initial value 131.335832
## iter 10 value 4.162435
## iter 20 value 2.837231
## iter 30 value 2.358648
## iter 40 value 2.082164
## iter 50 value 2.028673
## iter 60 value 2.003922
## iter 70 value 1.989622
## iter 80 value 1.977223
## iter 90 value 1.795961
## iter 100 value 1.432400
## final value 1.432400
## stopped after 100 iterations
## # weights: 75
## initial value 146.336581
## iter 10 value 5.902734
## iter 20 value 1.690214
## iter 30 value 1.210946
## iter 40 value 1.075523
## iter 50 value 1.032746
## iter 60 value 1.011909
## iter 70 value 1.004244
## iter 80 value 0.999114
## iter 90 value 0.994333
## iter 100 value 0.989502
## final value 0.989502
## stopped after 100 iterations
## # weights: 91
## initial value 123.805672
## iter 10 value 6.359726
## iter 20 value 2.297915
## iter 30 value 2.031575
## iter 40 value 1.532461
## iter 50 value 1.287054
## iter 60 value 1.204514
## iter 70 value 1.154132
## iter 80 value 1.134801
## iter 90 value 1.126537
## iter 100 value 1.121672
## final value 1.121672
## stopped after 100 iterations
## # weights: 107
## initial value 156.060094
## iter 10 value 5.916237
## iter 20 value 2.512018
## iter 30 value 1.684056
## iter 40 value 1.328844
## iter 50 value 1.237891
## iter 60 value 1.187877
## iter 70 value 1.145108
## iter 80 value 1.101897
## iter 90 value 1.078492
## iter 100 value 1.066648
## final value 1.066648
## stopped after 100 iterations
## # weights: 123
## initial value 160.532183
## iter 10 value 3.794930
## iter 20 value 2.360950
## iter 30 value 2.079215
## iter 40 value 1.691442
## iter 50 value 1.244497
## iter 60 value 1.135576
## iter 70 value 1.119409
## iter 80 value 1.110664
## iter 90 value 1.102566
## iter 100 value 1.092799
## final value 1.092799
## stopped after 100 iterations
## # weights: 139
## initial value 112.504890
## iter 10 value 5.174910
## iter 20 value 1.947428
## iter 30 value 1.377074
## iter 40 value 1.203002
## iter 50 value 1.141958
## iter 60 value 1.110500
## iter 70 value 1.088765
## iter 80 value 1.080214
## iter 90 value 1.071771
## iter 100 value 1.064955
## final value 1.064955
## stopped after 100 iterations
## # weights: 155
## initial value 152.369545
## iter 10 value 4.230364
## iter 20 value 2.076135
## iter 30 value 1.657178
## iter 40 value 1.218433
## iter 50 value 1.071912
## iter 60 value 1.018062
## iter 70 value 0.985282
## iter 80 value 0.974676
## iter 90 value 0.969381
## iter 100 value 0.960870
## final value 0.960870
## stopped after 100 iterations
## # weights: 11
## initial value 116.902224
## iter 10 value 40.839433
## iter 20 value 7.624729
## iter 30 value 5.179115
## iter 40 value 5.051950
## iter 50 value 4.998339
## iter 60 value 4.998192
## iter 70 value 4.998177
## iter 80 value 4.998172
## iter 90 value 4.998138
## final value 4.998134
## converged
## # weights: 27
## initial value 137.830268
## iter 10 value 5.113751
## iter 20 value 2.021549
## iter 30 value 1.870393
## iter 40 value 1.729491
## iter 50 value 1.609745
## iter 60 value 1.466390
## iter 70 value 1.257046
## iter 80 value 1.130731
## iter 90 value 0.958550
## iter 100 value 0.891445
## final value 0.891445
## stopped after 100 iterations
## # weights: 43
## initial value 118.443361
## iter 10 value 12.765913
## iter 20 value 3.997116
## iter 30 value 2.439104
## iter 40 value 1.769459
## iter 50 value 1.246645
## iter 60 value 1.131868
## iter 70 value 0.976779
## iter 80 value 0.882203
## iter 90 value 0.834841
## iter 100 value 0.817799
## final value 0.817799
## stopped after 100 iterations
## # weights: 59
## initial value 121.808046
## iter 10 value 4.466458
## iter 20 value 1.496778
## iter 30 value 1.074835
## iter 40 value 0.866054
## iter 50 value 0.721614
## iter 60 value 0.664499
## iter 70 value 0.625057
## iter 80 value 0.593465
## iter 90 value 0.579782
## iter 100 value 0.555680
## final value 0.555680
## stopped after 100 iterations
## # weights: 75
## initial value 130.589947
## iter 10 value 4.537463
## iter 20 value 1.654916
## iter 30 value 1.387942
## iter 40 value 1.225545
## iter 50 value 0.958889
## iter 60 value 0.814709
## iter 70 value 0.730590
## iter 80 value 0.680329
## iter 90 value 0.648617
## iter 100 value 0.611189
## final value 0.611189
## stopped after 100 iterations
## # weights: 91
## initial value 130.521913
## iter 10 value 7.004180
## iter 20 value 1.936729
## iter 30 value 1.041270
## iter 40 value 0.871142
## iter 50 value 0.770088
## iter 60 value 0.711097
## iter 70 value 0.655929
## iter 80 value 0.624920
## iter 90 value 0.603417
## iter 100 value 0.580607
## final value 0.580607
## stopped after 100 iterations
## # weights: 107
## initial value 131.770717
## iter 10 value 3.982204
## iter 20 value 1.099762
## iter 30 value 0.952171
## iter 40 value 0.731780
## iter 50 value 0.666549
## iter 60 value 0.643491
## iter 70 value 0.618006
## iter 80 value 0.592682
## iter 90 value 0.559860
## iter 100 value 0.542053
## final value 0.542053
## stopped after 100 iterations
## # weights: 123
## initial value 136.991945
## iter 10 value 3.117996
## iter 20 value 1.335309
## iter 30 value 1.051097
## iter 40 value 0.883986
## iter 50 value 0.757131
## iter 60 value 0.623056
## iter 70 value 0.587417
## iter 80 value 0.557256
## iter 90 value 0.537034
## iter 100 value 0.524935
## final value 0.524935
## stopped after 100 iterations
## # weights: 139
## initial value 166.297055
## iter 10 value 4.025570
## iter 20 value 1.530706
## iter 30 value 1.139600
## iter 40 value 0.869716
## iter 50 value 0.761469
## iter 60 value 0.686561
## iter 70 value 0.620725
## iter 80 value 0.584005
## iter 90 value 0.568047
## iter 100 value 0.550423
## final value 0.550423
## stopped after 100 iterations
## # weights: 155
## initial value 159.505671
## iter 10 value 5.150872
## iter 20 value 2.029928
## iter 30 value 1.101761
## iter 40 value 0.758968
## iter 50 value 0.637420
## iter 60 value 0.581327
## iter 70 value 0.544272
## iter 80 value 0.520359
## iter 90 value 0.507113
## iter 100 value 0.495515
## final value 0.495515
## stopped after 100 iterations
## # weights: 11
## initial value 121.864739
## iter 10 value 56.772209
## iter 20 value 46.091737
## iter 30 value 37.418612
## iter 40 value 10.834449
## iter 50 value 4.292814
## iter 60 value 3.872339
## iter 70 value 3.800485
## iter 80 value 3.768514
## iter 90 value 3.768195
## final value 3.767825
## converged
## # weights: 27
## initial value 124.834826
## iter 10 value 13.258281
## iter 20 value 2.546739
## iter 30 value 1.099567
## iter 40 value 0.882200
## iter 50 value 0.740047
## iter 60 value 0.664652
## iter 70 value 0.631037
## iter 80 value 0.584293
## iter 90 value 0.502663
## iter 100 value 0.480519
## final value 0.480519
## stopped after 100 iterations
## # weights: 43
## initial value 177.005408
## iter 10 value 5.746513
## iter 20 value 1.032589
## iter 30 value 0.785040
## iter 40 value 0.745789
## iter 50 value 0.706162
## iter 60 value 0.676543
## iter 70 value 0.648789
## iter 80 value 0.603980
## iter 90 value 0.538521
## iter 100 value 0.514014
## final value 0.514014
## stopped after 100 iterations
## # weights: 59
## initial value 164.252916
## iter 10 value 8.525182
## iter 20 value 2.064601
## iter 30 value 0.955903
## iter 40 value 0.818855
## iter 50 value 0.737787
## iter 60 value 0.689886
## iter 70 value 0.633489
## iter 80 value 0.571196
## iter 90 value 0.519235
## iter 100 value 0.486540
## final value 0.486540
## stopped after 100 iterations
## # weights: 75
## initial value 137.409642
## iter 10 value 4.314877
## iter 20 value 0.691655
## iter 30 value 0.496281
## iter 40 value 0.404671
## iter 50 value 0.339475
## iter 60 value 0.293723
## iter 70 value 0.280020
## iter 80 value 0.270966
## iter 90 value 0.262256
## iter 100 value 0.255546
## final value 0.255546
## stopped after 100 iterations
## # weights: 91
## initial value 139.854378
## iter 10 value 3.428110
## iter 20 value 1.207331
## iter 30 value 0.590896
## iter 40 value 0.424773
## iter 50 value 0.365901
## iter 60 value 0.334497
## iter 70 value 0.307690
## iter 80 value 0.284757
## iter 90 value 0.272750
## iter 100 value 0.258416
## final value 0.258416
## stopped after 100 iterations
## # weights: 107
## initial value 136.429073
## iter 10 value 4.084095
## iter 20 value 0.982516
## iter 30 value 0.654534
## iter 40 value 0.494775
## iter 50 value 0.397007
## iter 60 value 0.367585
## iter 70 value 0.335562
## iter 80 value 0.318441
## iter 90 value 0.303482
## iter 100 value 0.293181
## final value 0.293181
## stopped after 100 iterations
## # weights: 123
## initial value 183.368133
## iter 10 value 5.118080
## iter 20 value 1.128005
## iter 30 value 0.581190
## iter 40 value 0.414754
## iter 50 value 0.358217
## iter 60 value 0.323910
## iter 70 value 0.310369
## iter 80 value 0.294004
## iter 90 value 0.286005
## iter 100 value 0.277679
## final value 0.277679
## stopped after 100 iterations
## # weights: 139
## initial value 169.004832
## iter 10 value 4.153331
## iter 20 value 0.918315
## iter 30 value 0.489877
## iter 40 value 0.431820
## iter 50 value 0.363783
## iter 60 value 0.335091
## iter 70 value 0.321721
## iter 80 value 0.309074
## iter 90 value 0.296229
## iter 100 value 0.289617
## final value 0.289617
## stopped after 100 iterations
## # weights: 155
## initial value 149.575758
## iter 10 value 3.489791
## iter 20 value 0.986025
## iter 30 value 0.586586
## iter 40 value 0.430956
## iter 50 value 0.356334
## iter 60 value 0.331500
## iter 70 value 0.315217
## iter 80 value 0.297463
## iter 90 value 0.281452
## iter 100 value 0.268451
## final value 0.268451
## stopped after 100 iterations
## # weights: 11
## initial value 121.924106
## iter 10 value 20.282866
## iter 20 value 5.438538
## iter 30 value 3.102399
## iter 40 value 3.034693
## iter 50 value 3.000763
## iter 60 value 2.980989
## iter 70 value 2.974396
## iter 80 value 2.971130
## iter 90 value 2.969896
## iter 100 value 2.968010
## final value 2.968010
## stopped after 100 iterations
## # weights: 27
## initial value 119.728940
## iter 10 value 14.725072
## iter 20 value 1.525906
## iter 30 value 1.019554
## iter 40 value 0.896349
## iter 50 value 0.719192
## iter 60 value 0.625423
## iter 70 value 0.514488
## iter 80 value 0.478987
## iter 90 value 0.413871
## iter 100 value 0.285326
## final value 0.285326
## stopped after 100 iterations
## # weights: 43
## initial value 132.559024
## iter 10 value 6.899620
## iter 20 value 1.413396
## iter 30 value 0.502780
## iter 40 value 0.476855
## iter 50 value 0.459184
## iter 60 value 0.427325
## iter 70 value 0.415708
## iter 80 value 0.404642
## iter 90 value 0.386684
## iter 100 value 0.371781
## final value 0.371781
## stopped after 100 iterations
## # weights: 59
## initial value 145.238303
## iter 10 value 3.398588
## iter 20 value 1.233961
## iter 30 value 0.338755
## iter 40 value 0.299020
## iter 50 value 0.262762
## iter 60 value 0.227465
## iter 70 value 0.199526
## iter 80 value 0.174813
## iter 90 value 0.163880
## iter 100 value 0.157725
## final value 0.157725
## stopped after 100 iterations
## # weights: 75
## initial value 133.786200
## iter 10 value 12.585036
## iter 20 value 1.778229
## iter 30 value 0.406777
## iter 40 value 0.304169
## iter 50 value 0.266280
## iter 60 value 0.237371
## iter 70 value 0.212141
## iter 80 value 0.177656
## iter 90 value 0.162538
## iter 100 value 0.158456
## final value 0.158456
## stopped after 100 iterations
## # weights: 91
## initial value 133.594850
## iter 10 value 3.646045
## iter 20 value 1.099289
## iter 30 value 0.360093
## iter 40 value 0.329287
## iter 50 value 0.280378
## iter 60 value 0.251272
## iter 70 value 0.212207
## iter 80 value 0.198984
## iter 90 value 0.188250
## iter 100 value 0.180422
## final value 0.180422
## stopped after 100 iterations
## # weights: 107
## initial value 152.247011
## iter 10 value 6.849046
## iter 20 value 0.969261
## iter 30 value 0.265808
## iter 40 value 0.235482
## iter 50 value 0.208961
## iter 60 value 0.181774
## iter 70 value 0.168192
## iter 80 value 0.154581
## iter 90 value 0.141899
## iter 100 value 0.133514
## final value 0.133514
## stopped after 100 iterations
## # weights: 123
## initial value 150.261661
## iter 10 value 3.602175
## iter 20 value 0.774878
## iter 30 value 0.341773
## iter 40 value 0.319929
## iter 50 value 0.257717
## iter 60 value 0.225054
## iter 70 value 0.205109
## iter 80 value 0.191764
## iter 90 value 0.183418
## iter 100 value 0.175836
## final value 0.175836
## stopped after 100 iterations
## # weights: 139
## initial value 136.420924
## iter 10 value 2.642730
## iter 20 value 0.826769
## iter 30 value 0.304878
## iter 40 value 0.262808
## iter 50 value 0.218367
## iter 60 value 0.184193
## iter 70 value 0.163724
## iter 80 value 0.153295
## iter 90 value 0.145803
## iter 100 value 0.140205
## final value 0.140205
## stopped after 100 iterations
## # weights: 155
## initial value 169.488574
## iter 10 value 3.555032
## iter 20 value 0.473591
## iter 30 value 0.350477
## iter 40 value 0.263786
## iter 50 value 0.215258
## iter 60 value 0.191131
## iter 70 value 0.180680
## iter 80 value 0.165921
## iter 90 value 0.158820
## iter 100 value 0.154426
## final value 0.154426
## stopped after 100 iterations
## # weights: 11
## initial value 117.341337
## iter 10 value 49.960473
## iter 20 value 49.906664
## final value 49.906598
## converged
## # weights: 27
## initial value 120.527865
## iter 10 value 23.103539
## iter 20 value 3.542061
## iter 30 value 1.152188
## iter 40 value 0.001669
## final value 0.000067
## converged
## # weights: 43
## initial value 113.191138
## iter 10 value 6.449751
## iter 20 value 1.036678
## iter 30 value 0.013151
## final value 0.000061
## converged
## # weights: 59
## initial value 159.525236
## iter 10 value 4.441068
## iter 20 value 1.627247
## iter 30 value 0.003701
## final value 0.000088
## converged
## # weights: 75
## initial value 137.766474
## iter 10 value 4.759905
## iter 20 value 1.652567
## iter 30 value 0.014163
## iter 40 value 0.001057
## iter 50 value 0.000235
## final value 0.000070
## converged
## # weights: 91
## initial value 134.432362
## iter 10 value 5.358469
## iter 20 value 1.777546
## iter 30 value 0.015688
## iter 40 value 0.001673
## iter 50 value 0.000166
## final value 0.000093
## converged
## # weights: 107
## initial value 105.718717
## iter 10 value 4.486506
## iter 20 value 1.171751
## iter 30 value 0.000545
## final value 0.000070
## converged
## # weights: 123
## initial value 126.454174
## iter 10 value 3.428433
## iter 20 value 1.815318
## iter 30 value 0.027354
## iter 40 value 0.001111
## final value 0.000075
## converged
## # weights: 139
## initial value 159.809174
## iter 10 value 5.066065
## iter 20 value 0.769490
## iter 30 value 0.000710
## iter 40 value 0.000131
## iter 40 value 0.000099
## iter 40 value 0.000097
## final value 0.000097
## converged
## # weights: 155
## initial value 191.384182
## iter 10 value 4.827005
## iter 20 value 1.495132
## iter 30 value 0.008198
## iter 40 value 0.001536
## final value 0.000079
## converged
## # weights: 11
## initial value 119.200237
## iter 10 value 74.789383
## iter 20 value 48.500663
## iter 30 value 43.063079
## final value 43.054021
## converged
## # weights: 27
## initial value 136.928879
## iter 10 value 26.248524
## iter 20 value 19.454294
## iter 30 value 19.422050
## iter 40 value 19.420326
## final value 19.420316
## converged
## # weights: 43
## initial value 135.124786
## iter 10 value 22.777360
## iter 20 value 17.949504
## iter 30 value 17.825823
## iter 40 value 17.794719
## iter 50 value 17.794093
## iter 60 value 17.793993
## final value 17.793686
## converged
## # weights: 59
## initial value 119.119270
## iter 10 value 23.990758
## iter 20 value 17.473155
## iter 30 value 17.158916
## iter 40 value 17.053436
## iter 50 value 17.038212
## iter 60 value 17.037834
## iter 70 value 17.037827
## final value 17.037826
## converged
## # weights: 75
## initial value 154.019837
## iter 10 value 30.470601
## iter 20 value 17.605547
## iter 30 value 16.963122
## iter 40 value 16.809168
## iter 50 value 16.765520
## iter 60 value 16.746553
## iter 70 value 16.742675
## iter 80 value 16.741694
## iter 90 value 16.741552
## iter 100 value 16.741546
## final value 16.741546
## stopped after 100 iterations
## # weights: 91
## initial value 136.911207
## iter 10 value 22.489288
## iter 20 value 16.674147
## iter 30 value 16.581030
## iter 40 value 16.575011
## iter 50 value 16.573396
## iter 60 value 16.572039
## iter 70 value 16.547210
## iter 80 value 16.535631
## iter 90 value 16.534258
## iter 100 value 16.532781
## final value 16.532781
## stopped after 100 iterations
## # weights: 107
## initial value 134.124248
## iter 10 value 19.626523
## iter 20 value 16.669146
## iter 30 value 16.435662
## iter 40 value 16.384963
## iter 50 value 16.377088
## iter 60 value 16.373836
## iter 70 value 16.373250
## iter 80 value 16.373071
## iter 90 value 16.372996
## iter 100 value 16.372928
## final value 16.372928
## stopped after 100 iterations
## # weights: 123
## initial value 191.647234
## iter 10 value 20.649392
## iter 20 value 16.493904
## iter 30 value 16.265943
## iter 40 value 16.186000
## iter 50 value 16.149794
## iter 60 value 16.144901
## iter 70 value 16.133625
## iter 80 value 16.124116
## iter 90 value 16.122853
## iter 100 value 16.122323
## final value 16.122323
## stopped after 100 iterations
## # weights: 139
## initial value 170.056524
## iter 10 value 28.738323
## iter 20 value 16.535227
## iter 30 value 16.140225
## iter 40 value 16.002749
## iter 50 value 15.967989
## iter 60 value 15.963009
## iter 70 value 15.961166
## iter 80 value 15.960563
## iter 90 value 15.960383
## iter 100 value 15.960281
## final value 15.960281
## stopped after 100 iterations
## # weights: 155
## initial value 123.558751
## iter 10 value 18.899016
## iter 20 value 16.516987
## iter 30 value 16.123336
## iter 40 value 15.970697
## iter 50 value 15.910375
## iter 60 value 15.887489
## iter 70 value 15.878384
## iter 80 value 15.876514
## iter 90 value 15.875746
## iter 100 value 15.875165
## final value 15.875165
## stopped after 100 iterations
## # weights: 11
## initial value 118.108995
## iter 10 value 56.784925
## iter 20 value 49.841945
## iter 30 value 31.486916
## iter 40 value 30.810531
## iter 40 value 30.810531
## iter 40 value 30.810531
## final value 30.810531
## converged
## # weights: 27
## initial value 135.571379
## iter 10 value 14.540716
## iter 20 value 11.938104
## iter 30 value 11.904091
## iter 40 value 11.902134
## iter 50 value 11.902090
## final value 11.902074
## converged
## # weights: 43
## initial value 127.653989
## iter 10 value 18.122632
## iter 20 value 11.098231
## iter 30 value 11.025243
## iter 40 value 11.010578
## iter 50 value 11.009290
## iter 60 value 11.009042
## iter 70 value 11.009029
## iter 70 value 11.009029
## iter 70 value 11.009029
## final value 11.009029
## converged
## # weights: 59
## initial value 142.599354
## iter 10 value 12.617987
## iter 20 value 10.662974
## iter 30 value 10.519586
## iter 40 value 10.484724
## iter 50 value 10.476588
## iter 60 value 10.474524
## iter 70 value 10.474298
## iter 80 value 10.474270
## iter 90 value 10.474254
## iter 100 value 10.474098
## final value 10.474098
## stopped after 100 iterations
## # weights: 75
## initial value 144.822622
## iter 10 value 15.279793
## iter 20 value 10.968953
## iter 30 value 10.545768
## iter 40 value 10.471125
## iter 50 value 10.431051
## iter 60 value 10.410125
## iter 70 value 10.408710
## iter 80 value 10.408406
## iter 90 value 10.408274
## iter 100 value 10.408148
## final value 10.408148
## stopped after 100 iterations
## # weights: 91
## initial value 123.016946
## iter 10 value 16.569451
## iter 20 value 10.486486
## iter 30 value 10.282624
## iter 40 value 10.252362
## iter 50 value 10.225205
## iter 60 value 10.215203
## iter 70 value 10.212848
## iter 80 value 10.212349
## iter 90 value 10.212131
## iter 100 value 10.212076
## final value 10.212076
## stopped after 100 iterations
## # weights: 107
## initial value 143.256077
## iter 10 value 16.367891
## iter 20 value 10.659398
## iter 30 value 10.252499
## iter 40 value 10.197167
## iter 50 value 10.156507
## iter 60 value 10.136753
## iter 70 value 10.122611
## iter 80 value 10.118873
## iter 90 value 10.116187
## iter 100 value 10.115117
## final value 10.115117
## stopped after 100 iterations
## # weights: 123
## initial value 134.713216
## iter 10 value 11.246756
## iter 20 value 10.203325
## iter 30 value 10.115011
## iter 40 value 10.083459
## iter 50 value 10.068875
## iter 60 value 10.059365
## iter 70 value 10.056925
## iter 80 value 10.054861
## iter 90 value 10.053647
## iter 100 value 10.052273
## final value 10.052273
## stopped after 100 iterations
## # weights: 139
## initial value 171.495751
## iter 10 value 14.778379
## iter 20 value 10.409074
## iter 30 value 10.024826
## iter 40 value 9.977845
## iter 50 value 9.964684
## iter 60 value 9.959632
## iter 70 value 9.957874
## iter 80 value 9.957405
## iter 90 value 9.957279
## iter 100 value 9.957244
## final value 9.957244
## stopped after 100 iterations
## # weights: 155
## initial value 146.938203
## iter 10 value 13.061301
## iter 20 value 10.133493
## iter 30 value 10.007065
## iter 40 value 9.935137
## iter 50 value 9.900201
## iter 60 value 9.893221
## iter 70 value 9.891725
## iter 80 value 9.890389
## iter 90 value 9.889769
## iter 100 value 9.889340
## final value 9.889340
## stopped after 100 iterations
## # weights: 11
## initial value 121.685605
## iter 10 value 50.622973
## iter 20 value 24.778992
## iter 30 value 21.449662
## iter 40 value 21.449031
## final value 21.448899
## converged
## # weights: 27
## initial value 126.058278
## iter 10 value 11.526899
## iter 20 value 9.366798
## iter 30 value 8.887473
## iter 40 value 8.702361
## iter 50 value 8.118374
## iter 60 value 7.744761
## iter 70 value 7.622261
## iter 80 value 7.619412
## iter 90 value 7.619321
## final value 7.619320
## converged
## # weights: 43
## initial value 132.673073
## iter 10 value 22.463978
## iter 20 value 8.796172
## iter 30 value 7.345885
## iter 40 value 7.119344
## iter 50 value 6.977210
## iter 60 value 6.954923
## iter 70 value 6.944015
## iter 80 value 6.928552
## iter 90 value 6.920603
## iter 100 value 6.919285
## final value 6.919285
## stopped after 100 iterations
## # weights: 59
## initial value 118.414742
## iter 10 value 10.677954
## iter 20 value 7.425910
## iter 30 value 7.006535
## iter 40 value 6.873067
## iter 50 value 6.817310
## iter 60 value 6.781618
## iter 70 value 6.769823
## iter 80 value 6.765793
## iter 90 value 6.764126
## iter 100 value 6.761811
## final value 6.761811
## stopped after 100 iterations
## # weights: 75
## initial value 123.147885
## iter 10 value 10.866402
## iter 20 value 7.086257
## iter 30 value 6.842725
## iter 40 value 6.784215
## iter 50 value 6.739482
## iter 60 value 6.714305
## iter 70 value 6.700108
## iter 80 value 6.691879
## iter 90 value 6.689200
## iter 100 value 6.686849
## final value 6.686849
## stopped after 100 iterations
## # weights: 91
## initial value 129.118423
## iter 10 value 9.801002
## iter 20 value 7.063752
## iter 30 value 6.850675
## iter 40 value 6.795607
## iter 50 value 6.754009
## iter 60 value 6.717745
## iter 70 value 6.696293
## iter 80 value 6.688274
## iter 90 value 6.682890
## iter 100 value 6.679899
## final value 6.679899
## stopped after 100 iterations
## # weights: 107
## initial value 219.601094
## iter 10 value 9.762102
## iter 20 value 6.928712
## iter 30 value 6.719328
## iter 40 value 6.649657
## iter 50 value 6.616445
## iter 60 value 6.594225
## iter 70 value 6.585546
## iter 80 value 6.581855
## iter 90 value 6.578045
## iter 100 value 6.576716
## final value 6.576716
## stopped after 100 iterations
## # weights: 123
## initial value 188.961798
## iter 10 value 11.887915
## iter 20 value 7.327522
## iter 30 value 6.790707
## iter 40 value 6.647009
## iter 50 value 6.575171
## iter 60 value 6.561301
## iter 70 value 6.552995
## iter 80 value 6.543344
## iter 90 value 6.540375
## iter 100 value 6.539491
## final value 6.539491
## stopped after 100 iterations
## # weights: 139
## initial value 142.731896
## iter 10 value 9.617381
## iter 20 value 6.771163
## iter 30 value 6.575423
## iter 40 value 6.551173
## iter 50 value 6.539410
## iter 60 value 6.530361
## iter 70 value 6.526661
## iter 80 value 6.524679
## iter 90 value 6.523649
## iter 100 value 6.523304
## final value 6.523304
## stopped after 100 iterations
## # weights: 155
## initial value 137.184036
## iter 10 value 32.350759
## iter 20 value 10.321619
## iter 30 value 6.991128
## iter 40 value 6.647725
## iter 50 value 6.554842
## iter 60 value 6.526831
## iter 70 value 6.507406
## iter 80 value 6.496752
## iter 90 value 6.494291
## iter 100 value 6.493268
## final value 6.493268
## stopped after 100 iterations
## # weights: 11
## initial value 124.030504
## iter 10 value 36.497681
## iter 20 value 15.653815
## iter 30 value 14.828952
## iter 40 value 14.701252
## final value 14.700973
## converged
## # weights: 27
## initial value 123.115712
## iter 10 value 9.915144
## iter 20 value 6.297279
## iter 30 value 5.922406
## iter 40 value 5.667926
## iter 50 value 5.573178
## iter 60 value 5.506378
## iter 70 value 5.463373
## iter 80 value 5.461633
## iter 90 value 5.461517
## iter 100 value 5.461349
## final value 5.461349
## stopped after 100 iterations
## # weights: 43
## initial value 110.029323
## iter 10 value 8.384348
## iter 20 value 5.921104
## iter 30 value 5.297570
## iter 40 value 5.108694
## iter 50 value 4.959348
## iter 60 value 4.909185
## iter 70 value 4.861962
## iter 80 value 4.656150
## iter 90 value 4.516690
## iter 100 value 4.468680
## final value 4.468680
## stopped after 100 iterations
## # weights: 59
## initial value 174.738947
## iter 10 value 13.451741
## iter 20 value 5.782022
## iter 30 value 5.116003
## iter 40 value 4.991673
## iter 50 value 4.920513
## iter 60 value 4.814506
## iter 70 value 4.723242
## iter 80 value 4.550104
## iter 90 value 4.365797
## iter 100 value 4.264048
## final value 4.264048
## stopped after 100 iterations
## # weights: 75
## initial value 110.219034
## iter 10 value 6.396236
## iter 20 value 5.139159
## iter 30 value 4.739425
## iter 40 value 4.669270
## iter 50 value 4.568191
## iter 60 value 4.372626
## iter 70 value 4.239159
## iter 80 value 4.177960
## iter 90 value 4.163847
## iter 100 value 4.153495
## final value 4.153495
## stopped after 100 iterations
## # weights: 91
## initial value 158.081418
## iter 10 value 7.114070
## iter 20 value 4.943557
## iter 30 value 4.700169
## iter 40 value 4.633556
## iter 50 value 4.565192
## iter 60 value 4.351600
## iter 70 value 4.165931
## iter 80 value 4.115064
## iter 90 value 4.095233
## iter 100 value 4.086445
## final value 4.086445
## stopped after 100 iterations
## # weights: 107
## initial value 231.179437
## iter 10 value 9.376073
## iter 20 value 5.941522
## iter 30 value 4.826805
## iter 40 value 4.638199
## iter 50 value 4.565699
## iter 60 value 4.226010
## iter 70 value 4.095429
## iter 80 value 4.065223
## iter 90 value 4.057666
## iter 100 value 4.052277
## final value 4.052277
## stopped after 100 iterations
## # weights: 123
## initial value 141.227677
## iter 10 value 7.340200
## iter 20 value 4.969228
## iter 30 value 4.725611
## iter 40 value 4.446070
## iter 50 value 4.120842
## iter 60 value 4.068206
## iter 70 value 4.053452
## iter 80 value 4.039920
## iter 90 value 4.026313
## iter 100 value 4.021829
## final value 4.021829
## stopped after 100 iterations
## # weights: 139
## initial value 137.078494
## iter 10 value 7.200900
## iter 20 value 4.952124
## iter 30 value 4.617711
## iter 40 value 4.441665
## iter 50 value 4.118605
## iter 60 value 4.036447
## iter 70 value 4.022580
## iter 80 value 4.015443
## iter 90 value 4.001184
## iter 100 value 3.994820
## final value 3.994820
## stopped after 100 iterations
## # weights: 155
## initial value 113.032866
## iter 10 value 6.348434
## iter 20 value 5.231084
## iter 30 value 4.559814
## iter 40 value 4.412625
## iter 50 value 4.376811
## iter 60 value 4.340392
## iter 70 value 4.321220
## iter 80 value 4.308360
## iter 90 value 4.302061
## iter 100 value 4.297799
## final value 4.297799
## stopped after 100 iterations
## # weights: 11
## initial value 125.918907
## iter 10 value 52.497182
## iter 20 value 51.743584
## iter 30 value 49.192952
## iter 40 value 16.648240
## iter 50 value 10.396149
## iter 60 value 10.242255
## iter 70 value 10.239439
## final value 10.239438
## converged
## # weights: 27
## initial value 130.485376
## iter 10 value 11.893414
## iter 20 value 4.955119
## iter 30 value 3.825727
## iter 40 value 3.699893
## iter 50 value 3.626089
## iter 60 value 3.595135
## iter 70 value 3.592155
## iter 80 value 3.589265
## iter 90 value 3.572803
## iter 100 value 3.233105
## final value 3.233105
## stopped after 100 iterations
## # weights: 43
## initial value 135.878208
## iter 10 value 6.587496
## iter 20 value 3.925131
## iter 30 value 3.691466
## iter 40 value 3.634961
## iter 50 value 3.579181
## iter 60 value 3.528927
## iter 70 value 3.393824
## iter 80 value 3.287561
## iter 90 value 2.876782
## iter 100 value 2.624872
## final value 2.624872
## stopped after 100 iterations
## # weights: 59
## initial value 129.820480
## iter 10 value 5.313097
## iter 20 value 3.942958
## iter 30 value 3.248163
## iter 40 value 3.052767
## iter 50 value 2.973980
## iter 60 value 2.864743
## iter 70 value 2.760555
## iter 80 value 2.681438
## iter 90 value 2.629461
## iter 100 value 2.589986
## final value 2.589986
## stopped after 100 iterations
## # weights: 75
## initial value 130.098105
## iter 10 value 6.939616
## iter 20 value 4.220709
## iter 30 value 3.525706
## iter 40 value 3.187540
## iter 50 value 2.972723
## iter 60 value 2.833104
## iter 70 value 2.760266
## iter 80 value 2.709447
## iter 90 value 2.656852
## iter 100 value 2.598368
## final value 2.598368
## stopped after 100 iterations
## # weights: 91
## initial value 118.961019
## iter 10 value 4.884485
## iter 20 value 3.705699
## iter 30 value 3.565498
## iter 40 value 3.370846
## iter 50 value 3.232426
## iter 60 value 2.960754
## iter 70 value 2.515077
## iter 80 value 2.407345
## iter 90 value 2.371689
## iter 100 value 2.358406
## final value 2.358406
## stopped after 100 iterations
## # weights: 107
## initial value 147.971405
## iter 10 value 7.095368
## iter 20 value 3.590311
## iter 30 value 3.204503
## iter 40 value 2.821346
## iter 50 value 2.615060
## iter 60 value 2.529979
## iter 70 value 2.475045
## iter 80 value 2.442414
## iter 90 value 2.420031
## iter 100 value 2.409682
## final value 2.409682
## stopped after 100 iterations
## # weights: 123
## initial value 129.737893
## iter 10 value 10.647581
## iter 20 value 5.823537
## iter 30 value 4.057199
## iter 40 value 3.181789
## iter 50 value 2.868708
## iter 60 value 2.709087
## iter 70 value 2.544210
## iter 80 value 2.444855
## iter 90 value 2.366816
## iter 100 value 2.331590
## final value 2.331590
## stopped after 100 iterations
## # weights: 139
## initial value 138.121845
## iter 10 value 6.899112
## iter 20 value 3.837216
## iter 30 value 3.249757
## iter 40 value 2.646263
## iter 50 value 2.425593
## iter 60 value 2.331707
## iter 70 value 2.295144
## iter 80 value 2.282731
## iter 90 value 2.274919
## iter 100 value 2.270278
## final value 2.270278
## stopped after 100 iterations
## # weights: 155
## initial value 198.040314
## iter 10 value 7.565633
## iter 20 value 3.930802
## iter 30 value 3.175182
## iter 40 value 2.715833
## iter 50 value 2.466681
## iter 60 value 2.412975
## iter 70 value 2.396381
## iter 80 value 2.385603
## iter 90 value 2.380856
## iter 100 value 2.376818
## final value 2.376818
## stopped after 100 iterations
## # weights: 11
## initial value 132.213070
## iter 10 value 47.768998
## iter 20 value 19.359159
## iter 30 value 8.140288
## iter 40 value 7.412642
## iter 50 value 7.361864
## iter 60 value 7.342840
## iter 70 value 7.342498
## iter 70 value 7.342498
## final value 7.342498
## converged
## # weights: 27
## initial value 162.544306
## iter 10 value 20.212824
## iter 20 value 3.607823
## iter 30 value 2.895017
## iter 40 value 2.482758
## iter 50 value 2.286199
## iter 60 value 2.234743
## iter 70 value 2.204660
## iter 80 value 2.197704
## iter 90 value 2.196803
## iter 100 value 2.196489
## final value 2.196489
## stopped after 100 iterations
## # weights: 43
## initial value 138.903935
## iter 10 value 6.891790
## iter 20 value 2.814064
## iter 30 value 2.346919
## iter 40 value 1.967723
## iter 50 value 1.818025
## iter 60 value 1.710728
## iter 70 value 1.643410
## iter 80 value 1.595215
## iter 90 value 1.571488
## iter 100 value 1.545318
## final value 1.545318
## stopped after 100 iterations
## # weights: 59
## initial value 130.049309
## iter 10 value 11.220495
## iter 20 value 3.947002
## iter 30 value 2.546386
## iter 40 value 1.971174
## iter 50 value 1.784897
## iter 60 value 1.707831
## iter 70 value 1.601653
## iter 80 value 1.540569
## iter 90 value 1.516927
## iter 100 value 1.503482
## final value 1.503482
## stopped after 100 iterations
## # weights: 75
## initial value 121.692133
## iter 10 value 16.681700
## iter 20 value 4.963987
## iter 30 value 3.349432
## iter 40 value 2.034042
## iter 50 value 1.609072
## iter 60 value 1.519000
## iter 70 value 1.421183
## iter 80 value 1.391469
## iter 90 value 1.376797
## iter 100 value 1.365629
## final value 1.365629
## stopped after 100 iterations
## # weights: 91
## initial value 133.448672
## iter 10 value 5.868120
## iter 20 value 2.828639
## iter 30 value 2.422395
## iter 40 value 1.960368
## iter 50 value 1.688000
## iter 60 value 1.591055
## iter 70 value 1.504419
## iter 80 value 1.427425
## iter 90 value 1.381391
## iter 100 value 1.360339
## final value 1.360339
## stopped after 100 iterations
## # weights: 107
## initial value 145.919761
## iter 10 value 4.487829
## iter 20 value 2.848681
## iter 30 value 2.161792
## iter 40 value 1.688700
## iter 50 value 1.440663
## iter 60 value 1.345864
## iter 70 value 1.294039
## iter 80 value 1.267293
## iter 90 value 1.248897
## iter 100 value 1.239030
## final value 1.239030
## stopped after 100 iterations
## # weights: 123
## initial value 123.555645
## iter 10 value 4.533815
## iter 20 value 3.024363
## iter 30 value 2.393481
## iter 40 value 2.170316
## iter 50 value 1.877256
## iter 60 value 1.659361
## iter 70 value 1.508646
## iter 80 value 1.442597
## iter 90 value 1.392992
## iter 100 value 1.339946
## final value 1.339946
## stopped after 100 iterations
## # weights: 139
## initial value 178.351143
## iter 10 value 4.078574
## iter 20 value 2.835648
## iter 30 value 2.064277
## iter 40 value 1.657476
## iter 50 value 1.464558
## iter 60 value 1.334335
## iter 70 value 1.272510
## iter 80 value 1.248893
## iter 90 value 1.214204
## iter 100 value 1.188864
## final value 1.188864
## stopped after 100 iterations
## # weights: 155
## initial value 145.198881
## iter 10 value 5.532885
## iter 20 value 2.925369
## iter 30 value 2.521276
## iter 40 value 2.306089
## iter 50 value 1.705233
## iter 60 value 1.509358
## iter 70 value 1.448121
## iter 80 value 1.405204
## iter 90 value 1.369493
## iter 100 value 1.338003
## final value 1.338003
## stopped after 100 iterations
## # weights: 11
## initial value 123.520597
## iter 10 value 27.121082
## iter 20 value 6.776638
## iter 30 value 6.001336
## iter 40 value 5.575010
## iter 50 value 5.541503
## iter 60 value 5.522377
## iter 70 value 5.512330
## final value 5.512330
## converged
## # weights: 27
## initial value 119.565547
## iter 10 value 15.397992
## iter 20 value 2.555706
## iter 30 value 1.980372
## iter 40 value 1.769003
## iter 50 value 1.577502
## iter 60 value 1.453373
## iter 70 value 1.406888
## iter 80 value 1.368301
## iter 90 value 1.350025
## iter 100 value 1.340111
## final value 1.340111
## stopped after 100 iterations
## # weights: 43
## initial value 167.731038
## iter 10 value 9.081968
## iter 20 value 2.919466
## iter 30 value 1.693101
## iter 40 value 1.446141
## iter 50 value 1.376433
## iter 60 value 1.280265
## iter 70 value 1.248910
## iter 80 value 1.221177
## iter 90 value 1.198771
## iter 100 value 1.183763
## final value 1.183763
## stopped after 100 iterations
## # weights: 59
## initial value 154.312361
## iter 10 value 8.953125
## iter 20 value 2.718392
## iter 30 value 1.346918
## iter 40 value 1.113033
## iter 50 value 0.946162
## iter 60 value 0.883787
## iter 70 value 0.833613
## iter 80 value 0.816080
## iter 90 value 0.786725
## iter 100 value 0.759272
## final value 0.759272
## stopped after 100 iterations
## # weights: 75
## initial value 114.185885
## iter 10 value 4.439217
## iter 20 value 2.051293
## iter 30 value 1.467015
## iter 40 value 1.230063
## iter 50 value 1.069072
## iter 60 value 1.001699
## iter 70 value 0.863035
## iter 80 value 0.784713
## iter 90 value 0.723307
## iter 100 value 0.698383
## final value 0.698383
## stopped after 100 iterations
## # weights: 91
## initial value 135.424359
## iter 10 value 4.292948
## iter 20 value 1.833694
## iter 30 value 1.452765
## iter 40 value 1.041619
## iter 50 value 0.905746
## iter 60 value 0.791082
## iter 70 value 0.740021
## iter 80 value 0.706714
## iter 90 value 0.681516
## iter 100 value 0.668589
## final value 0.668589
## stopped after 100 iterations
## # weights: 107
## initial value 154.328206
## iter 10 value 4.586483
## iter 20 value 2.052117
## iter 30 value 1.424205
## iter 40 value 1.212849
## iter 50 value 0.911694
## iter 60 value 0.789076
## iter 70 value 0.704607
## iter 80 value 0.674695
## iter 90 value 0.653113
## iter 100 value 0.633422
## final value 0.633422
## stopped after 100 iterations
## # weights: 123
## initial value 154.559160
## iter 10 value 4.114552
## iter 20 value 1.724757
## iter 30 value 1.099059
## iter 40 value 0.890910
## iter 50 value 0.763551
## iter 60 value 0.703605
## iter 70 value 0.644928
## iter 80 value 0.619385
## iter 90 value 0.605378
## iter 100 value 0.597757
## final value 0.597757
## stopped after 100 iterations
## # weights: 139
## initial value 159.953002
## iter 10 value 4.488850
## iter 20 value 2.190771
## iter 30 value 1.448363
## iter 40 value 1.045983
## iter 50 value 0.927775
## iter 60 value 0.857168
## iter 70 value 0.800184
## iter 80 value 0.765892
## iter 90 value 0.749332
## iter 100 value 0.733345
## final value 0.733345
## stopped after 100 iterations
## # weights: 155
## initial value 187.814602
## iter 10 value 3.750604
## iter 20 value 1.858020
## iter 30 value 1.236751
## iter 40 value 0.997008
## iter 50 value 0.819159
## iter 60 value 0.692754
## iter 70 value 0.653361
## iter 80 value 0.631492
## iter 90 value 0.618786
## iter 100 value 0.611772
## final value 0.611772
## stopped after 100 iterations
## # weights: 11
## initial value 118.026550
## iter 10 value 49.536907
## iter 20 value 40.905134
## iter 30 value 8.508698
## iter 40 value 4.412756
## iter 50 value 4.397177
## iter 60 value 4.363274
## iter 70 value 4.362927
## iter 80 value 4.361556
## final value 4.361547
## converged
## # weights: 27
## initial value 139.343609
## iter 10 value 6.596814
## iter 20 value 2.522404
## iter 30 value 1.490062
## iter 40 value 1.296011
## iter 50 value 1.120401
## iter 60 value 1.012145
## iter 70 value 0.994383
## iter 80 value 0.952908
## iter 90 value 0.943050
## iter 100 value 0.858345
## final value 0.858345
## stopped after 100 iterations
## # weights: 43
## initial value 117.937530
## iter 10 value 5.324849
## iter 20 value 1.937291
## iter 30 value 1.426702
## iter 40 value 1.225548
## iter 50 value 1.125122
## iter 60 value 0.958495
## iter 70 value 0.896069
## iter 80 value 0.832052
## iter 90 value 0.771770
## iter 100 value 0.630404
## final value 0.630404
## stopped after 100 iterations
## # weights: 59
## initial value 127.510357
## iter 10 value 4.217346
## iter 20 value 1.079920
## iter 30 value 0.868195
## iter 40 value 0.781174
## iter 50 value 0.655491
## iter 60 value 0.621476
## iter 70 value 0.594335
## iter 80 value 0.576447
## iter 90 value 0.555097
## iter 100 value 0.535052
## final value 0.535052
## stopped after 100 iterations
## # weights: 75
## initial value 190.380622
## iter 10 value 6.212022
## iter 20 value 2.029528
## iter 30 value 0.702911
## iter 40 value 0.603989
## iter 50 value 0.540645
## iter 60 value 0.485870
## iter 70 value 0.446321
## iter 80 value 0.432055
## iter 90 value 0.411330
## iter 100 value 0.389550
## final value 0.389550
## stopped after 100 iterations
## # weights: 91
## initial value 140.571049
## iter 10 value 3.730223
## iter 20 value 1.095831
## iter 30 value 0.907502
## iter 40 value 0.630127
## iter 50 value 0.498410
## iter 60 value 0.435275
## iter 70 value 0.406310
## iter 80 value 0.394110
## iter 90 value 0.382557
## iter 100 value 0.367281
## final value 0.367281
## stopped after 100 iterations
## # weights: 107
## initial value 148.876315
## iter 10 value 4.564373
## iter 20 value 1.786991
## iter 30 value 0.849061
## iter 40 value 0.618891
## iter 50 value 0.537355
## iter 60 value 0.485081
## iter 70 value 0.443617
## iter 80 value 0.422125
## iter 90 value 0.403314
## iter 100 value 0.393349
## final value 0.393349
## stopped after 100 iterations
## # weights: 123
## initial value 139.292708
## iter 10 value 5.216840
## iter 20 value 1.405305
## iter 30 value 0.889139
## iter 40 value 0.729876
## iter 50 value 0.658104
## iter 60 value 0.593408
## iter 70 value 0.529746
## iter 80 value 0.486891
## iter 90 value 0.450579
## iter 100 value 0.424309
## final value 0.424309
## stopped after 100 iterations
## # weights: 139
## initial value 247.033211
## iter 10 value 4.220773
## iter 20 value 1.306029
## iter 30 value 0.579349
## iter 40 value 0.520611
## iter 50 value 0.459572
## iter 60 value 0.391948
## iter 70 value 0.360357
## iter 80 value 0.343842
## iter 90 value 0.333978
## iter 100 value 0.324489
## final value 0.324489
## stopped after 100 iterations
## # weights: 155
## initial value 193.395666
## iter 10 value 6.358685
## iter 20 value 1.832173
## iter 30 value 0.850827
## iter 40 value 0.662407
## iter 50 value 0.550171
## iter 60 value 0.484282
## iter 70 value 0.411563
## iter 80 value 0.371229
## iter 90 value 0.353480
## iter 100 value 0.340877
## final value 0.340877
## stopped after 100 iterations
## # weights: 11
## initial value 118.409323
## iter 10 value 50.733649
## iter 20 value 46.597456
## iter 30 value 46.057033
## iter 40 value 45.951256
## iter 50 value 45.684234
## iter 60 value 45.123310
## iter 70 value 45.082171
## iter 80 value 44.992889
## iter 90 value 44.061736
## iter 100 value 30.801139
## final value 30.801139
## stopped after 100 iterations
## # weights: 27
## initial value 116.658964
## iter 10 value 8.351231
## iter 20 value 1.740975
## iter 30 value 0.566868
## iter 40 value 0.541501
## iter 50 value 0.524427
## iter 60 value 0.498722
## iter 70 value 0.490539
## iter 80 value 0.485204
## iter 90 value 0.473764
## iter 100 value 0.467843
## final value 0.467843
## stopped after 100 iterations
## # weights: 43
## initial value 167.129119
## iter 10 value 4.741420
## iter 20 value 1.419468
## iter 30 value 0.545849
## iter 40 value 0.501823
## iter 50 value 0.452367
## iter 60 value 0.430636
## iter 70 value 0.419892
## iter 80 value 0.393344
## iter 90 value 0.378608
## iter 100 value 0.352340
## final value 0.352340
## stopped after 100 iterations
## # weights: 59
## initial value 120.850806
## iter 10 value 3.612649
## iter 20 value 0.565506
## iter 30 value 0.477879
## iter 40 value 0.342261
## iter 50 value 0.280865
## iter 60 value 0.240094
## iter 70 value 0.223215
## iter 80 value 0.214439
## iter 90 value 0.204557
## iter 100 value 0.191825
## final value 0.191825
## stopped after 100 iterations
## # weights: 75
## initial value 146.876964
## iter 10 value 4.639515
## iter 20 value 1.279277
## iter 30 value 0.623068
## iter 40 value 0.517354
## iter 50 value 0.445995
## iter 60 value 0.369288
## iter 70 value 0.331119
## iter 80 value 0.304816
## iter 90 value 0.290980
## iter 100 value 0.278173
## final value 0.278173
## stopped after 100 iterations
## # weights: 91
## initial value 124.717761
## iter 10 value 5.758691
## iter 20 value 1.307640
## iter 30 value 0.429359
## iter 40 value 0.402174
## iter 50 value 0.377748
## iter 60 value 0.316414
## iter 70 value 0.283646
## iter 80 value 0.273748
## iter 90 value 0.263331
## iter 100 value 0.247183
## final value 0.247183
## stopped after 100 iterations
## # weights: 107
## initial value 127.397768
## iter 10 value 4.347468
## iter 20 value 1.092027
## iter 30 value 0.441852
## iter 40 value 0.397508
## iter 50 value 0.367086
## iter 60 value 0.342230
## iter 70 value 0.318499
## iter 80 value 0.303187
## iter 90 value 0.284383
## iter 100 value 0.261500
## final value 0.261500
## stopped after 100 iterations
## # weights: 123
## initial value 149.165879
## iter 10 value 4.409058
## iter 20 value 1.622854
## iter 30 value 0.532369
## iter 40 value 0.407160
## iter 50 value 0.374416
## iter 60 value 0.327137
## iter 70 value 0.292475
## iter 80 value 0.267431
## iter 90 value 0.230009
## iter 100 value 0.210713
## final value 0.210713
## stopped after 100 iterations
## # weights: 139
## initial value 126.106866
## iter 10 value 4.877994
## iter 20 value 1.620621
## iter 30 value 0.456728
## iter 40 value 0.406741
## iter 50 value 0.366998
## iter 60 value 0.316672
## iter 70 value 0.263802
## iter 80 value 0.246386
## iter 90 value 0.236675
## iter 100 value 0.225065
## final value 0.225065
## stopped after 100 iterations
## # weights: 155
## initial value 173.230318
## iter 10 value 5.089714
## iter 20 value 1.075791
## iter 30 value 0.426862
## iter 40 value 0.359583
## iter 50 value 0.295137
## iter 60 value 0.236452
## iter 70 value 0.220240
## iter 80 value 0.210170
## iter 90 value 0.191951
## iter 100 value 0.183730
## final value 0.183730
## stopped after 100 iterations
## # weights: 11
## initial value 139.507220
## iter 10 value 52.537687
## iter 20 value 46.230711
## iter 30 value 45.446315
## iter 40 value 44.812638
## iter 50 value 44.641564
## iter 60 value 44.451154
## iter 70 value 43.849449
## iter 80 value 33.967214
## iter 90 value 14.362056
## iter 100 value 10.491592
## final value 10.491592
## stopped after 100 iterations
## # weights: 27
## initial value 150.035403
## iter 10 value 4.061204
## iter 20 value 0.197409
## iter 30 value 0.000140
## iter 30 value 0.000067
## iter 30 value 0.000066
## final value 0.000066
## converged
## # weights: 43
## initial value 139.890712
## iter 10 value 3.671813
## iter 20 value 0.183088
## iter 30 value 0.003706
## final value 0.000072
## converged
## # weights: 59
## initial value 123.422577
## iter 10 value 7.148307
## iter 20 value 2.133121
## iter 30 value 0.020070
## iter 40 value 0.001036
## iter 50 value 0.000142
## iter 60 value 0.000133
## final value 0.000094
## converged
## # weights: 75
## initial value 127.200065
## iter 10 value 4.016984
## iter 20 value 0.026196
## iter 30 value 0.000255
## final value 0.000090
## converged
## # weights: 91
## initial value 137.156367
## iter 10 value 4.823844
## iter 20 value 1.745836
## iter 30 value 0.022461
## iter 40 value 0.001228
## final value 0.000067
## converged
## # weights: 107
## initial value 140.674697
## iter 10 value 4.452469
## iter 20 value 0.562590
## iter 30 value 0.001147
## iter 40 value 0.000300
## final value 0.000072
## converged
## # weights: 123
## initial value 134.657021
## iter 10 value 6.043904
## iter 20 value 0.053575
## iter 30 value 0.000119
## iter 30 value 0.000073
## iter 30 value 0.000072
## final value 0.000072
## converged
## # weights: 139
## initial value 172.429785
## iter 10 value 5.724476
## iter 20 value 0.392086
## iter 30 value 0.006826
## iter 40 value 0.000218
## final value 0.000050
## converged
## # weights: 155
## initial value 116.687525
## iter 10 value 3.950562
## iter 20 value 0.489389
## iter 30 value 0.001100
## iter 40 value 0.000195
## final value 0.000082
## converged
## # weights: 11
## initial value 119.192575
## iter 10 value 44.667222
## iter 20 value 43.879161
## final value 43.878954
## converged
## # weights: 27
## initial value 143.079123
## iter 10 value 28.741922
## iter 20 value 21.205653
## iter 30 value 21.111323
## iter 40 value 21.102631
## final value 21.102630
## converged
## # weights: 43
## initial value 147.069813
## iter 10 value 28.396582
## iter 20 value 19.551745
## iter 30 value 18.556763
## iter 40 value 18.503169
## iter 50 value 18.240397
## iter 60 value 18.200037
## iter 70 value 18.194984
## iter 80 value 18.194548
## final value 18.194547
## converged
## # weights: 59
## initial value 112.343767
## iter 10 value 19.478482
## iter 20 value 17.999832
## iter 30 value 17.844275
## iter 40 value 17.792644
## iter 50 value 17.779621
## iter 60 value 17.774775
## iter 70 value 17.764029
## final value 17.763793
## converged
## # weights: 75
## initial value 165.012051
## iter 10 value 23.534057
## iter 20 value 17.656612
## iter 30 value 17.511277
## iter 40 value 17.482467
## iter 50 value 17.472933
## iter 60 value 17.472547
## iter 70 value 17.472478
## iter 80 value 17.472461
## final value 17.472454
## converged
## # weights: 91
## initial value 150.617188
## iter 10 value 20.266740
## iter 20 value 17.587494
## iter 30 value 17.290372
## iter 40 value 17.223163
## iter 50 value 17.181957
## iter 60 value 17.174953
## iter 70 value 17.171735
## iter 80 value 17.171018
## iter 90 value 17.170745
## iter 100 value 17.170626
## final value 17.170626
## stopped after 100 iterations
## # weights: 107
## initial value 160.487079
## iter 10 value 24.329463
## iter 20 value 17.755649
## iter 30 value 17.329105
## iter 40 value 17.043237
## iter 50 value 16.983090
## iter 60 value 16.973634
## iter 70 value 16.971847
## iter 80 value 16.971378
## iter 90 value 16.971032
## iter 100 value 16.970959
## final value 16.970959
## stopped after 100 iterations
## # weights: 123
## initial value 136.044171
## iter 10 value 18.720833
## iter 20 value 16.965181
## iter 30 value 16.855811
## iter 40 value 16.819053
## iter 50 value 16.807551
## iter 60 value 16.802662
## iter 70 value 16.799042
## iter 80 value 16.798006
## iter 90 value 16.797848
## iter 100 value 16.797811
## final value 16.797811
## stopped after 100 iterations
## # weights: 139
## initial value 167.727220
## iter 10 value 19.193197
## iter 20 value 17.018506
## iter 30 value 16.812236
## iter 40 value 16.684687
## iter 50 value 16.660965
## iter 60 value 16.653054
## iter 70 value 16.646863
## iter 80 value 16.645445
## iter 90 value 16.645278
## iter 100 value 16.645227
## final value 16.645227
## stopped after 100 iterations
## # weights: 155
## initial value 132.358309
## iter 10 value 18.711423
## iter 20 value 16.748826
## iter 30 value 16.599171
## iter 40 value 16.531629
## iter 50 value 16.514534
## iter 60 value 16.510530
## iter 70 value 16.509819
## iter 80 value 16.509390
## iter 90 value 16.509325
## iter 100 value 16.509320
## final value 16.509320
## stopped after 100 iterations
## # weights: 11
## initial value 127.306234
## iter 10 value 42.645778
## iter 20 value 31.692052
## iter 30 value 31.563046
## final value 31.561963
## converged
## # weights: 27
## initial value 128.116059
## iter 10 value 35.436649
## iter 20 value 13.660356
## iter 30 value 12.942176
## iter 40 value 12.820195
## iter 50 value 12.744896
## iter 60 value 12.573814
## iter 70 value 12.219758
## iter 80 value 12.180109
## final value 12.180096
## converged
## # weights: 43
## initial value 129.011190
## iter 10 value 17.538113
## iter 20 value 11.771756
## iter 30 value 11.442567
## iter 40 value 11.386800
## iter 50 value 11.373494
## iter 60 value 11.359810
## iter 70 value 11.359084
## final value 11.359080
## converged
## # weights: 59
## initial value 138.337694
## iter 10 value 18.998632
## iter 20 value 12.055138
## iter 30 value 11.437066
## iter 40 value 11.323944
## iter 50 value 11.305397
## iter 60 value 11.304449
## iter 70 value 11.302846
## iter 80 value 11.243064
## iter 90 value 11.154971
## iter 100 value 11.144614
## final value 11.144614
## stopped after 100 iterations
## # weights: 75
## initial value 157.948316
## iter 10 value 15.884472
## iter 20 value 11.286148
## iter 30 value 11.086528
## iter 40 value 11.028830
## iter 50 value 10.974327
## iter 60 value 10.954505
## iter 70 value 10.933116
## iter 80 value 10.927905
## iter 90 value 10.921108
## iter 100 value 10.917717
## final value 10.917717
## stopped after 100 iterations
## # weights: 91
## initial value 161.094430
## iter 10 value 32.524595
## iter 20 value 11.694177
## iter 30 value 10.988185
## iter 40 value 10.927406
## iter 50 value 10.871196
## iter 60 value 10.827577
## iter 70 value 10.793281
## iter 80 value 10.785759
## iter 90 value 10.783334
## iter 100 value 10.782008
## final value 10.782008
## stopped after 100 iterations
## # weights: 107
## initial value 156.995276
## iter 10 value 13.008224
## iter 20 value 11.085239
## iter 30 value 10.903165
## iter 40 value 10.801203
## iter 50 value 10.770237
## iter 60 value 10.764162
## iter 70 value 10.745310
## iter 80 value 10.721809
## iter 90 value 10.687883
## iter 100 value 10.680033
## final value 10.680033
## stopped after 100 iterations
## # weights: 123
## initial value 114.568382
## iter 10 value 14.096461
## iter 20 value 10.828388
## iter 30 value 10.696246
## iter 40 value 10.634633
## iter 50 value 10.608799
## iter 60 value 10.600989
## iter 70 value 10.598131
## iter 80 value 10.597598
## iter 90 value 10.597230
## iter 100 value 10.597006
## final value 10.597006
## stopped after 100 iterations
## # weights: 139
## initial value 128.007529
## iter 10 value 13.786211
## iter 20 value 10.771011
## iter 30 value 10.662488
## iter 40 value 10.625641
## iter 50 value 10.600166
## iter 60 value 10.590548
## iter 70 value 10.587753
## iter 80 value 10.586015
## iter 90 value 10.584382
## iter 100 value 10.582997
## final value 10.582997
## stopped after 100 iterations
## # weights: 155
## initial value 224.012521
## iter 10 value 13.835046
## iter 20 value 10.792250
## iter 30 value 10.653468
## iter 40 value 10.596076
## iter 50 value 10.545484
## iter 60 value 10.511280
## iter 70 value 10.490129
## iter 80 value 10.469714
## iter 90 value 10.457212
## iter 100 value 10.452427
## final value 10.452427
## stopped after 100 iterations
## # weights: 11
## initial value 118.303726
## iter 10 value 53.885449
## iter 20 value 39.994460
## iter 30 value 23.173183
## iter 40 value 22.231875
## iter 50 value 22.231196
## final value 22.231179
## converged
## # weights: 27
## initial value 112.337174
## iter 10 value 41.547287
## iter 20 value 9.488418
## iter 30 value 8.469139
## iter 40 value 8.286812
## iter 50 value 8.280258
## iter 60 value 8.273297
## iter 70 value 8.271808
## iter 80 value 8.271766
## final value 8.271766
## converged
## # weights: 43
## initial value 149.325726
## iter 10 value 42.907821
## iter 20 value 13.462589
## iter 30 value 9.388310
## iter 40 value 8.537154
## iter 50 value 8.145701
## iter 60 value 7.950918
## iter 70 value 7.766570
## iter 80 value 7.720258
## iter 90 value 7.702608
## iter 100 value 7.616159
## final value 7.616159
## stopped after 100 iterations
## # weights: 59
## initial value 102.944485
## iter 10 value 8.850897
## iter 20 value 7.640073
## iter 30 value 7.507332
## iter 40 value 7.446332
## iter 50 value 7.405343
## iter 60 value 7.382088
## iter 70 value 7.370985
## iter 80 value 7.364014
## iter 90 value 7.362505
## iter 100 value 7.362379
## final value 7.362379
## stopped after 100 iterations
## # weights: 75
## initial value 135.355644
## iter 10 value 16.797249
## iter 20 value 8.107050
## iter 30 value 7.413597
## iter 40 value 7.281358
## iter 50 value 7.227402
## iter 60 value 7.204551
## iter 70 value 7.194365
## iter 80 value 7.192073
## iter 90 value 7.191583
## iter 100 value 7.190952
## final value 7.190952
## stopped after 100 iterations
## # weights: 91
## initial value 176.049980
## iter 10 value 9.968567
## iter 20 value 7.424888
## iter 30 value 7.255721
## iter 40 value 7.170010
## iter 50 value 7.153086
## iter 60 value 7.141522
## iter 70 value 7.134686
## iter 80 value 7.128514
## iter 90 value 7.124387
## iter 100 value 7.121299
## final value 7.121299
## stopped after 100 iterations
## # weights: 107
## initial value 141.452041
## iter 10 value 11.626346
## iter 20 value 7.709680
## iter 30 value 7.287638
## iter 40 value 7.178014
## iter 50 value 7.117836
## iter 60 value 7.102427
## iter 70 value 7.092347
## iter 80 value 7.085318
## iter 90 value 7.078511
## iter 100 value 7.074728
## final value 7.074728
## stopped after 100 iterations
## # weights: 123
## initial value 162.990227
## iter 10 value 8.874114
## iter 20 value 7.388340
## iter 30 value 7.114983
## iter 40 value 7.071814
## iter 50 value 7.059682
## iter 60 value 7.050604
## iter 70 value 7.045304
## iter 80 value 7.044035
## iter 90 value 7.043355
## iter 100 value 7.043097
## final value 7.043097
## stopped after 100 iterations
## # weights: 139
## initial value 123.061151
## iter 10 value 12.570455
## iter 20 value 7.374677
## iter 30 value 7.120074
## iter 40 value 7.076803
## iter 50 value 7.027465
## iter 60 value 7.002288
## iter 70 value 6.993261
## iter 80 value 6.989476
## iter 90 value 6.987412
## iter 100 value 6.986470
## final value 6.986470
## stopped after 100 iterations
## # weights: 155
## initial value 147.129443
## iter 10 value 18.774674
## iter 20 value 8.279035
## iter 30 value 7.173384
## iter 40 value 7.049700
## iter 50 value 7.013181
## iter 60 value 6.994963
## iter 70 value 6.983537
## iter 80 value 6.974268
## iter 90 value 6.966565
## iter 100 value 6.960981
## final value 6.960981
## stopped after 100 iterations
## # weights: 11
## initial value 132.862639
## iter 10 value 59.266617
## iter 20 value 51.858549
## iter 30 value 26.034247
## iter 40 value 15.531996
## iter 50 value 15.476640
## iter 60 value 15.475125
## final value 15.475123
## converged
## # weights: 27
## initial value 115.881540
## iter 10 value 10.046894
## iter 20 value 6.736782
## iter 30 value 5.872772
## iter 40 value 5.467595
## iter 50 value 5.355071
## iter 60 value 5.345098
## iter 70 value 5.342049
## iter 80 value 5.341817
## iter 90 value 5.341798
## iter 100 value 5.341795
## final value 5.341795
## stopped after 100 iterations
## # weights: 43
## initial value 127.424282
## iter 10 value 10.075578
## iter 20 value 5.588467
## iter 30 value 5.325717
## iter 40 value 5.258827
## iter 50 value 5.196125
## iter 60 value 4.990335
## iter 70 value 4.926579
## iter 80 value 4.913260
## iter 90 value 4.901263
## iter 100 value 4.889826
## final value 4.889826
## stopped after 100 iterations
## # weights: 59
## initial value 133.947417
## iter 10 value 9.159740
## iter 20 value 5.762958
## iter 30 value 5.317952
## iter 40 value 4.876820
## iter 50 value 4.632383
## iter 60 value 4.569682
## iter 70 value 4.538327
## iter 80 value 4.521662
## iter 90 value 4.513401
## iter 100 value 4.510125
## final value 4.510125
## stopped after 100 iterations
## # weights: 75
## initial value 146.493261
## iter 10 value 8.719892
## iter 20 value 5.573457
## iter 30 value 4.724342
## iter 40 value 4.211818
## iter 50 value 4.130787
## iter 60 value 4.095054
## iter 70 value 4.069409
## iter 80 value 4.034699
## iter 90 value 4.017269
## iter 100 value 4.007686
## final value 4.007686
## stopped after 100 iterations
## # weights: 91
## initial value 113.080954
## iter 10 value 6.539676
## iter 20 value 5.004354
## iter 30 value 4.580928
## iter 40 value 4.504155
## iter 50 value 4.484760
## iter 60 value 4.478553
## iter 70 value 4.477046
## iter 80 value 4.472761
## iter 90 value 4.466261
## iter 100 value 4.457908
## final value 4.457908
## stopped after 100 iterations
## # weights: 107
## initial value 134.445791
## iter 10 value 6.584511
## iter 20 value 5.428721
## iter 30 value 4.718527
## iter 40 value 4.566416
## iter 50 value 4.508375
## iter 60 value 4.448501
## iter 70 value 4.246003
## iter 80 value 3.995532
## iter 90 value 3.945762
## iter 100 value 3.924233
## final value 3.924233
## stopped after 100 iterations
## # weights: 123
## initial value 121.417385
## iter 10 value 7.460501
## iter 20 value 5.169096
## iter 30 value 4.998642
## iter 40 value 4.451651
## iter 50 value 4.341193
## iter 60 value 4.306095
## iter 70 value 4.284835
## iter 80 value 4.280854
## iter 90 value 4.278647
## iter 100 value 4.277606
## final value 4.277606
## stopped after 100 iterations
## # weights: 139
## initial value 112.768782
## iter 10 value 7.287919
## iter 20 value 5.255093
## iter 30 value 4.568545
## iter 40 value 4.354135
## iter 50 value 4.302091
## iter 60 value 4.253734
## iter 70 value 4.224994
## iter 80 value 4.213576
## iter 90 value 4.209126
## iter 100 value 4.205740
## final value 4.205740
## stopped after 100 iterations
## # weights: 155
## initial value 219.317447
## iter 10 value 7.193758
## iter 20 value 4.664396
## iter 30 value 4.340999
## iter 40 value 4.268516
## iter 50 value 4.235117
## iter 60 value 4.223794
## iter 70 value 4.217674
## iter 80 value 4.211763
## iter 90 value 4.206373
## iter 100 value 4.201745
## final value 4.201745
## stopped after 100 iterations
## # weights: 11
## initial value 118.264119
## iter 10 value 29.083403
## iter 20 value 11.872160
## iter 30 value 10.945009
## iter 40 value 10.922370
## final value 10.922170
## converged
## # weights: 27
## initial value 140.004669
## iter 10 value 23.330481
## iter 20 value 6.208344
## iter 30 value 4.937865
## iter 40 value 4.365296
## iter 50 value 4.232136
## iter 60 value 4.127324
## iter 70 value 3.913140
## iter 80 value 3.844136
## iter 90 value 3.838846
## iter 100 value 3.809797
## final value 3.809797
## stopped after 100 iterations
## # weights: 43
## initial value 116.473531
## iter 10 value 12.190500
## iter 20 value 4.784959
## iter 30 value 4.195279
## iter 40 value 3.310343
## iter 50 value 3.057933
## iter 60 value 2.921322
## iter 70 value 2.886753
## iter 80 value 2.829195
## iter 90 value 2.796174
## iter 100 value 2.725495
## final value 2.725495
## stopped after 100 iterations
## # weights: 59
## initial value 118.099079
## iter 10 value 5.133847
## iter 20 value 3.812784
## iter 30 value 3.051062
## iter 40 value 2.892796
## iter 50 value 2.725840
## iter 60 value 2.692729
## iter 70 value 2.661361
## iter 80 value 2.640451
## iter 90 value 2.566072
## iter 100 value 2.487475
## final value 2.487475
## stopped after 100 iterations
## # weights: 75
## initial value 117.949087
## iter 10 value 5.777379
## iter 20 value 3.873578
## iter 30 value 2.911605
## iter 40 value 2.682391
## iter 50 value 2.593445
## iter 60 value 2.543081
## iter 70 value 2.516066
## iter 80 value 2.495776
## iter 90 value 2.486026
## iter 100 value 2.478955
## final value 2.478955
## stopped after 100 iterations
## # weights: 91
## initial value 139.448897
## iter 10 value 5.371539
## iter 20 value 3.549873
## iter 30 value 2.839268
## iter 40 value 2.758589
## iter 50 value 2.693186
## iter 60 value 2.638154
## iter 70 value 2.609215
## iter 80 value 2.596535
## iter 90 value 2.585980
## iter 100 value 2.577760
## final value 2.577760
## stopped after 100 iterations
## # weights: 107
## initial value 108.267176
## iter 10 value 4.819542
## iter 20 value 3.530021
## iter 30 value 2.771043
## iter 40 value 2.394322
## iter 50 value 2.184999
## iter 60 value 2.117891
## iter 70 value 2.098785
## iter 80 value 2.091413
## iter 90 value 2.085816
## iter 100 value 2.081792
## final value 2.081792
## stopped after 100 iterations
## # weights: 123
## initial value 149.474609
## iter 10 value 5.180275
## iter 20 value 3.728345
## iter 30 value 2.730989
## iter 40 value 2.568722
## iter 50 value 2.479280
## iter 60 value 2.436767
## iter 70 value 2.409120
## iter 80 value 2.392283
## iter 90 value 2.383070
## iter 100 value 2.377610
## final value 2.377610
## stopped after 100 iterations
## # weights: 139
## initial value 143.619012
## iter 10 value 6.048957
## iter 20 value 3.389172
## iter 30 value 2.659198
## iter 40 value 2.541194
## iter 50 value 2.476468
## iter 60 value 2.441787
## iter 70 value 2.414752
## iter 80 value 2.394123
## iter 90 value 2.375863
## iter 100 value 2.363481
## final value 2.363481
## stopped after 100 iterations
## # weights: 155
## initial value 170.736901
## iter 10 value 5.516554
## iter 20 value 3.248302
## iter 30 value 2.813297
## iter 40 value 2.661783
## iter 50 value 2.589574
## iter 60 value 2.530487
## iter 70 value 2.462911
## iter 80 value 2.417437
## iter 90 value 2.387497
## iter 100 value 2.365546
## final value 2.365546
## stopped after 100 iterations
## # weights: 11
## initial value 118.358845
## iter 10 value 50.684469
## iter 20 value 50.527008
## iter 30 value 50.441367
## iter 40 value 50.245097
## iter 50 value 47.541929
## iter 60 value 28.384054
## iter 70 value 8.382888
## iter 80 value 7.960751
## iter 90 value 7.939085
## iter 100 value 7.939078
## final value 7.939078
## stopped after 100 iterations
## # weights: 27
## initial value 138.058275
## iter 10 value 6.317764
## iter 20 value 3.189197
## iter 30 value 2.898138
## iter 40 value 2.628498
## iter 50 value 2.375057
## iter 60 value 2.311405
## iter 70 value 2.277070
## iter 80 value 2.259616
## iter 90 value 2.218986
## iter 100 value 2.185500
## final value 2.185500
## stopped after 100 iterations
## # weights: 43
## initial value 122.733876
## iter 10 value 5.485215
## iter 20 value 2.839384
## iter 30 value 2.260132
## iter 40 value 1.978050
## iter 50 value 1.825058
## iter 60 value 1.700199
## iter 70 value 1.633345
## iter 80 value 1.566911
## iter 90 value 1.524094
## iter 100 value 1.473616
## final value 1.473616
## stopped after 100 iterations
## # weights: 59
## initial value 130.958892
## iter 10 value 5.951744
## iter 20 value 2.915812
## iter 30 value 2.428220
## iter 40 value 2.118342
## iter 50 value 1.918467
## iter 60 value 1.744135
## iter 70 value 1.683285
## iter 80 value 1.635389
## iter 90 value 1.597555
## iter 100 value 1.575908
## final value 1.575908
## stopped after 100 iterations
## # weights: 75
## initial value 138.871402
## iter 10 value 9.572222
## iter 20 value 3.047404
## iter 30 value 2.365806
## iter 40 value 1.880485
## iter 50 value 1.642552
## iter 60 value 1.568406
## iter 70 value 1.523509
## iter 80 value 1.476107
## iter 90 value 1.452029
## iter 100 value 1.419469
## final value 1.419469
## stopped after 100 iterations
## # weights: 91
## initial value 161.295606
## iter 10 value 4.576333
## iter 20 value 2.281056
## iter 30 value 1.701093
## iter 40 value 1.536768
## iter 50 value 1.449093
## iter 60 value 1.403142
## iter 70 value 1.356677
## iter 80 value 1.325719
## iter 90 value 1.272620
## iter 100 value 1.245342
## final value 1.245342
## stopped after 100 iterations
## # weights: 107
## initial value 134.389016
## iter 10 value 5.623855
## iter 20 value 2.417656
## iter 30 value 1.922404
## iter 40 value 1.679237
## iter 50 value 1.553988
## iter 60 value 1.471356
## iter 70 value 1.428565
## iter 80 value 1.393325
## iter 90 value 1.357739
## iter 100 value 1.326308
## final value 1.326308
## stopped after 100 iterations
## # weights: 123
## initial value 141.800829
## iter 10 value 5.226099
## iter 20 value 2.700611
## iter 30 value 1.785219
## iter 40 value 1.497462
## iter 50 value 1.367926
## iter 60 value 1.247257
## iter 70 value 1.193952
## iter 80 value 1.170342
## iter 90 value 1.156180
## iter 100 value 1.143542
## final value 1.143542
## stopped after 100 iterations
## # weights: 139
## initial value 128.935159
## iter 10 value 5.512572
## iter 20 value 2.358386
## iter 30 value 1.503102
## iter 40 value 1.298956
## iter 50 value 1.186198
## iter 60 value 1.138757
## iter 70 value 1.108040
## iter 80 value 1.082825
## iter 90 value 1.074277
## iter 100 value 1.068071
## final value 1.068071
## stopped after 100 iterations
## # weights: 155
## initial value 193.931838
## iter 10 value 5.153496
## iter 20 value 2.427230
## iter 30 value 1.688312
## iter 40 value 1.495370
## iter 50 value 1.392658
## iter 60 value 1.328590
## iter 70 value 1.277899
## iter 80 value 1.243969
## iter 90 value 1.221608
## iter 100 value 1.202429
## final value 1.202429
## stopped after 100 iterations
## # weights: 11
## initial value 116.344649
## iter 10 value 27.572547
## iter 20 value 6.375068
## iter 30 value 6.112036
## iter 40 value 6.053346
## iter 50 value 6.023281
## iter 60 value 6.023054
## iter 70 value 6.023002
## iter 80 value 6.022990
## iter 90 value 6.022976
## iter 90 value 6.022976
## iter 90 value 6.022976
## final value 6.022976
## converged
## # weights: 27
## initial value 123.875334
## iter 10 value 9.934662
## iter 20 value 2.942878
## iter 30 value 1.854939
## iter 40 value 1.744957
## iter 50 value 1.673604
## iter 60 value 1.620449
## iter 70 value 1.612497
## iter 80 value 1.611070
## iter 90 value 1.598358
## iter 100 value 1.570102
## final value 1.570102
## stopped after 100 iterations
## # weights: 43
## initial value 156.228605
## iter 10 value 4.026078
## iter 20 value 2.747246
## iter 30 value 1.578656
## iter 40 value 1.294140
## iter 50 value 1.002420
## iter 60 value 0.913273
## iter 70 value 0.894337
## iter 80 value 0.876556
## iter 90 value 0.866434
## iter 100 value 0.831961
## final value 0.831961
## stopped after 100 iterations
## # weights: 59
## initial value 134.356495
## iter 10 value 8.124165
## iter 20 value 2.707887
## iter 30 value 1.465554
## iter 40 value 1.153041
## iter 50 value 0.973170
## iter 60 value 0.921556
## iter 70 value 0.865730
## iter 80 value 0.826431
## iter 90 value 0.779435
## iter 100 value 0.717786
## final value 0.717786
## stopped after 100 iterations
## # weights: 75
## initial value 153.970079
## iter 10 value 5.940613
## iter 20 value 1.766951
## iter 30 value 1.313612
## iter 40 value 1.173504
## iter 50 value 1.030075
## iter 60 value 0.920268
## iter 70 value 0.857078
## iter 80 value 0.808296
## iter 90 value 0.767286
## iter 100 value 0.742894
## final value 0.742894
## stopped after 100 iterations
## # weights: 91
## initial value 132.947972
## iter 10 value 4.235812
## iter 20 value 1.253578
## iter 30 value 0.957284
## iter 40 value 0.826049
## iter 50 value 0.755854
## iter 60 value 0.683134
## iter 70 value 0.646077
## iter 80 value 0.622845
## iter 90 value 0.610879
## iter 100 value 0.604994
## final value 0.604994
## stopped after 100 iterations
## # weights: 107
## initial value 137.998202
## iter 10 value 5.004562
## iter 20 value 1.904089
## iter 30 value 1.134733
## iter 40 value 0.927524
## iter 50 value 0.841748
## iter 60 value 0.789104
## iter 70 value 0.755942
## iter 80 value 0.727273
## iter 90 value 0.711377
## iter 100 value 0.692433
## final value 0.692433
## stopped after 100 iterations
## # weights: 123
## initial value 114.393823
## iter 10 value 4.753322
## iter 20 value 2.089455
## iter 30 value 1.127530
## iter 40 value 0.796044
## iter 50 value 0.692801
## iter 60 value 0.616480
## iter 70 value 0.586543
## iter 80 value 0.569070
## iter 90 value 0.559623
## iter 100 value 0.553135
## final value 0.553135
## stopped after 100 iterations
## # weights: 139
## initial value 118.655552
## iter 10 value 5.785130
## iter 20 value 1.199069
## iter 30 value 0.993315
## iter 40 value 0.898246
## iter 50 value 0.840931
## iter 60 value 0.795560
## iter 70 value 0.765791
## iter 80 value 0.739217
## iter 90 value 0.711565
## iter 100 value 0.689032
## final value 0.689032
## stopped after 100 iterations
## # weights: 155
## initial value 227.673838
## iter 10 value 8.651383
## iter 20 value 1.738935
## iter 30 value 1.138550
## iter 40 value 0.823957
## iter 50 value 0.746724
## iter 60 value 0.700902
## iter 70 value 0.683198
## iter 80 value 0.669856
## iter 90 value 0.662649
## iter 100 value 0.658279
## final value 0.658279
## stopped after 100 iterations
## # weights: 11
## initial value 115.006042
## iter 10 value 49.453966
## iter 20 value 42.527123
## iter 30 value 31.010933
## iter 40 value 8.097879
## iter 50 value 5.287007
## iter 60 value 4.933790
## iter 70 value 4.766222
## iter 80 value 4.742702
## iter 90 value 4.738849
## final value 4.738206
## converged
## # weights: 27
## initial value 131.318403
## iter 10 value 12.516479
## iter 20 value 1.762936
## iter 30 value 1.292652
## iter 40 value 1.154601
## iter 50 value 0.931668
## iter 60 value 0.903652
## iter 70 value 0.873318
## iter 80 value 0.848930
## iter 90 value 0.835487
## iter 100 value 0.826017
## final value 0.826017
## stopped after 100 iterations
## # weights: 43
## initial value 132.229417
## iter 10 value 4.355665
## iter 20 value 1.206152
## iter 30 value 1.031762
## iter 40 value 0.907388
## iter 50 value 0.680535
## iter 60 value 0.567225
## iter 70 value 0.510302
## iter 80 value 0.472838
## iter 90 value 0.456713
## iter 100 value 0.431399
## final value 0.431399
## stopped after 100 iterations
## # weights: 59
## initial value 118.105968
## iter 10 value 5.848386
## iter 20 value 1.137289
## iter 30 value 1.036419
## iter 40 value 0.954985
## iter 50 value 0.814426
## iter 60 value 0.594684
## iter 70 value 0.504135
## iter 80 value 0.423914
## iter 90 value 0.365601
## iter 100 value 0.352621
## final value 0.352621
## stopped after 100 iterations
## # weights: 75
## initial value 147.705798
## iter 10 value 5.218650
## iter 20 value 1.009230
## iter 30 value 0.642176
## iter 40 value 0.584372
## iter 50 value 0.535830
## iter 60 value 0.493245
## iter 70 value 0.473256
## iter 80 value 0.461944
## iter 90 value 0.436508
## iter 100 value 0.421408
## final value 0.421408
## stopped after 100 iterations
## # weights: 91
## initial value 168.497447
## iter 10 value 6.639960
## iter 20 value 0.766158
## iter 30 value 0.581761
## iter 40 value 0.453237
## iter 50 value 0.397102
## iter 60 value 0.378453
## iter 70 value 0.365310
## iter 80 value 0.354720
## iter 90 value 0.346982
## iter 100 value 0.339161
## final value 0.339161
## stopped after 100 iterations
## # weights: 107
## initial value 128.736400
## iter 10 value 3.345026
## iter 20 value 0.626154
## iter 30 value 0.558897
## iter 40 value 0.499442
## iter 50 value 0.464696
## iter 60 value 0.429393
## iter 70 value 0.408749
## iter 80 value 0.395012
## iter 90 value 0.380732
## iter 100 value 0.367816
## final value 0.367816
## stopped after 100 iterations
## # weights: 123
## initial value 140.337957
## iter 10 value 5.757671
## iter 20 value 0.821268
## iter 30 value 0.652452
## iter 40 value 0.466073
## iter 50 value 0.423458
## iter 60 value 0.406003
## iter 70 value 0.394402
## iter 80 value 0.385895
## iter 90 value 0.374341
## iter 100 value 0.367821
## final value 0.367821
## stopped after 100 iterations
## # weights: 139
## initial value 139.010704
## iter 10 value 5.161290
## iter 20 value 0.770101
## iter 30 value 0.574544
## iter 40 value 0.489430
## iter 50 value 0.442872
## iter 60 value 0.414146
## iter 70 value 0.395994
## iter 80 value 0.385515
## iter 90 value 0.374062
## iter 100 value 0.364006
## final value 0.364006
## stopped after 100 iterations
## # weights: 155
## initial value 171.891021
## iter 10 value 5.087029
## iter 20 value 0.948909
## iter 30 value 0.708299
## iter 40 value 0.518059
## iter 50 value 0.396875
## iter 60 value 0.369238
## iter 70 value 0.355647
## iter 80 value 0.338222
## iter 90 value 0.323384
## iter 100 value 0.311038
## final value 0.311038
## stopped after 100 iterations
## # weights: 11
## initial value 123.971855
## iter 10 value 48.503071
## iter 20 value 21.443095
## iter 30 value 4.666217
## iter 40 value 4.000804
## iter 50 value 3.923165
## iter 60 value 3.841429
## iter 70 value 3.808849
## iter 80 value 3.806134
## iter 90 value 3.805733
## iter 100 value 3.805462
## final value 3.805462
## stopped after 100 iterations
## # weights: 27
## initial value 124.415998
## iter 10 value 8.967239
## iter 20 value 0.525880
## iter 30 value 0.418243
## iter 40 value 0.403307
## iter 50 value 0.379123
## iter 60 value 0.338112
## iter 70 value 0.324461
## iter 80 value 0.308461
## iter 90 value 0.298636
## iter 100 value 0.285607
## final value 0.285607
## stopped after 100 iterations
## # weights: 43
## initial value 131.863924
## iter 10 value 5.259935
## iter 20 value 0.406493
## iter 30 value 0.371154
## iter 40 value 0.331308
## iter 50 value 0.302149
## iter 60 value 0.280257
## iter 70 value 0.270926
## iter 80 value 0.265057
## iter 90 value 0.262451
## iter 100 value 0.256479
## final value 0.256479
## stopped after 100 iterations
## # weights: 59
## initial value 126.382643
## iter 10 value 5.264301
## iter 20 value 0.390687
## iter 30 value 0.318110
## iter 40 value 0.285563
## iter 50 value 0.221535
## iter 60 value 0.207480
## iter 70 value 0.197740
## iter 80 value 0.193618
## iter 90 value 0.186446
## iter 100 value 0.179937
## final value 0.179937
## stopped after 100 iterations
## # weights: 75
## initial value 135.694005
## iter 10 value 8.713617
## iter 20 value 0.887310
## iter 30 value 0.477133
## iter 40 value 0.404770
## iter 50 value 0.353811
## iter 60 value 0.317514
## iter 70 value 0.287674
## iter 80 value 0.251602
## iter 90 value 0.231735
## iter 100 value 0.210924
## final value 0.210924
## stopped after 100 iterations
## # weights: 91
## initial value 156.572317
## iter 10 value 5.825851
## iter 20 value 1.004937
## iter 30 value 0.310797
## iter 40 value 0.281829
## iter 50 value 0.239536
## iter 60 value 0.217649
## iter 70 value 0.201484
## iter 80 value 0.194151
## iter 90 value 0.184226
## iter 100 value 0.176714
## final value 0.176714
## stopped after 100 iterations
## # weights: 107
## initial value 142.066356
## iter 10 value 6.872955
## iter 20 value 0.413061
## iter 30 value 0.324966
## iter 40 value 0.281929
## iter 50 value 0.256198
## iter 60 value 0.247811
## iter 70 value 0.237484
## iter 80 value 0.225377
## iter 90 value 0.216611
## iter 100 value 0.208176
## final value 0.208176
## stopped after 100 iterations
## # weights: 123
## initial value 173.270342
## iter 10 value 5.549422
## iter 20 value 1.211956
## iter 30 value 0.440191
## iter 40 value 0.421086
## iter 50 value 0.323653
## iter 60 value 0.279165
## iter 70 value 0.259414
## iter 80 value 0.236712
## iter 90 value 0.216759
## iter 100 value 0.206425
## final value 0.206425
## stopped after 100 iterations
## # weights: 139
## initial value 126.057968
## iter 10 value 5.942623
## iter 20 value 1.030137
## iter 30 value 0.314329
## iter 40 value 0.278823
## iter 50 value 0.227810
## iter 60 value 0.200827
## iter 70 value 0.188975
## iter 80 value 0.176391
## iter 90 value 0.165674
## iter 100 value 0.159887
## final value 0.159887
## stopped after 100 iterations
## # weights: 155
## initial value 159.921341
## iter 10 value 4.681854
## iter 20 value 1.613818
## iter 30 value 0.314298
## iter 40 value 0.281407
## iter 50 value 0.221425
## iter 60 value 0.201295
## iter 70 value 0.190220
## iter 80 value 0.176296
## iter 90 value 0.167162
## iter 100 value 0.160193
## final value 0.160193
## stopped after 100 iterations
## # weights: 11
## initial value 120.953180
## iter 10 value 42.247830
## iter 20 value 18.121237
## iter 30 value 6.252629
## iter 40 value 4.202175
## iter 50 value 3.715093
## iter 60 value 2.809498
## iter 70 value 2.766043
## iter 80 value 2.725155
## iter 90 value 2.607225
## iter 100 value 2.554739
## final value 2.554739
## stopped after 100 iterations
## # weights: 27
## initial value 114.128032
## iter 10 value 7.990010
## iter 20 value 1.399607
## iter 30 value 0.019264
## final value 0.000096
## converged
## # weights: 43
## initial value 159.415369
## iter 10 value 5.013452
## iter 20 value 1.255309
## iter 30 value 0.006247
## final value 0.000067
## converged
## # weights: 59
## initial value 124.567141
## iter 10 value 4.745204
## iter 20 value 0.063010
## iter 30 value 0.001493
## iter 40 value 0.000171
## final value 0.000067
## converged
## # weights: 75
## initial value 120.317190
## iter 10 value 4.490818
## iter 20 value 0.538258
## iter 30 value 0.005150
## iter 40 value 0.000959
## iter 50 value 0.000354
## final value 0.000079
## converged
## # weights: 91
## initial value 125.153401
## iter 10 value 5.001435
## iter 20 value 0.064190
## iter 30 value 0.000856
## final value 0.000085
## converged
## # weights: 107
## initial value 135.780857
## iter 10 value 5.569631
## iter 20 value 1.127421
## iter 30 value 0.003022
## final value 0.000098
## converged
## # weights: 123
## initial value 143.280537
## iter 10 value 4.811915
## iter 20 value 1.334479
## iter 30 value 0.008843
## iter 40 value 0.000155
## iter 50 value 0.000114
## final value 0.000096
## converged
## # weights: 139
## initial value 133.470233
## iter 10 value 5.039940
## iter 20 value 0.041460
## iter 30 value 0.000671
## final value 0.000077
## converged
## # weights: 155
## initial value 138.560105
## iter 10 value 6.534275
## iter 20 value 0.053465
## iter 30 value 0.000344
## final value 0.000091
## converged
## # weights: 11
## initial value 122.699582
## iter 10 value 56.300143
## iter 20 value 43.966954
## iter 30 value 43.796930
## final value 43.794326
## converged
## # weights: 27
## initial value 118.293187
## iter 10 value 27.550218
## iter 20 value 20.361021
## iter 30 value 20.183223
## iter 40 value 20.181248
## iter 40 value 20.181248
## iter 40 value 20.181248
## final value 20.181248
## converged
## # weights: 43
## initial value 140.364449
## iter 10 value 32.045250
## iter 20 value 21.031377
## iter 30 value 20.664855
## iter 40 value 20.626912
## iter 50 value 20.597716
## iter 60 value 20.586903
## final value 20.586898
## converged
## # weights: 59
## initial value 121.565525
## iter 10 value 21.116939
## iter 20 value 18.656094
## iter 30 value 18.271879
## iter 40 value 18.170225
## iter 50 value 18.163869
## iter 60 value 18.162071
## iter 70 value 18.161376
## iter 80 value 18.161011
## iter 90 value 18.160821
## final value 18.160820
## converged
## # weights: 75
## initial value 158.366387
## iter 10 value 20.858050
## iter 20 value 17.943631
## iter 30 value 17.603034
## iter 40 value 17.566363
## iter 50 value 17.563985
## iter 60 value 17.563713
## iter 70 value 17.563658
## iter 80 value 17.563652
## iter 80 value 17.563652
## iter 80 value 17.563652
## final value 17.563652
## converged
## # weights: 91
## initial value 142.563776
## iter 10 value 28.313807
## iter 20 value 18.198567
## iter 30 value 17.967685
## iter 40 value 17.892384
## iter 50 value 17.527953
## iter 60 value 17.495517
## iter 70 value 17.492432
## iter 80 value 17.487856
## iter 90 value 17.485161
## iter 100 value 17.481896
## final value 17.481896
## stopped after 100 iterations
## # weights: 107
## initial value 135.724525
## iter 10 value 19.975666
## iter 20 value 17.482099
## iter 30 value 17.226358
## iter 40 value 17.134446
## iter 50 value 17.080592
## iter 60 value 17.064394
## iter 70 value 17.052773
## iter 80 value 17.051294
## iter 90 value 17.050827
## iter 100 value 17.050500
## final value 17.050500
## stopped after 100 iterations
## # weights: 123
## initial value 135.932078
## iter 10 value 19.996467
## iter 20 value 17.063918
## iter 30 value 17.005142
## iter 40 value 16.923007
## iter 50 value 16.908158
## iter 60 value 16.905655
## iter 70 value 16.904880
## iter 80 value 16.904694
## iter 90 value 16.904668
## final value 16.904662
## converged
## # weights: 139
## initial value 143.297783
## iter 10 value 29.762738
## iter 20 value 17.200681
## iter 30 value 16.897593
## iter 40 value 16.800720
## iter 50 value 16.771824
## iter 60 value 16.762157
## iter 70 value 16.752870
## iter 80 value 16.750930
## iter 90 value 16.749614
## iter 100 value 16.748801
## final value 16.748801
## stopped after 100 iterations
## # weights: 155
## initial value 187.569622
## iter 10 value 19.328308
## iter 20 value 17.037582
## iter 30 value 16.793169
## iter 40 value 16.663246
## iter 50 value 16.632971
## iter 60 value 16.628587
## iter 70 value 16.624284
## iter 80 value 16.616216
## iter 90 value 16.613346
## iter 100 value 16.612586
## final value 16.612586
## stopped after 100 iterations
## # weights: 11
## initial value 121.456025
## iter 10 value 59.742432
## iter 20 value 47.225144
## iter 30 value 31.824544
## final value 31.802768
## converged
## # weights: 27
## initial value 120.363667
## iter 10 value 15.725030
## iter 20 value 12.777978
## iter 30 value 12.343103
## iter 40 value 12.316024
## iter 50 value 12.315921
## final value 12.315920
## converged
## # weights: 43
## initial value 132.175499
## iter 10 value 22.328733
## iter 20 value 12.548063
## iter 30 value 11.768163
## iter 40 value 11.661228
## iter 50 value 11.655025
## iter 60 value 11.654639
## iter 70 value 11.654534
## iter 80 value 11.652823
## iter 90 value 11.652741
## final value 11.652724
## converged
## # weights: 59
## initial value 127.945793
## iter 10 value 12.611531
## iter 20 value 11.433722
## iter 30 value 11.305772
## iter 40 value 11.228081
## iter 50 value 11.191557
## iter 60 value 11.190355
## iter 70 value 11.190291
## iter 80 value 11.190276
## final value 11.190275
## converged
## # weights: 75
## initial value 141.998236
## iter 10 value 13.438410
## iter 20 value 11.271685
## iter 30 value 11.131350
## iter 40 value 11.067131
## iter 50 value 11.044359
## iter 60 value 11.032581
## iter 70 value 11.029870
## iter 80 value 11.028528
## iter 90 value 11.027906
## iter 100 value 11.027502
## final value 11.027502
## stopped after 100 iterations
## # weights: 91
## initial value 137.678910
## iter 10 value 14.606749
## iter 20 value 11.228125
## iter 30 value 11.064237
## iter 40 value 11.035493
## iter 50 value 10.989264
## iter 60 value 10.947486
## iter 70 value 10.924313
## iter 80 value 10.918975
## iter 90 value 10.916395
## iter 100 value 10.913264
## final value 10.913264
## stopped after 100 iterations
## # weights: 107
## initial value 120.288961
## iter 10 value 17.816289
## iter 20 value 11.280430
## iter 30 value 10.931744
## iter 40 value 10.868947
## iter 50 value 10.851994
## iter 60 value 10.842471
## iter 70 value 10.835487
## iter 80 value 10.833255
## iter 90 value 10.832142
## iter 100 value 10.831852
## final value 10.831852
## stopped after 100 iterations
## # weights: 123
## initial value 178.691695
## iter 10 value 12.670364
## iter 20 value 10.870203
## iter 30 value 10.794403
## iter 40 value 10.761738
## iter 50 value 10.753128
## iter 60 value 10.748376
## iter 70 value 10.741290
## iter 80 value 10.734364
## iter 90 value 10.725502
## iter 100 value 10.714415
## final value 10.714415
## stopped after 100 iterations
## # weights: 139
## initial value 152.521577
## iter 10 value 12.680083
## iter 20 value 10.841212
## iter 30 value 10.747071
## iter 40 value 10.688108
## iter 50 value 10.665843
## iter 60 value 10.657067
## iter 70 value 10.652928
## iter 80 value 10.651911
## iter 90 value 10.651686
## iter 100 value 10.651649
## final value 10.651649
## stopped after 100 iterations
## # weights: 155
## initial value 135.429221
## iter 10 value 18.871836
## iter 20 value 11.067720
## iter 30 value 10.689463
## iter 40 value 10.655081
## iter 50 value 10.627399
## iter 60 value 10.610066
## iter 70 value 10.604018
## iter 80 value 10.602031
## iter 90 value 10.601083
## iter 100 value 10.600859
## final value 10.600859
## stopped after 100 iterations
## # weights: 11
## initial value 119.627075
## iter 10 value 32.133811
## iter 20 value 22.639364
## iter 30 value 22.360082
## iter 40 value 22.351180
## final value 22.351177
## converged
## # weights: 27
## initial value 125.100524
## iter 10 value 18.118910
## iter 20 value 9.322291
## iter 30 value 8.821182
## iter 40 value 8.707407
## iter 50 value 8.670591
## iter 60 value 8.649263
## iter 70 value 8.647340
## iter 80 value 8.647089
## final value 8.647081
## converged
## # weights: 43
## initial value 117.239257
## iter 10 value 12.987960
## iter 20 value 7.919749
## iter 30 value 7.730278
## iter 40 value 7.714117
## iter 50 value 7.620583
## iter 60 value 7.523160
## iter 70 value 7.514085
## iter 80 value 7.513155
## iter 90 value 7.512340
## iter 100 value 7.510326
## final value 7.510326
## stopped after 100 iterations
## # weights: 59
## initial value 167.321221
## iter 10 value 14.716759
## iter 20 value 8.121821
## iter 30 value 7.625995
## iter 40 value 7.543352
## iter 50 value 7.507668
## iter 60 value 7.451112
## iter 70 value 7.429324
## iter 80 value 7.420210
## iter 90 value 7.417441
## iter 100 value 7.415919
## final value 7.415919
## stopped after 100 iterations
## # weights: 75
## initial value 132.589571
## iter 10 value 14.396571
## iter 20 value 8.015613
## iter 30 value 7.582588
## iter 40 value 7.483559
## iter 50 value 7.443161
## iter 60 value 7.431238
## iter 70 value 7.427101
## iter 80 value 7.420226
## iter 90 value 7.414551
## iter 100 value 7.413624
## final value 7.413624
## stopped after 100 iterations
## # weights: 91
## initial value 106.856717
## iter 10 value 9.406836
## iter 20 value 7.584166
## iter 30 value 7.351028
## iter 40 value 7.309863
## iter 50 value 7.289317
## iter 60 value 7.285118
## iter 70 value 7.269479
## iter 80 value 7.247916
## iter 90 value 7.238545
## iter 100 value 7.233532
## final value 7.233532
## stopped after 100 iterations
## # weights: 107
## initial value 186.409367
## iter 10 value 11.105501
## iter 20 value 7.734120
## iter 30 value 7.259284
## iter 40 value 7.206720
## iter 50 value 7.181415
## iter 60 value 7.172961
## iter 70 value 7.171312
## iter 80 value 7.170098
## iter 90 value 7.169371
## iter 100 value 7.169158
## final value 7.169158
## stopped after 100 iterations
## # weights: 123
## initial value 160.375532
## iter 10 value 8.498346
## iter 20 value 7.354289
## iter 30 value 7.238262
## iter 40 value 7.192548
## iter 50 value 7.171751
## iter 60 value 7.162269
## iter 70 value 7.151754
## iter 80 value 7.143367
## iter 90 value 7.139118
## iter 100 value 7.134818
## final value 7.134818
## stopped after 100 iterations
## # weights: 139
## initial value 155.426773
## iter 10 value 10.007415
## iter 20 value 7.464804
## iter 30 value 7.239242
## iter 40 value 7.164601
## iter 50 value 7.147125
## iter 60 value 7.131003
## iter 70 value 7.118205
## iter 80 value 7.111011
## iter 90 value 7.104504
## iter 100 value 7.102111
## final value 7.102111
## stopped after 100 iterations
## # weights: 155
## initial value 138.797736
## iter 10 value 9.222225
## iter 20 value 7.206111
## iter 30 value 7.140023
## iter 40 value 7.116409
## iter 50 value 7.102460
## iter 60 value 7.090202
## iter 70 value 7.083121
## iter 80 value 7.077569
## iter 90 value 7.073276
## iter 100 value 7.071561
## final value 7.071561
## stopped after 100 iterations
## # weights: 11
## initial value 121.994078
## iter 10 value 37.971398
## iter 20 value 16.198568
## iter 30 value 15.833328
## iter 40 value 15.691934
## final value 15.691921
## converged
## # weights: 27
## initial value 123.543322
## iter 10 value 30.837299
## iter 20 value 8.735856
## iter 30 value 6.073150
## iter 40 value 5.845578
## iter 50 value 5.821971
## iter 60 value 5.813954
## iter 70 value 5.806873
## iter 80 value 5.711244
## iter 90 value 5.689568
## iter 100 value 5.688029
## final value 5.688029
## stopped after 100 iterations
## # weights: 43
## initial value 136.865907
## iter 10 value 15.908557
## iter 20 value 6.157648
## iter 30 value 5.448203
## iter 40 value 5.059908
## iter 50 value 4.904624
## iter 60 value 4.845474
## iter 70 value 4.787286
## iter 80 value 4.769715
## iter 90 value 4.763999
## iter 100 value 4.762325
## final value 4.762325
## stopped after 100 iterations
## # weights: 59
## initial value 135.823025
## iter 10 value 19.454004
## iter 20 value 5.870864
## iter 30 value 5.074967
## iter 40 value 4.883422
## iter 50 value 4.825474
## iter 60 value 4.808265
## iter 70 value 4.782821
## iter 80 value 4.741801
## iter 90 value 4.712122
## iter 100 value 4.686513
## final value 4.686513
## stopped after 100 iterations
## # weights: 75
## initial value 117.178709
## iter 10 value 10.290070
## iter 20 value 6.172136
## iter 30 value 5.387790
## iter 40 value 4.749462
## iter 50 value 4.565033
## iter 60 value 4.496959
## iter 70 value 4.474481
## iter 80 value 4.466718
## iter 90 value 4.463900
## iter 100 value 4.461790
## final value 4.461790
## stopped after 100 iterations
## # weights: 91
## initial value 142.521325
## iter 10 value 6.209903
## iter 20 value 5.184990
## iter 30 value 5.078554
## iter 40 value 5.033458
## iter 50 value 4.919362
## iter 60 value 4.874838
## iter 70 value 4.754034
## iter 80 value 4.419329
## iter 90 value 4.334072
## iter 100 value 4.309983
## final value 4.309983
## stopped after 100 iterations
## # weights: 107
## initial value 115.031692
## iter 10 value 9.731994
## iter 20 value 6.137653
## iter 30 value 5.213019
## iter 40 value 5.030806
## iter 50 value 4.982218
## iter 60 value 4.728684
## iter 70 value 4.400057
## iter 80 value 4.338613
## iter 90 value 4.311614
## iter 100 value 4.295330
## final value 4.295330
## stopped after 100 iterations
## # weights: 123
## initial value 119.742805
## iter 10 value 7.393136
## iter 20 value 5.473283
## iter 30 value 5.107445
## iter 40 value 4.998735
## iter 50 value 4.931647
## iter 60 value 4.451894
## iter 70 value 4.328200
## iter 80 value 4.304842
## iter 90 value 4.296700
## iter 100 value 4.287433
## final value 4.287433
## stopped after 100 iterations
## # weights: 139
## initial value 145.497861
## iter 10 value 6.626490
## iter 20 value 5.355176
## iter 30 value 5.047769
## iter 40 value 4.716450
## iter 50 value 4.414614
## iter 60 value 4.324439
## iter 70 value 4.276247
## iter 80 value 4.248794
## iter 90 value 4.234440
## iter 100 value 4.226881
## final value 4.226881
## stopped after 100 iterations
## # weights: 155
## initial value 213.259832
## iter 10 value 6.302454
## iter 20 value 5.206741
## iter 30 value 5.079971
## iter 40 value 5.039610
## iter 50 value 5.000810
## iter 60 value 4.724407
## iter 70 value 4.305188
## iter 80 value 4.254059
## iter 90 value 4.239841
## iter 100 value 4.229235
## final value 4.229235
## stopped after 100 iterations
## # weights: 11
## initial value 123.782332
## iter 10 value 44.628929
## iter 20 value 12.554191
## iter 30 value 11.279514
## iter 40 value 11.129579
## final value 11.127447
## converged
## # weights: 27
## initial value 142.427765
## iter 10 value 10.866977
## iter 20 value 5.094164
## iter 30 value 4.415482
## iter 40 value 4.052346
## iter 50 value 3.989686
## iter 60 value 3.980451
## iter 70 value 3.979932
## iter 80 value 3.979859
## iter 90 value 3.979843
## iter 100 value 3.979839
## final value 3.979839
## stopped after 100 iterations
## # weights: 43
## initial value 126.696800
## iter 10 value 5.338233
## iter 20 value 4.143246
## iter 30 value 3.871890
## iter 40 value 3.609044
## iter 50 value 3.514153
## iter 60 value 3.481488
## iter 70 value 3.436035
## iter 80 value 3.189125
## iter 90 value 2.947630
## iter 100 value 2.689913
## final value 2.689913
## stopped after 100 iterations
## # weights: 59
## initial value 125.330544
## iter 10 value 10.765444
## iter 20 value 5.297862
## iter 30 value 3.929205
## iter 40 value 3.469973
## iter 50 value 3.075419
## iter 60 value 2.910117
## iter 70 value 2.801721
## iter 80 value 2.754254
## iter 90 value 2.735977
## iter 100 value 2.723908
## final value 2.723908
## stopped after 100 iterations
## # weights: 75
## initial value 160.996936
## iter 10 value 7.559004
## iter 20 value 3.989111
## iter 30 value 3.539466
## iter 40 value 3.234078
## iter 50 value 2.950270
## iter 60 value 2.791181
## iter 70 value 2.625463
## iter 80 value 2.569767
## iter 90 value 2.528415
## iter 100 value 2.495943
## final value 2.495943
## stopped after 100 iterations
## # weights: 91
## initial value 171.239325
## iter 10 value 8.120336
## iter 20 value 3.953821
## iter 30 value 3.268586
## iter 40 value 2.801531
## iter 50 value 2.634490
## iter 60 value 2.577141
## iter 70 value 2.527015
## iter 80 value 2.467189
## iter 90 value 2.441772
## iter 100 value 2.434154
## final value 2.434154
## stopped after 100 iterations
## # weights: 107
## initial value 182.979353
## iter 10 value 6.214184
## iter 20 value 4.226320
## iter 30 value 3.656087
## iter 40 value 3.394900
## iter 50 value 3.277275
## iter 60 value 2.936913
## iter 70 value 2.493599
## iter 80 value 2.400105
## iter 90 value 2.357965
## iter 100 value 2.331240
## final value 2.331240
## stopped after 100 iterations
## # weights: 123
## initial value 148.978262
## iter 10 value 7.897654
## iter 20 value 3.947108
## iter 30 value 3.539894
## iter 40 value 2.909572
## iter 50 value 2.596537
## iter 60 value 2.463169
## iter 70 value 2.394647
## iter 80 value 2.357029
## iter 90 value 2.345160
## iter 100 value 2.335098
## final value 2.335098
## stopped after 100 iterations
## # weights: 139
## initial value 136.742529
## iter 10 value 5.326226
## iter 20 value 3.660485
## iter 30 value 3.328021
## iter 40 value 2.825384
## iter 50 value 2.517096
## iter 60 value 2.447205
## iter 70 value 2.399708
## iter 80 value 2.375196
## iter 90 value 2.345763
## iter 100 value 2.326679
## final value 2.326679
## stopped after 100 iterations
## # weights: 155
## initial value 148.241971
## iter 10 value 5.741452
## iter 20 value 3.801657
## iter 30 value 3.392984
## iter 40 value 2.737568
## iter 50 value 2.431667
## iter 60 value 2.341961
## iter 70 value 2.308943
## iter 80 value 2.293569
## iter 90 value 2.284414
## iter 100 value 2.279570
## final value 2.279570
## stopped after 100 iterations
## # weights: 11
## initial value 132.081935
## iter 10 value 49.426182
## iter 20 value 43.021844
## iter 30 value 13.959966
## iter 40 value 8.267493
## iter 50 value 8.145938
## iter 60 value 8.132565
## iter 70 value 8.132365
## iter 80 value 8.132304
## iter 90 value 8.132283
## iter 90 value 8.132283
## final value 8.132283
## converged
## # weights: 27
## initial value 132.774768
## iter 10 value 13.219830
## iter 20 value 5.202943
## iter 30 value 4.034722
## iter 40 value 3.619078
## iter 50 value 3.408902
## iter 60 value 3.149387
## iter 70 value 2.499452
## iter 80 value 2.369260
## iter 90 value 2.330911
## iter 100 value 2.312801
## final value 2.312801
## stopped after 100 iterations
## # weights: 43
## initial value 161.048133
## iter 10 value 11.290575
## iter 20 value 3.911536
## iter 30 value 3.115713
## iter 40 value 2.198252
## iter 50 value 1.923740
## iter 60 value 1.755619
## iter 70 value 1.669126
## iter 80 value 1.604293
## iter 90 value 1.542225
## iter 100 value 1.511873
## final value 1.511873
## stopped after 100 iterations
## # weights: 59
## initial value 128.053896
## iter 10 value 8.108038
## iter 20 value 3.660720
## iter 30 value 2.665928
## iter 40 value 2.299164
## iter 50 value 2.119124
## iter 60 value 1.755420
## iter 70 value 1.578539
## iter 80 value 1.464658
## iter 90 value 1.396210
## iter 100 value 1.331273
## final value 1.331273
## stopped after 100 iterations
## # weights: 75
## initial value 145.972589
## iter 10 value 7.292765
## iter 20 value 3.244341
## iter 30 value 2.331169
## iter 40 value 1.919314
## iter 50 value 1.749739
## iter 60 value 1.663230
## iter 70 value 1.591927
## iter 80 value 1.543787
## iter 90 value 1.488369
## iter 100 value 1.452867
## final value 1.452867
## stopped after 100 iterations
## # weights: 91
## initial value 120.657195
## iter 10 value 3.875130
## iter 20 value 2.364670
## iter 30 value 1.727840
## iter 40 value 1.576476
## iter 50 value 1.472344
## iter 60 value 1.427355
## iter 70 value 1.378625
## iter 80 value 1.333203
## iter 90 value 1.288130
## iter 100 value 1.263014
## final value 1.263014
## stopped after 100 iterations
## # weights: 107
## initial value 130.408747
## iter 10 value 5.160374
## iter 20 value 2.610069
## iter 30 value 2.355365
## iter 40 value 2.107653
## iter 50 value 1.761229
## iter 60 value 1.607625
## iter 70 value 1.514694
## iter 80 value 1.464857
## iter 90 value 1.408770
## iter 100 value 1.380175
## final value 1.380175
## stopped after 100 iterations
## # weights: 123
## initial value 171.892893
## iter 10 value 5.286034
## iter 20 value 2.648458
## iter 30 value 2.092230
## iter 40 value 1.728587
## iter 50 value 1.572276
## iter 60 value 1.483208
## iter 70 value 1.433546
## iter 80 value 1.394986
## iter 90 value 1.364648
## iter 100 value 1.345050
## final value 1.345050
## stopped after 100 iterations
## # weights: 139
## initial value 163.141393
## iter 10 value 7.676676
## iter 20 value 2.389554
## iter 30 value 1.753141
## iter 40 value 1.524582
## iter 50 value 1.407506
## iter 60 value 1.323908
## iter 70 value 1.283749
## iter 80 value 1.251376
## iter 90 value 1.233213
## iter 100 value 1.225733
## final value 1.225733
## stopped after 100 iterations
## # weights: 155
## initial value 162.618559
## iter 10 value 5.307543
## iter 20 value 2.664401
## iter 30 value 2.136976
## iter 40 value 1.764072
## iter 50 value 1.594417
## iter 60 value 1.468535
## iter 70 value 1.415187
## iter 80 value 1.389489
## iter 90 value 1.374841
## iter 100 value 1.358562
## final value 1.358562
## stopped after 100 iterations
## # weights: 11
## initial value 130.868968
## iter 10 value 75.635180
## iter 20 value 11.607738
## iter 30 value 6.276234
## iter 40 value 6.188119
## iter 50 value 6.170130
## iter 60 value 6.169278
## iter 70 value 6.169256
## iter 80 value 6.169235
## iter 80 value 6.169235
## final value 6.169235
## converged
## # weights: 27
## initial value 149.689521
## iter 10 value 17.617871
## iter 20 value 2.204023
## iter 30 value 1.826049
## iter 40 value 1.613004
## iter 50 value 1.489309
## iter 60 value 1.245578
## iter 70 value 1.179132
## iter 80 value 1.118184
## iter 90 value 1.085899
## iter 100 value 1.073308
## final value 1.073308
## stopped after 100 iterations
## # weights: 43
## initial value 121.083195
## iter 10 value 36.843285
## iter 20 value 10.389418
## iter 30 value 2.704901
## iter 40 value 1.820689
## iter 50 value 1.459867
## iter 60 value 1.244389
## iter 70 value 1.189612
## iter 80 value 1.159655
## iter 90 value 1.139149
## iter 100 value 1.125260
## final value 1.125260
## stopped after 100 iterations
## # weights: 59
## initial value 160.556506
## iter 10 value 5.959849
## iter 20 value 2.028023
## iter 30 value 1.784400
## iter 40 value 1.396587
## iter 50 value 1.267878
## iter 60 value 1.218771
## iter 70 value 1.164220
## iter 80 value 1.129640
## iter 90 value 1.047410
## iter 100 value 0.938052
## final value 0.938052
## stopped after 100 iterations
## # weights: 75
## initial value 121.825969
## iter 10 value 5.265745
## iter 20 value 2.200102
## iter 30 value 1.430421
## iter 40 value 1.045273
## iter 50 value 0.877891
## iter 60 value 0.769016
## iter 70 value 0.724289
## iter 80 value 0.690991
## iter 90 value 0.668163
## iter 100 value 0.657399
## final value 0.657399
## stopped after 100 iterations
## # weights: 91
## initial value 176.310129
## iter 10 value 5.742845
## iter 20 value 1.674628
## iter 30 value 1.473706
## iter 40 value 1.378760
## iter 50 value 1.285923
## iter 60 value 1.144108
## iter 70 value 0.897109
## iter 80 value 0.826400
## iter 90 value 0.779523
## iter 100 value 0.731734
## final value 0.731734
## stopped after 100 iterations
## # weights: 107
## initial value 167.233046
## iter 10 value 4.650073
## iter 20 value 1.770872
## iter 30 value 1.302385
## iter 40 value 1.078646
## iter 50 value 0.933524
## iter 60 value 0.858270
## iter 70 value 0.809952
## iter 80 value 0.774299
## iter 90 value 0.751563
## iter 100 value 0.732970
## final value 0.732970
## stopped after 100 iterations
## # weights: 123
## initial value 131.817021
## iter 10 value 4.143632
## iter 20 value 2.176342
## iter 30 value 1.428079
## iter 40 value 1.176015
## iter 50 value 1.063514
## iter 60 value 0.982473
## iter 70 value 0.931881
## iter 80 value 0.871926
## iter 90 value 0.822906
## iter 100 value 0.750212
## final value 0.750212
## stopped after 100 iterations
## # weights: 139
## initial value 122.938831
## iter 10 value 4.910102
## iter 20 value 2.030346
## iter 30 value 1.380946
## iter 40 value 1.183739
## iter 50 value 0.957960
## iter 60 value 0.853012
## iter 70 value 0.788760
## iter 80 value 0.727918
## iter 90 value 0.691784
## iter 100 value 0.663959
## final value 0.663959
## stopped after 100 iterations
## # weights: 155
## initial value 154.858749
## iter 10 value 5.879208
## iter 20 value 1.711615
## iter 30 value 1.200651
## iter 40 value 0.910204
## iter 50 value 0.818611
## iter 60 value 0.767600
## iter 70 value 0.737343
## iter 80 value 0.710929
## iter 90 value 0.692514
## iter 100 value 0.672800
## final value 0.672800
## stopped after 100 iterations
## # weights: 11
## initial value 131.196031
## iter 10 value 24.462009
## iter 20 value 5.672417
## iter 30 value 5.180136
## iter 40 value 4.933988
## iter 50 value 4.911596
## iter 60 value 4.846049
## iter 70 value 4.820403
## iter 80 value 4.815233
## iter 90 value 4.814647
## iter 100 value 4.814630
## final value 4.814630
## stopped after 100 iterations
## # weights: 27
## initial value 140.014162
## iter 10 value 6.912536
## iter 20 value 1.475740
## iter 30 value 1.298858
## iter 40 value 1.196816
## iter 50 value 1.173758
## iter 60 value 1.034838
## iter 70 value 0.992897
## iter 80 value 0.946993
## iter 90 value 0.878597
## iter 100 value 0.838869
## final value 0.838869
## stopped after 100 iterations
## # weights: 43
## initial value 124.997413
## iter 10 value 7.539374
## iter 20 value 2.592119
## iter 30 value 1.242736
## iter 40 value 1.120506
## iter 50 value 1.009258
## iter 60 value 0.926892
## iter 70 value 0.815042
## iter 80 value 0.694538
## iter 90 value 0.636972
## iter 100 value 0.541527
## final value 0.541527
## stopped after 100 iterations
## # weights: 59
## initial value 143.674503
## iter 10 value 9.319993
## iter 20 value 1.180980
## iter 30 value 0.924737
## iter 40 value 0.860284
## iter 50 value 0.803882
## iter 60 value 0.742743
## iter 70 value 0.699957
## iter 80 value 0.675068
## iter 90 value 0.620704
## iter 100 value 0.564246
## final value 0.564246
## stopped after 100 iterations
## # weights: 75
## initial value 122.805354
## iter 10 value 5.944041
## iter 20 value 1.814993
## iter 30 value 0.826860
## iter 40 value 0.746790
## iter 50 value 0.662805
## iter 60 value 0.531482
## iter 70 value 0.480556
## iter 80 value 0.447299
## iter 90 value 0.419972
## iter 100 value 0.398491
## final value 0.398491
## stopped after 100 iterations
## # weights: 91
## initial value 107.483411
## iter 10 value 4.801726
## iter 20 value 0.878287
## iter 30 value 0.733099
## iter 40 value 0.656363
## iter 50 value 0.595383
## iter 60 value 0.538787
## iter 70 value 0.501314
## iter 80 value 0.484060
## iter 90 value 0.471139
## iter 100 value 0.462877
## final value 0.462877
## stopped after 100 iterations
## # weights: 107
## initial value 212.363603
## iter 10 value 8.851937
## iter 20 value 3.600258
## iter 30 value 2.095212
## iter 40 value 1.524060
## iter 50 value 1.009959
## iter 60 value 0.705275
## iter 70 value 0.591756
## iter 80 value 0.495418
## iter 90 value 0.450090
## iter 100 value 0.415915
## final value 0.415915
## stopped after 100 iterations
## # weights: 123
## initial value 130.956091
## iter 10 value 4.573642
## iter 20 value 1.723035
## iter 30 value 0.710462
## iter 40 value 0.598016
## iter 50 value 0.494176
## iter 60 value 0.452893
## iter 70 value 0.438287
## iter 80 value 0.421183
## iter 90 value 0.411841
## iter 100 value 0.398398
## final value 0.398398
## stopped after 100 iterations
## # weights: 139
## initial value 181.504227
## iter 10 value 4.993493
## iter 20 value 0.912862
## iter 30 value 0.663390
## iter 40 value 0.568536
## iter 50 value 0.504887
## iter 60 value 0.451575
## iter 70 value 0.418791
## iter 80 value 0.393881
## iter 90 value 0.371383
## iter 100 value 0.362179
## final value 0.362179
## stopped after 100 iterations
## # weights: 155
## initial value 187.088239
## iter 10 value 5.743012
## iter 20 value 1.050409
## iter 30 value 0.691323
## iter 40 value 0.612408
## iter 50 value 0.525400
## iter 60 value 0.454259
## iter 70 value 0.425453
## iter 80 value 0.409924
## iter 90 value 0.389692
## iter 100 value 0.377740
## final value 0.377740
## stopped after 100 iterations
## # weights: 11
## initial value 130.714963
## iter 10 value 50.309277
## iter 20 value 46.751555
## iter 30 value 22.591045
## iter 40 value 6.157246
## iter 50 value 4.235592
## iter 60 value 4.023245
## iter 70 value 3.934252
## iter 80 value 3.865729
## iter 90 value 3.850574
## iter 100 value 3.840147
## final value 3.840147
## stopped after 100 iterations
## # weights: 27
## initial value 129.093956
## iter 10 value 6.572077
## iter 20 value 1.258417
## iter 30 value 0.791046
## iter 40 value 0.679672
## iter 50 value 0.541872
## iter 60 value 0.470911
## iter 70 value 0.437937
## iter 80 value 0.425180
## iter 90 value 0.414689
## iter 100 value 0.403130
## final value 0.403130
## stopped after 100 iterations
## # weights: 43
## initial value 133.017475
## iter 10 value 13.784269
## iter 20 value 1.714668
## iter 30 value 0.541119
## iter 40 value 0.501541
## iter 50 value 0.440719
## iter 60 value 0.419393
## iter 70 value 0.404627
## iter 80 value 0.378416
## iter 90 value 0.366709
## iter 100 value 0.355832
## final value 0.355832
## stopped after 100 iterations
## # weights: 59
## initial value 154.975111
## iter 10 value 4.864439
## iter 20 value 1.937394
## iter 30 value 0.520476
## iter 40 value 0.461266
## iter 50 value 0.412438
## iter 60 value 0.369230
## iter 70 value 0.343342
## iter 80 value 0.333728
## iter 90 value 0.304373
## iter 100 value 0.293458
## final value 0.293458
## stopped after 100 iterations
## # weights: 75
## initial value 130.116645
## iter 10 value 4.015949
## iter 20 value 0.682534
## iter 30 value 0.453086
## iter 40 value 0.393885
## iter 50 value 0.374576
## iter 60 value 0.354233
## iter 70 value 0.338912
## iter 80 value 0.323177
## iter 90 value 0.315546
## iter 100 value 0.306478
## final value 0.306478
## stopped after 100 iterations
## # weights: 91
## initial value 133.793006
## iter 10 value 8.237713
## iter 20 value 1.717171
## iter 30 value 0.593109
## iter 40 value 0.510727
## iter 50 value 0.437033
## iter 60 value 0.375376
## iter 70 value 0.343353
## iter 80 value 0.328958
## iter 90 value 0.301162
## iter 100 value 0.285519
## final value 0.285519
## stopped after 100 iterations
## # weights: 107
## initial value 147.181318
## iter 10 value 5.207960
## iter 20 value 0.855844
## iter 30 value 0.397444
## iter 40 value 0.321992
## iter 50 value 0.283274
## iter 60 value 0.255441
## iter 70 value 0.231717
## iter 80 value 0.209704
## iter 90 value 0.196391
## iter 100 value 0.182238
## final value 0.182238
## stopped after 100 iterations
## # weights: 123
## initial value 122.669683
## iter 10 value 6.091062
## iter 20 value 0.681402
## iter 30 value 0.572657
## iter 40 value 0.547369
## iter 50 value 0.462277
## iter 60 value 0.312255
## iter 70 value 0.249989
## iter 80 value 0.232478
## iter 90 value 0.213570
## iter 100 value 0.205490
## final value 0.205490
## stopped after 100 iterations
## # weights: 139
## initial value 210.958383
## iter 10 value 5.191782
## iter 20 value 0.664767
## iter 30 value 0.474548
## iter 40 value 0.381664
## iter 50 value 0.310045
## iter 60 value 0.264325
## iter 70 value 0.217539
## iter 80 value 0.200639
## iter 90 value 0.191769
## iter 100 value 0.182729
## final value 0.182729
## stopped after 100 iterations
## # weights: 155
## initial value 192.790158
## iter 10 value 6.663445
## iter 20 value 0.581838
## iter 30 value 0.351311
## iter 40 value 0.307454
## iter 50 value 0.251774
## iter 60 value 0.211519
## iter 70 value 0.189306
## iter 80 value 0.176996
## iter 90 value 0.165921
## iter 100 value 0.155318
## final value 0.155318
## stopped after 100 iterations
## # weights: 27
## initial value 148.911659
## iter 10 value 33.628262
## iter 20 value 14.085421
## iter 30 value 13.022667
## iter 40 value 12.868872
## iter 50 value 12.840749
## iter 60 value 12.839990
## final value 12.839980
## converged
resultado_entrenamiento5 <- predict(modelo5,entrenamiento)
resultado_prueba5 <- predict(modelo5,prueba)
# Matriz de confusión del resultdo de entrenamiento
mcre5 <-confusionMatrix(resultado_entrenamiento5,entrenamiento$Species)
mcre5
## 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 confusion del resultado de prueba
mcrp5 <- confusionMatrix(resultado_prueba5, prueba$Species)
mcrp5
## Confusion Matrix and Statistics
##
## Reference
## Prediction setosa versicolor virginica
## setosa 10 0 0
## versicolor 0 10 1
## virginica 0 0 9
##
## Overall Statistics
##
## Accuracy : 0.9667
## 95% CI : (0.8278, 0.9992)
## No Information Rate : 0.3333
## P-Value [Acc > NIR] : 2.963e-13
##
## Kappa : 0.95
##
## Mcnemar's Test P-Value : NA
##
## Statistics by Class:
##
## Class: setosa Class: versicolor Class: virginica
## Sensitivity 1.0000 1.0000 0.9000
## Specificity 1.0000 0.9500 1.0000
## Pos Pred Value 1.0000 0.9091 1.0000
## Neg Pred Value 1.0000 1.0000 0.9524
## Prevalence 0.3333 0.3333 0.3333
## Detection Rate 0.3333 0.3333 0.3000
## Detection Prevalence 0.3333 0.3667 0.3000
## Balanced Accuracy 1.0000 0.9750 0.9500
# Entrenamiento del modelo con Random Forest
modelo6 <- train(Species ~ ., data = entrenamiento,
method = "rf",
trControl = trainControl(method = "cv", number = 10),
tuneLength = 10)
## note: only 3 unique complexity parameters in default grid. Truncating the grid to 3 .
# Predicciones en el conjunto de entrenamiento
resultado_entrenamiento6 <- predict(modelo6, entrenamiento)
# Predicciones en el conjunto de prueba
resultado_prueba6 <- predict(modelo6, prueba)
# Matriz de confusión del resultado en el conjunto de entrenamiento
mcre6 <- confusionMatrix(resultado_entrenamiento6, entrenamiento$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 confusión del resultado en el conjunto de prueba
mcrp6 <- confusionMatrix(resultado_prueba6, prueba$Species)
mcrp6
## Confusion Matrix and Statistics
##
## Reference
## Prediction setosa versicolor virginica
## setosa 10 0 0
## versicolor 0 10 2
## virginica 0 0 8
##
## Overall Statistics
##
## Accuracy : 0.9333
## 95% CI : (0.7793, 0.9918)
## No Information Rate : 0.3333
## P-Value [Acc > NIR] : 8.747e-12
##
## Kappa : 0.9
##
## Mcnemar's Test P-Value : NA
##
## Statistics by Class:
##
## Class: setosa Class: versicolor Class: virginica
## Sensitivity 1.0000 1.0000 0.8000
## Specificity 1.0000 0.9000 1.0000
## Pos Pred Value 1.0000 0.8333 1.0000
## Neg Pred Value 1.0000 1.0000 0.9091
## Prevalence 0.3333 0.3333 0.3333
## Detection Rate 0.3333 0.3333 0.2667
## Detection Prevalence 0.3333 0.4000 0.2667
## Balanced Accuracy 1.0000 0.9500 0.9000
resultados <- data.frame(
"svmlinear" = c(mcre1$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 0.9916667 0.9666667 0.9916667
## Precisión de prueba 0.9666667 0.9333333 0.9666667 0.9333333 0.9666667
## rf
## Precisión de entrenamiento 1.0000000
## Precisión de prueba 0.9333333
El modelo con el método de bosques aleatorios presenta sobreajuste, ya que tiene una alta precisión en entrenamiento, pero baja en prueba.
Acorde al resumen de resultados, el modelo mejor evaluado es el de Maquina de Vector de Soporte Lineal.