Teoría

El paquete caret (clasification and regresion training) es un paquete integral con una amplia variedad de algoritmos para el aprendizaje automático.

Instalar paquetes y llamar librerias

# 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

Base de datos

df <- data.frame(iris)

Analisis exploratorio de datos (EDA)

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

Partir los datos 80-20

set.seed(123)
renglones_entrenamiento <- createDataPartition(df$Species, p=0.8, list = FALSE)
entrenamiento <- iris[renglones_entrenamiento, ]
prueba <- iris[-renglones_entrenamiento, ]

Metodos para modelar

Los métodos más utilizados para modelar aprendizaje automático son: * SVM: (Support Vector Machine) Hay varios subtipos: lineal(svmlinear), *

Modelo linear

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

Modelo Radial

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

Modelo Poly

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

Redes neuronales NNET

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

Modelo 6: rf

# 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

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

Conclusiones

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.