DALEX-CARET

Use Case

Data set yang digunakan adalah hasil pemeriksaan dan assessment yang mencakup; hasil pemeriksaan potensi, pemeriksaan kompetensi,pemetaan talent, pemeriksaan psikometrik, pemeriksaan neurometrik melalui EEG sebagai prediktor dan targetnya adalah klasifikasi : kecocokan pada Struktural atau Fungsional.

library(breakDown)

## Warning: package 'breakDown' was built under R version 3.4.4

library(caret)

## Warning: package 'caret' was built under R version 3.4.4

## Loading required package: lattice

## Loading required package: ggplot2

## Warning: package 'ggplot2' was built under R version 3.4.4

library(readxl)

## Warning: package 'readxl' was built under R version 3.4.4

library(DALEX)

## Warning: package 'DALEX' was built under R version 3.4.4

## Welcome to DALEX (version: 0.2.3).

setwd("~/")
data<-readRDS(file = "mydata3.rds")
data<-na.omit(data)
mydata<-data
head(data)

##   Potential_tif Competency_fit   Psi_stru   Psi_Fung     TM_stru
## 1    -0.1851572     -0.4948037 -0.5801155  0.3106537  0.29220096
## 2     0.8573585      0.1491870  0.7188752  1.1852115 -0.05477838
## 3    -0.8801677     -1.1387944 -1.4461094 -0.5639041 -0.40175771
## 4    -0.1851572      0.1491870 -0.1471186 -0.1266252 -0.86439683
## 5    -0.8801677     -1.7827852 -1.0131125 -0.1266252  1.17892593
## 6    -1.2276729     -1.7827852 -1.0131125 -1.4384618 -0.78729031
##       TM_fung  Neu_stru  Neu_fung fit$cluster
## 1  1.05510027 -1.465083 -1.491875           2
## 2 -0.08760988 -1.464369 -1.490550           1
## 3 -0.60999167 -1.465083 -1.491875           2
## 4 -0.28350304 -1.469729 -1.492670           2
## 5  1.41423775 -1.464369 -1.492670           2
## 6 -0.57734280 -1.464369 -1.490550           2

Pembagian data training dan data test, 70% dipergunakan untuk membangun model 30% untuk melakukan validasi model.

library(caret)
seed <- 123
df<-data
library(magrittr)

## Warning: package 'magrittr' was built under R version 3.4.4

library(dplyr)

## Warning: package 'dplyr' was built under R version 3.4.4

## 
## Attaching package: 'dplyr'

## The following object is masked from 'package:DALEX':
## 
##     explain

## The following objects are masked from 'package:stats':
## 
##     filter, lag

## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union

dfm <- df %>%
  rename("tag" = "fit$cluster") %>% 
  mutate(tag = as.factor(tag))

## Warning: package 'bindrcpp' was built under R version 3.4.4

head(dfm)

##   Potential_tif Competency_fit   Psi_stru   Psi_Fung     TM_stru
## 1    -0.1851572     -0.4948037 -0.5801155  0.3106537  0.29220096
## 2     0.8573585      0.1491870  0.7188752  1.1852115 -0.05477838
## 3    -0.8801677     -1.1387944 -1.4461094 -0.5639041 -0.40175771
## 4    -0.1851572      0.1491870 -0.1471186 -0.1266252 -0.86439683
## 5    -0.8801677     -1.7827852 -1.0131125 -0.1266252  1.17892593
## 6    -1.2276729     -1.7827852 -1.0131125 -1.4384618 -0.78729031
##       TM_fung  Neu_stru  Neu_fung tag
## 1  1.05510027 -1.465083 -1.491875   2
## 2 -0.08760988 -1.464369 -1.490550   1
## 3 -0.60999167 -1.465083 -1.491875   2
## 4 -0.28350304 -1.469729 -1.492670   2
## 5  1.41423775 -1.464369 -1.492670   2
## 6 -0.57734280 -1.464369 -1.490550   2

trainIndex <- createDataPartition(dfm$tag, p = 0.7, list = FALSE, times = 1)
puprTrain <- dfm[ trainIndex,]
puprTest  <- dfm[-trainIndex,]

Pengendali Validasi

fitControl <- trainControl(## 10-fold CV
  method = "repeatedcv",
  number = 10,
  ## repeated ten times
  repeats = 10)

Penyusunan Model

Kami menggunakan 4 algoritma yakni Random Forest(rf), Support Vector Machine (SVM), Logistic Regression (glm), dan Neural Network (nn)

## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## # weights:  11
## initial  value 113.873561 
## iter  10 value 1.731176
## iter  20 value 0.005011
## final  value 0.000069 
## converged
## # weights:  31
## initial  value 120.423440 
## iter  10 value 0.030983
## iter  20 value 0.003601
## iter  30 value 0.000371
## iter  40 value 0.000123
## iter  50 value 0.000113
## final  value 0.000079 
## converged
## # weights:  51
## initial  value 120.878234 
## iter  10 value 0.037648
## iter  20 value 0.000954
## iter  30 value 0.000246
## iter  40 value 0.000128
## final  value 0.000091 
## converged
## # weights:  11
## initial  value 113.178397 
## iter  10 value 18.341444
## iter  20 value 16.688907
## final  value 16.688904 
## converged
## # weights:  31
## initial  value 116.505812 
## iter  10 value 14.017338
## iter  20 value 12.217777
## iter  30 value 12.155234
## final  value 12.155201 
## converged
## # weights:  51
## initial  value 114.809888 
## iter  10 value 12.347552
## iter  20 value 11.564061
## iter  30 value 11.499353
## iter  40 value 11.495071
## final  value 11.495062 
## converged
## # weights:  11
## initial  value 124.360019 
## iter  10 value 0.270808
## iter  20 value 0.102739
## iter  30 value 0.092156
## iter  40 value 0.085029
## iter  50 value 0.080842
## iter  60 value 0.078208
## iter  70 value 0.078000
## iter  80 value 0.077929
## iter  90 value 0.077886
## iter 100 value 0.077840
## final  value 0.077840 
## stopped after 100 iterations
## # weights:  31
## initial  value 109.357416 
## iter  10 value 0.129506
## iter  20 value 0.060128
## iter  30 value 0.057051
## iter  40 value 0.056454
## iter  50 value 0.056095
## iter  60 value 0.055686
## iter  70 value 0.053089
## iter  80 value 0.051751
## iter  90 value 0.051070
## iter 100 value 0.050485
## final  value 0.050485 
## stopped after 100 iterations
## # weights:  51
## initial  value 109.449369 
## iter  10 value 0.841389
## iter  20 value 0.468228
## iter  30 value 0.276270
## iter  40 value 0.153946
## iter  50 value 0.100523
## iter  60 value 0.073814
## iter  70 value 0.065039
## iter  80 value 0.058433
## iter  90 value 0.054853
## iter 100 value 0.053535
## final  value 0.053535 
## stopped after 100 iterations
## # weights:  11
## initial  value 122.070269 
## iter  10 value 0.068371
## iter  20 value 0.000460
## final  value 0.000071 
## converged
## # weights:  31
## initial  value 136.575742 
## iter  10 value 0.061567
## final  value 0.000042 
## converged
## # weights:  51
## initial  value 92.800677 
## iter  10 value 0.021464
## iter  20 value 0.001150
## iter  30 value 0.000528
## iter  40 value 0.000158
## iter  50 value 0.000103
## iter  50 value 0.000075
## iter  50 value 0.000075
## final  value 0.000075 
## converged
## # weights:  11
## initial  value 114.941825 
## iter  10 value 27.834577
## iter  20 value 16.993433
## final  value 16.992268 
## converged
## # weights:  31
## initial  value 118.466261 
## iter  10 value 16.657946
## iter  20 value 12.832479
## iter  30 value 12.474426
## iter  40 value 12.473236
## final  value 12.473236 
## converged
## # weights:  51
## initial  value 105.143864 
## iter  10 value 14.099783
## iter  20 value 12.266602
## iter  30 value 11.887690
## iter  40 value 11.832717
## iter  50 value 11.827357
## iter  60 value 11.827316
## final  value 11.827316 
## converged
## # weights:  11
## initial  value 116.604138 
## iter  10 value 0.715887
## iter  20 value 0.421468
## iter  30 value 0.341589
## iter  40 value 0.237247
## iter  50 value 0.207359
## iter  60 value 0.168388
## iter  70 value 0.151364
## iter  80 value 0.133953
## iter  90 value 0.115140
## iter 100 value 0.105172
## final  value 0.105172 
## stopped after 100 iterations
## # weights:  31
## initial  value 131.489305 
## iter  10 value 0.074868
## iter  20 value 0.062716
## iter  30 value 0.060416
## iter  40 value 0.059030
## iter  50 value 0.057042
## iter  60 value 0.054464
## iter  70 value 0.053452
## iter  80 value 0.052987
## iter  90 value 0.052761
## iter 100 value 0.052597
## final  value 0.052597 
## stopped after 100 iterations
## # weights:  51
## initial  value 147.426997 
## iter  10 value 0.205761
## iter  20 value 0.091012
## iter  30 value 0.086592
## iter  40 value 0.078299
## iter  50 value 0.065105
## iter  60 value 0.059548
## iter  70 value 0.056501
## iter  80 value 0.054915
## iter  90 value 0.053075
## iter 100 value 0.052066
## final  value 0.052066 
## stopped after 100 iterations
## # weights:  11
## initial  value 120.056601 
## iter  10 value 0.237685
## iter  20 value 0.003411
## iter  30 value 0.000184
## iter  40 value 0.000114
## final  value 0.000094 
## converged
## # weights:  31
## initial  value 126.199201 
## iter  10 value 0.118971
## iter  20 value 0.007882
## iter  30 value 0.004251
## iter  40 value 0.000620
## iter  50 value 0.000389
## final  value 0.000074 
## converged
## # weights:  51
## initial  value 125.356734 
## iter  10 value 1.213847
## iter  20 value 0.001703
## final  value 0.000080 
## converged
## # weights:  11
## initial  value 114.608797 
## iter  10 value 54.307714
## iter  20 value 18.119667
## iter  30 value 17.391233
## final  value 17.390957 
## converged
## # weights:  31
## initial  value 134.621366 
## iter  10 value 24.390118
## iter  20 value 14.145362
## iter  30 value 13.264368
## iter  40 value 12.956904
## iter  50 value 12.948825
## final  value 12.948822 
## converged
## # weights:  51
## initial  value 119.911788 
## iter  10 value 14.393631
## iter  20 value 12.635931
## iter  30 value 12.382272
## iter  40 value 12.353375
## iter  50 value 12.353014
## final  value 12.353011 
## converged
## # weights:  11
## initial  value 112.269148 
## iter  10 value 0.182961
## iter  20 value 0.141149
## iter  30 value 0.125600
## iter  40 value 0.114656
## iter  50 value 0.108666
## iter  60 value 0.102001
## iter  70 value 0.093178
## iter  80 value 0.087614
## iter  90 value 0.084787
## iter 100 value 0.081257
## final  value 0.081257 
## stopped after 100 iterations
## # weights:  31
## initial  value 108.415994 
## iter  10 value 0.376094
## iter  20 value 0.090270
## iter  30 value 0.083206
## iter  40 value 0.079855
## iter  50 value 0.073377
## iter  60 value 0.069887
## iter  70 value 0.065017
## iter  80 value 0.062380
## iter  90 value 0.060205
## iter 100 value 0.057283
## final  value 0.057283 
## stopped after 100 iterations
## # weights:  51
## initial  value 145.193678 
## iter  10 value 3.820805
## iter  20 value 0.103164
## iter  30 value 0.099571
## iter  40 value 0.094076
## iter  50 value 0.086469
## iter  60 value 0.080476
## iter  70 value 0.074953
## iter  80 value 0.072656
## iter  90 value 0.071203
## iter 100 value 0.069407
## final  value 0.069407 
## stopped after 100 iterations
## # weights:  11
## initial  value 112.559607 
## iter  10 value 1.476093
## iter  20 value 0.009379
## iter  30 value 0.001137
## iter  40 value 0.000219
## iter  50 value 0.000145
## iter  60 value 0.000112
## final  value 0.000076 
## converged
## # weights:  31
## initial  value 118.257686 
## iter  10 value 0.100728
## iter  20 value 0.001709
## iter  30 value 0.000163
## final  value 0.000099 
## converged
## # weights:  51
## initial  value 117.396754 
## iter  10 value 0.009475
## iter  20 value 0.002677
## iter  30 value 0.000419
## final  value 0.000061 
## converged
## # weights:  11
## initial  value 122.525898 
## iter  10 value 24.301284
## iter  20 value 16.997454
## final  value 16.996065 
## converged
## # weights:  31
## initial  value 122.762374 
## iter  10 value 13.833193
## iter  20 value 12.609968
## iter  30 value 12.498424
## iter  40 value 12.495254
## iter  40 value 12.495254
## iter  40 value 12.495254
## final  value 12.495254 
## converged
## # weights:  51
## initial  value 109.326489 
## iter  10 value 13.078781
## iter  20 value 12.027816
## iter  30 value 11.876267
## iter  40 value 11.873772
## final  value 11.873769 
## converged
## # weights:  11
## initial  value 113.572298 
## iter  10 value 0.388522
## iter  20 value 0.126582
## iter  30 value 0.116730
## iter  40 value 0.108083
## iter  50 value 0.096261
## iter  60 value 0.088027
## iter  70 value 0.080056
## iter  80 value 0.079481
## iter  90 value 0.079090
## iter 100 value 0.078826
## final  value 0.078826 
## stopped after 100 iterations
## # weights:  31
## initial  value 109.278077 
## iter  10 value 0.090132
## iter  20 value 0.067326
## iter  30 value 0.065159
## iter  40 value 0.062605
## iter  50 value 0.059120
## iter  60 value 0.054751
## iter  70 value 0.054033
## iter  80 value 0.053749
## iter  90 value 0.052834
## iter 100 value 0.052365
## final  value 0.052365 
## stopped after 100 iterations
## # weights:  51
## initial  value 127.742964 
## iter  10 value 0.153556
## iter  20 value 0.134327
## iter  30 value 0.101723
## iter  40 value 0.093337
## iter  50 value 0.083637
## iter  60 value 0.066687
## iter  70 value 0.058004
## iter  80 value 0.055897
## iter  90 value 0.055185
## iter 100 value 0.054413
## final  value 0.054413 
## stopped after 100 iterations
## # weights:  11
## initial  value 122.100827 
## iter  10 value 5.608506
## iter  20 value 0.005213
## final  value 0.000085 
## converged
## # weights:  31
## initial  value 121.806361 
## iter  10 value 0.636784
## iter  20 value 0.003530
## iter  30 value 0.000191
## iter  30 value 0.000097
## iter  30 value 0.000095
## final  value 0.000095 
## converged
## # weights:  51
## initial  value 120.444029 
## iter  10 value 0.005982
## iter  20 value 0.001380
## iter  30 value 0.000563
## iter  40 value 0.000454
## final  value 0.000087 
## converged
## # weights:  11
## initial  value 118.980216 
## iter  10 value 22.555072
## iter  20 value 17.325640
## iter  30 value 16.768141
## final  value 16.767872 
## converged
## # weights:  31
## initial  value 119.510593 
## iter  10 value 12.647958
## iter  20 value 12.255175
## iter  30 value 12.235641
## final  value 12.235507 
## converged
## # weights:  51
## initial  value 133.378829 
## iter  10 value 12.865029
## iter  20 value 11.669905
## iter  30 value 11.607110
## iter  40 value 11.606013
## iter  50 value 11.605931
## final  value 11.605929 
## converged
## # weights:  11
## initial  value 133.122703 
## iter  10 value 0.103020
## iter  20 value 0.094924
## iter  30 value 0.084750
## iter  40 value 0.082358
## iter  50 value 0.079461
## iter  60 value 0.078922
## iter  70 value 0.078173
## iter  80 value 0.077827
## iter  90 value 0.077747
## iter 100 value 0.077673
## final  value 0.077673 
## stopped after 100 iterations
## # weights:  31
## initial  value 123.462154 
## iter  10 value 1.228954
## iter  20 value 0.106942
## iter  30 value 0.090623
## iter  40 value 0.080785
## iter  50 value 0.077247
## iter  60 value 0.072183
## iter  70 value 0.067532
## iter  80 value 0.064428
## iter  90 value 0.060759
## iter 100 value 0.057569
## final  value 0.057569 
## stopped after 100 iterations
## # weights:  51
## initial  value 140.016001 
## iter  10 value 1.667605
## iter  20 value 0.096830
## iter  30 value 0.089630
## iter  40 value 0.086090
## iter  50 value 0.081657
## iter  60 value 0.076501
## iter  70 value 0.072961
## iter  80 value 0.071029
## iter  90 value 0.069303
## iter 100 value 0.067197
## final  value 0.067197 
## stopped after 100 iterations
## # weights:  11
## initial  value 117.463621 
## iter  10 value 8.416668
## iter  20 value 0.019190
## iter  30 value 0.000618
## final  value 0.000094 
## converged
## # weights:  31
## initial  value 127.153928 
## iter  10 value 0.119240
## iter  20 value 0.012149
## iter  30 value 0.000252
## final  value 0.000067 
## converged
## # weights:  51
## initial  value 122.175608 
## iter  10 value 0.028010
## iter  20 value 0.000506
## final  value 0.000091 
## converged
## # weights:  11
## initial  value 120.425900 
## iter  10 value 20.541648
## iter  20 value 17.307824
## final  value 17.307823 
## converged
## # weights:  31
## initial  value 116.803422 
## iter  10 value 16.086919
## iter  20 value 13.333314
## iter  30 value 12.849031
## final  value 12.843460 
## converged
## # weights:  51
## initial  value 102.121790 
## iter  10 value 13.473469
## iter  20 value 12.415956
## iter  30 value 12.252771
## iter  40 value 12.239564
## iter  50 value 12.239520
## iter  50 value 12.239520
## iter  50 value 12.239520
## final  value 12.239520 
## converged
## # weights:  11
## initial  value 124.055587 
## iter  10 value 0.634733
## iter  20 value 0.088047
## iter  30 value 0.083731
## iter  40 value 0.082668
## iter  50 value 0.081430
## iter  60 value 0.081079
## iter  70 value 0.080927
## iter  80 value 0.080851
## iter  90 value 0.080832
## iter 100 value 0.080804
## final  value 0.080804 
## stopped after 100 iterations
## # weights:  31
## initial  value 141.663002 
## iter  10 value 0.691006
## iter  20 value 0.080841
## iter  30 value 0.071511
## iter  40 value 0.065393
## iter  50 value 0.060574
## iter  60 value 0.058967
## iter  70 value 0.058503
## iter  80 value 0.057910
## iter  90 value 0.057001
## iter 100 value 0.056101
## final  value 0.056101 
## stopped after 100 iterations
## # weights:  51
## initial  value 116.492390 
## iter  10 value 0.257696
## iter  20 value 0.206529
## iter  30 value 0.153443
## iter  40 value 0.101846
## iter  50 value 0.086195
## iter  60 value 0.077973
## iter  70 value 0.069339
## iter  80 value 0.066303
## iter  90 value 0.062504
## iter 100 value 0.060178
## final  value 0.060178 
## stopped after 100 iterations
## # weights:  11
## initial  value 119.319089 
## iter  10 value 1.349747
## iter  20 value 0.019120
## iter  30 value 0.001408
## final  value 0.000089 
## converged
## # weights:  31
## initial  value 116.640165 
## iter  10 value 0.006295
## iter  20 value 0.001892
## iter  30 value 0.001121
## final  value 0.000085 
## converged
## # weights:  51
## initial  value 122.350519 
## iter  10 value 0.103261
## iter  20 value 0.005146
## final  value 0.000090 
## converged
## # weights:  11
## initial  value 117.661839 
## iter  10 value 17.608038
## final  value 17.234715 
## converged
## # weights:  31
## initial  value 147.340200 
## iter  10 value 19.495979
## iter  20 value 12.920622
## iter  30 value 12.819334
## iter  40 value 12.788158
## final  value 12.787575 
## converged
## # weights:  51
## initial  value 134.116547 
## iter  10 value 12.509184
## iter  20 value 12.193603
## iter  30 value 12.179590
## iter  40 value 12.176731
## final  value 12.176723 
## converged
## # weights:  11
## initial  value 119.818205 
## iter  10 value 0.413971
## iter  20 value 0.258861
## iter  30 value 0.148828
## iter  40 value 0.110922
## iter  50 value 0.092429
## iter  60 value 0.087378
## iter  70 value 0.084713
## iter  80 value 0.082359
## iter  90 value 0.081284
## iter 100 value 0.081031
## final  value 0.081031 
## stopped after 100 iterations
## # weights:  31
## initial  value 123.311629 
## iter  10 value 0.127361
## iter  20 value 0.104943
## iter  30 value 0.088566
## iter  40 value 0.079579
## iter  50 value 0.075552
## iter  60 value 0.073364
## iter  70 value 0.069463
## iter  80 value 0.066110
## iter  90 value 0.063408
## iter 100 value 0.058612
## final  value 0.058612 
## stopped after 100 iterations
## # weights:  51
## initial  value 108.977123 
## iter  10 value 0.273957
## iter  20 value 0.059946
## iter  30 value 0.056726
## iter  40 value 0.055326
## iter  50 value 0.054413
## iter  60 value 0.053627
## iter  70 value 0.053278
## iter  80 value 0.052977
## iter  90 value 0.052722
## iter 100 value 0.052488
## final  value 0.052488 
## stopped after 100 iterations
## # weights:  11
## initial  value 115.400981 
## iter  10 value 0.285654
## iter  20 value 0.000290
## final  value 0.000073 
## converged
## # weights:  31
## initial  value 117.540742 
## iter  10 value 0.113900
## iter  20 value 0.009022
## iter  30 value 0.000594
## final  value 0.000095 
## converged
## # weights:  51
## initial  value 122.796674 
## iter  10 value 0.052529
## iter  20 value 0.001556
## iter  30 value 0.000702
## iter  40 value 0.000293
## iter  50 value 0.000142
## iter  50 value 0.000087
## iter  50 value 0.000087
## final  value 0.000087 
## converged
## # weights:  11
## initial  value 117.141160 
## iter  10 value 17.620220
## iter  20 value 16.746221
## final  value 16.746220 
## converged
## # weights:  31
## initial  value 117.617964 
## iter  10 value 13.902128
## iter  20 value 12.334874
## iter  30 value 12.165128
## final  value 12.163870 
## converged
## # weights:  51
## initial  value 106.084038 
## iter  10 value 13.440467
## iter  20 value 11.800757
## iter  30 value 11.534208
## iter  40 value 11.514707
## iter  50 value 11.514507
## final  value 11.514504 
## converged
## # weights:  11
## initial  value 120.263100 
## iter  10 value 0.661467
## iter  20 value 0.402183
## iter  30 value 0.341733
## iter  40 value 0.295914
## iter  50 value 0.209465
## iter  60 value 0.132784
## iter  70 value 0.099539
## iter  80 value 0.091455
## iter  90 value 0.087063
## iter 100 value 0.083591
## final  value 0.083591 
## stopped after 100 iterations
## # weights:  31
## initial  value 121.674371 
## iter  10 value 1.021334
## iter  20 value 0.211635
## iter  30 value 0.189894
## iter  40 value 0.167786
## iter  50 value 0.146448
## iter  60 value 0.117689
## iter  70 value 0.100553
## iter  80 value 0.090514
## iter  90 value 0.072122
## iter 100 value 0.060713
## final  value 0.060713 
## stopped after 100 iterations
## # weights:  51
## initial  value 114.333508 
## iter  10 value 0.395378
## iter  20 value 0.066195
## iter  30 value 0.063891
## iter  40 value 0.062868
## iter  50 value 0.061396
## iter  60 value 0.058054
## iter  70 value 0.055519
## iter  80 value 0.054518
## iter  90 value 0.053878
## iter 100 value 0.053166
## final  value 0.053166 
## stopped after 100 iterations
## # weights:  11
## initial  value 116.314526 
## iter  10 value 0.088671
## iter  20 value 0.000355
## final  value 0.000090 
## converged
## # weights:  31
## initial  value 118.438824 
## iter  10 value 0.040701
## iter  20 value 0.000321
## final  value 0.000087 
## converged
## # weights:  51
## initial  value 123.041755 
## iter  10 value 0.003197
## iter  20 value 0.000411
## iter  30 value 0.000286
## iter  40 value 0.000170
## final  value 0.000099 
## converged
## # weights:  11
## initial  value 117.107062 
## iter  10 value 22.110721
## iter  20 value 16.818614
## final  value 16.817065 
## converged
## # weights:  31
## initial  value 110.342185 
## iter  10 value 16.637335
## iter  20 value 12.856515
## iter  30 value 12.269066
## iter  40 value 12.256635
## final  value 12.256634 
## converged
## # weights:  51
## initial  value 117.403384 
## iter  10 value 20.446864
## iter  20 value 12.062876
## iter  30 value 11.687900
## iter  40 value 11.636440
## iter  50 value 11.635578
## iter  60 value 11.635390
## final  value 11.635390 
## converged
## # weights:  11
## initial  value 109.624442 
## iter  10 value 0.187002
## iter  20 value 0.162052
## iter  30 value 0.144495
## iter  40 value 0.117064
## iter  50 value 0.101642
## iter  60 value 0.088558
## iter  70 value 0.084688
## iter  80 value 0.081617
## iter  90 value 0.080140
## iter 100 value 0.079885
## final  value 0.079885 
## stopped after 100 iterations
## # weights:  31
## initial  value 114.032849 
## iter  10 value 0.221075
## iter  20 value 0.096711
## iter  30 value 0.078799
## iter  40 value 0.069821
## iter  50 value 0.060985
## iter  60 value 0.059485
## iter  70 value 0.057840
## iter  80 value 0.056230
## iter  90 value 0.054721
## iter 100 value 0.054149
## final  value 0.054149 
## stopped after 100 iterations
## # weights:  51
## initial  value 131.987957 
## iter  10 value 0.679349
## iter  20 value 0.497145
## iter  30 value 0.316566
## iter  40 value 0.217222
## iter  50 value 0.147452
## iter  60 value 0.123251
## iter  70 value 0.098928
## iter  80 value 0.083256
## iter  90 value 0.074344
## iter 100 value 0.071088
## final  value 0.071088 
## stopped after 100 iterations
## # weights:  11
## initial  value 113.762201 
## iter  10 value 0.064623
## iter  20 value 0.001867
## iter  30 value 0.000126
## iter  40 value 0.000106
## final  value 0.000084 
## converged
## # weights:  31
## initial  value 116.682650 
## iter  10 value 0.081713
## iter  20 value 0.001645
## final  value 0.000083 
## converged
## # weights:  51
## initial  value 120.855548 
## iter  10 value 0.060996
## iter  20 value 0.015155
## iter  30 value 0.003627
## iter  40 value 0.000681
## iter  50 value 0.000112
## iter  50 value 0.000096
## iter  50 value 0.000096
## final  value 0.000096 
## converged
## # weights:  11
## initial  value 116.386699 
## iter  10 value 19.036632
## iter  20 value 17.388929
## final  value 17.388820 
## converged
## # weights:  31
## initial  value 132.772305 
## iter  10 value 16.785879
## iter  20 value 13.050985
## iter  30 value 12.974847
## iter  40 value 12.967647
## final  value 12.967633 
## converged
## # weights:  51
## initial  value 113.030458 
## iter  10 value 14.909956
## iter  20 value 12.616941
## iter  30 value 12.426135
## iter  40 value 12.375212
## iter  50 value 12.373922
## final  value 12.373907 
## converged
## # weights:  11
## initial  value 113.194857 
## iter  10 value 0.343051
## iter  20 value 0.093193
## iter  30 value 0.086157
## iter  40 value 0.084701
## iter  50 value 0.083060
## iter  60 value 0.082022
## iter  70 value 0.081588
## iter  80 value 0.081272
## iter  90 value 0.081125
## iter 100 value 0.080976
## final  value 0.080976 
## stopped after 100 iterations
## # weights:  31
## initial  value 111.274869 
## iter  10 value 0.486698
## iter  20 value 0.080431
## iter  30 value 0.072652
## iter  40 value 0.068717
## iter  50 value 0.065971
## iter  60 value 0.063421
## iter  70 value 0.061870
## iter  80 value 0.059804
## iter  90 value 0.058982
## iter 100 value 0.057899
## final  value 0.057899 
## stopped after 100 iterations
## # weights:  51
## initial  value 108.408135 
## iter  10 value 0.132539
## iter  20 value 0.110145
## iter  30 value 0.087193
## iter  40 value 0.066142
## iter  50 value 0.059864
## iter  60 value 0.057523
## iter  70 value 0.055213
## iter  80 value 0.053795
## iter  90 value 0.053157
## iter 100 value 0.052885
## final  value 0.052885 
## stopped after 100 iterations
## # weights:  11
## initial  value 110.276773 
## iter  10 value 0.004640
## iter  20 value 0.002117
## final  value 0.000077 
## converged
## # weights:  31
## initial  value 109.776452 
## iter  10 value 0.119069
## iter  20 value 0.000619
## final  value 0.000064 
## converged
## # weights:  51
## initial  value 140.281635 
## iter  10 value 0.226180
## iter  20 value 0.005519
## iter  30 value 0.000422
## final  value 0.000056 
## converged
## # weights:  11
## initial  value 122.804698 
## iter  10 value 22.580601
## iter  20 value 17.365864
## iter  30 value 17.240351
## final  value 17.240351 
## converged
## # weights:  31
## initial  value 117.934695 
## iter  10 value 13.017225
## iter  20 value 12.796383
## iter  30 value 12.782104
## final  value 12.781860 
## converged
## # weights:  51
## initial  value 110.201517 
## iter  10 value 13.667096
## iter  20 value 12.276806
## iter  30 value 12.179029
## iter  40 value 12.176945
## iter  50 value 12.176847
## final  value 12.176846 
## converged
## # weights:  11
## initial  value 114.103871 
## iter  10 value 1.371161
## iter  20 value 0.572559
## iter  30 value 0.501957
## iter  40 value 0.402435
## iter  50 value 0.242177
## iter  60 value 0.132736
## iter  70 value 0.115432
## iter  80 value 0.098608
## iter  90 value 0.088687
## iter 100 value 0.085623
## final  value 0.085623 
## stopped after 100 iterations
## # weights:  31
## initial  value 115.868207 
## iter  10 value 0.268030
## iter  20 value 0.142873
## iter  30 value 0.111377
## iter  40 value 0.087600
## iter  50 value 0.078877
## iter  60 value 0.076273
## iter  70 value 0.073835
## iter  80 value 0.071172
## iter  90 value 0.069668
## iter 100 value 0.067876
## final  value 0.067876 
## stopped after 100 iterations
## # weights:  51
## initial  value 118.100219 
## iter  10 value 0.115919
## iter  20 value 0.086105
## iter  30 value 0.082032
## iter  40 value 0.071435
## iter  50 value 0.064182
## iter  60 value 0.060052
## iter  70 value 0.057396
## iter  80 value 0.055091
## iter  90 value 0.053782
## iter 100 value 0.053067
## final  value 0.053067 
## stopped after 100 iterations
## # weights:  11
## initial  value 115.097608 
## iter  10 value 0.042711
## iter  20 value 0.000380
## final  value 0.000083 
## converged
## # weights:  31
## initial  value 112.591537 
## iter  10 value 0.050903
## iter  20 value 0.010121
## iter  30 value 0.001124
## iter  40 value 0.000165
## final  value 0.000078 
## converged
## # weights:  51
## initial  value 100.796812 
## iter  10 value 0.496953
## iter  20 value 0.001146
## final  value 0.000066 
## converged
## # weights:  11
## initial  value 130.268778 
## iter  10 value 18.691376
## iter  20 value 17.042421
## final  value 17.042419 
## converged
## # weights:  31
## initial  value 126.957051 
## iter  10 value 24.205195
## iter  20 value 13.414977
## iter  30 value 12.773096
## iter  40 value 12.552692
## iter  50 value 12.535310
## iter  60 value 12.534344
## final  value 12.534343 
## converged
## # weights:  51
## initial  value 126.196457 
## iter  10 value 14.920795
## iter  20 value 12.144875
## iter  30 value 11.895994
## iter  40 value 11.892715
## iter  50 value 11.892552
## final  value 11.892544 
## converged
## # weights:  11
## initial  value 133.012506 
## iter  10 value 3.140658
## iter  20 value 0.099252
## iter  30 value 0.089331
## iter  40 value 0.083824
## iter  50 value 0.082083
## iter  60 value 0.081382
## iter  70 value 0.080599
## iter  80 value 0.080305
## iter  90 value 0.080156
## iter 100 value 0.080003
## final  value 0.080003 
## stopped after 100 iterations
## # weights:  31
## initial  value 114.466877 
## iter  10 value 0.213553
## iter  20 value 0.186255
## iter  30 value 0.137055
## iter  40 value 0.100624
## iter  50 value 0.087426
## iter  60 value 0.080460
## iter  70 value 0.074899
## iter  80 value 0.070480
## iter  90 value 0.061552
## iter 100 value 0.057170
## final  value 0.057170 
## stopped after 100 iterations
## # weights:  51
## initial  value 109.957007 
## iter  10 value 0.261604
## iter  20 value 0.232884
## iter  30 value 0.168344
## iter  40 value 0.136223
## iter  50 value 0.112497
## iter  60 value 0.075708
## iter  70 value 0.067312
## iter  80 value 0.060052
## iter  90 value 0.055324
## iter 100 value 0.053758
## final  value 0.053758 
## stopped after 100 iterations
## # weights:  11
## initial  value 122.167934 
## iter  10 value 0.355067
## iter  20 value 0.001683
## iter  30 value 0.000255
## final  value 0.000063 
## converged
## # weights:  31
## initial  value 113.300609 
## iter  10 value 0.011524
## iter  20 value 0.000193
## final  value 0.000056 
## converged
## # weights:  51
## initial  value 104.156427 
## iter  10 value 0.327687
## iter  20 value 0.000311
## final  value 0.000080 
## converged
## # weights:  11
## initial  value 117.559175 
## iter  10 value 17.852857
## iter  20 value 16.996952
## final  value 16.996698 
## converged
## # weights:  31
## initial  value 106.542710 
## iter  10 value 16.259560
## iter  20 value 15.060677
## iter  30 value 15.059345
## final  value 15.059344 
## converged
## # weights:  51
## initial  value 108.323299 
## iter  10 value 12.706170
## iter  20 value 12.201830
## iter  30 value 11.923041
## iter  40 value 11.877613
## iter  50 value 11.876189
## final  value 11.876176 
## converged
## # weights:  11
## initial  value 110.599687 
## iter  10 value 0.169522
## iter  20 value 0.082859
## iter  30 value 0.079913
## iter  40 value 0.079786
## iter  50 value 0.079715
## iter  60 value 0.079694
## iter  70 value 0.079678
## iter  80 value 0.079676
## iter  90 value 0.079674
## iter 100 value 0.079674
## final  value 0.079674 
## stopped after 100 iterations
## # weights:  31
## initial  value 139.192191 
## iter  10 value 0.242876
## iter  20 value 0.071528
## iter  30 value 0.068559
## iter  40 value 0.066869
## iter  50 value 0.064892
## iter  60 value 0.062925
## iter  70 value 0.061084
## iter  80 value 0.060567
## iter  90 value 0.059579
## iter 100 value 0.058295
## final  value 0.058295 
## stopped after 100 iterations
## # weights:  51
## initial  value 120.619881 
## iter  10 value 0.079055
## iter  20 value 0.061132
## iter  30 value 0.059829
## iter  40 value 0.058679
## iter  50 value 0.057785
## iter  60 value 0.057302
## iter  70 value 0.056841
## iter  80 value 0.056211
## iter  90 value 0.055462
## iter 100 value 0.054872
## final  value 0.054872 
## stopped after 100 iterations
## # weights:  11
## initial  value 118.464869 
## iter  10 value 5.348867
## iter  20 value 0.016378
## final  value 0.000055 
## converged
## # weights:  31
## initial  value 129.073384 
## iter  10 value 0.019716
## iter  20 value 0.004151
## iter  30 value 0.002027
## final  value 0.000087 
## converged
## # weights:  51
## initial  value 120.850388 
## iter  10 value 0.063925
## iter  20 value 0.002327
## iter  30 value 0.000244
## iter  40 value 0.000229
## final  value 0.000089 
## converged
## # weights:  11
## initial  value 118.335325 
## iter  10 value 20.210362
## iter  20 value 16.940426
## final  value 16.939655 
## converged
## # weights:  31
## initial  value 134.654544 
## iter  10 value 20.833826
## iter  20 value 13.315895
## iter  30 value 12.633684
## iter  40 value 12.505406
## iter  50 value 12.436844
## iter  60 value 12.429440
## iter  70 value 12.429130
## final  value 12.429128 
## converged
## # weights:  51
## initial  value 113.848547 
## iter  10 value 14.648175
## iter  20 value 12.132835
## iter  30 value 11.835135
## iter  40 value 11.814114
## iter  50 value 11.812362
## final  value 11.812351 
## converged
## # weights:  11
## initial  value 114.652593 
## iter  10 value 6.372668
## iter  20 value 0.086491
## iter  30 value 0.083457
## iter  40 value 0.082129
## iter  50 value 0.081101
## iter  60 value 0.080081
## iter  70 value 0.079525
## iter  80 value 0.079311
## iter  90 value 0.079258
## iter 100 value 0.079203
## final  value 0.079203 
## stopped after 100 iterations
## # weights:  31
## initial  value 116.009232 
## iter  10 value 0.109305
## iter  20 value 0.088521
## iter  30 value 0.079912
## iter  40 value 0.068524
## iter  50 value 0.063700
## iter  60 value 0.062564
## iter  70 value 0.058977
## iter  80 value 0.056949
## iter  90 value 0.054786
## iter 100 value 0.053689
## final  value 0.053689 
## stopped after 100 iterations
## # weights:  51
## initial  value 123.305168 
## iter  10 value 2.516206
## iter  20 value 0.085451
## iter  30 value 0.080924
## iter  40 value 0.077427
## iter  50 value 0.075700
## iter  60 value 0.068297
## iter  70 value 0.065357
## iter  80 value 0.063324
## iter  90 value 0.061366
## iter 100 value 0.059052
## final  value 0.059052 
## stopped after 100 iterations
## # weights:  11
## initial  value 126.035873 
## iter  10 value 0.122992
## iter  20 value 0.004762
## iter  30 value 0.000408
## iter  40 value 0.000145
## iter  50 value 0.000116
## final  value 0.000073 
## converged
## # weights:  31
## initial  value 116.466907 
## iter  10 value 0.575734
## iter  20 value 0.000963
## final  value 0.000061 
## converged
## # weights:  51
## initial  value 109.334576 
## iter  10 value 0.032525
## iter  20 value 0.004256
## iter  30 value 0.000979
## iter  40 value 0.000381
## final  value 0.000087 
## converged
## # weights:  11
## initial  value 120.638995 
## iter  10 value 32.197628
## iter  20 value 17.211822
## iter  30 value 17.191320
## final  value 17.191319 
## converged
## # weights:  31
## initial  value 108.625142 
## iter  10 value 15.866080
## iter  20 value 13.003432
## iter  30 value 12.717367
## final  value 12.714567 
## converged
## # weights:  51
## initial  value 123.756764 
## iter  10 value 16.340246
## iter  20 value 12.395583
## iter  30 value 12.150501
## iter  40 value 12.111009
## iter  50 value 12.101623
## iter  60 value 12.098679
## final  value 12.098675 
## converged
## # weights:  11
## initial  value 110.224332 
## iter  10 value 0.350138
## iter  20 value 0.153638
## iter  30 value 0.142272
## iter  40 value 0.121617
## iter  50 value 0.094131
## iter  60 value 0.089228
## iter  70 value 0.082341
## iter  80 value 0.081314
## iter  90 value 0.080811
## iter 100 value 0.080678
## final  value 0.080678 
## stopped after 100 iterations
## # weights:  31
## initial  value 121.431712 
## iter  10 value 1.550161
## iter  20 value 0.076746
## iter  30 value 0.072355
## iter  40 value 0.069716
## iter  50 value 0.068259
## iter  60 value 0.066939
## iter  70 value 0.064362
## iter  80 value 0.062366
## iter  90 value 0.059754
## iter 100 value 0.058262
## final  value 0.058262 
## stopped after 100 iterations
## # weights:  51
## initial  value 104.553865 
## iter  10 value 0.601284
## iter  20 value 0.062508
## iter  30 value 0.057421
## iter  40 value 0.056044
## iter  50 value 0.054844
## iter  60 value 0.052616
## iter  70 value 0.051813
## iter  80 value 0.051591
## iter  90 value 0.051479
## iter 100 value 0.051373
## final  value 0.051373 
## stopped after 100 iterations
## # weights:  11
## initial  value 111.721625 
## iter  10 value 8.287310
## iter  20 value 0.009383
## iter  30 value 0.000452
## final  value 0.000083 
## converged
## # weights:  31
## initial  value 116.902836 
## iter  10 value 0.020159
## iter  20 value 0.001922
## iter  30 value 0.000779
## iter  40 value 0.000179
## iter  50 value 0.000109
## iter  50 value 0.000096
## iter  50 value 0.000096
## final  value 0.000096 
## converged
## # weights:  51
## initial  value 124.163850 
## iter  10 value 0.032408
## iter  20 value 0.000954
## final  value 0.000084 
## converged
## # weights:  11
## initial  value 120.763061 
## iter  10 value 28.421843
## iter  20 value 17.042305
## final  value 17.042221 
## converged
## # weights:  31
## initial  value 147.967302 
## iter  10 value 23.741755
## iter  20 value 17.041438
## iter  30 value 12.764132
## iter  40 value 12.556869
## iter  50 value 12.551369
## iter  60 value 12.551126
## final  value 12.551094 
## converged
## # weights:  51
## initial  value 145.612412 
## iter  10 value 16.136126
## iter  20 value 12.153659
## iter  30 value 11.953253
## iter  40 value 11.933375
## iter  50 value 11.931988
## final  value 11.931987 
## converged
## # weights:  11
## initial  value 113.498870 
## iter  10 value 19.454125
## iter  20 value 0.690950
## iter  30 value 0.554382
## iter  40 value 0.398704
## iter  50 value 0.326572
## iter  60 value 0.295252
## iter  70 value 0.277043
## iter  80 value 0.245286
## iter  90 value 0.171120
## iter 100 value 0.143396
## final  value 0.143396 
## stopped after 100 iterations
## # weights:  31
## initial  value 126.286804 
## iter  10 value 0.440285
## iter  20 value 0.156835
## iter  30 value 0.116220
## iter  40 value 0.103365
## iter  50 value 0.097697
## iter  60 value 0.091424
## iter  70 value 0.084877
## iter  80 value 0.081464
## iter  90 value 0.071827
## iter 100 value 0.066364
## final  value 0.066364 
## stopped after 100 iterations
## # weights:  51
## initial  value 141.486890 
## iter  10 value 2.730305
## iter  20 value 0.290542
## iter  30 value 0.264477
## iter  40 value 0.219635
## iter  50 value 0.182506
## iter  60 value 0.152607
## iter  70 value 0.113571
## iter  80 value 0.097620
## iter  90 value 0.083169
## iter 100 value 0.076960
## final  value 0.076960 
## stopped after 100 iterations
## # weights:  11
## initial  value 114.133786 
## iter  10 value 0.106810
## iter  20 value 0.003001
## final  value 0.000060 
## converged
## # weights:  31
## initial  value 115.603200 
## iter  10 value 0.684377
## iter  20 value 0.005356
## iter  30 value 0.000626
## final  value 0.000080 
## converged
## # weights:  51
## initial  value 99.927277 
## iter  10 value 0.011483
## iter  20 value 0.001756
## final  value 0.000070 
## converged
## # weights:  11
## initial  value 119.656069 
## iter  10 value 24.087923
## iter  20 value 17.177511
## final  value 17.159136 
## converged
## # weights:  31
## initial  value 108.675711 
## iter  10 value 14.858420
## iter  20 value 13.008069
## iter  30 value 12.671090
## final  value 12.670299 
## converged
## # weights:  51
## initial  value 134.977351 
## iter  10 value 13.623520
## iter  20 value 12.177106
## iter  30 value 12.059249
## iter  40 value 12.047776
## iter  50 value 12.047214
## final  value 12.047212 
## converged
## # weights:  11
## initial  value 116.368382 
## iter  10 value 0.593813
## iter  20 value 0.488657
## iter  30 value 0.375214
## iter  40 value 0.323765
## iter  50 value 0.152591
## iter  60 value 0.135010
## iter  70 value 0.111201
## iter  80 value 0.100687
## iter  90 value 0.094579
## iter 100 value 0.090816
## final  value 0.090816 
## stopped after 100 iterations
## # weights:  31
## initial  value 114.826592 
## iter  10 value 0.714788
## iter  20 value 0.176856
## iter  30 value 0.142601
## iter  40 value 0.118708
## iter  50 value 0.108095
## iter  60 value 0.103158
## iter  70 value 0.096103
## iter  80 value 0.085828
## iter  90 value 0.068651
## iter 100 value 0.058917
## final  value 0.058917 
## stopped after 100 iterations
## # weights:  51
## initial  value 128.345913 
## iter  10 value 0.129236
## iter  20 value 0.119177
## iter  30 value 0.098495
## iter  40 value 0.081062
## iter  50 value 0.071174
## iter  60 value 0.067316
## iter  70 value 0.065512
## iter  80 value 0.064287
## iter  90 value 0.062095
## iter 100 value 0.059634
## final  value 0.059634 
## stopped after 100 iterations
## # weights:  11
## initial  value 115.245683 
## iter  10 value 0.975735
## iter  20 value 0.001164
## final  value 0.000075 
## converged
## # weights:  31
## initial  value 109.534178 
## iter  10 value 0.559659
## iter  20 value 0.002197
## final  value 0.000053 
## converged
## # weights:  51
## initial  value 110.141392 
## iter  10 value 0.004621
## iter  20 value 0.001028
## iter  30 value 0.000157
## iter  40 value 0.000121
## final  value 0.000099 
## converged
## # weights:  11
## initial  value 115.441861 
## iter  10 value 22.173197
## iter  20 value 16.851116
## final  value 16.851059 
## converged
## # weights:  31
## initial  value 99.804095 
## iter  10 value 13.084862
## iter  20 value 12.331516
## iter  30 value 12.330900
## iter  30 value 12.330900
## iter  30 value 12.330900
## final  value 12.330900 
## converged
## # weights:  51
## initial  value 112.883368 
## iter  10 value 13.818549
## iter  20 value 11.837417
## iter  30 value 11.715613
## iter  40 value 11.699090
## iter  50 value 11.695954
## final  value 11.695946 
## converged
## # weights:  11
## initial  value 118.465646 
## iter  10 value 0.144870
## iter  20 value 0.126024
## iter  30 value 0.120375
## iter  40 value 0.105174
## iter  50 value 0.094864
## iter  60 value 0.087870
## iter  70 value 0.085567
## iter  80 value 0.078549
## iter  90 value 0.077929
## iter 100 value 0.077779
## final  value 0.077779 
## stopped after 100 iterations
## # weights:  31
## initial  value 102.450449 
## iter  10 value 0.435617
## iter  20 value 0.055979
## iter  30 value 0.053058
## iter  40 value 0.052421
## iter  50 value 0.051957
## iter  60 value 0.051347
## iter  70 value 0.050744
## iter  80 value 0.049787
## iter  90 value 0.049568
## iter 100 value 0.049447
## final  value 0.049447 
## stopped after 100 iterations
## # weights:  51
## initial  value 124.225382 
## iter  10 value 0.097580
## iter  20 value 0.088949
## iter  30 value 0.069805
## iter  40 value 0.063613
## iter  50 value 0.056674
## iter  60 value 0.051273
## iter  70 value 0.049584
## iter  80 value 0.049317
## iter  90 value 0.049173
## iter 100 value 0.049081
## final  value 0.049081 
## stopped after 100 iterations
## # weights:  11
## initial  value 118.271090 
## iter  10 value 0.080375
## final  value 0.000081 
## converged
## # weights:  31
## initial  value 117.270534 
## iter  10 value 0.019431
## iter  20 value 0.003276
## iter  30 value 0.000758
## final  value 0.000078 
## converged
## # weights:  51
## initial  value 113.563543 
## iter  10 value 0.033106
## iter  20 value 0.009356
## iter  30 value 0.003739
## iter  40 value 0.000571
## iter  50 value 0.000172
## final  value 0.000092 
## converged
## # weights:  11
## initial  value 111.483267 
## iter  10 value 23.818567
## iter  20 value 16.992996
## final  value 16.992991 
## converged
## # weights:  31
## initial  value 117.081600 
## iter  10 value 20.390801
## iter  20 value 14.429079
## iter  30 value 12.810474
## iter  40 value 12.535112
## iter  50 value 12.522859
## final  value 12.522840 
## converged
## # weights:  51
## initial  value 109.815597 
## iter  10 value 12.226791
## iter  20 value 11.900875
## iter  30 value 11.881128
## iter  40 value 11.880299
## final  value 11.880299 
## converged
## # weights:  11
## initial  value 116.794620 
## iter  10 value 0.146269
## iter  20 value 0.136680
## iter  30 value 0.112406
## iter  40 value 0.094330
## iter  50 value 0.080967
## iter  60 value 0.080535
## iter  70 value 0.080319
## iter  80 value 0.080183
## iter  90 value 0.080118
## iter 100 value 0.080091
## final  value 0.080091 
## stopped after 100 iterations
## # weights:  31
## initial  value 111.407217 
## iter  10 value 0.884512
## iter  20 value 0.087852
## iter  30 value 0.085669
## iter  40 value 0.084484
## iter  50 value 0.081201
## iter  60 value 0.079389
## iter  70 value 0.076239
## iter  80 value 0.072474
## iter  90 value 0.069115
## iter 100 value 0.065558
## final  value 0.065558 
## stopped after 100 iterations
## # weights:  51
## initial  value 98.088280 
## iter  10 value 0.100203
## iter  20 value 0.066020
## iter  30 value 0.058813
## iter  40 value 0.057535
## iter  50 value 0.056309
## iter  60 value 0.054911
## iter  70 value 0.054118
## iter  80 value 0.053713
## iter  90 value 0.053348
## iter 100 value 0.053150
## final  value 0.053150 
## stopped after 100 iterations
## # weights:  11
## initial  value 138.136412 
## iter  10 value 0.066636
## iter  20 value 0.002146
## iter  30 value 0.000223
## iter  40 value 0.000193
## iter  50 value 0.000120
## final  value 0.000090 
## converged
## # weights:  31
## initial  value 120.720686 
## iter  10 value 0.003713
## iter  20 value 0.001280
## final  value 0.000081 
## converged
## # weights:  51
## initial  value 111.745253 
## iter  10 value 0.009643
## iter  20 value 0.002406
## iter  30 value 0.000128
## final  value 0.000085 
## converged
## # weights:  11
## initial  value 121.482747 
## iter  10 value 22.347294
## iter  20 value 17.181271
## iter  30 value 16.993967
## final  value 16.993962 
## converged
## # weights:  31
## initial  value 112.911916 
## iter  10 value 19.112686
## iter  20 value 12.671226
## iter  30 value 12.485246
## iter  40 value 12.484455
## iter  40 value 12.484455
## iter  40 value 12.484455
## final  value 12.484455 
## converged
## # weights:  51
## initial  value 111.643406 
## iter  10 value 12.354455
## iter  20 value 11.954819
## iter  30 value 11.868810
## iter  40 value 11.853614
## final  value 11.853335 
## converged
## # weights:  11
## initial  value 116.970759 
## iter  10 value 1.080333
## iter  20 value 0.586616
## iter  30 value 0.464945
## iter  40 value 0.396063
## iter  50 value 0.177116
## iter  60 value 0.120344
## iter  70 value 0.107324
## iter  80 value 0.096588
## iter  90 value 0.091030
## iter 100 value 0.087284
## final  value 0.087284 
## stopped after 100 iterations
## # weights:  31
## initial  value 115.794018 
## iter  10 value 0.107103
## iter  20 value 0.080656
## iter  30 value 0.068256
## iter  40 value 0.061187
## iter  50 value 0.058601
## iter  60 value 0.058089
## iter  70 value 0.057580
## iter  80 value 0.056985
## iter  90 value 0.056624
## iter 100 value 0.055794
## final  value 0.055794 
## stopped after 100 iterations
## # weights:  51
## initial  value 109.730832 
## iter  10 value 0.653129
## iter  20 value 0.061445
## iter  30 value 0.059151
## iter  40 value 0.057595
## iter  50 value 0.056818
## iter  60 value 0.056026
## iter  70 value 0.055416
## iter  80 value 0.054800
## iter  90 value 0.054464
## iter 100 value 0.054085
## final  value 0.054085 
## stopped after 100 iterations
## # weights:  11
## initial  value 108.478165 
## iter  10 value 0.063849
## iter  20 value 0.005268
## iter  30 value 0.000101
## iter  30 value 0.000099
## iter  30 value 0.000099
## final  value 0.000099 
## converged
## # weights:  31
## initial  value 123.036893 
## iter  10 value 0.010676
## iter  20 value 0.002441
## iter  30 value 0.000291
## iter  40 value 0.000150
## iter  40 value 0.000090
## iter  40 value 0.000090
## final  value 0.000090 
## converged
## # weights:  51
## initial  value 125.433319 
## iter  10 value 0.000589
## iter  20 value 0.000370
## final  value 0.000099 
## converged
## # weights:  11
## initial  value 127.167400 
## iter  10 value 18.822183
## iter  20 value 17.161055
## final  value 17.161026 
## converged
## # weights:  31
## initial  value 113.202653 
## iter  10 value 13.702199
## iter  20 value 12.788757
## iter  30 value 12.678840
## iter  40 value 12.677047
## iter  40 value 12.677047
## iter  40 value 12.677047
## final  value 12.677047 
## converged
## # weights:  51
## initial  value 129.257376 
## iter  10 value 15.144568
## iter  20 value 12.472461
## iter  30 value 12.097640
## iter  40 value 12.062022
## iter  50 value 12.061015
## iter  60 value 12.060903
## final  value 12.060901 
## converged
## # weights:  11
## initial  value 115.837948 
## iter  10 value 0.451418
## iter  20 value 0.093763
## iter  30 value 0.091285
## iter  40 value 0.086289
## iter  50 value 0.082345
## iter  60 value 0.081412
## iter  70 value 0.080924
## iter  80 value 0.080756
## iter  90 value 0.080655
## iter 100 value 0.080636
## final  value 0.080636 
## stopped after 100 iterations
## # weights:  31
## initial  value 111.121174 
## iter  10 value 0.111042
## iter  20 value 0.087543
## iter  30 value 0.083116
## iter  40 value 0.075959
## iter  50 value 0.068742
## iter  60 value 0.066724
## iter  70 value 0.062646
## iter  80 value 0.060438
## iter  90 value 0.057195
## iter 100 value 0.055996
## final  value 0.055996 
## stopped after 100 iterations
## # weights:  51
## initial  value 124.272952 
## iter  10 value 0.140463
## iter  20 value 0.114796
## iter  30 value 0.085741
## iter  40 value 0.071919
## iter  50 value 0.064558
## iter  60 value 0.060277
## iter  70 value 0.058462
## iter  80 value 0.055902
## iter  90 value 0.053967
## iter 100 value 0.053352
## final  value 0.053352 
## stopped after 100 iterations
## # weights:  11
## initial  value 114.804946 
## iter  10 value 3.215749
## iter  20 value 0.002539
## final  value 0.000071 
## converged
## # weights:  31
## initial  value 108.680261 
## iter  10 value 0.006121
## iter  20 value 0.001456
## final  value 0.000066 
## converged
## # weights:  51
## initial  value 126.143872 
## iter  10 value 0.083374
## iter  20 value 0.010315
## iter  30 value 0.001113
## iter  40 value 0.000126
## iter  40 value 0.000082
## iter  40 value 0.000082
## final  value 0.000082 
## converged
## # weights:  11
## initial  value 123.031399 
## iter  10 value 21.431079
## iter  20 value 17.353843
## final  value 17.353743 
## converged
## # weights:  31
## initial  value 104.597184 
## iter  10 value 16.301938
## iter  20 value 13.108746
## iter  30 value 12.909185
## final  value 12.908572 
## converged
## # weights:  51
## initial  value 109.777253 
## iter  10 value 30.495041
## iter  20 value 13.469384
## iter  30 value 12.475245
## iter  40 value 12.379831
## iter  50 value 12.315068
## iter  60 value 12.311260
## iter  70 value 12.311158
## iter  70 value 12.311158
## iter  70 value 12.311158
## final  value 12.311158 
## converged
## # weights:  11
## initial  value 121.219785 
## iter  10 value 0.376914
## iter  20 value 0.309981
## iter  30 value 0.286710
## iter  40 value 0.237087
## iter  50 value 0.175132
## iter  60 value 0.136596
## iter  70 value 0.115477
## iter  80 value 0.106613
## iter  90 value 0.099835
## iter 100 value 0.094006
## final  value 0.094006 
## stopped after 100 iterations
## # weights:  31
## initial  value 113.952334 
## iter  10 value 0.374332
## iter  20 value 0.213578
## iter  30 value 0.133859
## iter  40 value 0.122773
## iter  50 value 0.114638
## iter  60 value 0.107094
## iter  70 value 0.098003
## iter  80 value 0.091724
## iter  90 value 0.082725
## iter 100 value 0.073043
## final  value 0.073043 
## stopped after 100 iterations
## # weights:  51
## initial  value 113.580621 
## iter  10 value 1.298208
## iter  20 value 0.091308
## iter  30 value 0.083281
## iter  40 value 0.080571
## iter  50 value 0.078459
## iter  60 value 0.076564
## iter  70 value 0.075661
## iter  80 value 0.075079
## iter  90 value 0.074290
## iter 100 value 0.073506
## final  value 0.073506 
## stopped after 100 iterations
## # weights:  11
## initial  value 111.194280 
## iter  10 value 1.012737
## iter  20 value 0.001988
## final  value 0.000076 
## converged
## # weights:  31
## initial  value 113.606318 
## iter  10 value 0.030054
## iter  20 value 0.002332
## iter  30 value 0.000352
## iter  40 value 0.000274
## final  value 0.000070 
## converged
## # weights:  51
## initial  value 103.009626 
## iter  10 value 0.007865
## iter  20 value 0.001505
## iter  30 value 0.000487
## iter  40 value 0.000115
## final  value 0.000097 
## converged
## # weights:  11
## initial  value 122.076350 
## iter  10 value 22.027367
## iter  20 value 17.424394
## iter  30 value 17.295526
## final  value 17.295525 
## converged
## # weights:  31
## initial  value 119.538622 
## iter  10 value 13.375250
## iter  20 value 12.880214
## iter  30 value 12.831826
## final  value 12.831685 
## converged
## # weights:  51
## initial  value 165.104692 
## iter  10 value 18.096593
## iter  20 value 12.903194
## iter  30 value 12.252252
## iter  40 value 12.230807
## iter  50 value 12.223672
## iter  60 value 12.222994
## iter  70 value 12.222903
## iter  70 value 12.222903
## iter  70 value 12.222903
## final  value 12.222903 
## converged
## # weights:  11
## initial  value 122.038435 
## iter  10 value 0.282801
## iter  20 value 0.114228
## iter  30 value 0.108203
## iter  40 value 0.099128
## iter  50 value 0.095446
## iter  60 value 0.087946
## iter  70 value 0.085107
## iter  80 value 0.083312
## iter  90 value 0.082450
## iter 100 value 0.081827
## final  value 0.081827 
## stopped after 100 iterations
## # weights:  31
## initial  value 123.662036 
## iter  10 value 0.241202
## iter  20 value 0.179820
## iter  30 value 0.133894
## iter  40 value 0.107456
## iter  50 value 0.079039
## iter  60 value 0.068146
## iter  70 value 0.063318
## iter  80 value 0.059928
## iter  90 value 0.057336
## iter 100 value 0.055286
## final  value 0.055286 
## stopped after 100 iterations
## # weights:  51
## initial  value 121.610195 
## iter  10 value 0.093936
## iter  20 value 0.079233
## iter  30 value 0.075006
## iter  40 value 0.066797
## iter  50 value 0.057643
## iter  60 value 0.054794
## iter  70 value 0.053547
## iter  80 value 0.053018
## iter  90 value 0.052790
## iter 100 value 0.052461
## final  value 0.052461 
## stopped after 100 iterations
## # weights:  11
## initial  value 120.041954 
## iter  10 value 1.419975
## iter  20 value 0.008072
## iter  30 value 0.000138
## final  value 0.000099 
## converged
## # weights:  31
## initial  value 122.441870 
## iter  10 value 0.001783
## iter  20 value 0.000219
## iter  30 value 0.000176
## final  value 0.000081 
## converged
## # weights:  51
## initial  value 128.234450 
## iter  10 value 0.020804
## iter  20 value 0.003900
## iter  30 value 0.000464
## iter  40 value 0.000151
## final  value 0.000097 
## converged
## # weights:  11
## initial  value 121.120122 
## iter  10 value 20.812498
## iter  20 value 16.532107
## final  value 16.532037 
## converged
## # weights:  31
## initial  value 131.959559 
## iter  10 value 12.549731
## iter  20 value 11.973488
## iter  30 value 11.950365
## final  value 11.950315 
## converged
## # weights:  51
## initial  value 122.504238 
## iter  10 value 12.537576
## iter  20 value 11.386851
## iter  30 value 11.299410
## iter  40 value 11.297360
## final  value 11.297343 
## converged
## # weights:  11
## initial  value 117.070744 
## iter  10 value 0.139216
## iter  20 value 0.098444
## iter  30 value 0.081322
## iter  40 value 0.080312
## iter  50 value 0.078447
## iter  60 value 0.078210
## iter  70 value 0.077821
## iter  80 value 0.077691
## iter  90 value 0.077628
## iter 100 value 0.077578
## final  value 0.077578 
## stopped after 100 iterations
## # weights:  31
## initial  value 133.548851 
## iter  10 value 0.124557
## iter  20 value 0.103416
## iter  30 value 0.087760
## iter  40 value 0.077739
## iter  50 value 0.060172
## iter  60 value 0.057720
## iter  70 value 0.054371
## iter  80 value 0.051888
## iter  90 value 0.050499
## iter 100 value 0.050188
## final  value 0.050188 
## stopped after 100 iterations
## # weights:  51
## initial  value 94.763699 
## iter  10 value 0.056693
## iter  20 value 0.054034
## iter  30 value 0.050809
## iter  40 value 0.048904
## iter  50 value 0.048274
## iter  60 value 0.047761
## iter  70 value 0.047460
## iter  80 value 0.047339
## iter  90 value 0.047234
## iter 100 value 0.047155
## final  value 0.047155 
## stopped after 100 iterations
## # weights:  11
## initial  value 120.278590 
## iter  10 value 56.229474
## iter  20 value 53.553091
## iter  30 value 48.845576
## iter  40 value 24.557108
## iter  50 value 24.521264
## iter  60 value 24.518039
## iter  70 value 24.516576
## iter  80 value 24.490388
## iter  90 value 21.896853
## iter 100 value 0.682776
## final  value 0.682776 
## stopped after 100 iterations
## # weights:  31
## initial  value 102.654684 
## iter  10 value 0.002649
## iter  20 value 0.000730
## final  value 0.000072 
## converged
## # weights:  51
## initial  value 142.722288 
## iter  10 value 0.987319
## iter  20 value 0.001124
## final  value 0.000082 
## converged
## # weights:  11
## initial  value 121.276002 
## iter  10 value 27.660360
## iter  20 value 17.324384
## iter  30 value 17.320310
## iter  30 value 17.320310
## iter  30 value 17.320310
## final  value 17.320310 
## converged
## # weights:  31
## initial  value 113.553554 
## iter  10 value 13.306322
## iter  20 value 12.880269
## iter  30 value 12.869592
## final  value 12.869323 
## converged
## # weights:  51
## initial  value 113.884221 
## iter  10 value 12.657891
## iter  20 value 12.311557
## iter  30 value 12.271275
## iter  40 value 12.269725
## iter  50 value 12.269704
## iter  50 value 12.269704
## iter  50 value 12.269704
## final  value 12.269704 
## converged
## # weights:  11
## initial  value 116.151250 
## iter  10 value 0.967044
## iter  20 value 0.093112
## iter  30 value 0.087079
## iter  40 value 0.085411
## iter  50 value 0.082555
## iter  60 value 0.081554
## iter  70 value 0.081260
## iter  80 value 0.081087
## iter  90 value 0.080964
## iter 100 value 0.080872
## final  value 0.080872 
## stopped after 100 iterations
## # weights:  31
## initial  value 132.320638 
## iter  10 value 0.099032
## iter  20 value 0.062406
## iter  30 value 0.059773
## iter  40 value 0.057727
## iter  50 value 0.056186
## iter  60 value 0.054624
## iter  70 value 0.054284
## iter  80 value 0.054190
## iter  90 value 0.054095
## iter 100 value 0.054050
## final  value 0.054050 
## stopped after 100 iterations
## # weights:  51
## initial  value 114.490592 
## iter  10 value 0.173669
## iter  20 value 0.141404
## iter  30 value 0.115845
## iter  40 value 0.102422
## iter  50 value 0.086708
## iter  60 value 0.078476
## iter  70 value 0.068869
## iter  80 value 0.066382
## iter  90 value 0.064199
## iter 100 value 0.060060
## final  value 0.060060 
## stopped after 100 iterations
## # weights:  11
## initial  value 112.724423 
## iter  10 value 0.129173
## iter  20 value 0.001047
## iter  30 value 0.000152
## final  value 0.000089 
## converged
## # weights:  31
## initial  value 110.707752 
## iter  10 value 0.112452
## iter  20 value 0.001872
## iter  30 value 0.000162
## iter  30 value 0.000092
## iter  30 value 0.000092
## final  value 0.000092 
## converged
## # weights:  51
## initial  value 119.032455 
## iter  10 value 0.000891
## final  value 0.000095 
## converged
## # weights:  11
## initial  value 115.861412 
## iter  10 value 17.874042
## iter  20 value 16.783276
## final  value 16.783275 
## converged
## # weights:  31
## initial  value 111.723890 
## iter  10 value 18.525400
## iter  20 value 12.709687
## iter  30 value 12.272585
## iter  40 value 12.264401
## iter  50 value 12.263045
## iter  50 value 12.263045
## iter  50 value 12.263045
## final  value 12.263045 
## converged
## # weights:  51
## initial  value 134.584478 
## iter  10 value 14.070399
## iter  20 value 12.116789
## iter  30 value 11.700600
## iter  40 value 11.639655
## iter  50 value 11.626647
## iter  60 value 11.626231
## final  value 11.626212 
## converged
## # weights:  11
## initial  value 115.413758 
## iter  10 value 1.178260
## iter  20 value 0.205770
## iter  30 value 0.182306
## iter  40 value 0.111612
## iter  50 value 0.097252
## iter  60 value 0.088056
## iter  70 value 0.085428
## iter  80 value 0.082466
## iter  90 value 0.081355
## iter 100 value 0.079640
## final  value 0.079640 
## stopped after 100 iterations
## # weights:  31
## initial  value 111.408684 
## iter  10 value 3.356141
## iter  20 value 0.605180
## iter  30 value 0.383453
## iter  40 value 0.277556
## iter  50 value 0.172072
## iter  60 value 0.123091
## iter  70 value 0.106685
## iter  80 value 0.094718
## iter  90 value 0.079632
## iter 100 value 0.067798
## final  value 0.067798 
## stopped after 100 iterations
## # weights:  51
## initial  value 123.224843 
## iter  10 value 0.383106
## iter  20 value 0.077869
## iter  30 value 0.073020
## iter  40 value 0.071332
## iter  50 value 0.069506
## iter  60 value 0.068499
## iter  70 value 0.067614
## iter  80 value 0.065460
## iter  90 value 0.064109
## iter 100 value 0.063427
## final  value 0.063427 
## stopped after 100 iterations
## # weights:  11
## initial  value 109.705439 
## iter  10 value 0.531858
## iter  20 value 0.038827
## iter  30 value 0.000183
## final  value 0.000092 
## converged
## # weights:  31
## initial  value 131.047472 
## iter  10 value 0.019950
## iter  20 value 0.000751
## iter  30 value 0.000267
## final  value 0.000016 
## converged
## # weights:  51
## initial  value 135.182897 
## iter  10 value 0.057416
## iter  20 value 0.002683
## iter  30 value 0.000334
## final  value 0.000090 
## converged
## # weights:  11
## initial  value 116.554279 
## iter  10 value 20.794655
## iter  20 value 17.072044
## iter  30 value 16.915323
## final  value 16.914925 
## converged
## # weights:  31
## initial  value 121.380871 
## iter  10 value 20.726227
## iter  20 value 12.721828
## iter  30 value 12.407952
## iter  40 value 12.393722
## iter  50 value 12.392745
## final  value 12.392742 
## converged
## # weights:  51
## initial  value 121.182723 
## iter  10 value 14.027331
## iter  20 value 11.874591
## iter  30 value 11.776329
## iter  40 value 11.774795
## iter  50 value 11.774721
## final  value 11.774717 
## converged
## # weights:  11
## initial  value 114.138806 
## iter  10 value 0.326875
## iter  20 value 0.097080
## iter  30 value 0.091096
## iter  40 value 0.086065
## iter  50 value 0.084351
## iter  60 value 0.082682
## iter  70 value 0.080457
## iter  80 value 0.080100
## iter  90 value 0.079929
## iter 100 value 0.079865
## final  value 0.079865 
## stopped after 100 iterations
## # weights:  31
## initial  value 120.988221 
## iter  10 value 0.228934
## iter  20 value 0.086452
## iter  30 value 0.082725
## iter  40 value 0.079535
## iter  50 value 0.076307
## iter  60 value 0.072110
## iter  70 value 0.068377
## iter  80 value 0.064827
## iter  90 value 0.062917
## iter 100 value 0.060270
## final  value 0.060270 
## stopped after 100 iterations
## # weights:  51
## initial  value 125.845987 
## iter  10 value 0.136331
## iter  20 value 0.097960
## iter  30 value 0.082557
## iter  40 value 0.072595
## iter  50 value 0.067711
## iter  60 value 0.064833
## iter  70 value 0.063263
## iter  80 value 0.061973
## iter  90 value 0.061254
## iter 100 value 0.060007
## final  value 0.060007 
## stopped after 100 iterations
## # weights:  11
## initial  value 131.545459 
## iter  10 value 0.904031
## iter  20 value 0.023233
## iter  30 value 0.000244
## final  value 0.000099 
## converged
## # weights:  31
## initial  value 130.181036 
## iter  10 value 0.139180
## iter  20 value 0.000983
## iter  30 value 0.000204
## iter  40 value 0.000145
## final  value 0.000096 
## converged
## # weights:  51
## initial  value 125.599091 
## iter  10 value 0.084907
## iter  20 value 0.011142
## iter  30 value 0.000482
## iter  40 value 0.000163
## final  value 0.000090 
## converged
## # weights:  11
## initial  value 125.071585 
## iter  10 value 17.586869
## iter  20 value 16.999518
## final  value 16.999489 
## converged
## # weights:  31
## initial  value 118.773421 
## iter  10 value 14.571494
## iter  20 value 12.748581
## iter  30 value 12.510831
## iter  40 value 12.510270
## final  value 12.510270 
## converged
## # weights:  51
## initial  value 124.407116 
## iter  10 value 15.256238
## iter  20 value 12.584497
## iter  30 value 12.032400
## iter  40 value 11.914032
## iter  50 value 11.894750
## iter  60 value 11.894449
## iter  60 value 11.894449
## iter  60 value 11.894449
## final  value 11.894449 
## converged
## # weights:  11
## initial  value 118.764649 
## iter  10 value 0.113847
## iter  20 value 0.104390
## iter  30 value 0.095748
## iter  40 value 0.089556
## iter  50 value 0.084784
## iter  60 value 0.081567
## iter  70 value 0.079318
## iter  80 value 0.078908
## iter  90 value 0.078771
## iter 100 value 0.078715
## final  value 0.078715 
## stopped after 100 iterations
## # weights:  31
## initial  value 110.452274 
## iter  10 value 0.085990
## iter  20 value 0.078007
## iter  30 value 0.073060
## iter  40 value 0.071017
## iter  50 value 0.069041
## iter  60 value 0.067980
## iter  70 value 0.065448
## iter  80 value 0.064210
## iter  90 value 0.062811
## iter 100 value 0.061528
## final  value 0.061528 
## stopped after 100 iterations
## # weights:  51
## initial  value 103.262905 
## iter  10 value 0.139649
## iter  20 value 0.119090
## iter  30 value 0.109645
## iter  40 value 0.080168
## iter  50 value 0.068411
## iter  60 value 0.062228
## iter  70 value 0.058843
## iter  80 value 0.057596
## iter  90 value 0.056961
## iter 100 value 0.056344
## final  value 0.056344 
## stopped after 100 iterations
## # weights:  11
## initial  value 113.855994 
## iter  10 value 0.044030
## iter  20 value 0.009306
## iter  30 value 0.001771
## iter  40 value 0.001071
## iter  50 value 0.000450
## iter  60 value 0.000353
## iter  70 value 0.000241
## iter  80 value 0.000213
## iter  90 value 0.000183
## iter 100 value 0.000142
## final  value 0.000142 
## stopped after 100 iterations
## # weights:  31
## initial  value 110.453041 
## iter  10 value 0.031019
## iter  20 value 0.000117
## iter  20 value 0.000059
## iter  20 value 0.000058
## final  value 0.000058 
## converged
## # weights:  51
## initial  value 115.304639 
## iter  10 value 0.009414
## iter  20 value 0.002493
## iter  30 value 0.001132
## iter  40 value 0.000487
## iter  50 value 0.000206
## final  value 0.000052 
## converged
## # weights:  11
## initial  value 115.709845 
## iter  10 value 18.036018
## iter  20 value 17.127236
## final  value 17.127235 
## converged
## # weights:  31
## initial  value 116.437832 
## iter  10 value 28.931329
## iter  20 value 13.901881
## iter  30 value 12.698595
## iter  40 value 12.654763
## iter  50 value 12.644539
## final  value 12.644496 
## converged
## # weights:  51
## initial  value 134.699344 
## iter  10 value 16.107924
## iter  20 value 12.346485
## iter  30 value 12.042797
## iter  40 value 12.018852
## iter  50 value 12.017415
## final  value 12.017382 
## converged
## # weights:  11
## initial  value 109.647850 
## iter  10 value 0.672243
## iter  20 value 0.257612
## iter  30 value 0.221245
## iter  40 value 0.189562
## iter  50 value 0.164443
## iter  60 value 0.141673
## iter  70 value 0.122644
## iter  80 value 0.102913
## iter  90 value 0.096332
## iter 100 value 0.091570
## final  value 0.091570 
## stopped after 100 iterations
## # weights:  31
## initial  value 113.488594 
## iter  10 value 0.207642
## iter  20 value 0.095091
## iter  30 value 0.088281
## iter  40 value 0.083238
## iter  50 value 0.077512
## iter  60 value 0.074596
## iter  70 value 0.070674
## iter  80 value 0.066636
## iter  90 value 0.063237
## iter 100 value 0.060514
## final  value 0.060514 
## stopped after 100 iterations
## # weights:  51
## initial  value 132.372126 
## iter  10 value 0.661233
## iter  20 value 0.062684
## iter  30 value 0.059140
## iter  40 value 0.058047
## iter  50 value 0.057278
## iter  60 value 0.056497
## iter  70 value 0.056096
## iter  80 value 0.055551
## iter  90 value 0.055293
## iter 100 value 0.054899
## final  value 0.054899 
## stopped after 100 iterations
## # weights:  11
## initial  value 125.494787 
## iter  10 value 0.192834
## iter  20 value 0.002325
## iter  30 value 0.000694
## iter  40 value 0.000296
## iter  50 value 0.000204
## final  value 0.000089 
## converged
## # weights:  31
## initial  value 117.161955 
## iter  10 value 0.024808
## iter  20 value 0.001636
## iter  30 value 0.000587
## iter  40 value 0.000254
## iter  50 value 0.000229
## iter  60 value 0.000135
## final  value 0.000099 
## converged
## # weights:  51
## initial  value 108.271883 
## iter  10 value 0.030956
## iter  20 value 0.005039
## iter  30 value 0.000971
## iter  40 value 0.000581
## final  value 0.000089 
## converged
## # weights:  11
## initial  value 108.417149 
## iter  10 value 16.977654
## final  value 16.852546 
## converged
## # weights:  31
## initial  value 116.675881 
## iter  10 value 14.658524
## iter  20 value 12.548336
## iter  30 value 12.361366
## iter  40 value 12.353602
## iter  40 value 12.353602
## iter  40 value 12.353602
## final  value 12.353602 
## converged
## # weights:  51
## initial  value 115.737218 
## iter  10 value 14.028046
## iter  20 value 12.032667
## iter  30 value 11.874801
## iter  40 value 11.756481
## iter  50 value 11.711766
## iter  60 value 11.711718
## iter  60 value 11.711717
## iter  60 value 11.711717
## final  value 11.711717 
## converged
## # weights:  11
## initial  value 122.490686 
## iter  10 value 3.682481
## iter  20 value 0.170482
## iter  30 value 0.138488
## iter  40 value 0.110157
## iter  50 value 0.089659
## iter  60 value 0.084435
## iter  70 value 0.080460
## iter  80 value 0.078905
## iter  90 value 0.077845
## iter 100 value 0.077554
## final  value 0.077554 
## stopped after 100 iterations
## # weights:  31
## initial  value 111.950847 
## iter  10 value 0.196165
## iter  20 value 0.173099
## iter  30 value 0.119641
## iter  40 value 0.096863
## iter  50 value 0.088301
## iter  60 value 0.084423
## iter  70 value 0.078859
## iter  80 value 0.076484
## iter  90 value 0.069549
## iter 100 value 0.065615
## final  value 0.065615 
## stopped after 100 iterations
## # weights:  51
## initial  value 108.509754 
## iter  10 value 0.088205
## iter  20 value 0.063511
## iter  30 value 0.057623
## iter  40 value 0.055507
## iter  50 value 0.053534
## iter  60 value 0.051277
## iter  70 value 0.050434
## iter  80 value 0.050006
## iter  90 value 0.049643
## iter 100 value 0.049267
## final  value 0.049267 
## stopped after 100 iterations
## # weights:  11
## initial  value 118.242596 
## iter  10 value 0.000520
## final  value 0.000065 
## converged
## # weights:  31
## initial  value 118.910471 
## iter  10 value 3.172165
## iter  20 value 0.003612
## final  value 0.000053 
## converged
## # weights:  51
## initial  value 115.138681 
## iter  10 value 0.002082
## iter  20 value 0.000331
## iter  30 value 0.000160
## final  value 0.000091 
## converged
## # weights:  11
## initial  value 114.189271 
## iter  10 value 18.879189
## iter  20 value 17.058465
## final  value 17.058362 
## converged
## # weights:  31
## initial  value 148.986185 
## iter  10 value 18.158180
## iter  20 value 12.727313
## iter  30 value 12.568224
## iter  40 value 12.559682
## final  value 12.559516 
## converged
## # weights:  51
## initial  value 132.432675 
## iter  10 value 13.631077
## iter  20 value 12.546539
## iter  30 value 12.440299
## iter  40 value 12.428190
## iter  50 value 12.427934
## final  value 12.427932 
## converged
## # weights:  11
## initial  value 110.673438 
## iter  10 value 0.285898
## iter  20 value 0.260116
## iter  30 value 0.135061
## iter  40 value 0.114938
## iter  50 value 0.087182
## iter  60 value 0.083139
## iter  70 value 0.081792
## iter  80 value 0.080410
## iter  90 value 0.080245
## iter 100 value 0.079722
## final  value 0.079722 
## stopped after 100 iterations
## # weights:  31
## initial  value 122.759565 
## iter  10 value 0.300928
## iter  20 value 0.126407
## iter  30 value 0.119594
## iter  40 value 0.102320
## iter  50 value 0.089419
## iter  60 value 0.086241
## iter  70 value 0.082159
## iter  80 value 0.075411
## iter  90 value 0.071453
## iter 100 value 0.062157
## final  value 0.062157 
## stopped after 100 iterations
## # weights:  51
## initial  value 125.446635 
## iter  10 value 0.175292
## iter  20 value 0.144798
## iter  30 value 0.111958
## iter  40 value 0.104358
## iter  50 value 0.086551
## iter  60 value 0.074343
## iter  70 value 0.068816
## iter  80 value 0.062566
## iter  90 value 0.060692
## iter 100 value 0.059485
## final  value 0.059485 
## stopped after 100 iterations
## # weights:  11
## initial  value 115.765153 
## final  value 0.000089 
## converged
## # weights:  31
## initial  value 107.015193 
## iter  10 value 0.001179
## iter  20 value 0.000210
## iter  30 value 0.000160
## final  value 0.000092 
## converged
## # weights:  51
## initial  value 135.171982 
## iter  10 value 0.016221
## iter  20 value 0.003828
## iter  30 value 0.000982
## iter  40 value 0.000457
## iter  50 value 0.000197
## final  value 0.000098 
## converged
## # weights:  11
## initial  value 113.913309 
## iter  10 value 19.507797
## iter  20 value 16.869781
## final  value 16.869763 
## converged
## # weights:  31
## initial  value 114.686256 
## iter  10 value 17.225764
## iter  20 value 12.415204
## iter  30 value 12.351575
## final  value 12.351443 
## converged
## # weights:  51
## initial  value 107.406186 
## iter  10 value 12.817265
## iter  20 value 11.737599
## iter  30 value 11.715602
## iter  40 value 11.715272
## final  value 11.715271 
## converged
## # weights:  11
## initial  value 113.620296 
## iter  10 value 0.478681
## iter  20 value 0.371165
## iter  30 value 0.248752
## iter  40 value 0.192924
## iter  50 value 0.154042
## iter  60 value 0.108907
## iter  70 value 0.093237
## iter  80 value 0.086132
## iter  90 value 0.082987
## iter 100 value 0.081109
## final  value 0.081109 
## stopped after 100 iterations
## # weights:  31
## initial  value 109.730228 
## iter  10 value 0.221674
## iter  20 value 0.117661
## iter  30 value 0.113004
## iter  40 value 0.106671
## iter  50 value 0.101477
## iter  60 value 0.098376
## iter  70 value 0.092363
## iter  80 value 0.086274
## iter  90 value 0.081846
## iter 100 value 0.076657
## final  value 0.076657 
## stopped after 100 iterations
## # weights:  51
## initial  value 124.777684 
## iter  10 value 0.266965
## iter  20 value 0.093821
## iter  30 value 0.081292
## iter  40 value 0.076032
## iter  50 value 0.072272
## iter  60 value 0.071069
## iter  70 value 0.069980
## iter  80 value 0.068506
## iter  90 value 0.067054
## iter 100 value 0.065581
## final  value 0.065581 
## stopped after 100 iterations
## # weights:  11
## initial  value 113.914089 
## iter  10 value 1.918983
## iter  20 value 0.004893
## final  value 0.000078 
## converged
## # weights:  31
## initial  value 145.422762 
## iter  10 value 0.254998
## iter  20 value 0.006547
## final  value 0.000036 
## converged
## # weights:  51
## initial  value 115.386851 
## iter  10 value 0.181016
## iter  20 value 0.012341
## iter  30 value 0.000917
## iter  40 value 0.000149
## final  value 0.000092 
## converged
## # weights:  11
## initial  value 113.162182 
## iter  10 value 23.429765
## iter  20 value 16.942426
## final  value 16.942063 
## converged
## # weights:  31
## initial  value 106.147957 
## iter  10 value 15.037176
## iter  20 value 12.603714
## iter  30 value 12.461707
## final  value 12.461319 
## converged
## # weights:  51
## initial  value 136.090464 
## iter  10 value 15.119131
## iter  20 value 12.335521
## iter  30 value 11.909079
## iter  40 value 11.840131
## iter  50 value 11.836151
## final  value 11.836145 
## converged
## # weights:  11
## initial  value 105.861572 
## iter  10 value 0.115904
## iter  20 value 0.081822
## iter  30 value 0.078813
## iter  40 value 0.078396
## iter  50 value 0.078111
## iter  60 value 0.078043
## iter  70 value 0.078025
## iter  80 value 0.078015
## iter  90 value 0.078011
## iter 100 value 0.078007
## final  value 0.078007 
## stopped after 100 iterations
## # weights:  31
## initial  value 119.847774 
## iter  10 value 0.400060
## iter  20 value 0.082096
## iter  30 value 0.078602
## iter  40 value 0.077184
## iter  50 value 0.074885
## iter  60 value 0.073446
## iter  70 value 0.068569
## iter  80 value 0.065889
## iter  90 value 0.062705
## iter 100 value 0.057683
## final  value 0.057683 
## stopped after 100 iterations
## # weights:  51
## initial  value 149.534257 
## iter  10 value 0.423343
## iter  20 value 0.060568
## iter  30 value 0.053887
## iter  40 value 0.052694
## iter  50 value 0.052242
## iter  60 value 0.051733
## iter  70 value 0.051335
## iter  80 value 0.051130
## iter  90 value 0.050881
## iter 100 value 0.050741
## final  value 0.050741 
## stopped after 100 iterations
## # weights:  11
## initial  value 125.293454 
## iter  10 value 0.273249
## iter  20 value 0.000392
## final  value 0.000085 
## converged
## # weights:  31
## initial  value 113.139417 
## iter  10 value 0.015715
## final  value 0.000087 
## converged
## # weights:  51
## initial  value 108.171381 
## iter  10 value 0.249680
## iter  20 value 0.001031
## iter  30 value 0.000233
## final  value 0.000089 
## converged
## # weights:  11
## initial  value 140.852593 
## iter  10 value 29.914504
## iter  20 value 20.288338
## iter  30 value 17.225876
## final  value 17.218787 
## converged
## # weights:  31
## initial  value 117.382374 
## iter  10 value 25.909583
## iter  20 value 14.830328
## iter  30 value 12.901012
## iter  40 value 12.781183
## iter  50 value 12.752378
## final  value 12.752374 
## converged
## # weights:  51
## initial  value 108.940272 
## iter  10 value 16.234813
## iter  20 value 12.333156
## iter  30 value 12.230244
## iter  40 value 12.135106
## iter  50 value 12.132644
## final  value 12.132638 
## converged
## # weights:  11
## initial  value 122.994883 
## iter  10 value 0.464793
## iter  20 value 0.163267
## iter  30 value 0.132439
## iter  40 value 0.122687
## iter  50 value 0.105276
## iter  60 value 0.099396
## iter  70 value 0.081544
## iter  80 value 0.080770
## iter  90 value 0.080601
## iter 100 value 0.080425
## final  value 0.080425 
## stopped after 100 iterations
## # weights:  31
## initial  value 129.178890 
## iter  10 value 0.091392
## iter  20 value 0.072779
## iter  30 value 0.069134
## iter  40 value 0.067613
## iter  50 value 0.064926
## iter  60 value 0.062739
## iter  70 value 0.061761
## iter  80 value 0.060472
## iter  90 value 0.058693
## iter 100 value 0.057206
## final  value 0.057206 
## stopped after 100 iterations
## # weights:  51
## initial  value 103.683837 
## iter  10 value 0.111000
## iter  20 value 0.098455
## iter  30 value 0.089897
## iter  40 value 0.075508
## iter  50 value 0.066908
## iter  60 value 0.059749
## iter  70 value 0.055282
## iter  80 value 0.052750
## iter  90 value 0.051650
## iter 100 value 0.050958
## final  value 0.050958 
## stopped after 100 iterations
## # weights:  11
## initial  value 116.798315 
## iter  10 value 6.380971
## iter  20 value 0.006089
## iter  30 value 0.000263
## final  value 0.000047 
## converged
## # weights:  31
## initial  value 120.271071 
## final  value 0.000003 
## converged
## # weights:  51
## initial  value 112.161162 
## final  value 0.000045 
## converged
## # weights:  11
## initial  value 114.988892 
## iter  10 value 20.944521
## iter  20 value 17.310498
## final  value 17.309562 
## converged
## # weights:  31
## initial  value 129.380707 
## iter  10 value 14.970493
## iter  20 value 12.892449
## iter  30 value 12.873277
## iter  40 value 12.873269
## iter  40 value 12.873269
## iter  40 value 12.873269
## final  value 12.873269 
## converged
## # weights:  51
## initial  value 160.381530 
## iter  10 value 17.857867
## iter  20 value 12.839120
## iter  30 value 12.288539
## iter  40 value 12.266705
## iter  50 value 12.265986
## iter  60 value 12.265943
## final  value 12.265942 
## converged
## # weights:  11
## initial  value 113.695210 
## iter  10 value 3.563725
## iter  20 value 0.416202
## iter  30 value 0.369842
## iter  40 value 0.317339
## iter  50 value 0.239643
## iter  60 value 0.157831
## iter  70 value 0.140236
## iter  80 value 0.110914
## iter  90 value 0.094668
## iter 100 value 0.088236
## final  value 0.088236 
## stopped after 100 iterations
## # weights:  31
## initial  value 137.594817 
## iter  10 value 0.115436
## iter  20 value 0.103084
## iter  30 value 0.087934
## iter  40 value 0.082216
## iter  50 value 0.077643
## iter  60 value 0.073429
## iter  70 value 0.068769
## iter  80 value 0.066217
## iter  90 value 0.062846
## iter 100 value 0.057530
## final  value 0.057530 
## stopped after 100 iterations
## # weights:  51
## initial  value 106.623788 
## iter  10 value 0.277188
## iter  20 value 0.063091
## iter  30 value 0.056283
## iter  40 value 0.054915
## iter  50 value 0.054245
## iter  60 value 0.053802
## iter  70 value 0.053319
## iter  80 value 0.053117
## iter  90 value 0.052973
## iter 100 value 0.052852
## final  value 0.052852 
## stopped after 100 iterations
## # weights:  11
## initial  value 114.120088 
## iter  10 value 0.428708
## iter  20 value 0.000438
## final  value 0.000057 
## converged
## # weights:  31
## initial  value 134.123502 
## iter  10 value 0.556647
## iter  20 value 0.019679
## iter  30 value 0.000367
## final  value 0.000075 
## converged
## # weights:  51
## initial  value 103.445768 
## iter  10 value 0.349744
## iter  20 value 0.000541
## final  value 0.000078 
## converged
## # weights:  11
## initial  value 117.530103 
## iter  10 value 22.607264
## iter  20 value 16.746387
## iter  30 value 16.741955
## final  value 16.741955 
## converged
## # weights:  31
## initial  value 109.055692 
## iter  10 value 17.755788
## iter  20 value 14.839674
## iter  30 value 14.620862
## final  value 14.620845 
## converged
## # weights:  51
## initial  value 119.607628 
## iter  10 value 15.347285
## iter  20 value 12.148411
## iter  30 value 12.019742
## iter  40 value 11.999496
## iter  50 value 11.996354
## iter  60 value 11.996174
## final  value 11.996163 
## converged
## # weights:  11
## initial  value 115.750056 
## iter  10 value 2.086586
## iter  20 value 0.420219
## iter  30 value 0.334478
## iter  40 value 0.306504
## iter  50 value 0.247471
## iter  60 value 0.199299
## iter  70 value 0.114813
## iter  80 value 0.105973
## iter  90 value 0.092574
## iter 100 value 0.087550
## final  value 0.087550 
## stopped after 100 iterations
## # weights:  31
## initial  value 124.924137 
## iter  10 value 0.354044
## iter  20 value 0.093588
## iter  30 value 0.088291
## iter  40 value 0.083210
## iter  50 value 0.080494
## iter  60 value 0.078899
## iter  70 value 0.074971
## iter  80 value 0.072865
## iter  90 value 0.068086
## iter 100 value 0.061076
## final  value 0.061076 
## stopped after 100 iterations
## # weights:  51
## initial  value 116.235444 
## iter  10 value 0.196025
## iter  20 value 0.148983
## iter  30 value 0.104863
## iter  40 value 0.082051
## iter  50 value 0.064949
## iter  60 value 0.054970
## iter  70 value 0.053492
## iter  80 value 0.052940
## iter  90 value 0.052251
## iter 100 value 0.051504
## final  value 0.051504 
## stopped after 100 iterations
## # weights:  11
## initial  value 120.594602 
## iter  10 value 0.003992
## final  value 0.000062 
## converged
## # weights:  31
## initial  value 117.062617 
## iter  10 value 0.088031
## iter  20 value 0.006628
## iter  30 value 0.000565
## iter  40 value 0.000158
## final  value 0.000093 
## converged
## # weights:  51
## initial  value 124.786966 
## iter  10 value 0.549125
## iter  20 value 0.001723
## iter  30 value 0.000108
## iter  30 value 0.000058
## iter  30 value 0.000057
## final  value 0.000057 
## converged
## # weights:  11
## initial  value 122.716590 
## iter  10 value 18.800840
## iter  20 value 16.946595
## final  value 16.944770 
## converged
## # weights:  31
## initial  value 119.604644 
## iter  10 value 17.558971
## iter  20 value 12.720351
## iter  30 value 12.454815
## iter  40 value 12.449142
## final  value 12.449115 
## converged
## # weights:  51
## initial  value 117.779468 
## iter  10 value 13.227835
## iter  20 value 12.007225
## iter  30 value 11.857157
## iter  40 value 11.827694
## iter  50 value 11.827569
## iter  50 value 11.827568
## iter  50 value 11.827568
## final  value 11.827568 
## converged
## # weights:  11
## initial  value 110.563465 
## iter  10 value 0.238410
## iter  20 value 0.200917
## iter  30 value 0.187546
## iter  40 value 0.161106
## iter  50 value 0.108903
## iter  60 value 0.097809
## iter  70 value 0.091509
## iter  80 value 0.084467
## iter  90 value 0.081860
## iter 100 value 0.080767
## final  value 0.080767 
## stopped after 100 iterations
## # weights:  31
## initial  value 113.133162 
## iter  10 value 0.223302
## iter  20 value 0.188586
## iter  30 value 0.150542
## iter  40 value 0.107813
## iter  50 value 0.082503
## iter  60 value 0.072449
## iter  70 value 0.063863
## iter  80 value 0.059243
## iter  90 value 0.057515
## iter 100 value 0.055085
## final  value 0.055085 
## stopped after 100 iterations
## # weights:  51
## initial  value 120.741194 
## iter  10 value 0.172731
## iter  20 value 0.081250
## iter  30 value 0.073202
## iter  40 value 0.065884
## iter  50 value 0.063107
## iter  60 value 0.062167
## iter  70 value 0.060412
## iter  80 value 0.058409
## iter  90 value 0.056939
## iter 100 value 0.055991
## final  value 0.055991 
## stopped after 100 iterations
## # weights:  11
## initial  value 117.326606 
## iter  10 value 0.137681
## iter  20 value 0.005190
## final  value 0.000091 
## converged
## # weights:  31
## initial  value 114.623151 
## iter  10 value 0.031194
## iter  20 value 0.001755
## iter  30 value 0.000838
## iter  40 value 0.000315
## final  value 0.000081 
## converged
## # weights:  51
## initial  value 126.466191 
## iter  10 value 0.547851
## iter  20 value 0.000943
## final  value 0.000077 
## converged
## # weights:  11
## initial  value 115.361413 
## iter  10 value 19.984957
## iter  20 value 17.001935
## iter  30 value 16.724431
## final  value 16.724197 
## converged
## # weights:  31
## initial  value 123.709206 
## iter  10 value 14.378701
## iter  20 value 12.396454
## iter  30 value 12.168381
## iter  40 value 12.166434
## final  value 12.166434 
## converged
## # weights:  51
## initial  value 126.962611 
## iter  10 value 11.935659
## iter  20 value 11.566261
## iter  30 value 11.529093
## iter  40 value 11.526700
## iter  50 value 11.526645
## iter  50 value 11.526645
## iter  50 value 11.526645
## final  value 11.526645 
## converged
## # weights:  11
## initial  value 116.362093 
## iter  10 value 23.066164
## iter  20 value 6.587111
## iter  30 value 5.568705
## iter  40 value 0.379402
## iter  50 value 0.265904
## iter  60 value 0.174498
## iter  70 value 0.142579
## iter  80 value 0.093891
## iter  90 value 0.089875
## iter 100 value 0.085335
## final  value 0.085335 
## stopped after 100 iterations
## # weights:  31
## initial  value 122.428593 
## iter  10 value 0.116049
## iter  20 value 0.103049
## iter  30 value 0.084399
## iter  40 value 0.069761
## iter  50 value 0.061047
## iter  60 value 0.057979
## iter  70 value 0.055249
## iter  80 value 0.054593
## iter  90 value 0.053746
## iter 100 value 0.053346
## final  value 0.053346 
## stopped after 100 iterations
## # weights:  51
## initial  value 110.243034 
## iter  10 value 0.453130
## iter  20 value 0.065937
## iter  30 value 0.058330
## iter  40 value 0.054510
## iter  50 value 0.051739
## iter  60 value 0.051209
## iter  70 value 0.050853
## iter  80 value 0.050555
## iter  90 value 0.050371
## iter 100 value 0.050119
## final  value 0.050119 
## stopped after 100 iterations
## # weights:  11
## initial  value 129.627086 
## iter  10 value 0.059641
## iter  20 value 0.006619
## final  value 0.000100 
## converged
## # weights:  31
## initial  value 109.823811 
## final  value 0.000000 
## converged
## # weights:  51
## initial  value 133.544276 
## iter  10 value 0.038575
## iter  20 value 0.002172
## iter  30 value 0.000754
## final  value 0.000076 
## converged
## # weights:  11
## initial  value 118.241870 
## iter  10 value 26.302521
## iter  20 value 17.214976
## iter  30 value 17.214744
## iter  30 value 17.214744
## iter  30 value 17.214744
## final  value 17.214744 
## converged
## # weights:  31
## initial  value 102.648059 
## iter  10 value 13.753985
## iter  20 value 12.808859
## iter  30 value 12.759798
## final  value 12.759556 
## converged
## # weights:  51
## initial  value 116.994124 
## iter  10 value 15.385798
## iter  20 value 12.830019
## iter  30 value 12.648629
## iter  40 value 12.639166
## iter  50 value 12.635711
## iter  60 value 12.635522
## final  value 12.635517 
## converged
## # weights:  11
## initial  value 112.773372 
## iter  10 value 0.237478
## iter  20 value 0.187830
## iter  30 value 0.157281
## iter  40 value 0.134243
## iter  50 value 0.088108
## iter  60 value 0.082631
## iter  70 value 0.081107
## iter  80 value 0.080888
## iter  90 value 0.080779
## iter 100 value 0.080704
## final  value 0.080704 
## stopped after 100 iterations
## # weights:  31
## initial  value 114.523690 
## iter  10 value 0.397447
## iter  20 value 0.290093
## iter  30 value 0.220288
## iter  40 value 0.178197
## iter  50 value 0.141660
## iter  60 value 0.128338
## iter  70 value 0.108035
## iter  80 value 0.098631
## iter  90 value 0.075527
## iter 100 value 0.066480
## final  value 0.066480 
## stopped after 100 iterations
## # weights:  51
## initial  value 120.835113 
## iter  10 value 0.119698
## iter  20 value 0.077103
## iter  30 value 0.070243
## iter  40 value 0.066451
## iter  50 value 0.063476
## iter  60 value 0.061842
## iter  70 value 0.060783
## iter  80 value 0.059721
## iter  90 value 0.058703
## iter 100 value 0.057779
## final  value 0.057779 
## stopped after 100 iterations
## # weights:  11
## initial  value 120.466105 
## iter  10 value 0.000644
## iter  20 value 0.000413
## iter  30 value 0.000108
## final  value 0.000093 
## converged
## # weights:  31
## initial  value 121.145877 
## iter  10 value 0.007748
## iter  20 value 0.001063
## iter  30 value 0.000326
## final  value 0.000075 
## converged
## # weights:  51
## initial  value 134.996117 
## iter  10 value 0.121508
## iter  20 value 0.013135
## iter  30 value 0.001907
## iter  40 value 0.000110
## final  value 0.000096 
## converged
## # weights:  11
## initial  value 122.900660 
## iter  10 value 22.708213
## iter  20 value 17.121383
## final  value 17.120969 
## converged
## # weights:  31
## initial  value 117.580342 
## iter  10 value 13.894297
## iter  20 value 12.725392
## iter  30 value 12.633938
## iter  40 value 12.624906
## final  value 12.624905 
## converged
## # weights:  51
## initial  value 119.046839 
## iter  10 value 15.240271
## iter  20 value 12.771040
## iter  30 value 12.547782
## iter  40 value 12.501536
## iter  50 value 12.500659
## final  value 12.500641 
## converged
## # weights:  11
## initial  value 122.740544 
## iter  10 value 0.147343
## iter  20 value 0.116950
## iter  30 value 0.097516
## iter  40 value 0.091524
## iter  50 value 0.085127
## iter  60 value 0.083519
## iter  70 value 0.081352
## iter  80 value 0.080733
## iter  90 value 0.080470
## iter 100 value 0.080417
## final  value 0.080417 
## stopped after 100 iterations
## # weights:  31
## initial  value 105.365673 
## iter  10 value 0.134368
## iter  20 value 0.075576
## iter  30 value 0.072149
## iter  40 value 0.069918
## iter  50 value 0.067069
## iter  60 value 0.062463
## iter  70 value 0.061052
## iter  80 value 0.060091
## iter  90 value 0.058202
## iter 100 value 0.056911
## final  value 0.056911 
## stopped after 100 iterations
## # weights:  51
## initial  value 111.444967 
## iter  10 value 0.222982
## iter  20 value 0.059606
## iter  30 value 0.057370
## iter  40 value 0.055988
## iter  50 value 0.055068
## iter  60 value 0.054589
## iter  70 value 0.054172
## iter  80 value 0.053925
## iter  90 value 0.053525
## iter 100 value 0.053059
## final  value 0.053059 
## stopped after 100 iterations
## # weights:  11
## initial  value 110.748295 
## iter  10 value 0.891225
## iter  20 value 0.001099
## final  value 0.000082 
## converged
## # weights:  31
## initial  value 120.461482 
## iter  10 value 0.028716
## iter  20 value 0.001131
## iter  30 value 0.000270
## final  value 0.000093 
## converged
## # weights:  51
## initial  value 135.595499 
## iter  10 value 0.016151
## iter  20 value 0.003297
## iter  30 value 0.000216
## iter  40 value 0.000155
## final  value 0.000089 
## converged
## # weights:  11
## initial  value 107.250439 
## iter  10 value 17.256670
## final  value 17.143542 
## converged
## # weights:  31
## initial  value 131.832711 
## iter  10 value 16.749553
## iter  20 value 12.901245
## iter  30 value 12.673427
## iter  40 value 12.661564
## final  value 12.661120 
## converged
## # weights:  51
## initial  value 106.927103 
## iter  10 value 12.540714
## iter  20 value 12.064071
## iter  30 value 12.058460
## iter  40 value 12.058434
## final  value 12.058433 
## converged
## # weights:  11
## initial  value 115.790468 
## iter  10 value 0.218335
## iter  20 value 0.094855
## iter  30 value 0.086299
## iter  40 value 0.082265
## iter  50 value 0.078548
## iter  60 value 0.078376
## iter  70 value 0.078293
## iter  80 value 0.078241
## iter  90 value 0.078174
## iter 100 value 0.078167
## final  value 0.078167 
## stopped after 100 iterations
## # weights:  31
## initial  value 131.250344 
## iter  10 value 0.085369
## iter  20 value 0.077551
## iter  30 value 0.069024
## iter  40 value 0.062089
## iter  50 value 0.059000
## iter  60 value 0.057486
## iter  70 value 0.056249
## iter  80 value 0.055513
## iter  90 value 0.054500
## iter 100 value 0.053775
## final  value 0.053775 
## stopped after 100 iterations
## # weights:  51
## initial  value 128.984236 
## iter  10 value 0.196023
## iter  20 value 0.162315
## iter  30 value 0.110761
## iter  40 value 0.091157
## iter  50 value 0.078436
## iter  60 value 0.074878
## iter  70 value 0.068746
## iter  80 value 0.063483
## iter  90 value 0.058803
## iter 100 value 0.056769
## final  value 0.056769 
## stopped after 100 iterations
## # weights:  11
## initial  value 115.809668 
## iter  10 value 0.060183
## iter  20 value 0.000170
## iter  20 value 0.000086
## iter  20 value 0.000086
## final  value 0.000086 
## converged
## # weights:  31
## initial  value 121.979697 
## iter  10 value 0.239163
## iter  20 value 0.002246
## iter  30 value 0.000193
## final  value 0.000086 
## converged
## # weights:  51
## initial  value 129.584537 
## iter  10 value 0.028416
## iter  20 value 0.005363
## iter  30 value 0.000370
## iter  40 value 0.000197
## final  value 0.000069 
## converged
## # weights:  11
## initial  value 122.023439 
## iter  10 value 18.872350
## iter  20 value 17.351995
## iter  30 value 17.349191
## iter  30 value 17.349191
## iter  30 value 17.349191
## final  value 17.349191 
## converged
## # weights:  31
## initial  value 132.660721 
## iter  10 value 24.264950
## iter  20 value 15.857954
## iter  30 value 13.203705
## iter  40 value 12.937970
## iter  50 value 12.919929
## iter  60 value 12.917860
## final  value 12.917677 
## converged
## # weights:  51
## initial  value 107.196668 
## iter  10 value 14.084037
## iter  20 value 12.394595
## iter  30 value 12.312450
## iter  40 value 12.301517
## final  value 12.301472 
## converged
## # weights:  11
## initial  value 119.384851 
## iter  10 value 1.230254
## iter  20 value 0.223384
## iter  30 value 0.200585
## iter  40 value 0.116527
## iter  50 value 0.102588
## iter  60 value 0.097255
## iter  70 value 0.086691
## iter  80 value 0.083896
## iter  90 value 0.081642
## iter 100 value 0.081201
## final  value 0.081201 
## stopped after 100 iterations
## # weights:  31
## initial  value 133.689940 
## iter  10 value 0.146159
## iter  20 value 0.117323
## iter  30 value 0.095233
## iter  40 value 0.082360
## iter  50 value 0.075174
## iter  60 value 0.068827
## iter  70 value 0.064963
## iter  80 value 0.061658
## iter  90 value 0.059355
## iter 100 value 0.058369
## final  value 0.058369 
## stopped after 100 iterations
## # weights:  51
## initial  value 111.075681 
## iter  10 value 0.231263
## iter  20 value 0.094177
## iter  30 value 0.088591
## iter  40 value 0.082496
## iter  50 value 0.079629
## iter  60 value 0.078258
## iter  70 value 0.075717
## iter  80 value 0.074183
## iter  90 value 0.073088
## iter 100 value 0.071582
## final  value 0.071582 
## stopped after 100 iterations
## # weights:  11
## initial  value 122.904953 
## iter  10 value 6.939719
## iter  20 value 0.015327
## iter  30 value 0.000743
## iter  40 value 0.000534
## iter  50 value 0.000302
## iter  60 value 0.000225
## final  value 0.000091 
## converged
## # weights:  31
## initial  value 121.863346 
## iter  10 value 0.077191
## iter  20 value 0.008257
## iter  30 value 0.000629
## iter  40 value 0.000221
## final  value 0.000085 
## converged
## # weights:  51
## initial  value 114.732190 
## iter  10 value 0.000242
## final  value 0.000096 
## converged
## # weights:  11
## initial  value 122.235156 
## iter  10 value 20.251709
## iter  20 value 17.065579
## final  value 17.065338 
## converged
## # weights:  31
## initial  value 114.710223 
## iter  10 value 19.872011
## iter  20 value 15.579227
## iter  30 value 15.173839
## iter  40 value 15.094565
## final  value 15.094468 
## converged
## # weights:  51
## initial  value 128.062793 
## iter  10 value 18.253276
## iter  20 value 12.590983
## iter  30 value 12.099250
## iter  40 value 11.974447
## iter  50 value 11.960342
## iter  60 value 11.959145
## final  value 11.959124 
## converged
## # weights:  11
## initial  value 119.914669 
## iter  10 value 1.714904
## iter  20 value 0.091867
## iter  30 value 0.085761
## iter  40 value 0.084146
## iter  50 value 0.081266
## iter  60 value 0.080557
## iter  70 value 0.079940
## iter  80 value 0.079727
## iter  90 value 0.079570
## iter 100 value 0.079483
## final  value 0.079483 
## stopped after 100 iterations
## # weights:  31
## initial  value 125.669098 
## iter  10 value 0.172110
## iter  20 value 0.105909
## iter  30 value 0.102768
## iter  40 value 0.096459
## iter  50 value 0.089734
## iter  60 value 0.069233
## iter  70 value 0.063041
## iter  80 value 0.060010
## iter  90 value 0.058937
## iter 100 value 0.057295
## final  value 0.057295 
## stopped after 100 iterations
## # weights:  51
## initial  value 122.048868 
## iter  10 value 0.128783
## iter  20 value 0.112565
## iter  30 value 0.081665
## iter  40 value 0.064306
## iter  50 value 0.059073
## iter  60 value 0.055378
## iter  70 value 0.052645
## iter  80 value 0.051543
## iter  90 value 0.051016
## iter 100 value 0.050702
## final  value 0.050702 
## stopped after 100 iterations
## # weights:  11
## initial  value 116.701840 
## iter  10 value 0.364766
## iter  20 value 0.009996
## iter  30 value 0.000535
## final  value 0.000077 
## converged
## # weights:  31
## initial  value 130.159605 
## iter  10 value 6.052413
## iter  20 value 0.009003
## final  value 0.000071 
## converged
## # weights:  51
## initial  value 122.748791 
## iter  10 value 0.001936
## iter  20 value 0.000341
## iter  30 value 0.000113
## final  value 0.000093 
## converged
## # weights:  11
## initial  value 128.418012 
## iter  10 value 23.135817
## iter  20 value 16.963202
## iter  30 value 16.955304
## final  value 16.955303 
## converged
## # weights:  31
## initial  value 106.525823 
## iter  10 value 13.635968
## iter  20 value 12.807598
## iter  30 value 12.460849
## iter  40 value 12.459914
## iter  40 value 12.459914
## iter  40 value 12.459914
## final  value 12.459914 
## converged
## # weights:  51
## initial  value 101.875899 
## iter  10 value 13.181811
## iter  20 value 11.848803
## iter  30 value 11.838123
## iter  40 value 11.838069
## final  value 11.838067 
## converged
## # weights:  11
## initial  value 117.661624 
## iter  10 value 0.119921
## iter  20 value 0.100834
## iter  30 value 0.093172
## iter  40 value 0.085981
## iter  50 value 0.080560
## iter  60 value 0.079930
## iter  70 value 0.079362
## iter  80 value 0.079044
## iter  90 value 0.078805
## iter 100 value 0.078651
## final  value 0.078651 
## stopped after 100 iterations
## # weights:  31
## initial  value 112.770385 
## iter  10 value 0.119769
## iter  20 value 0.089765
## iter  30 value 0.072046
## iter  40 value 0.065734
## iter  50 value 0.061028
## iter  60 value 0.059631
## iter  70 value 0.057613
## iter  80 value 0.056836
## iter  90 value 0.055863
## iter 100 value 0.055121
## final  value 0.055121 
## stopped after 100 iterations
## # weights:  51
## initial  value 107.765914 
## iter  10 value 0.203358
## iter  20 value 0.058523
## iter  30 value 0.055245
## iter  40 value 0.053411
## iter  50 value 0.052386
## iter  60 value 0.051237
## iter  70 value 0.050324
## iter  80 value 0.049794
## iter  90 value 0.049522
## iter 100 value 0.049217
## final  value 0.049217 
## stopped after 100 iterations
## # weights:  11
## initial  value 115.852608 
## iter  10 value 0.455032
## iter  20 value 0.018716
## iter  30 value 0.000238
## iter  40 value 0.000161
## final  value 0.000053 
## converged
## # weights:  31
## initial  value 136.957863 
## iter  10 value 0.035863
## iter  20 value 0.003991
## iter  30 value 0.001773
## iter  40 value 0.000536
## final  value 0.000037 
## converged
## # weights:  51
## initial  value 106.199895 
## iter  10 value 0.051494
## iter  20 value 0.003494
## final  value 0.000088 
## converged
## # weights:  11
## initial  value 116.544644 
## iter  10 value 17.353435
## final  value 17.026563 
## converged
## # weights:  31
## initial  value 122.122285 
## iter  10 value 19.942008
## iter  20 value 12.772193
## iter  30 value 12.533507
## iter  40 value 12.505912
## iter  50 value 12.498948
## final  value 12.498946 
## converged
## # weights:  51
## initial  value 123.532359 
## iter  10 value 12.240723
## iter  20 value 11.917802
## iter  30 value 11.880005
## iter  40 value 11.874935
## final  value 11.874924 
## converged
## # weights:  11
## initial  value 111.148180 
## iter  10 value 0.461578
## iter  20 value 0.119675
## iter  30 value 0.102203
## iter  40 value 0.095139
## iter  50 value 0.092649
## iter  60 value 0.085922
## iter  70 value 0.081875
## iter  80 value 0.081127
## iter  90 value 0.080925
## iter 100 value 0.080651
## final  value 0.080651 
## stopped after 100 iterations
## # weights:  31
## initial  value 120.916139 
## iter  10 value 0.148172
## iter  20 value 0.103133
## iter  30 value 0.095333
## iter  40 value 0.077701
## iter  50 value 0.064127
## iter  60 value 0.059242
## iter  70 value 0.055809
## iter  80 value 0.054800
## iter  90 value 0.054155
## iter 100 value 0.053850
## final  value 0.053850 
## stopped after 100 iterations
## # weights:  51
## initial  value 118.471170 
## iter  10 value 0.132603
## iter  20 value 0.116608
## iter  30 value 0.101162
## iter  40 value 0.084198
## iter  50 value 0.073310
## iter  60 value 0.060232
## iter  70 value 0.056429
## iter  80 value 0.053897
## iter  90 value 0.052167
## iter 100 value 0.051679
## final  value 0.051679 
## stopped after 100 iterations
## # weights:  11
## initial  value 127.055213 
## iter  10 value 0.471560
## iter  20 value 0.000992
## final  value 0.000068 
## converged
## # weights:  31
## initial  value 119.041907 
## iter  10 value 0.001118
## iter  20 value 0.000643
## iter  30 value 0.000197
## final  value 0.000094 
## converged
## # weights:  51
## initial  value 94.083858 
## iter  10 value 0.111599
## iter  20 value 0.002937
## iter  30 value 0.000572
## final  value 0.000077 
## converged
## # weights:  11
## initial  value 131.587317 
## iter  10 value 28.857913
## iter  20 value 16.965479
## iter  30 value 16.956459
## final  value 16.956444 
## converged
## # weights:  31
## initial  value 112.700335 
## iter  10 value 15.317725
## iter  20 value 12.643268
## iter  30 value 12.462980
## iter  40 value 12.457024
## final  value 12.457022 
## converged
## # weights:  51
## initial  value 121.887160 
## iter  10 value 11.949452
## iter  20 value 11.830831
## iter  30 value 11.825353
## iter  40 value 11.824791
## final  value 11.824771 
## converged
## # weights:  11
## initial  value 121.853411 
## iter  10 value 0.147836
## iter  20 value 0.095546
## iter  30 value 0.083033
## iter  40 value 0.080688
## iter  50 value 0.079992
## iter  60 value 0.079709
## iter  70 value 0.079575
## iter  80 value 0.079559
## iter  90 value 0.079553
## iter 100 value 0.079552
## final  value 0.079552 
## stopped after 100 iterations
## # weights:  31
## initial  value 123.233138 
## iter  10 value 0.246257
## iter  20 value 0.144741
## iter  30 value 0.135894
## iter  40 value 0.110537
## iter  50 value 0.084858
## iter  60 value 0.079273
## iter  70 value 0.073287
## iter  80 value 0.068094
## iter  90 value 0.063134
## iter 100 value 0.057360
## final  value 0.057360 
## stopped after 100 iterations
## # weights:  51
## initial  value 106.069515 
## iter  10 value 0.108233
## iter  20 value 0.098627
## iter  30 value 0.087668
## iter  40 value 0.074564
## iter  50 value 0.070546
## iter  60 value 0.069157
## iter  70 value 0.068611
## iter  80 value 0.068478
## iter  90 value 0.068369
## iter 100 value 0.068311
## final  value 0.068311 
## stopped after 100 iterations
## # weights:  11
## initial  value 116.886341 
## iter  10 value 0.471480
## iter  20 value 0.001910
## final  value 0.000057 
## converged
## # weights:  31
## initial  value 134.273172 
## iter  10 value 0.104203
## iter  20 value 0.008823
## iter  30 value 0.001824
## iter  40 value 0.000455
## final  value 0.000091 
## converged
## # weights:  51
## initial  value 116.930946 
## iter  10 value 0.001061
## iter  20 value 0.000398
## iter  30 value 0.000237
## iter  40 value 0.000156
## iter  50 value 0.000110
## final  value 0.000095 
## converged
## # weights:  11
## initial  value 111.088507 
## iter  10 value 26.986604
## iter  20 value 17.169198
## final  value 17.169183 
## converged
## # weights:  31
## initial  value 111.712753 
## iter  10 value 14.800931
## iter  20 value 12.733879
## iter  30 value 12.706024
## final  value 12.705985 
## converged
## # weights:  51
## initial  value 131.823691 
## iter  10 value 19.717527
## iter  20 value 12.721258
## iter  30 value 12.238132
## iter  40 value 12.110093
## iter  50 value 12.087186
## iter  60 value 12.084756
## iter  70 value 12.084521
## final  value 12.084520 
## converged
## # weights:  11
## initial  value 119.921784 
## iter  10 value 7.042417
## iter  20 value 0.099794
## iter  30 value 0.094911
## iter  40 value 0.091518
## iter  50 value 0.086041
## iter  60 value 0.081712
## iter  70 value 0.081229
## iter  80 value 0.080659
## iter  90 value 0.080418
## iter 100 value 0.080278
## final  value 0.080278 
## stopped after 100 iterations
## # weights:  31
## initial  value 134.692806 
## iter  10 value 0.473527
## iter  20 value 0.109105
## iter  30 value 0.099681
## iter  40 value 0.092663
## iter  50 value 0.087035
## iter  60 value 0.083120
## iter  70 value 0.074072
## iter  80 value 0.069956
## iter  90 value 0.065266
## iter 100 value 0.060172
## final  value 0.060172 
## stopped after 100 iterations
## # weights:  51
## initial  value 110.990478 
## iter  10 value 0.205174
## iter  20 value 0.073921
## iter  30 value 0.070099
## iter  40 value 0.068190
## iter  50 value 0.064956
## iter  60 value 0.062335
## iter  70 value 0.059341
## iter  80 value 0.057209
## iter  90 value 0.055818
## iter 100 value 0.054836
## final  value 0.054836 
## stopped after 100 iterations
## # weights:  11
## initial  value 122.288520 
## iter  10 value 0.132383
## iter  20 value 0.000171
## iter  20 value 0.000069
## iter  20 value 0.000069
## final  value 0.000069 
## converged
## # weights:  31
## initial  value 118.807637 
## iter  10 value 0.073475
## iter  20 value 0.002182
## final  value 0.000063 
## converged
## # weights:  51
## initial  value 116.995881 
## iter  10 value 0.013368
## final  value 0.000092 
## converged
## # weights:  11
## initial  value 114.503267 
## iter  10 value 29.067125
## iter  20 value 17.014749
## iter  30 value 17.013315
## iter  30 value 17.013315
## iter  30 value 17.013315
## final  value 17.013315 
## converged
## # weights:  31
## initial  value 117.269553 
## iter  10 value 17.583529
## iter  20 value 12.920344
## iter  30 value 12.547614
## iter  40 value 12.528973
## final  value 12.528962 
## converged
## # weights:  51
## initial  value 121.167149 
## iter  10 value 12.529011
## iter  20 value 11.927151
## iter  30 value 11.911860
## iter  40 value 11.909794
## final  value 11.909784 
## converged
## # weights:  11
## initial  value 118.290737 
## iter  10 value 1.724685
## iter  20 value 0.087130
## iter  30 value 0.083311
## iter  40 value 0.082120
## iter  50 value 0.080896
## iter  60 value 0.080441
## iter  70 value 0.079997
## iter  80 value 0.079777
## iter  90 value 0.079720
## iter 100 value 0.079663
## final  value 0.079663 
## stopped after 100 iterations
## # weights:  31
## initial  value 127.072992 
## iter  10 value 0.183345
## iter  20 value 0.061487
## iter  30 value 0.060077
## iter  40 value 0.059466
## iter  50 value 0.058657
## iter  60 value 0.058156
## iter  70 value 0.057133
## iter  80 value 0.055962
## iter  90 value 0.055724
## iter 100 value 0.055288
## final  value 0.055288 
## stopped after 100 iterations
## # weights:  51
## initial  value 112.424208 
## iter  10 value 0.196223
## iter  20 value 0.168374
## iter  30 value 0.105490
## iter  40 value 0.092123
## iter  50 value 0.075964
## iter  60 value 0.066702
## iter  70 value 0.061332
## iter  80 value 0.057846
## iter  90 value 0.055356
## iter 100 value 0.054002
## final  value 0.054002 
## stopped after 100 iterations
## # weights:  11
## initial  value 116.684111 
## iter  10 value 0.070392
## iter  20 value 0.003268
## iter  30 value 0.000540
## iter  40 value 0.000246
## iter  50 value 0.000131
## final  value 0.000084 
## converged
## # weights:  31
## initial  value 113.077285 
## final  value 0.000052 
## converged
## # weights:  51
## initial  value 116.203197 
## iter  10 value 0.025812
## final  value 0.000091 
## converged
## # weights:  11
## initial  value 120.628250 
## iter  10 value 16.646703
## iter  20 value 16.595159
## final  value 16.595158 
## converged
## # weights:  31
## initial  value 116.103097 
## iter  10 value 14.113352
## iter  20 value 12.191621
## iter  30 value 12.009315
## final  value 12.009239 
## converged
## # weights:  51
## initial  value 113.786217 
## iter  10 value 15.139068
## iter  20 value 12.098264
## iter  30 value 11.716028
## iter  40 value 11.395312
## iter  50 value 11.363862
## iter  60 value 11.362933
## final  value 11.362922 
## converged
## # weights:  11
## initial  value 119.838243 
## iter  10 value 0.602404
## iter  20 value 0.409907
## iter  30 value 0.317204
## iter  40 value 0.299187
## iter  50 value 0.238442
## iter  60 value 0.140814
## iter  70 value 0.122004
## iter  80 value 0.104283
## iter  90 value 0.096365
## iter 100 value 0.090240
## final  value 0.090240 
## stopped after 100 iterations
## # weights:  31
## initial  value 111.262129 
## iter  10 value 0.156226
## iter  20 value 0.077642
## iter  30 value 0.072574
## iter  40 value 0.070566
## iter  50 value 0.069464
## iter  60 value 0.068835
## iter  70 value 0.064587
## iter  80 value 0.061494
## iter  90 value 0.059524
## iter 100 value 0.056917
## final  value 0.056917 
## stopped after 100 iterations
## # weights:  51
## initial  value 145.432069 
## iter  10 value 0.228942
## iter  20 value 0.201064
## iter  30 value 0.123195
## iter  40 value 0.087701
## iter  50 value 0.076184
## iter  60 value 0.068466
## iter  70 value 0.063928
## iter  80 value 0.059843
## iter  90 value 0.055479
## iter 100 value 0.054082
## final  value 0.054082 
## stopped after 100 iterations
## # weights:  11
## initial  value 117.632560 
## iter  10 value 0.693166
## iter  20 value 0.001615
## final  value 0.000068 
## converged
## # weights:  31
## initial  value 121.290666 
## iter  10 value 0.344820
## iter  20 value 0.003487
## iter  30 value 0.000544
## final  value 0.000087 
## converged
## # weights:  51
## initial  value 173.010211 
## iter  10 value 0.476641
## iter  20 value 0.008175
## iter  30 value 0.000439
## final  value 0.000092 
## converged
## # weights:  11
## initial  value 115.565841 
## iter  10 value 22.456764
## iter  20 value 17.075100
## iter  30 value 16.989344
## final  value 16.989337 
## converged
## # weights:  31
## initial  value 120.287936 
## iter  10 value 16.565323
## iter  20 value 12.886102
## iter  30 value 12.473538
## iter  40 value 12.467744
## final  value 12.467742 
## converged
## # weights:  51
## initial  value 128.290079 
## iter  10 value 14.907694
## iter  20 value 12.506352
## iter  30 value 12.342783
## iter  40 value 12.321450
## iter  50 value 12.320738
## final  value 12.320733 
## converged
## # weights:  11
## initial  value 115.604949 
## iter  10 value 0.683949
## iter  20 value 0.240389
## iter  30 value 0.195597
## iter  40 value 0.170222
## iter  50 value 0.145158
## iter  60 value 0.134068
## iter  70 value 0.113506
## iter  80 value 0.102368
## iter  90 value 0.095760
## iter 100 value 0.087051
## final  value 0.087051 
## stopped after 100 iterations
## # weights:  31
## initial  value 123.162634 
## iter  10 value 0.161604
## iter  20 value 0.079793
## iter  30 value 0.067780
## iter  40 value 0.061447
## iter  50 value 0.057862
## iter  60 value 0.056657
## iter  70 value 0.055313
## iter  80 value 0.054276
## iter  90 value 0.053791
## iter 100 value 0.053470
## final  value 0.053470 
## stopped after 100 iterations
## # weights:  51
## initial  value 109.411003 
## iter  10 value 0.484499
## iter  20 value 0.067131
## iter  30 value 0.062296
## iter  40 value 0.060326
## iter  50 value 0.058978
## iter  60 value 0.058161
## iter  70 value 0.057486
## iter  80 value 0.056104
## iter  90 value 0.054769
## iter 100 value 0.053810
## final  value 0.053810 
## stopped after 100 iterations
## # weights:  11
## initial  value 116.843438 
## iter  10 value 0.485108
## iter  20 value 0.000846
## final  value 0.000029 
## converged
## # weights:  31
## initial  value 116.489487 
## iter  10 value 0.172553
## iter  20 value 0.001788
## iter  30 value 0.000537
## iter  40 value 0.000160
## iter  40 value 0.000069
## iter  40 value 0.000069
## final  value 0.000069 
## converged
## # weights:  51
## initial  value 120.741069 
## iter  10 value 0.045386
## iter  20 value 0.002807
## iter  30 value 0.001514
## final  value 0.000062 
## converged
## # weights:  11
## initial  value 116.830538 
## iter  10 value 36.022754
## iter  20 value 17.101320
## iter  30 value 16.945175
## final  value 16.945174 
## converged
## # weights:  31
## initial  value 127.340148 
## iter  10 value 18.993308
## iter  20 value 12.705745
## iter  30 value 12.442113
## iter  40 value 12.441824
## final  value 12.441819 
## converged
## # weights:  51
## initial  value 111.838597 
## iter  10 value 11.955957
## iter  20 value 11.829055
## iter  30 value 11.824727
## iter  40 value 11.824338
## final  value 11.824337 
## converged
## # weights:  11
## initial  value 119.497045 
## iter  10 value 9.703810
## iter  20 value 0.611244
## iter  30 value 0.272387
## iter  40 value 0.173058
## iter  50 value 0.157209
## iter  60 value 0.131004
## iter  70 value 0.111972
## iter  80 value 0.102844
## iter  90 value 0.094146
## iter 100 value 0.086349
## final  value 0.086349 
## stopped after 100 iterations
## # weights:  31
## initial  value 123.295922 
## iter  10 value 0.668581
## iter  20 value 0.214402
## iter  30 value 0.179913
## iter  40 value 0.131115
## iter  50 value 0.117129
## iter  60 value 0.110462
## iter  70 value 0.102462
## iter  80 value 0.094065
## iter  90 value 0.088514
## iter 100 value 0.081454
## final  value 0.081454 
## stopped after 100 iterations
## # weights:  51
## initial  value 108.916334 
## iter  10 value 0.095528
## iter  20 value 0.079454
## iter  30 value 0.073374
## iter  40 value 0.063027
## iter  50 value 0.059451
## iter  60 value 0.056797
## iter  70 value 0.055723
## iter  80 value 0.055020
## iter  90 value 0.054510
## iter 100 value 0.053888
## final  value 0.053888 
## stopped after 100 iterations
## # weights:  11
## initial  value 114.303290 
## iter  10 value 0.670419
## iter  20 value 0.000877
## final  value 0.000065 
## converged
## # weights:  31
## initial  value 118.567748 
## iter  10 value 0.002227
## final  value 0.000069 
## converged
## # weights:  51
## initial  value 102.649067 
## iter  10 value 0.013647
## iter  20 value 0.002353
## iter  30 value 0.000726
## iter  40 value 0.000305
## final  value 0.000093 
## converged
## # weights:  11
## initial  value 114.523642 
## iter  10 value 17.707065
## iter  20 value 17.193457
## final  value 17.193456 
## converged
## # weights:  31
## initial  value 121.362057 
## iter  10 value 14.012129
## iter  20 value 12.882423
## iter  30 value 12.723894
## final  value 12.721821 
## converged
## # weights:  51
## initial  value 138.020147 
## iter  10 value 14.100410
## iter  20 value 12.157540
## iter  30 value 12.115996
## iter  40 value 12.114669
## iter  50 value 12.114598
## final  value 12.114595 
## converged
## # weights:  11
## initial  value 113.798450 
## iter  10 value 0.618883
## iter  20 value 0.368208
## iter  30 value 0.330234
## iter  40 value 0.285938
## iter  50 value 0.128493
## iter  60 value 0.101326
## iter  70 value 0.089051
## iter  80 value 0.085709
## iter  90 value 0.084183
## iter 100 value 0.081135
## final  value 0.081135 
## stopped after 100 iterations
## # weights:  31
## initial  value 106.660726 
## iter  10 value 0.144907
## iter  20 value 0.079238
## iter  30 value 0.069256
## iter  40 value 0.064322
## iter  50 value 0.059920
## iter  60 value 0.057855
## iter  70 value 0.056769
## iter  80 value 0.056260
## iter  90 value 0.055806
## iter 100 value 0.055351
## final  value 0.055351 
## stopped after 100 iterations
## # weights:  51
## initial  value 102.992167 
## iter  10 value 1.666614
## iter  20 value 1.130552
## iter  30 value 0.611919
## iter  40 value 0.436821
## iter  50 value 0.222325
## iter  60 value 0.105979
## iter  70 value 0.083483
## iter  80 value 0.075440
## iter  90 value 0.064223
## iter 100 value 0.060221
## final  value 0.060221 
## stopped after 100 iterations
## # weights:  11
## initial  value 113.388490 
## iter  10 value 0.015101
## iter  20 value 0.002785
## iter  30 value 0.000584
## final  value 0.000085 
## converged
## # weights:  31
## initial  value 119.391471 
## iter  10 value 0.011161
## iter  20 value 0.001786
## iter  30 value 0.000389
## iter  40 value 0.000302
## iter  50 value 0.000129
## final  value 0.000091 
## converged
## # weights:  51
## initial  value 119.226827 
## iter  10 value 0.032522
## iter  20 value 0.001940
## iter  30 value 0.000655
## iter  40 value 0.000154
## final  value 0.000089 
## converged
## # weights:  11
## initial  value 115.635390 
## iter  10 value 19.903247
## iter  20 value 16.905157
## final  value 16.904447 
## converged
## # weights:  31
## initial  value 130.783264 
## iter  10 value 20.822058
## iter  20 value 12.981917
## iter  30 value 12.414250
## iter  40 value 12.399451
## iter  50 value 12.399366
## final  value 12.399365 
## converged
## # weights:  51
## initial  value 122.751596 
## iter  10 value 12.319465
## iter  20 value 11.852850
## iter  30 value 11.764450
## iter  40 value 11.763538
## iter  50 value 11.763418
## final  value 11.763417 
## converged
## # weights:  11
## initial  value 131.164558 
## iter  10 value 0.330128
## iter  20 value 0.255305
## iter  30 value 0.159031
## iter  40 value 0.145875
## iter  50 value 0.127600
## iter  60 value 0.118677
## iter  70 value 0.105779
## iter  80 value 0.101319
## iter  90 value 0.085282
## iter 100 value 0.083679
## final  value 0.083679 
## stopped after 100 iterations
## # weights:  31
## initial  value 119.448084 
## iter  10 value 0.216553
## iter  20 value 0.145502
## iter  30 value 0.128591
## iter  40 value 0.116686
## iter  50 value 0.111748
## iter  60 value 0.109486
## iter  70 value 0.101053
## iter  80 value 0.094163
## iter  90 value 0.080453
## iter 100 value 0.065714
## final  value 0.065714 
## stopped after 100 iterations
## # weights:  51
## initial  value 147.578305 
## iter  10 value 0.146698
## iter  20 value 0.126312
## iter  30 value 0.111085
## iter  40 value 0.092007
## iter  50 value 0.070190
## iter  60 value 0.063987
## iter  70 value 0.059336
## iter  80 value 0.057421
## iter  90 value 0.055655
## iter 100 value 0.054409
## final  value 0.054409 
## stopped after 100 iterations
## # weights:  11
## initial  value 121.899634 
## iter  10 value 40.587707
## iter  20 value 0.055763
## iter  30 value 0.001885
## iter  40 value 0.000136
## iter  50 value 0.000107
## final  value 0.000089 
## converged
## # weights:  31
## initial  value 131.890550 
## iter  10 value 0.079742
## iter  20 value 0.004322
## iter  30 value 0.000997
## iter  40 value 0.000245
## iter  50 value 0.000230
## final  value 0.000082 
## converged
## # weights:  51
## initial  value 99.549007 
## iter  10 value 0.004947
## iter  20 value 0.002281
## iter  30 value 0.000818
## iter  40 value 0.000382
## final  value 0.000096 
## converged
## # weights:  11
## initial  value 117.155255 
## iter  10 value 18.210890
## iter  20 value 16.617230
## final  value 16.617070 
## converged
## # weights:  31
## initial  value 136.515385 
## iter  10 value 14.617707
## iter  20 value 12.428059
## iter  30 value 12.077160
## iter  40 value 12.048424
## final  value 12.048340 
## converged
## # weights:  51
## initial  value 127.671665 
## iter  10 value 16.599385
## iter  20 value 12.273855
## iter  30 value 11.691988
## iter  40 value 11.422433
## iter  50 value 11.417463
## iter  60 value 11.416467
## iter  70 value 11.416417
## iter  70 value 11.416417
## iter  70 value 11.416417
## final  value 11.416417 
## converged
## # weights:  11
## initial  value 120.301076 
## iter  10 value 0.255532
## iter  20 value 0.100178
## iter  30 value 0.086055
## iter  40 value 0.082737
## iter  50 value 0.077524
## iter  60 value 0.077022
## iter  70 value 0.076598
## iter  80 value 0.076395
## iter  90 value 0.076323
## iter 100 value 0.076244
## final  value 0.076244 
## stopped after 100 iterations
## # weights:  31
## initial  value 113.730206 
## iter  10 value 0.161753
## iter  20 value 0.137198
## iter  30 value 0.096380
## iter  40 value 0.066695
## iter  50 value 0.057976
## iter  60 value 0.054445
## iter  70 value 0.053277
## iter  80 value 0.051459
## iter  90 value 0.049950
## iter 100 value 0.048639
## final  value 0.048639 
## stopped after 100 iterations
## # weights:  51
## initial  value 113.954539 
## iter  10 value 0.101011
## iter  20 value 0.065568
## iter  30 value 0.061936
## iter  40 value 0.056516
## iter  50 value 0.052605
## iter  60 value 0.051076
## iter  70 value 0.050151
## iter  80 value 0.049256
## iter  90 value 0.047885
## iter 100 value 0.047119
## final  value 0.047119 
## stopped after 100 iterations
## # weights:  11
## initial  value 116.907088 
## iter  10 value 3.481151
## iter  20 value 0.013790
## iter  30 value 0.000193
## iter  40 value 0.000145
## iter  50 value 0.000119
## final  value 0.000098 
## converged
## # weights:  31
## initial  value 128.743455 
## iter  10 value 0.320690
## iter  20 value 0.004039
## final  value 0.000094 
## converged
## # weights:  51
## initial  value 112.736356 
## iter  10 value 0.201587
## iter  20 value 0.000490
## final  value 0.000094 
## converged
## # weights:  11
## initial  value 115.992074 
## iter  10 value 27.567981
## iter  20 value 17.267177
## final  value 17.266423 
## converged
## # weights:  31
## initial  value 121.395114 
## iter  10 value 17.041815
## iter  20 value 13.375687
## iter  30 value 12.821566
## iter  40 value 12.809113
## final  value 12.808625 
## converged
## # weights:  51
## initial  value 128.035366 
## iter  10 value 22.932438
## iter  20 value 13.519401
## iter  30 value 12.388270
## iter  40 value 12.229085
## iter  50 value 12.205580
## iter  60 value 12.197985
## iter  70 value 12.190832
## iter  80 value 12.190173
## final  value 12.190054 
## converged
## # weights:  11
## initial  value 116.126268 
## iter  10 value 0.113119
## iter  20 value 0.101811
## iter  30 value 0.095477
## iter  40 value 0.092123
## iter  50 value 0.086151
## iter  60 value 0.083817
## iter  70 value 0.082778
## iter  80 value 0.082204
## iter  90 value 0.081374
## iter 100 value 0.081095
## final  value 0.081095 
## stopped after 100 iterations
## # weights:  31
## initial  value 136.446136 
## iter  10 value 0.204467
## iter  20 value 0.101701
## iter  30 value 0.099101
## iter  40 value 0.093108
## iter  50 value 0.086606
## iter  60 value 0.078773
## iter  70 value 0.076333
## iter  80 value 0.073274
## iter  90 value 0.069695
## iter 100 value 0.067541
## final  value 0.067541 
## stopped after 100 iterations
## # weights:  51
## initial  value 126.646394 
## iter  10 value 0.088346
## iter  20 value 0.077335
## iter  30 value 0.072131
## iter  40 value 0.069388
## iter  50 value 0.065285
## iter  60 value 0.063586
## iter  70 value 0.061770
## iter  80 value 0.060109
## iter  90 value 0.058008
## iter 100 value 0.056649
## final  value 0.056649 
## stopped after 100 iterations
## # weights:  11
## initial  value 124.976958 
## iter  10 value 0.120863
## iter  20 value 0.000484
## iter  30 value 0.000170
## final  value 0.000085 
## converged
## # weights:  31
## initial  value 111.680426 
## iter  10 value 0.001215
## iter  20 value 0.000139
## iter  20 value 0.000095
## iter  20 value 0.000094
## final  value 0.000094 
## converged
## # weights:  51
## initial  value 104.840064 
## iter  10 value 0.459740
## iter  20 value 0.000688
## final  value 0.000096 
## converged
## # weights:  11
## initial  value 116.463067 
## iter  10 value 24.389273
## iter  20 value 17.278056
## final  value 17.276731 
## converged
## # weights:  31
## initial  value 122.081541 
## iter  10 value 13.750749
## iter  20 value 12.902494
## iter  30 value 12.845347
## final  value 12.844566 
## converged
## # weights:  51
## initial  value 125.195529 
## iter  10 value 14.531630
## iter  20 value 12.671963
## iter  30 value 12.245404
## iter  40 value 12.230854
## iter  50 value 12.230286
## final  value 12.230280 
## converged
## # weights:  11
## initial  value 117.406014 
## iter  10 value 0.667618
## iter  20 value 0.484747
## iter  30 value 0.404607
## iter  40 value 0.315150
## iter  50 value 0.156489
## iter  60 value 0.111742
## iter  70 value 0.097489
## iter  80 value 0.090480
## iter  90 value 0.086665
## iter 100 value 0.082537
## final  value 0.082537 
## stopped after 100 iterations
## # weights:  31
## initial  value 104.445102 
## iter  10 value 0.198731
## iter  20 value 0.114188
## iter  30 value 0.094455
## iter  40 value 0.080964
## iter  50 value 0.072677
## iter  60 value 0.067267
## iter  70 value 0.064181
## iter  80 value 0.061951
## iter  90 value 0.057561
## iter 100 value 0.055399
## final  value 0.055399 
## stopped after 100 iterations
## # weights:  51
## initial  value 120.594013 
## iter  10 value 0.274289
## iter  20 value 0.091333
## iter  30 value 0.082250
## iter  40 value 0.075722
## iter  50 value 0.070385
## iter  60 value 0.065180
## iter  70 value 0.061946
## iter  80 value 0.060303
## iter  90 value 0.058692
## iter 100 value 0.057533
## final  value 0.057533 
## stopped after 100 iterations
## # weights:  11
## initial  value 121.802337 
## iter  10 value 0.139643
## iter  20 value 0.000118
## iter  20 value 0.000067
## iter  20 value 0.000067
## final  value 0.000067 
## converged
## # weights:  31
## initial  value 107.946279 
## iter  10 value 0.081363
## iter  20 value 0.007322
## iter  30 value 0.000444
## iter  40 value 0.000175
## final  value 0.000072 
## converged
## # weights:  51
## initial  value 116.600528 
## iter  10 value 0.413916
## iter  20 value 0.006902
## iter  30 value 0.000320
## final  value 0.000081 
## converged
## # weights:  11
## initial  value 118.197715 
## iter  10 value 17.704176
## iter  20 value 17.274379
## final  value 17.274367 
## converged
## # weights:  31
## initial  value 125.562400 
## iter  10 value 12.933975
## iter  20 value 12.809316
## iter  30 value 12.805431
## final  value 12.805406 
## converged
## # weights:  51
## initial  value 125.165461 
## iter  10 value 12.946173
## iter  20 value 12.202451
## iter  30 value 12.193460
## iter  40 value 12.193306
## final  value 12.193287 
## converged
## # weights:  11
## initial  value 116.244344 
## iter  10 value 0.528782
## iter  20 value 0.290686
## iter  30 value 0.230328
## iter  40 value 0.190235
## iter  50 value 0.146916
## iter  60 value 0.117730
## iter  70 value 0.100678
## iter  80 value 0.096533
## iter  90 value 0.089055
## iter 100 value 0.086329
## final  value 0.086329 
## stopped after 100 iterations
## # weights:  31
## initial  value 107.683259 
## iter  10 value 4.166664
## iter  20 value 0.171850
## iter  30 value 0.105463
## iter  40 value 0.078889
## iter  50 value 0.071228
## iter  60 value 0.069042
## iter  70 value 0.062946
## iter  80 value 0.059847
## iter  90 value 0.057421
## iter 100 value 0.055411
## final  value 0.055411 
## stopped after 100 iterations
## # weights:  51
## initial  value 128.712011 
## iter  10 value 0.660805
## iter  20 value 0.091231
## iter  30 value 0.083065
## iter  40 value 0.081452
## iter  50 value 0.079321
## iter  60 value 0.076087
## iter  70 value 0.071195
## iter  80 value 0.064829
## iter  90 value 0.061809
## iter 100 value 0.059081
## final  value 0.059081 
## stopped after 100 iterations
## # weights:  11
## initial  value 112.812463 
## iter  10 value 0.051676
## iter  20 value 0.006858
## iter  30 value 0.000912
## iter  40 value 0.000439
## iter  50 value 0.000325
## iter  60 value 0.000280
## final  value 0.000093 
## converged
## # weights:  31
## initial  value 129.759125 
## iter  10 value 0.029919
## iter  20 value 0.005194
## iter  30 value 0.000450
## final  value 0.000067 
## converged
## # weights:  51
## initial  value 114.482300 
## final  value 0.000017 
## converged
## # weights:  11
## initial  value 113.696115 
## iter  10 value 19.043071
## iter  20 value 17.241617
## iter  20 value 17.241617
## iter  20 value 17.241617
## final  value 17.241617 
## converged
## # weights:  31
## initial  value 120.515487 
## iter  10 value 25.787880
## iter  20 value 13.602850
## iter  30 value 12.820391
## iter  40 value 12.763707
## iter  50 value 12.758993
## iter  60 value 12.758896
## iter  60 value 12.758896
## iter  60 value 12.758896
## final  value 12.758896 
## converged
## # weights:  51
## initial  value 123.343133 
## iter  10 value 14.327775
## iter  20 value 12.255350
## iter  30 value 12.168261
## iter  40 value 12.154995
## iter  50 value 12.152877
## final  value 12.152679 
## converged
## # weights:  11
## initial  value 117.576089 
## iter  10 value 0.398362
## iter  20 value 0.308072
## iter  30 value 0.165734
## iter  40 value 0.130149
## iter  50 value 0.090571
## iter  60 value 0.087057
## iter  70 value 0.084828
## iter  80 value 0.082962
## iter  90 value 0.081675
## iter 100 value 0.081249
## final  value 0.081249 
## stopped after 100 iterations
## # weights:  31
## initial  value 112.731938 
## iter  10 value 0.157486
## iter  20 value 0.112394
## iter  30 value 0.084383
## iter  40 value 0.070583
## iter  50 value 0.067602
## iter  60 value 0.065802
## iter  70 value 0.062755
## iter  80 value 0.060620
## iter  90 value 0.058426
## iter 100 value 0.057011
## final  value 0.057011 
## stopped after 100 iterations
## # weights:  51
## initial  value 111.536178 
## iter  10 value 0.384186
## iter  20 value 0.074350
## iter  30 value 0.068619
## iter  40 value 0.066956
## iter  50 value 0.064724
## iter  60 value 0.063492
## iter  70 value 0.062688
## iter  80 value 0.062034
## iter  90 value 0.061014
## iter 100 value 0.060327
## final  value 0.060327 
## stopped after 100 iterations
## # weights:  11
## initial  value 120.612760 
## iter  10 value 0.301424
## iter  20 value 0.002133
## final  value 0.000095 
## converged
## # weights:  31
## initial  value 114.053939 
## iter  10 value 0.061621
## iter  20 value 0.000116
## iter  20 value 0.000072
## iter  20 value 0.000072
## final  value 0.000072 
## converged
## # weights:  51
## initial  value 116.663931 
## iter  10 value 0.000123
## iter  10 value 0.000090
## iter  10 value 0.000090
## final  value 0.000090 
## converged
## # weights:  11
## initial  value 113.030067 
## iter  10 value 24.859445
## iter  20 value 16.571878
## iter  30 value 16.534693
## final  value 16.534693 
## converged
## # weights:  31
## initial  value 119.446428 
## iter  10 value 14.493707
## iter  20 value 12.243168
## iter  30 value 11.959215
## iter  40 value 11.957037
## iter  40 value 11.957036
## iter  40 value 11.957036
## final  value 11.957036 
## converged
## # weights:  51
## initial  value 125.478982 
## iter  10 value 17.120372
## iter  20 value 11.830454
## iter  30 value 11.313332
## iter  40 value 11.299478
## iter  50 value 11.296389
## iter  60 value 11.295923
## iter  70 value 11.295795
## final  value 11.295794 
## converged
## # weights:  11
## initial  value 115.578611 
## iter  10 value 0.805697
## iter  20 value 0.093746
## iter  30 value 0.084438
## iter  40 value 0.081562
## iter  50 value 0.079288
## iter  60 value 0.078889
## iter  70 value 0.078615
## iter  80 value 0.078562
## iter  90 value 0.078468
## iter 100 value 0.078416
## final  value 0.078416 
## stopped after 100 iterations
## # weights:  31
## initial  value 110.969348 
## iter  10 value 0.328649
## iter  20 value 0.067492
## iter  30 value 0.063319
## iter  40 value 0.061235
## iter  50 value 0.060308
## iter  60 value 0.060075
## iter  70 value 0.056908
## iter  80 value 0.055538
## iter  90 value 0.053142
## iter 100 value 0.052570
## final  value 0.052570 
## stopped after 100 iterations
## # weights:  51
## initial  value 117.184466 
## iter  10 value 0.119282
## iter  20 value 0.072010
## iter  30 value 0.066598
## iter  40 value 0.065604
## iter  50 value 0.062961
## iter  60 value 0.060795
## iter  70 value 0.058012
## iter  80 value 0.056028
## iter  90 value 0.052622
## iter 100 value 0.051182
## final  value 0.051182 
## stopped after 100 iterations
## # weights:  11
## initial  value 114.678153 
## iter  10 value 0.052820
## iter  20 value 0.003170
## iter  30 value 0.000447
## iter  40 value 0.000159
## final  value 0.000060 
## converged
## # weights:  31
## initial  value 124.870456 
## iter  10 value 0.000722
## iter  20 value 0.000486
## final  value 0.000077 
## converged
## # weights:  51
## initial  value 163.592886 
## iter  10 value 0.462183
## iter  20 value 0.014401
## iter  30 value 0.000644
## final  value 0.000078 
## converged
## # weights:  11
## initial  value 114.597828 
## iter  10 value 17.663194
## iter  20 value 17.155718
## iter  20 value 17.155718
## iter  20 value 17.155718
## final  value 17.155718 
## converged
## # weights:  31
## initial  value 149.272825 
## iter  10 value 22.056970
## iter  20 value 14.639896
## iter  30 value 13.025327
## iter  40 value 12.711330
## iter  50 value 12.667405
## final  value 12.666826 
## converged
## # weights:  51
## initial  value 109.873941 
## iter  10 value 13.143845
## iter  20 value 12.172997
## iter  30 value 12.035497
## iter  40 value 12.033899
## iter  50 value 12.033727
## final  value 12.033726 
## converged
## # weights:  11
## initial  value 119.350259 
## iter  10 value 1.199208
## iter  20 value 0.709144
## iter  30 value 0.365866
## iter  40 value 0.221712
## iter  50 value 0.181395
## iter  60 value 0.162077
## iter  70 value 0.132962
## iter  80 value 0.122671
## iter  90 value 0.110688
## iter 100 value 0.105726
## final  value 0.105726 
## stopped after 100 iterations
## # weights:  31
## initial  value 133.504472 
## iter  10 value 2.103577
## iter  20 value 0.152628
## iter  30 value 0.136975
## iter  40 value 0.132573
## iter  50 value 0.127017
## iter  60 value 0.123001
## iter  70 value 0.113022
## iter  80 value 0.105313
## iter  90 value 0.098011
## iter 100 value 0.072386
## final  value 0.072386 
## stopped after 100 iterations
## # weights:  51
## initial  value 136.432607 
## iter  10 value 0.527940
## iter  20 value 0.065156
## iter  30 value 0.060200
## iter  40 value 0.059201
## iter  50 value 0.057733
## iter  60 value 0.056853
## iter  70 value 0.056121
## iter  80 value 0.055023
## iter  90 value 0.054153
## iter 100 value 0.053095
## final  value 0.053095 
## stopped after 100 iterations
## # weights:  11
## initial  value 115.782426 
## iter  10 value 0.450068
## iter  20 value 0.000436
## final  value 0.000055 
## converged
## # weights:  31
## initial  value 105.006059 
## iter  10 value 0.756760
## iter  20 value 0.001135
## final  value 0.000095 
## converged
## # weights:  51
## initial  value 136.091728 
## iter  10 value 0.210981
## iter  20 value 0.021512
## iter  30 value 0.001494
## iter  40 value 0.000398
## final  value 0.000093 
## converged
## # weights:  11
## initial  value 124.981857 
## iter  10 value 30.520759
## iter  20 value 17.371014
## iter  30 value 17.317076
## final  value 17.317036 
## converged
## # weights:  31
## initial  value 104.512284 
## iter  10 value 14.518688
## iter  20 value 13.059826
## iter  30 value 12.868483
## final  value 12.867844 
## converged
## # weights:  51
## initial  value 116.723159 
## iter  10 value 16.280755
## iter  20 value 12.922732
## iter  30 value 12.418777
## iter  40 value 12.365208
## iter  50 value 12.272734
## iter  60 value 12.258601
## iter  70 value 12.258513
## iter  70 value 12.258513
## iter  70 value 12.258513
## final  value 12.258513 
## converged
## # weights:  11
## initial  value 122.687734 
## iter  10 value 1.778908
## iter  20 value 0.091160
## iter  30 value 0.086857
## iter  40 value 0.083727
## iter  50 value 0.082049
## iter  60 value 0.081482
## iter  70 value 0.081243
## iter  80 value 0.081065
## iter  90 value 0.080932
## iter 100 value 0.080839
## final  value 0.080839 
## stopped after 100 iterations
## # weights:  31
## initial  value 101.651717 
## iter  10 value 0.294492
## iter  20 value 0.136101
## iter  30 value 0.102736
## iter  40 value 0.082684
## iter  50 value 0.063654
## iter  60 value 0.058200
## iter  70 value 0.057207
## iter  80 value 0.055805
## iter  90 value 0.055052
## iter 100 value 0.054374
## final  value 0.054374 
## stopped after 100 iterations
## # weights:  51
## initial  value 109.103039 
## iter  10 value 0.122980
## iter  20 value 0.103118
## iter  30 value 0.091399
## iter  40 value 0.085283
## iter  50 value 0.073690
## iter  60 value 0.068244
## iter  70 value 0.065365
## iter  80 value 0.063157
## iter  90 value 0.061284
## iter 100 value 0.058595
## final  value 0.058595 
## stopped after 100 iterations
## # weights:  11
## initial  value 132.222662 
## iter  10 value 10.632174
## final  value 0.000098 
## converged
## # weights:  31
## initial  value 119.733802 
## final  value 0.000032 
## converged
## # weights:  51
## initial  value 127.280898 
## iter  10 value 0.004389
## iter  20 value 0.002006
## iter  30 value 0.001055
## iter  40 value 0.000493
## final  value 0.000093 
## converged
## # weights:  11
## initial  value 118.544210 
## iter  10 value 26.123607
## iter  20 value 16.484574
## iter  30 value 16.459678
## final  value 16.459671 
## converged
## # weights:  31
## initial  value 114.545296 
## iter  10 value 14.506650
## iter  20 value 12.415862
## iter  30 value 11.867844
## iter  40 value 11.862914
## final  value 11.862913 
## converged
## # weights:  51
## initial  value 118.535481 
## iter  10 value 14.020504
## iter  20 value 11.878750
## iter  30 value 11.717818
## iter  40 value 11.710800
## final  value 11.710662 
## converged
## # weights:  11
## initial  value 112.666012 
## iter  10 value 0.179086
## iter  20 value 0.167083
## iter  30 value 0.156464
## iter  40 value 0.134491
## iter  50 value 0.115559
## iter  60 value 0.098968
## iter  70 value 0.091272
## iter  80 value 0.085445
## iter  90 value 0.080636
## iter 100 value 0.079684
## final  value 0.079684 
## stopped after 100 iterations
## # weights:  31
## initial  value 119.347441 
## iter  10 value 0.168589
## iter  20 value 0.131926
## iter  30 value 0.117742
## iter  40 value 0.101632
## iter  50 value 0.083302
## iter  60 value 0.072883
## iter  70 value 0.063984
## iter  80 value 0.061692
## iter  90 value 0.059138
## iter 100 value 0.056200
## final  value 0.056200 
## stopped after 100 iterations
## # weights:  51
## initial  value 122.129914 
## iter  10 value 0.134974
## iter  20 value 0.114983
## iter  30 value 0.096320
## iter  40 value 0.068458
## iter  50 value 0.059626
## iter  60 value 0.054594
## iter  70 value 0.052729
## iter  80 value 0.051859
## iter  90 value 0.051256
## iter 100 value 0.050699
## final  value 0.050699 
## stopped after 100 iterations
## # weights:  11
## initial  value 115.748412 
## iter  10 value 3.971069
## iter  20 value 0.006702
## iter  30 value 0.000228
## iter  40 value 0.000140
## final  value 0.000094 
## converged
## # weights:  31
## initial  value 124.450392 
## iter  10 value 0.000237
## final  value 0.000078 
## converged
## # weights:  51
## initial  value 125.084624 
## iter  10 value 0.084731
## iter  20 value 0.012194
## iter  30 value 0.001901
## iter  40 value 0.000409
## iter  50 value 0.000225
## final  value 0.000085 
## converged
## # weights:  11
## initial  value 108.643269 
## iter  10 value 17.821790
## iter  20 value 17.065250
## final  value 17.065249 
## converged
## # weights:  31
## initial  value 118.925725 
## iter  10 value 13.852933
## iter  20 value 12.666040
## iter  30 value 12.573322
## final  value 12.572511 
## converged
## # weights:  51
## initial  value 116.222048 
## iter  10 value 13.123073
## iter  20 value 12.013040
## iter  30 value 11.958802
## iter  40 value 11.952033
## final  value 11.951981 
## converged
## # weights:  11
## initial  value 119.278339 
## iter  10 value 1.119430
## iter  20 value 0.433140
## iter  30 value 0.323451
## iter  40 value 0.187060
## iter  50 value 0.115816
## iter  60 value 0.100036
## iter  70 value 0.088335
## iter  80 value 0.083684
## iter  90 value 0.081837
## iter 100 value 0.080853
## final  value 0.080853 
## stopped after 100 iterations
## # weights:  31
## initial  value 138.180116 
## iter  10 value 0.159190
## iter  20 value 0.079918
## iter  30 value 0.075590
## iter  40 value 0.072152
## iter  50 value 0.069113
## iter  60 value 0.062959
## iter  70 value 0.060858
## iter  80 value 0.060158
## iter  90 value 0.058623
## iter 100 value 0.057751
## final  value 0.057751 
## stopped after 100 iterations
## # weights:  51
## initial  value 152.545410 
## iter  10 value 0.123280
## iter  20 value 0.074462
## iter  30 value 0.070544
## iter  40 value 0.060076
## iter  50 value 0.056173
## iter  60 value 0.054672
## iter  70 value 0.054022
## iter  80 value 0.053664
## iter  90 value 0.053264
## iter 100 value 0.052783
## final  value 0.052783 
## stopped after 100 iterations
## # weights:  11
## initial  value 118.903781 
## iter  10 value 1.300938
## iter  20 value 0.018292
## iter  30 value 0.000127
## final  value 0.000092 
## converged
## # weights:  31
## initial  value 102.230965 
## iter  10 value 0.303080
## iter  20 value 0.003013
## iter  30 value 0.000224
## final  value 0.000096 
## converged
## # weights:  51
## initial  value 114.020083 
## iter  10 value 0.615259
## iter  20 value 0.003308
## final  value 0.000083 
## converged
## # weights:  11
## initial  value 122.781751 
## iter  10 value 25.489483
## iter  20 value 17.313346
## final  value 17.311648 
## converged
## # weights:  31
## initial  value 136.275956 
## iter  10 value 20.910805
## iter  20 value 13.201171
## iter  30 value 12.891815
## iter  40 value 12.873412
## final  value 12.872471 
## converged
## # weights:  51
## initial  value 119.644386 
## iter  10 value 15.536856
## iter  20 value 12.758463
## iter  30 value 12.296420
## iter  40 value 12.266336
## iter  50 value 12.264137
## final  value 12.264070 
## converged
## # weights:  11
## initial  value 123.245052 
## iter  10 value 1.844801
## iter  20 value 0.118899
## iter  30 value 0.110433
## iter  40 value 0.102317
## iter  50 value 0.096629
## iter  60 value 0.089551
## iter  70 value 0.084307
## iter  80 value 0.082964
## iter  90 value 0.081865
## iter 100 value 0.081310
## final  value 0.081310 
## stopped after 100 iterations
## # weights:  31
## initial  value 104.675114 
## iter  10 value 0.527823
## iter  20 value 0.091796
## iter  30 value 0.088490
## iter  40 value 0.087364
## iter  50 value 0.085380
## iter  60 value 0.083065
## iter  70 value 0.075649
## iter  80 value 0.071059
## iter  90 value 0.066627
## iter 100 value 0.059065
## final  value 0.059065 
## stopped after 100 iterations
## # weights:  51
## initial  value 112.283633 
## iter  10 value 0.278360
## iter  20 value 0.248064
## iter  30 value 0.150279
## iter  40 value 0.124914
## iter  50 value 0.097827
## iter  60 value 0.086326
## iter  70 value 0.076602
## iter  80 value 0.069514
## iter  90 value 0.066580
## iter 100 value 0.063949
## final  value 0.063949 
## stopped after 100 iterations
## # weights:  11
## initial  value 122.380519 
## iter  10 value 0.045300
## iter  20 value 0.004503
## final  value 0.000093 
## converged
## # weights:  31
## initial  value 122.433069 
## iter  10 value 0.335718
## iter  20 value 0.009193
## iter  30 value 0.000571
## final  value 0.000082 
## converged
## # weights:  51
## initial  value 100.377669 
## iter  10 value 0.150779
## iter  20 value 0.001014
## iter  30 value 0.000110
## iter  30 value 0.000097
## iter  30 value 0.000096
## final  value 0.000096 
## converged
## # weights:  11
## initial  value 120.506296 
## iter  10 value 33.580490
## iter  20 value 17.385819
## iter  30 value 17.112030
## final  value 17.111977 
## converged
## # weights:  31
## initial  value 125.528086 
## iter  10 value 16.390374
## iter  20 value 12.754109
## iter  30 value 12.613336
## final  value 12.609545 
## converged
## # weights:  51
## initial  value 118.413088 
## iter  10 value 15.793382
## iter  20 value 12.399821
## iter  30 value 12.056320
## iter  40 value 12.011687
## iter  50 value 12.004403
## final  value 12.004359 
## converged
## # weights:  11
## initial  value 126.389096 
## iter  10 value 0.374326
## iter  20 value 0.276768
## iter  30 value 0.133727
## iter  40 value 0.121968
## iter  50 value 0.104717
## iter  60 value 0.093252
## iter  70 value 0.087191
## iter  80 value 0.083952
## iter  90 value 0.082005
## iter 100 value 0.081085
## final  value 0.081085 
## stopped after 100 iterations
## # weights:  31
## initial  value 128.595769 
## iter  10 value 0.968049
## iter  20 value 0.145030
## iter  30 value 0.136635
## iter  40 value 0.124766
## iter  50 value 0.117642
## iter  60 value 0.105861
## iter  70 value 0.100167
## iter  80 value 0.094928
## iter  90 value 0.085931
## iter 100 value 0.081607
## final  value 0.081607 
## stopped after 100 iterations
## # weights:  51
## initial  value 98.897817 
## iter  10 value 0.116807
## iter  20 value 0.106515
## iter  30 value 0.091933
## iter  40 value 0.073166
## iter  50 value 0.063108
## iter  60 value 0.059156
## iter  70 value 0.054363
## iter  80 value 0.051684
## iter  90 value 0.050951
## iter 100 value 0.050580
## final  value 0.050580 
## stopped after 100 iterations
## # weights:  11
## initial  value 114.648073 
## iter  10 value 0.523681
## iter  20 value 0.004509
## iter  30 value 0.000111
## iter  30 value 0.000068
## iter  30 value 0.000068
## final  value 0.000068 
## converged
## # weights:  31
## initial  value 114.263967 
## iter  10 value 0.025593
## iter  20 value 0.009658
## iter  30 value 0.002793
## iter  40 value 0.001646
## final  value 0.000044 
## converged
## # weights:  51
## initial  value 117.333828 
## iter  10 value 0.000477
## iter  20 value 0.000241
## final  value 0.000073 
## converged
## # weights:  11
## initial  value 118.326986 
## iter  10 value 18.572974
## iter  20 value 16.816693
## iter  30 value 16.804331
## iter  30 value 16.804331
## iter  30 value 16.804331
## final  value 16.804331 
## converged
## # weights:  31
## initial  value 116.531360 
## iter  10 value 24.183938
## iter  20 value 13.996608
## iter  30 value 12.289739
## iter  40 value 12.253241
## final  value 12.253136 
## converged
## # weights:  51
## initial  value 104.805228 
## iter  10 value 12.544559
## iter  20 value 11.747815
## iter  30 value 11.621915
## iter  40 value 11.616672
## final  value 11.616504 
## converged
## # weights:  11
## initial  value 119.736319 
## iter  10 value 0.602306
## iter  20 value 0.371010
## iter  30 value 0.206719
## iter  40 value 0.174011
## iter  50 value 0.151014
## iter  60 value 0.100779
## iter  70 value 0.082330
## iter  80 value 0.081138
## iter  90 value 0.080225
## iter 100 value 0.079925
## final  value 0.079925 
## stopped after 100 iterations
## # weights:  31
## initial  value 115.053808 
## iter  10 value 0.177137
## iter  20 value 0.100032
## iter  30 value 0.076823
## iter  40 value 0.069541
## iter  50 value 0.059932
## iter  60 value 0.057211
## iter  70 value 0.055257
## iter  80 value 0.053713
## iter  90 value 0.053089
## iter 100 value 0.052703
## final  value 0.052703 
## stopped after 100 iterations
## # weights:  51
## initial  value 114.548553 
## iter  10 value 0.132688
## iter  20 value 0.106285
## iter  30 value 0.091301
## iter  40 value 0.074373
## iter  50 value 0.064775
## iter  60 value 0.058248
## iter  70 value 0.055203
## iter  80 value 0.053683
## iter  90 value 0.053224
## iter 100 value 0.052861
## final  value 0.052861 
## stopped after 100 iterations
## # weights:  11
## initial  value 114.238350 
## iter  10 value 0.377966
## iter  20 value 0.030854
## iter  30 value 0.004653
## iter  40 value 0.002857
## iter  50 value 0.001041
## iter  60 value 0.000572
## iter  70 value 0.000145
## final  value 0.000097 
## converged
## # weights:  31
## initial  value 146.289227 
## iter  10 value 0.196824
## iter  20 value 0.001068
## iter  30 value 0.000136
## iter  30 value 0.000071
## iter  30 value 0.000070
## final  value 0.000070 
## converged
## # weights:  51
## initial  value 110.762721 
## iter  10 value 0.000499
## final  value 0.000086 
## converged
## # weights:  11
## initial  value 118.277480 
## iter  10 value 20.161901
## iter  20 value 16.743867
## final  value 16.743259 
## converged
## # weights:  31
## initial  value 129.592629 
## iter  10 value 18.278878
## iter  20 value 12.773512
## iter  30 value 12.376585
## iter  40 value 12.219571
## iter  50 value 12.212912
## final  value 12.212888 
## converged
## # weights:  51
## initial  value 126.761863 
## iter  10 value 15.138737
## iter  20 value 12.309564
## iter  30 value 12.103517
## iter  40 value 12.077650
## iter  50 value 12.076707
## iter  60 value 12.076682
## final  value 12.076682 
## converged
## # weights:  11
## initial  value 116.323178 
## iter  10 value 4.678490
## iter  20 value 0.098097
## iter  30 value 0.091501
## iter  40 value 0.085435
## iter  50 value 0.079592
## iter  60 value 0.078019
## iter  70 value 0.077607
## iter  80 value 0.077152
## iter  90 value 0.077100
## iter 100 value 0.076982
## final  value 0.076982 
## stopped after 100 iterations
## # weights:  31
## initial  value 108.833886 
## iter  10 value 0.541782
## iter  20 value 0.070969
## iter  30 value 0.066482
## iter  40 value 0.064755
## iter  50 value 0.062510
## iter  60 value 0.060738
## iter  70 value 0.058340
## iter  80 value 0.055440
## iter  90 value 0.053940
## iter 100 value 0.053037
## final  value 0.053037 
## stopped after 100 iterations
## # weights:  51
## initial  value 119.252654 
## iter  10 value 0.696613
## iter  20 value 0.077942
## iter  30 value 0.074963
## iter  40 value 0.072066
## iter  50 value 0.070020
## iter  60 value 0.067507
## iter  70 value 0.063603
## iter  80 value 0.060729
## iter  90 value 0.058793
## iter 100 value 0.055254
## final  value 0.055254 
## stopped after 100 iterations
## # weights:  11
## initial  value 117.877284 
## final  value 0.000000 
## converged
## # weights:  31
## initial  value 110.670050 
## iter  10 value 0.000450
## iter  20 value 0.000244
## iter  30 value 0.000244
## final  value 0.000059 
## converged
## # weights:  51
## initial  value 126.181745 
## iter  10 value 0.190785
## iter  20 value 0.011155
## iter  30 value 0.000371
## iter  40 value 0.000109
## iter  40 value 0.000094
## iter  40 value 0.000093
## final  value 0.000093 
## converged
## # weights:  11
## initial  value 110.487785 
## iter  10 value 24.253468
## iter  20 value 17.394778
## final  value 17.394599 
## converged
## # weights:  31
## initial  value 117.955912 
## iter  10 value 14.168299
## iter  20 value 13.026777
## iter  30 value 12.943641
## final  value 12.943627 
## converged
## # weights:  51
## initial  value 123.979966 
## iter  10 value 26.174405
## iter  20 value 13.334787
## iter  30 value 12.577399
## iter  40 value 12.482378
## iter  50 value 12.468842
## iter  60 value 12.368784
## iter  70 value 12.355563
## final  value 12.355336 
## converged
## # weights:  11
## initial  value 110.946761 
## iter  10 value 1.953684
## iter  20 value 0.137864
## iter  30 value 0.120008
## iter  40 value 0.110551
## iter  50 value 0.102946
## iter  60 value 0.092738
## iter  70 value 0.082338
## iter  80 value 0.081611
## iter  90 value 0.081412
## iter 100 value 0.080952
## final  value 0.080952 
## stopped after 100 iterations
## # weights:  31
## initial  value 116.731063 
## iter  10 value 0.199317
## iter  20 value 0.165927
## iter  30 value 0.141622
## iter  40 value 0.111801
## iter  50 value 0.089084
## iter  60 value 0.082669
## iter  70 value 0.075824
## iter  80 value 0.072506
## iter  90 value 0.068505
## iter 100 value 0.065140
## final  value 0.065140 
## stopped after 100 iterations
## # weights:  51
## initial  value 112.014302 
## iter  10 value 0.244648
## iter  20 value 0.076139
## iter  30 value 0.070779
## iter  40 value 0.069451
## iter  50 value 0.066575
## iter  60 value 0.064716
## iter  70 value 0.061809
## iter  80 value 0.059006
## iter  90 value 0.057564
## iter 100 value 0.055307
## final  value 0.055307 
## stopped after 100 iterations
## # weights:  11
## initial  value 111.588082 
## iter  10 value 0.897193
## iter  20 value 0.000827
## final  value 0.000053 
## converged
## # weights:  31
## initial  value 109.848275 
## iter  10 value 0.113478
## iter  20 value 0.000456
## final  value 0.000090 
## converged
## # weights:  51
## initial  value 110.815319 
## iter  10 value 0.000208
## final  value 0.000054 
## converged
## # weights:  11
## initial  value 119.749946 
## iter  10 value 18.800088
## final  value 17.175686 
## converged
## # weights:  31
## initial  value 113.037181 
## iter  10 value 14.673392
## iter  20 value 12.804053
## iter  30 value 12.707092
## final  value 12.706991 
## converged
## # weights:  51
## initial  value 108.811260 
## iter  10 value 12.829043
## iter  20 value 12.198824
## iter  30 value 12.091409
## iter  40 value 12.079712
## iter  50 value 12.079572
## final  value 12.079572 
## converged
## # weights:  11
## initial  value 115.442402 
## iter  10 value 7.117168
## iter  20 value 0.142982
## iter  30 value 0.110374
## iter  40 value 0.099355
## iter  50 value 0.087484
## iter  60 value 0.082184
## iter  70 value 0.080416
## iter  80 value 0.080098
## iter  90 value 0.079994
## iter 100 value 0.079820
## final  value 0.079820 
## stopped after 100 iterations
## # weights:  31
## initial  value 109.830288 
## iter  10 value 0.306375
## iter  20 value 0.273692
## iter  30 value 0.239897
## iter  40 value 0.207167
## iter  50 value 0.138200
## iter  60 value 0.107391
## iter  70 value 0.091273
## iter  80 value 0.081203
## iter  90 value 0.073230
## iter 100 value 0.067094
## final  value 0.067094 
## stopped after 100 iterations
## # weights:  51
## initial  value 142.954606 
## iter  10 value 2.251240
## iter  20 value 0.072901
## iter  30 value 0.070101
## iter  40 value 0.068588
## iter  50 value 0.067362
## iter  60 value 0.065722
## iter  70 value 0.063324
## iter  80 value 0.060635
## iter  90 value 0.058315
## iter 100 value 0.055752
## final  value 0.055752 
## stopped after 100 iterations
## # weights:  11
## initial  value 127.337865 
## iter  10 value 12.158922
## iter  20 value 0.023128
## iter  30 value 0.001008
## final  value 0.000080 
## converged
## # weights:  31
## initial  value 111.993001 
## iter  10 value 0.421855
## iter  20 value 0.011265
## iter  30 value 0.000546
## iter  40 value 0.000122
## iter  40 value 0.000096
## iter  40 value 0.000095
## final  value 0.000095 
## converged
## # weights:  51
## initial  value 117.461713 
## iter  10 value 0.086921
## iter  20 value 0.004477
## iter  30 value 0.001106
## iter  40 value 0.000354
## iter  50 value 0.000192
## final  value 0.000082 
## converged
## # weights:  11
## initial  value 129.464602 
## iter  10 value 17.736676
## iter  20 value 16.876262
## iter  20 value 16.876262
## iter  20 value 16.876262
## final  value 16.876262 
## converged
## # weights:  31
## initial  value 146.275444 
## iter  10 value 25.953444
## iter  20 value 13.516438
## iter  30 value 12.584029
## iter  40 value 12.372323
## iter  50 value 12.365355
## final  value 12.365320 
## converged
## # weights:  51
## initial  value 120.790483 
## iter  10 value 17.347733
## iter  20 value 12.095455
## iter  30 value 11.852444
## iter  40 value 11.786042
## iter  50 value 11.734326
## iter  60 value 11.731067
## iter  70 value 11.730372
## final  value 11.730369 
## converged
## # weights:  11
## initial  value 112.907258 
## iter  10 value 1.754938
## iter  20 value 0.150083
## iter  30 value 0.140384
## iter  40 value 0.125610
## iter  50 value 0.117913
## iter  60 value 0.100113
## iter  70 value 0.090279
## iter  80 value 0.087623
## iter  90 value 0.082830
## iter 100 value 0.081368
## final  value 0.081368 
## stopped after 100 iterations
## # weights:  31
## initial  value 118.773270 
## iter  10 value 0.146129
## iter  20 value 0.101464
## iter  30 value 0.091598
## iter  40 value 0.080737
## iter  50 value 0.068411
## iter  60 value 0.064093
## iter  70 value 0.059280
## iter  80 value 0.057786
## iter  90 value 0.056458
## iter 100 value 0.055191
## final  value 0.055191 
## stopped after 100 iterations
## # weights:  51
## initial  value 116.259400 
## iter  10 value 1.004777
## iter  20 value 0.065741
## iter  30 value 0.058457
## iter  40 value 0.055978
## iter  50 value 0.053237
## iter  60 value 0.051964
## iter  70 value 0.051585
## iter  80 value 0.051257
## iter  90 value 0.051056
## iter 100 value 0.050914
## final  value 0.050914 
## stopped after 100 iterations
## # weights:  11
## initial  value 113.523129 
## iter  10 value 0.179942
## iter  20 value 0.000209
## final  value 0.000059 
## converged
## # weights:  31
## initial  value 116.806488 
## iter  10 value 0.026885
## iter  20 value 0.001859
## iter  30 value 0.000895
## iter  40 value 0.000218
## iter  50 value 0.000191
## final  value 0.000085 
## converged
## # weights:  51
## initial  value 112.027135 
## iter  10 value 0.004992
## iter  20 value 0.000384
## iter  30 value 0.000310
## final  value 0.000081 
## converged
## # weights:  11
## initial  value 112.227835 
## iter  10 value 19.789595
## iter  20 value 16.862646
## final  value 16.862609 
## converged
## # weights:  31
## initial  value 121.097788 
## iter  10 value 17.609115
## iter  20 value 12.909939
## iter  30 value 12.358584
## iter  40 value 12.347475
## final  value 12.347444 
## converged
## # weights:  51
## initial  value 110.515356 
## iter  10 value 12.211949
## iter  20 value 11.722000
## iter  30 value 11.698953
## iter  40 value 11.697765
## final  value 11.697749 
## converged
## # weights:  11
## initial  value 121.639103 
## iter  10 value 0.325144
## iter  20 value 0.284779
## iter  30 value 0.230305
## iter  40 value 0.127700
## iter  50 value 0.103224
## iter  60 value 0.098449
## iter  70 value 0.086940
## iter  80 value 0.083568
## iter  90 value 0.081365
## iter 100 value 0.080083
## final  value 0.080083 
## stopped after 100 iterations
## # weights:  31
## initial  value 110.871000 
## iter  10 value 0.273435
## iter  20 value 0.106168
## iter  30 value 0.091116
## iter  40 value 0.083806
## iter  50 value 0.074104
## iter  60 value 0.069730
## iter  70 value 0.068610
## iter  80 value 0.067898
## iter  90 value 0.066638
## iter 100 value 0.065429
## final  value 0.065429 
## stopped after 100 iterations
## # weights:  51
## initial  value 117.564448 
## iter  10 value 0.142479
## iter  20 value 0.124216
## iter  30 value 0.089083
## iter  40 value 0.074461
## iter  50 value 0.068115
## iter  60 value 0.064888
## iter  70 value 0.061326
## iter  80 value 0.058482
## iter  90 value 0.056692
## iter 100 value 0.054598
## final  value 0.054598 
## stopped after 100 iterations
## # weights:  11
## initial  value 114.902710 
## iter  10 value 2.341924
## iter  20 value 0.002332
## final  value 0.000099 
## converged
## # weights:  31
## initial  value 124.937013 
## iter  10 value 0.001550
## final  value 0.000054 
## converged
## # weights:  51
## initial  value 125.839407 
## iter  10 value 0.160389
## iter  20 value 0.007957
## iter  30 value 0.001586
## iter  40 value 0.000124
## final  value 0.000097 
## converged
## # weights:  11
## initial  value 120.260740 
## iter  10 value 31.970142
## iter  20 value 16.841367
## iter  30 value 16.830131
## final  value 16.830128 
## converged
## # weights:  31
## initial  value 118.389506 
## iter  10 value 13.137127
## iter  20 value 12.303653
## iter  30 value 12.262183
## final  value 12.261836 
## converged
## # weights:  51
## initial  value 125.202895 
## iter  10 value 13.115257
## iter  20 value 11.825143
## iter  30 value 11.661298
## iter  40 value 11.649835
## final  value 11.649780 
## converged
## # weights:  11
## initial  value 116.089427 
## iter  10 value 0.157442
## iter  20 value 0.081491
## iter  30 value 0.079519
## iter  40 value 0.078072
## iter  50 value 0.077880
## iter  60 value 0.077850
## iter  70 value 0.077830
## iter  80 value 0.077824
## iter  90 value 0.077823
## iter 100 value 0.077820
## final  value 0.077820 
## stopped after 100 iterations
## # weights:  31
## initial  value 110.414547 
## iter  10 value 0.104839
## iter  20 value 0.060704
## iter  30 value 0.057954
## iter  40 value 0.056766
## iter  50 value 0.055270
## iter  60 value 0.054626
## iter  70 value 0.053339
## iter  80 value 0.052811
## iter  90 value 0.051767
## iter 100 value 0.051142
## final  value 0.051142 
## stopped after 100 iterations
## # weights:  51
## initial  value 131.340629 
## iter  10 value 0.146399
## iter  20 value 0.095529
## iter  30 value 0.082284
## iter  40 value 0.077007
## iter  50 value 0.072383
## iter  60 value 0.069474
## iter  70 value 0.064729
## iter  80 value 0.060881
## iter  90 value 0.058161
## iter 100 value 0.056254
## final  value 0.056254 
## stopped after 100 iterations
## # weights:  11
## initial  value 118.223175 
## iter  10 value 0.085827
## iter  20 value 0.000322
## final  value 0.000063 
## converged
## # weights:  31
## initial  value 121.722137 
## iter  10 value 0.064556
## iter  20 value 0.004580
## iter  30 value 0.000683
## iter  40 value 0.000130
## final  value 0.000095 
## converged
## # weights:  51
## initial  value 116.997614 
## iter  10 value 0.143112
## iter  20 value 0.001039
## final  value 0.000094 
## converged
## # weights:  11
## initial  value 113.940685 
## iter  10 value 23.290792
## iter  20 value 17.348945
## final  value 17.348615 
## converged
## # weights:  31
## initial  value 112.174120 
## iter  10 value 20.340014
## iter  20 value 12.952929
## iter  30 value 12.904981
## iter  40 value 12.901857
## final  value 12.901851 
## converged
## # weights:  51
## initial  value 115.812988 
## iter  10 value 14.826885
## iter  20 value 13.080675
## iter  30 value 12.834482
## iter  40 value 12.803927
## iter  50 value 12.801060
## iter  60 value 12.801016
## final  value 12.801014 
## converged
## # weights:  11
## initial  value 113.132625 
## iter  10 value 0.741223
## iter  20 value 0.578924
## iter  30 value 0.364678
## iter  40 value 0.278059
## iter  50 value 0.179348
## iter  60 value 0.144319
## iter  70 value 0.086867
## iter  80 value 0.082011
## iter  90 value 0.081485
## iter 100 value 0.081221
## final  value 0.081221 
## stopped after 100 iterations
## # weights:  31
## initial  value 128.283671 
## iter  10 value 0.462844
## iter  20 value 0.229589
## iter  30 value 0.215440
## iter  40 value 0.206231
## iter  50 value 0.153320
## iter  60 value 0.138641
## iter  70 value 0.122134
## iter  80 value 0.111533
## iter  90 value 0.105070
## iter 100 value 0.094915
## final  value 0.094915 
## stopped after 100 iterations
## # weights:  51
## initial  value 111.089355 
## iter  10 value 0.754821
## iter  20 value 0.080236
## iter  30 value 0.068475
## iter  40 value 0.065963
## iter  50 value 0.063791
## iter  60 value 0.061047
## iter  70 value 0.058266
## iter  80 value 0.057037
## iter  90 value 0.056071
## iter 100 value 0.055128
## final  value 0.055128 
## stopped after 100 iterations
## # weights:  11
## initial  value 114.155722 
## iter  10 value 0.036428
## iter  20 value 0.008266
## iter  30 value 0.001209
## iter  40 value 0.000453
## iter  50 value 0.000166
## final  value 0.000097 
## converged
## # weights:  31
## initial  value 126.915541 
## iter  10 value 0.089381
## iter  20 value 0.001387
## final  value 0.000075 
## converged
## # weights:  51
## initial  value 143.187278 
## iter  10 value 0.889935
## iter  20 value 0.007034
## iter  30 value 0.001085
## iter  40 value 0.000210
## final  value 0.000097 
## converged
## # weights:  11
## initial  value 121.912524 
## iter  10 value 32.070814
## iter  20 value 18.409896
## iter  30 value 17.102478
## final  value 17.102396 
## converged
## # weights:  31
## initial  value 111.474612 
## iter  10 value 15.790459
## iter  20 value 12.831966
## iter  30 value 12.626224
## final  value 12.625920 
## converged
## # weights:  51
## initial  value 151.007269 
## iter  10 value 13.137415
## iter  20 value 12.076203
## iter  30 value 12.010608
## iter  40 value 12.000055
## final  value 11.999826 
## converged
## # weights:  11
## initial  value 115.125809 
## iter  10 value 0.236534
## iter  20 value 0.090787
## iter  30 value 0.080601
## iter  40 value 0.080048
## iter  50 value 0.079886
## iter  60 value 0.079831
## iter  70 value 0.079804
## iter  80 value 0.079793
## iter  90 value 0.079788
## iter 100 value 0.079786
## final  value 0.079786 
## stopped after 100 iterations
## # weights:  31
## initial  value 115.152959 
## iter  10 value 0.116788
## iter  20 value 0.099024
## iter  30 value 0.086560
## iter  40 value 0.070655
## iter  50 value 0.068678
## iter  60 value 0.066590
## iter  70 value 0.062728
## iter  80 value 0.060367
## iter  90 value 0.057874
## iter 100 value 0.055013
## final  value 0.055013 
## stopped after 100 iterations
## # weights:  51
## initial  value 118.077621 
## iter  10 value 0.153579
## iter  20 value 0.138622
## iter  30 value 0.109338
## iter  40 value 0.090066
## iter  50 value 0.075351
## iter  60 value 0.065141
## iter  70 value 0.060971
## iter  80 value 0.058485
## iter  90 value 0.057489
## iter 100 value 0.056393
## final  value 0.056393 
## stopped after 100 iterations
## # weights:  11
## initial  value 111.087160 
## iter  10 value 3.315986
## iter  20 value 0.008110
## iter  30 value 0.000381
## iter  40 value 0.000201
## iter  50 value 0.000136
## iter  60 value 0.000121
## iter  60 value 0.000081
## iter  60 value 0.000081
## final  value 0.000081 
## converged
## # weights:  31
## initial  value 130.985728 
## iter  10 value 0.186261
## iter  20 value 0.000326
## final  value 0.000095 
## converged
## # weights:  51
## initial  value 106.556638 
## iter  10 value 0.414259
## iter  20 value 0.000872
## final  value 0.000082 
## converged
## # weights:  11
## initial  value 114.573584 
## iter  10 value 28.991835
## iter  20 value 17.268575
## final  value 17.267967 
## converged
## # weights:  31
## initial  value 114.674407 
## iter  10 value 14.630577
## iter  20 value 13.029054
## iter  30 value 12.774804
## final  value 12.774592 
## converged
## # weights:  51
## initial  value 142.038203 
## iter  10 value 18.408893
## iter  20 value 12.813172
## iter  30 value 12.209980
## iter  40 value 12.184163
## iter  50 value 12.178286
## iter  60 value 12.177222
## final  value 12.177192 
## converged
## # weights:  11
## initial  value 111.396897 
## iter  10 value 1.845730
## iter  20 value 0.111545
## iter  30 value 0.100092
## iter  40 value 0.092002
## iter  50 value 0.087798
## iter  60 value 0.083461
## iter  70 value 0.081709
## iter  80 value 0.081304
## iter  90 value 0.081129
## iter 100 value 0.080957
## final  value 0.080957 
## stopped after 100 iterations
## # weights:  31
## initial  value 143.451408 
## iter  10 value 0.091501
## iter  20 value 0.083987
## iter  30 value 0.075483
## iter  40 value 0.069337
## iter  50 value 0.065212
## iter  60 value 0.062033
## iter  70 value 0.060113
## iter  80 value 0.059219
## iter  90 value 0.058785
## iter 100 value 0.057221
## final  value 0.057221 
## stopped after 100 iterations
## # weights:  51
## initial  value 113.283552 
## iter  10 value 0.079019
## iter  20 value 0.063044
## iter  30 value 0.060437
## iter  40 value 0.059445
## iter  50 value 0.057914
## iter  60 value 0.056166
## iter  70 value 0.055554
## iter  80 value 0.055179
## iter  90 value 0.054873
## iter 100 value 0.054553
## final  value 0.054553 
## stopped after 100 iterations
## # weights:  11
## initial  value 124.636352 
## iter  10 value 0.438650
## iter  20 value 0.002184
## final  value 0.000079 
## converged
## # weights:  31
## initial  value 116.039172 
## iter  10 value 0.000126
## final  value 0.000084 
## converged
## # weights:  51
## initial  value 118.230946 
## iter  10 value 0.004918
## iter  20 value 0.000452
## iter  30 value 0.000135
## final  value 0.000097 
## converged
## # weights:  11
## initial  value 112.451629 
## iter  10 value 20.938959
## iter  20 value 16.813596
## final  value 16.813454 
## converged
## # weights:  31
## initial  value 117.866851 
## iter  10 value 17.229112
## iter  20 value 13.195554
## iter  30 value 12.342367
## iter  40 value 12.297189
## iter  50 value 12.295923
## iter  50 value 12.295923
## iter  50 value 12.295923
## final  value 12.295923 
## converged
## # weights:  51
## initial  value 114.589868 
## iter  10 value 14.130706
## iter  20 value 11.821439
## iter  30 value 11.689827
## iter  40 value 11.668086
## iter  50 value 11.667942
## final  value 11.667941 
## converged
## # weights:  11
## initial  value 116.586808 
## iter  10 value 1.307974
## iter  20 value 0.090443
## iter  30 value 0.084256
## iter  40 value 0.081127
## iter  50 value 0.079038
## iter  60 value 0.078216
## iter  70 value 0.077568
## iter  80 value 0.077298
## iter  90 value 0.077247
## iter 100 value 0.077204
## final  value 0.077204 
## stopped after 100 iterations
## # weights:  31
## initial  value 111.770283 
## iter  10 value 0.253687
## iter  20 value 0.221965
## iter  30 value 0.173730
## iter  40 value 0.145998
## iter  50 value 0.131945
## iter  60 value 0.126703
## iter  70 value 0.110606
## iter  80 value 0.104825
## iter  90 value 0.094677
## iter 100 value 0.085524
## final  value 0.085524 
## stopped after 100 iterations
## # weights:  51
## initial  value 121.415049 
## iter  10 value 0.292228
## iter  20 value 0.056259
## iter  30 value 0.049886
## iter  40 value 0.048560
## iter  50 value 0.047797
## iter  60 value 0.047617
## iter  70 value 0.047455
## iter  80 value 0.047306
## iter  90 value 0.047171
## iter 100 value 0.047058
## final  value 0.047058 
## stopped after 100 iterations
## # weights:  11
## initial  value 117.998663 
## iter  10 value 1.546480
## iter  20 value 0.002532
## final  value 0.000091 
## converged
## # weights:  31
## initial  value 110.077496 
## iter  10 value 0.019949
## iter  20 value 0.004984
## iter  30 value 0.000451
## final  value 0.000086 
## converged
## # weights:  51
## initial  value 107.750868 
## iter  10 value 0.064153
## iter  20 value 0.002211
## iter  30 value 0.000504
## iter  40 value 0.000275
## final  value 0.000083 
## converged
## # weights:  11
## initial  value 127.688774 
## iter  10 value 17.220504
## final  value 17.049181 
## converged
## # weights:  31
## initial  value 113.785047 
## iter  10 value 14.923352
## iter  20 value 12.759738
## iter  30 value 12.567814
## iter  40 value 12.553771
## final  value 12.553755 
## converged
## # weights:  51
## initial  value 102.521627 
## iter  10 value 13.290311
## iter  20 value 12.130002
## iter  30 value 11.960620
## iter  40 value 11.943634
## final  value 11.943609 
## converged
## # weights:  11
## initial  value 114.984084 
## iter  10 value 0.477112
## iter  20 value 0.167234
## iter  30 value 0.140826
## iter  40 value 0.128039
## iter  50 value 0.103848
## iter  60 value 0.098143
## iter  70 value 0.093693
## iter  80 value 0.086911
## iter  90 value 0.084678
## iter 100 value 0.079953
## final  value 0.079953 
## stopped after 100 iterations
## # weights:  31
## initial  value 102.097032 
## iter  10 value 0.198001
## iter  20 value 0.145632
## iter  30 value 0.115662
## iter  40 value 0.087169
## iter  50 value 0.079065
## iter  60 value 0.069642
## iter  70 value 0.064046
## iter  80 value 0.059508
## iter  90 value 0.057122
## iter 100 value 0.054650
## final  value 0.054650 
## stopped after 100 iterations
## # weights:  51
## initial  value 113.256836 
## iter  10 value 0.138690
## iter  20 value 0.111740
## iter  30 value 0.086986
## iter  40 value 0.064016
## iter  50 value 0.060150
## iter  60 value 0.055458
## iter  70 value 0.053071
## iter  80 value 0.052205
## iter  90 value 0.051657
## iter 100 value 0.051103
## final  value 0.051103 
## stopped after 100 iterations
## # weights:  11
## initial  value 110.395070 
## iter  10 value 0.079938
## iter  20 value 0.003251
## final  value 0.000050 
## converged
## # weights:  31
## initial  value 116.433773 
## iter  10 value 0.317986
## iter  20 value 0.002794
## final  value 0.000084 
## converged
## # weights:  51
## initial  value 105.852694 
## iter  10 value 0.059133
## iter  20 value 0.004772
## iter  30 value 0.000585
## iter  40 value 0.000227
## final  value 0.000098 
## converged
## # weights:  11
## initial  value 121.192205 
## iter  10 value 19.607863
## iter  20 value 17.224023
## final  value 17.221765 
## converged
## # weights:  31
## initial  value 119.856522 
## iter  10 value 16.508190
## iter  20 value 12.960679
## iter  30 value 12.788278
## iter  40 value 12.782616
## final  value 12.782611 
## converged
## # weights:  51
## initial  value 115.356205 
## iter  10 value 12.982214
## iter  20 value 12.224767
## iter  30 value 12.165443
## iter  40 value 12.162366
## final  value 12.162344 
## converged
## # weights:  11
## initial  value 119.642301 
## iter  10 value 0.267310
## iter  20 value 0.250438
## iter  30 value 0.116781
## iter  40 value 0.107887
## iter  50 value 0.096327
## iter  60 value 0.088858
## iter  70 value 0.084611
## iter  80 value 0.082555
## iter  90 value 0.081808
## iter 100 value 0.081221
## final  value 0.081221 
## stopped after 100 iterations
## # weights:  31
## initial  value 117.028022 
## iter  10 value 0.107323
## iter  20 value 0.089300
## iter  30 value 0.085591
## iter  40 value 0.069675
## iter  50 value 0.065550
## iter  60 value 0.063431
## iter  70 value 0.061339
## iter  80 value 0.060061
## iter  90 value 0.058631
## iter 100 value 0.057550
## final  value 0.057550 
## stopped after 100 iterations
## # weights:  51
## initial  value 108.947671 
## iter  10 value 0.138142
## iter  20 value 0.117825
## iter  30 value 0.102881
## iter  40 value 0.081748
## iter  50 value 0.071244
## iter  60 value 0.065878
## iter  70 value 0.062852
## iter  80 value 0.060202
## iter  90 value 0.059461
## iter 100 value 0.058049
## final  value 0.058049 
## stopped after 100 iterations
## # weights:  11
## initial  value 115.119783 
## iter  10 value 0.257186
## iter  20 value 0.000308
## final  value 0.000077 
## converged
## # weights:  31
## initial  value 124.309375 
## iter  10 value 0.459777
## iter  20 value 0.001047
## final  value 0.000069 
## converged
## # weights:  51
## initial  value 139.395952 
## iter  10 value 0.167426
## iter  20 value 0.015854
## iter  30 value 0.001823
## iter  40 value 0.000578
## final  value 0.000090 
## converged
## # weights:  11
## initial  value 115.383466 
## iter  10 value 18.691221
## iter  20 value 17.236643
## final  value 17.236476 
## converged
## # weights:  31
## initial  value 105.401889 
## iter  10 value 16.193115
## iter  20 value 12.817922
## iter  30 value 12.790835
## final  value 12.788254 
## converged
## # weights:  51
## initial  value 131.356015 
## iter  10 value 18.254495
## iter  20 value 12.530899
## iter  30 value 12.217797
## iter  40 value 12.183578
## iter  50 value 12.177154
## final  value 12.176829 
## converged
## # weights:  11
## initial  value 119.806839 
## iter  10 value 0.201604
## iter  20 value 0.107700
## iter  30 value 0.097146
## iter  40 value 0.091242
## iter  50 value 0.088568
## iter  60 value 0.085123
## iter  70 value 0.081688
## iter  80 value 0.081355
## iter  90 value 0.081081
## iter 100 value 0.080889
## final  value 0.080889 
## stopped after 100 iterations
## # weights:  31
## initial  value 126.932206 
## iter  10 value 0.610895
## iter  20 value 0.147253
## iter  30 value 0.139467
## iter  40 value 0.130552
## iter  50 value 0.124159
## iter  60 value 0.111119
## iter  70 value 0.101421
## iter  80 value 0.095423
## iter  90 value 0.086657
## iter 100 value 0.077804
## final  value 0.077804 
## stopped after 100 iterations
## # weights:  51
## initial  value 116.389509 
## iter  10 value 0.212288
## iter  20 value 0.169324
## iter  30 value 0.092297
## iter  40 value 0.067837
## iter  50 value 0.062518
## iter  60 value 0.060682
## iter  70 value 0.059701
## iter  80 value 0.057711
## iter  90 value 0.056202
## iter 100 value 0.055033
## final  value 0.055033 
## stopped after 100 iterations
## # weights:  11
## initial  value 120.399496 
## iter  10 value 0.061695
## iter  20 value 0.001162
## final  value 0.000068 
## converged
## # weights:  31
## initial  value 118.040647 
## iter  10 value 0.320690
## iter  20 value 0.000839
## iter  30 value 0.000249
## iter  30 value 0.000098
## iter  30 value 0.000097
## final  value 0.000097 
## converged
## # weights:  51
## initial  value 142.399995 
## iter  10 value 0.040863
## iter  20 value 0.001195
## iter  30 value 0.000167
## final  value 0.000081 
## converged
## # weights:  11
## initial  value 114.177081 
## iter  10 value 20.135788
## iter  20 value 16.550808
## final  value 16.549276 
## converged
## # weights:  31
## initial  value 119.075448 
## iter  10 value 15.943660
## iter  20 value 11.981412
## iter  30 value 11.950102
## iter  40 value 11.944786
## final  value 11.944785 
## converged
## # weights:  51
## initial  value 112.870305 
## iter  10 value 13.046842
## iter  20 value 11.913646
## iter  30 value 11.766502
## iter  40 value 11.750106
## iter  50 value 11.749890
## final  value 11.749890 
## converged
## # weights:  11
## initial  value 115.113875 
## iter  10 value 0.635159
## iter  20 value 0.326774
## iter  30 value 0.270495
## iter  40 value 0.249608
## iter  50 value 0.155551
## iter  60 value 0.144814
## iter  70 value 0.129250
## iter  80 value 0.118675
## iter  90 value 0.108895
## iter 100 value 0.100452
## final  value 0.100452 
## stopped after 100 iterations
## # weights:  31
## initial  value 116.433283 
## iter  10 value 0.220703
## iter  20 value 0.196806
## iter  30 value 0.158759
## iter  40 value 0.117568
## iter  50 value 0.102124
## iter  60 value 0.082441
## iter  70 value 0.070260
## iter  80 value 0.065648
## iter  90 value 0.061120
## iter 100 value 0.056694
## final  value 0.056694 
## stopped after 100 iterations
## # weights:  51
## initial  value 134.865973 
## iter  10 value 0.126675
## iter  20 value 0.073925
## iter  30 value 0.069450
## iter  40 value 0.066357
## iter  50 value 0.057971
## iter  60 value 0.055259
## iter  70 value 0.053616
## iter  80 value 0.053244
## iter  90 value 0.052890
## iter 100 value 0.052392
## final  value 0.052392 
## stopped after 100 iterations
## # weights:  11
## initial  value 118.253126 
## iter  10 value 10.078757
## iter  20 value 0.065948
## iter  30 value 0.000727
## iter  40 value 0.000129
## final  value 0.000093 
## converged
## # weights:  31
## initial  value 115.522758 
## iter  10 value 0.016885
## iter  20 value 0.002127
## iter  30 value 0.000671
## iter  40 value 0.000161
## final  value 0.000071 
## converged
## # weights:  51
## initial  value 127.896872 
## iter  10 value 0.048938
## iter  20 value 0.005478
## iter  30 value 0.000891
## iter  40 value 0.000277
## final  value 0.000091 
## converged
## # weights:  11
## initial  value 116.752529 
## iter  10 value 18.629860
## iter  20 value 17.192491
## final  value 17.192408 
## converged
## # weights:  31
## initial  value 119.425745 
## iter  10 value 18.014281
## iter  20 value 12.826638
## iter  30 value 12.753730
## iter  40 value 12.737635
## iter  50 value 12.729719
## final  value 12.729715 
## converged
## # weights:  51
## initial  value 150.844529 
## iter  10 value 12.503962
## iter  20 value 12.153530
## iter  30 value 12.115854
## iter  40 value 12.110638
## iter  50 value 12.110555
## final  value 12.110554 
## converged
## # weights:  11
## initial  value 114.262774 
## iter  10 value 0.220766
## iter  20 value 0.175398
## iter  30 value 0.145229
## iter  40 value 0.125337
## iter  50 value 0.110821
## iter  60 value 0.095725
## iter  70 value 0.083551
## iter  80 value 0.081907
## iter  90 value 0.080826
## iter 100 value 0.080330
## final  value 0.080330 
## stopped after 100 iterations
## # weights:  31
## initial  value 108.501708 
## iter  10 value 0.113550
## iter  20 value 0.103627
## iter  30 value 0.091021
## iter  40 value 0.073066
## iter  50 value 0.062540
## iter  60 value 0.058445
## iter  70 value 0.057176
## iter  80 value 0.056260
## iter  90 value 0.055684
## iter 100 value 0.055054
## final  value 0.055054 
## stopped after 100 iterations
## # weights:  51
## initial  value 123.371175 
## iter  10 value 0.349958
## iter  20 value 0.252207
## iter  30 value 0.197971
## iter  40 value 0.136603
## iter  50 value 0.116834
## iter  60 value 0.104195
## iter  70 value 0.090248
## iter  80 value 0.084142
## iter  90 value 0.079338
## iter 100 value 0.072678
## final  value 0.072678 
## stopped after 100 iterations
## # weights:  11
## initial  value 114.973890 
## final  value 0.000000 
## converged
## # weights:  31
## initial  value 130.844333 
## iter  10 value 2.424263
## iter  20 value 0.036826
## iter  30 value 0.002365
## iter  40 value 0.000113
## final  value 0.000098 
## converged
## # weights:  51
## initial  value 121.248120 
## iter  10 value 1.587461
## iter  20 value 0.001893
## final  value 0.000066 
## converged
## # weights:  11
## initial  value 113.797614 
## iter  10 value 18.594510
## iter  20 value 17.049891
## final  value 17.049890 
## converged
## # weights:  31
## initial  value 114.744050 
## iter  10 value 14.332236
## iter  20 value 12.615051
## iter  30 value 12.543221
## iter  40 value 12.540250
## final  value 12.540248 
## converged
## # weights:  51
## initial  value 124.113826 
## iter  10 value 15.777295
## iter  20 value 12.016328
## iter  30 value 11.921764
## iter  40 value 11.914071
## iter  50 value 11.913264
## final  value 11.913262 
## converged
## # weights:  11
## initial  value 114.747753 
## iter  10 value 0.359662
## iter  20 value 0.277862
## iter  30 value 0.230281
## iter  40 value 0.123276
## iter  50 value 0.099423
## iter  60 value 0.092019
## iter  70 value 0.089329
## iter  80 value 0.086015
## iter  90 value 0.081144
## iter 100 value 0.080310
## final  value 0.080310 
## stopped after 100 iterations
## # weights:  31
## initial  value 102.462468 
## iter  10 value 0.414078
## iter  20 value 0.135094
## iter  30 value 0.120975
## iter  40 value 0.100931
## iter  50 value 0.088133
## iter  60 value 0.079736
## iter  70 value 0.075951
## iter  80 value 0.072664
## iter  90 value 0.070137
## iter 100 value 0.066705
## final  value 0.066705 
## stopped after 100 iterations
## # weights:  51
## initial  value 117.126108 
## iter  10 value 0.718845
## iter  20 value 0.434149
## iter  30 value 0.345185
## iter  40 value 0.210257
## iter  50 value 0.145129
## iter  60 value 0.112857
## iter  70 value 0.094928
## iter  80 value 0.078420
## iter  90 value 0.071805
## iter 100 value 0.068771
## final  value 0.068771 
## stopped after 100 iterations
## # weights:  11
## initial  value 113.115550 
## iter  10 value 2.163268
## iter  20 value 0.002513
## iter  30 value 0.000149
## iter  40 value 0.000148
## iter  50 value 0.000135
## iter  60 value 0.000131
## iter  70 value 0.000131
## final  value 0.000095 
## converged
## # weights:  31
## initial  value 115.111919 
## final  value 0.000086 
## converged
## # weights:  51
## initial  value 106.801525 
## iter  10 value 0.006518
## iter  20 value 0.001092
## iter  30 value 0.000435
## iter  40 value 0.000185
## final  value 0.000097 
## converged
## # weights:  11
## initial  value 119.660455 
## iter  10 value 27.495381
## iter  20 value 17.042637
## final  value 17.037076 
## converged
## # weights:  31
## initial  value 119.149474 
## iter  10 value 18.220624
## iter  20 value 12.774017
## iter  30 value 12.544771
## iter  40 value 12.534691
## final  value 12.534212 
## converged
## # weights:  51
## initial  value 117.475006 
## iter  10 value 14.956029
## iter  20 value 12.487422
## iter  30 value 12.004761
## iter  40 value 11.930927
## iter  50 value 11.925375
## final  value 11.925264 
## converged
## # weights:  11
## initial  value 115.406313 
## iter  10 value 0.164957
## iter  20 value 0.128336
## iter  30 value 0.114354
## iter  40 value 0.096640
## iter  50 value 0.084928
## iter  60 value 0.081667
## iter  70 value 0.079918
## iter  80 value 0.079054
## iter  90 value 0.078334
## iter 100 value 0.078185
## final  value 0.078185 
## stopped after 100 iterations
## # weights:  31
## initial  value 115.684789 
## iter  10 value 0.109416
## iter  20 value 0.095528
## iter  30 value 0.091909
## iter  40 value 0.077420
## iter  50 value 0.066285
## iter  60 value 0.061953
## iter  70 value 0.058193
## iter  80 value 0.055801
## iter  90 value 0.054359
## iter 100 value 0.052193
## final  value 0.052193 
## stopped after 100 iterations
## # weights:  51
## initial  value 116.485266 
## iter  10 value 0.195369
## iter  20 value 0.055948
## iter  30 value 0.051768
## iter  40 value 0.050567
## iter  50 value 0.049914
## iter  60 value 0.049360
## iter  70 value 0.049032
## iter  80 value 0.048821
## iter  90 value 0.048521
## iter 100 value 0.048139
## final  value 0.048139 
## stopped after 100 iterations
## # weights:  11
## initial  value 123.740758 
## iter  10 value 6.671178
## iter  20 value 0.014726
## iter  30 value 0.000565
## iter  40 value 0.000112
## final  value 0.000099 
## converged
## # weights:  31
## initial  value 117.760209 
## iter  10 value 0.043943
## iter  20 value 0.004008
## iter  30 value 0.000196
## final  value 0.000053 
## converged
## # weights:  51
## initial  value 126.786970 
## iter  10 value 0.008728
## iter  20 value 0.003409
## iter  30 value 0.000775
## iter  40 value 0.000557
## final  value 0.000092 
## converged
## # weights:  11
## initial  value 120.763398 
## iter  10 value 19.311533
## iter  20 value 17.254695
## iter  30 value 17.094706
## final  value 17.094408 
## converged
## # weights:  31
## initial  value 136.211047 
## iter  10 value 15.453695
## iter  20 value 12.603977
## iter  30 value 12.579405
## final  value 12.579383 
## converged
## # weights:  51
## initial  value 120.769200 
## iter  10 value 16.196635
## iter  20 value 12.732136
## iter  30 value 12.469621
## iter  40 value 12.450298
## iter  50 value 12.446247
## iter  60 value 12.445625
## final  value 12.445611 
## converged
## # weights:  11
## initial  value 119.394196 
## iter  10 value 0.124286
## iter  20 value 0.092940
## iter  30 value 0.090729
## iter  40 value 0.084755
## iter  50 value 0.081317
## iter  60 value 0.080955
## iter  70 value 0.080854
## iter  80 value 0.080751
## iter  90 value 0.080690
## iter 100 value 0.080645
## final  value 0.080645 
## stopped after 100 iterations
## # weights:  31
## initial  value 115.440242 
## iter  10 value 0.105976
## iter  20 value 0.087662
## iter  30 value 0.082454
## iter  40 value 0.073084
## iter  50 value 0.062211
## iter  60 value 0.059391
## iter  70 value 0.057902
## iter  80 value 0.056817
## iter  90 value 0.055897
## iter 100 value 0.055387
## final  value 0.055387 
## stopped after 100 iterations
## # weights:  51
## initial  value 111.836135 
## iter  10 value 0.210509
## iter  20 value 0.059653
## iter  30 value 0.057855
## iter  40 value 0.057218
## iter  50 value 0.056671
## iter  60 value 0.056303
## iter  70 value 0.055997
## iter  80 value 0.055825
## iter  90 value 0.055692
## iter 100 value 0.055456
## final  value 0.055456 
## stopped after 100 iterations
## # weights:  11
## initial  value 132.568973 
## iter  10 value 18.301562
## iter  20 value 0.012630
## iter  30 value 0.000440
## final  value 0.000088 
## converged
## # weights:  31
## initial  value 124.223038 
## iter  10 value 0.215372
## iter  20 value 0.007753
## final  value 0.000066 
## converged
## # weights:  51
## initial  value 114.464025 
## iter  10 value 0.148669
## iter  20 value 0.000887
## final  value 0.000080 
## converged
## # weights:  11
## initial  value 123.364494 
## iter  10 value 17.892054
## iter  20 value 16.657331
## final  value 16.652411 
## converged
## # weights:  31
## initial  value 154.102166 
## iter  10 value 17.244906
## iter  20 value 12.758562
## iter  30 value 12.144162
## iter  40 value 12.108172
## final  value 12.107945 
## converged
## # weights:  51
## initial  value 122.053599 
## iter  10 value 16.770193
## iter  20 value 11.834849
## iter  30 value 11.563349
## iter  40 value 11.463325
## iter  50 value 11.458923
## final  value 11.458887 
## converged
## # weights:  11
## initial  value 118.705518 
## iter  10 value 0.160619
## iter  20 value 0.093587
## iter  30 value 0.084744
## iter  40 value 0.081193
## iter  50 value 0.077633
## iter  60 value 0.077121
## iter  70 value 0.076671
## iter  80 value 0.076483
## iter  90 value 0.076364
## iter 100 value 0.076339
## final  value 0.076339 
## stopped after 100 iterations
## # weights:  31
## initial  value 144.332794 
## iter  10 value 0.364295
## iter  20 value 0.279972
## iter  30 value 0.208062
## iter  40 value 0.162778
## iter  50 value 0.131783
## iter  60 value 0.099744
## iter  70 value 0.092870
## iter  80 value 0.085914
## iter  90 value 0.077104
## iter 100 value 0.064625
## final  value 0.064625 
## stopped after 100 iterations
## # weights:  51
## initial  value 119.143249 
## iter  10 value 0.248286
## iter  20 value 0.217083
## iter  30 value 0.103206
## iter  40 value 0.072917
## iter  50 value 0.066670
## iter  60 value 0.061638
## iter  70 value 0.058277
## iter  80 value 0.055452
## iter  90 value 0.054380
## iter 100 value 0.052928
## final  value 0.052928 
## stopped after 100 iterations
## # weights:  11
## initial  value 117.693097 
## iter  10 value 1.469562
## iter  20 value 0.001721
## final  value 0.000039 
## converged
## # weights:  31
## initial  value 152.248378 
## iter  10 value 0.647050
## iter  20 value 0.017389
## iter  30 value 0.000374
## final  value 0.000084 
## converged
## # weights:  51
## initial  value 115.711990 
## iter  10 value 0.004394
## iter  20 value 0.000584
## iter  30 value 0.000318
## iter  40 value 0.000152
## final  value 0.000083 
## converged
## # weights:  11
## initial  value 126.885270 
## iter  10 value 18.396116
## iter  20 value 17.088941
## final  value 17.088835 
## converged
## # weights:  31
## initial  value 114.623173 
## iter  10 value 24.062383
## iter  20 value 13.907376
## iter  30 value 12.646781
## iter  40 value 12.602650
## iter  50 value 12.599421
## iter  60 value 12.598360
## iter  70 value 12.597733
## final  value 12.597731 
## converged
## # weights:  51
## initial  value 139.076671 
## iter  10 value 14.122551
## iter  20 value 11.989053
## iter  30 value 11.982095
## iter  40 value 11.981919
## final  value 11.981891 
## converged
## # weights:  11
## initial  value 114.785213 
## iter  10 value 0.669564
## iter  20 value 0.088052
## iter  30 value 0.083310
## iter  40 value 0.082050
## iter  50 value 0.081560
## iter  60 value 0.081249
## iter  70 value 0.080940
## iter  80 value 0.080819
## iter  90 value 0.080766
## iter 100 value 0.080649
## final  value 0.080649 
## stopped after 100 iterations
## # weights:  31
## initial  value 119.768277 
## iter  10 value 0.140215
## iter  20 value 0.127825
## iter  30 value 0.115275
## iter  40 value 0.110447
## iter  50 value 0.104608
## iter  60 value 0.093611
## iter  70 value 0.086240
## iter  80 value 0.080145
## iter  90 value 0.071088
## iter 100 value 0.064389
## final  value 0.064389 
## stopped after 100 iterations
## # weights:  51
## initial  value 105.639725 
## iter  10 value 0.135638
## iter  20 value 0.062635
## iter  30 value 0.060850
## iter  40 value 0.059525
## iter  50 value 0.058200
## iter  60 value 0.057555
## iter  70 value 0.057078
## iter  80 value 0.056585
## iter  90 value 0.056072
## iter 100 value 0.055146
## final  value 0.055146 
## stopped after 100 iterations
## # weights:  11
## initial  value 108.373102 
## iter  10 value 0.227967
## iter  20 value 0.009731
## iter  30 value 0.002551
## iter  40 value 0.001400
## iter  50 value 0.000753
## iter  60 value 0.000264
## final  value 0.000088 
## converged
## # weights:  31
## initial  value 116.028407 
## iter  10 value 0.002598
## iter  20 value 0.000219
## iter  30 value 0.000151
## final  value 0.000082 
## converged
## # weights:  51
## initial  value 92.930577 
## iter  10 value 0.009543
## iter  20 value 0.000512
## iter  30 value 0.000129
## final  value 0.000079 
## converged
## # weights:  11
## initial  value 122.983156 
## iter  10 value 17.541296
## iter  20 value 17.001345
## final  value 17.001343 
## converged
## # weights:  31
## initial  value 118.029783 
## iter  10 value 15.640086
## iter  20 value 12.819659
## iter  30 value 12.539127
## iter  40 value 12.526142
## final  value 12.526139 
## converged
## # weights:  51
## initial  value 99.266428 
## iter  10 value 12.899933
## iter  20 value 11.907325
## iter  30 value 11.903669
## iter  40 value 11.903597
## final  value 11.903596 
## converged
## # weights:  11
## initial  value 113.986349 
## iter  10 value 3.399559
## iter  20 value 0.815028
## iter  30 value 0.554583
## iter  40 value 0.271564
## iter  50 value 0.084145
## iter  60 value 0.082299
## iter  70 value 0.081379
## iter  80 value 0.080533
## iter  90 value 0.079824
## iter 100 value 0.079487
## final  value 0.079487 
## stopped after 100 iterations
## # weights:  31
## initial  value 125.643538 
## iter  10 value 0.393820
## iter  20 value 0.096280
## iter  30 value 0.090505
## iter  40 value 0.086320
## iter  50 value 0.085646
## iter  60 value 0.084221
## iter  70 value 0.079833
## iter  80 value 0.075889
## iter  90 value 0.073522
## iter 100 value 0.069244
## final  value 0.069244 
## stopped after 100 iterations
## # weights:  51
## initial  value 113.386358 
## iter  10 value 0.282924
## iter  20 value 0.243517
## iter  30 value 0.150228
## iter  40 value 0.103898
## iter  50 value 0.088927
## iter  60 value 0.075584
## iter  70 value 0.065902
## iter  80 value 0.061376
## iter  90 value 0.058498
## iter 100 value 0.056184
## final  value 0.056184 
## stopped after 100 iterations
## # weights:  11
## initial  value 114.552451 
## final  value 0.000000 
## converged
## # weights:  31
## initial  value 102.134569 
## iter  10 value 0.150718
## iter  20 value 0.001553
## final  value 0.000060 
## converged
## # weights:  51
## initial  value 113.227811 
## iter  10 value 0.000749
## iter  20 value 0.000136
## iter  20 value 0.000086
## iter  20 value 0.000085
## final  value 0.000085 
## converged
## # weights:  11
## initial  value 116.791683 
## iter  10 value 24.346051
## iter  20 value 16.862635
## final  value 16.862587 
## converged
## # weights:  31
## initial  value 127.940507 
## iter  10 value 22.747621
## iter  20 value 14.117277
## iter  30 value 12.597015
## iter  40 value 12.328617
## iter  50 value 12.327866
## final  value 12.327865 
## converged
## # weights:  51
## initial  value 112.644239 
## iter  10 value 13.776169
## iter  20 value 12.268667
## iter  30 value 12.179417
## iter  40 value 12.172788
## iter  50 value 12.171802
## final  value 12.171798 
## converged
## # weights:  11
## initial  value 116.716000 
## iter  10 value 0.268889
## iter  20 value 0.174198
## iter  30 value 0.151054
## iter  40 value 0.132344
## iter  50 value 0.103336
## iter  60 value 0.094118
## iter  70 value 0.084479
## iter  80 value 0.081100
## iter  90 value 0.080361
## iter 100 value 0.079936
## final  value 0.079936 
## stopped after 100 iterations
## # weights:  31
## initial  value 102.160875 
## iter  10 value 0.123950
## iter  20 value 0.101897
## iter  30 value 0.080244
## iter  40 value 0.071661
## iter  50 value 0.068130
## iter  60 value 0.066130
## iter  70 value 0.062658
## iter  80 value 0.059402
## iter  90 value 0.055726
## iter 100 value 0.053583
## final  value 0.053583 
## stopped after 100 iterations
## # weights:  51
## initial  value 101.222743 
## iter  10 value 0.096888
## iter  20 value 0.091567
## iter  30 value 0.083218
## iter  40 value 0.073067
## iter  50 value 0.062711
## iter  60 value 0.055836
## iter  70 value 0.052328
## iter  80 value 0.050888
## iter  90 value 0.050372
## iter 100 value 0.050101
## final  value 0.050101 
## stopped after 100 iterations
## # weights:  11
## initial  value 114.965407 
## iter  10 value 0.061124
## iter  20 value 0.005222
## iter  30 value 0.001478
## iter  40 value 0.000853
## iter  50 value 0.000526
## iter  60 value 0.000256
## final  value 0.000074 
## converged
## # weights:  31
## initial  value 134.293249 
## iter  10 value 2.089697
## iter  20 value 0.008009
## final  value 0.000085 
## converged
## # weights:  51
## initial  value 142.755741 
## iter  10 value 0.052948
## iter  20 value 0.006759
## iter  30 value 0.001848
## iter  40 value 0.000154
## iter  40 value 0.000093
## iter  40 value 0.000093
## final  value 0.000093 
## converged
## # weights:  11
## initial  value 113.344288 
## iter  10 value 17.347685
## final  value 17.271375 
## converged
## # weights:  31
## initial  value 110.772381 
## iter  10 value 14.784363
## iter  20 value 12.867316
## iter  30 value 12.795115
## final  value 12.794957 
## converged
## # weights:  51
## initial  value 118.585894 
## iter  10 value 14.084904
## iter  20 value 12.252195
## iter  30 value 12.201318
## iter  40 value 12.200982
## final  value 12.200981 
## converged
## # weights:  11
## initial  value 113.367152 
## iter  10 value 0.259463
## iter  20 value 0.236336
## iter  30 value 0.194319
## iter  40 value 0.165594
## iter  50 value 0.144395
## iter  60 value 0.101382
## iter  70 value 0.096882
## iter  80 value 0.090748
## iter  90 value 0.081187
## iter 100 value 0.080226
## final  value 0.080226 
## stopped after 100 iterations
## # weights:  31
## initial  value 111.418642 
## iter  10 value 0.158142
## iter  20 value 0.132562
## iter  30 value 0.111912
## iter  40 value 0.092498
## iter  50 value 0.082172
## iter  60 value 0.070848
## iter  70 value 0.065086
## iter  80 value 0.061201
## iter  90 value 0.057486
## iter 100 value 0.056137
## final  value 0.056137 
## stopped after 100 iterations
## # weights:  51
## initial  value 189.541110 
## iter  10 value 1.307639
## iter  20 value 0.119817
## iter  30 value 0.106195
## iter  40 value 0.102485
## iter  50 value 0.092570
## iter  60 value 0.086027
## iter  70 value 0.080226
## iter  80 value 0.074881
## iter  90 value 0.069636
## iter 100 value 0.066712
## final  value 0.066712 
## stopped after 100 iterations
## # weights:  11
## initial  value 113.907495 
## iter  10 value 0.225681
## iter  20 value 0.000247
## final  value 0.000066 
## converged
## # weights:  31
## initial  value 130.601662 
## iter  10 value 0.100904
## iter  20 value 0.010350
## iter  30 value 0.004168
## iter  40 value 0.000748
## final  value 0.000100 
## converged
## # weights:  51
## initial  value 110.342911 
## iter  10 value 0.004239
## iter  20 value 0.000406
## final  value 0.000090 
## converged
## # weights:  11
## initial  value 117.846429 
## iter  10 value 37.769253
## iter  20 value 17.177091
## iter  30 value 17.143669
## final  value 17.143668 
## converged
## # weights:  31
## initial  value 135.222158 
## iter  10 value 16.933899
## iter  20 value 13.087507
## iter  30 value 12.666709
## iter  40 value 12.653674
## iter  50 value 12.653612
## iter  50 value 12.653612
## iter  50 value 12.653612
## final  value 12.653612 
## converged
## # weights:  51
## initial  value 138.137422 
## iter  10 value 12.600654
## iter  20 value 12.036207
## iter  30 value 12.012134
## iter  40 value 12.009528
## iter  50 value 12.009390
## iter  50 value 12.009390
## iter  50 value 12.009390
## final  value 12.009390 
## converged
## # weights:  11
## initial  value 126.879119 
## iter  10 value 38.730540
## iter  20 value 22.355262
## iter  30 value 0.196783
## iter  40 value 0.169923
## iter  50 value 0.129234
## iter  60 value 0.115091
## iter  70 value 0.100324
## iter  80 value 0.091106
## iter  90 value 0.088075
## iter 100 value 0.084025
## final  value 0.084025 
## stopped after 100 iterations
## # weights:  31
## initial  value 121.354190 
## iter  10 value 0.084359
## iter  20 value 0.079502
## iter  30 value 0.073293
## iter  40 value 0.063508
## iter  50 value 0.060874
## iter  60 value 0.059385
## iter  70 value 0.058210
## iter  80 value 0.057710
## iter  90 value 0.057451
## iter 100 value 0.057003
## final  value 0.057003 
## stopped after 100 iterations
## # weights:  51
## initial  value 121.183184 
## iter  10 value 0.424888
## iter  20 value 0.079267
## iter  30 value 0.063196
## iter  40 value 0.062310
## iter  50 value 0.061693
## iter  60 value 0.060909
## iter  70 value 0.060224
## iter  80 value 0.059677
## iter  90 value 0.058545
## iter 100 value 0.057024
## final  value 0.057024 
## stopped after 100 iterations
## # weights:  11
## initial  value 114.493369 
## iter  10 value 4.600367
## iter  20 value 0.004278
## final  value 0.000067 
## converged
## # weights:  31
## initial  value 111.822634 
## iter  10 value 0.107680
## iter  20 value 0.000950
## final  value 0.000055 
## converged
## # weights:  51
## initial  value 123.960858 
## iter  10 value 0.421224
## iter  20 value 0.010022
## iter  30 value 0.000167
## final  value 0.000071 
## converged
## # weights:  11
## initial  value 110.578581 
## iter  10 value 22.668205
## iter  20 value 17.357494
## final  value 17.357230 
## converged
## # weights:  31
## initial  value 114.267479 
## iter  10 value 15.648949
## iter  20 value 13.132917
## iter  30 value 12.902011
## iter  40 value 12.899571
## final  value 12.899570 
## converged
## # weights:  51
## initial  value 109.847742 
## iter  10 value 14.503467
## iter  20 value 12.581198
## iter  30 value 12.337996
## iter  40 value 12.300270
## final  value 12.299679 
## converged
## # weights:  11
## initial  value 115.560750 
## iter  10 value 0.222367
## iter  20 value 0.094239
## iter  30 value 0.090717
## iter  40 value 0.085779
## iter  50 value 0.084572
## iter  60 value 0.083286
## iter  70 value 0.081445
## iter  80 value 0.081099
## iter  90 value 0.080988
## iter 100 value 0.080888
## final  value 0.080888 
## stopped after 100 iterations
## # weights:  31
## initial  value 122.661821 
## iter  10 value 0.098525
## iter  20 value 0.066142
## iter  30 value 0.064000
## iter  40 value 0.062765
## iter  50 value 0.061570
## iter  60 value 0.059942
## iter  70 value 0.058312
## iter  80 value 0.056916
## iter  90 value 0.056054
## iter 100 value 0.055328
## final  value 0.055328 
## stopped after 100 iterations
## # weights:  51
## initial  value 127.632252 
## iter  10 value 0.301902
## iter  20 value 0.255666
## iter  30 value 0.175787
## iter  40 value 0.126099
## iter  50 value 0.100132
## iter  60 value 0.081387
## iter  70 value 0.074332
## iter  80 value 0.064423
## iter  90 value 0.060245
## iter 100 value 0.057327
## final  value 0.057327 
## stopped after 100 iterations
## # weights:  11
## initial  value 120.586925 
## iter  10 value 0.416848
## iter  20 value 0.000432
## final  value 0.000054 
## converged
## # weights:  31
## initial  value 141.962965 
## iter  10 value 0.291112
## iter  20 value 0.000645
## final  value 0.000067 
## converged
## # weights:  51
## initial  value 110.288142 
## iter  10 value 0.070255
## iter  20 value 0.006109
## iter  30 value 0.000433
## final  value 0.000084 
## converged
## # weights:  11
## initial  value 117.339992 
## iter  10 value 21.373252
## iter  20 value 16.955302
## iter  30 value 16.840948
## final  value 16.840937 
## converged
## # weights:  31
## initial  value 112.152485 
## iter  10 value 14.403779
## iter  20 value 12.591813
## iter  30 value 12.325733
## iter  40 value 12.307910
## final  value 12.307910 
## converged
## # weights:  51
## initial  value 135.590255 
## iter  10 value 14.835357
## iter  20 value 11.823093
## iter  30 value 11.712160
## iter  40 value 11.672687
## iter  50 value 11.670183
## iter  60 value 11.669937
## final  value 11.669937 
## converged
## # weights:  11
## initial  value 114.895500 
## iter  10 value 4.691196
## iter  20 value 0.144727
## iter  30 value 0.134086
## iter  40 value 0.111225
## iter  50 value 0.099785
## iter  60 value 0.088165
## iter  70 value 0.082057
## iter  80 value 0.080140
## iter  90 value 0.079377
## iter 100 value 0.078288
## final  value 0.078288 
## stopped after 100 iterations
## # weights:  31
## initial  value 115.673854 
## iter  10 value 0.314364
## iter  20 value 0.243889
## iter  30 value 0.172194
## iter  40 value 0.137701
## iter  50 value 0.110159
## iter  60 value 0.091240
## iter  70 value 0.076928
## iter  80 value 0.069680
## iter  90 value 0.065495
## iter 100 value 0.061647
## final  value 0.061647 
## stopped after 100 iterations
## # weights:  51
## initial  value 117.067810 
## iter  10 value 0.099387
## iter  20 value 0.079359
## iter  30 value 0.073079
## iter  40 value 0.062770
## iter  50 value 0.057228
## iter  60 value 0.053236
## iter  70 value 0.051411
## iter  80 value 0.050574
## iter  90 value 0.050018
## iter 100 value 0.049739
## final  value 0.049739 
## stopped after 100 iterations
## # weights:  11
## initial  value 136.572089 
## iter  10 value 0.190299
## iter  20 value 0.001995
## iter  30 value 0.000231
## final  value 0.000073 
## converged
## # weights:  31
## initial  value 129.074422 
## iter  10 value 0.011629
## iter  20 value 0.002780
## iter  30 value 0.001073
## iter  40 value 0.000512
## iter  50 value 0.000384
## final  value 0.000085 
## converged
## # weights:  51
## initial  value 102.292131 
## iter  10 value 0.032598
## iter  20 value 0.001576
## iter  30 value 0.000436
## iter  40 value 0.000100
## iter  40 value 0.000090
## iter  40 value 0.000090
## final  value 0.000090 
## converged
## # weights:  11
## initial  value 121.846701 
## iter  10 value 17.896736
## iter  20 value 17.382069
## iter  30 value 17.380351
## iter  30 value 17.380351
## iter  30 value 17.380351
## final  value 17.380351 
## converged
## # weights:  31
## initial  value 118.169356 
## iter  10 value 16.922888
## iter  20 value 15.551492
## iter  30 value 15.504489
## final  value 15.504393 
## converged
## # weights:  51
## initial  value 107.652185 
## iter  10 value 14.158865
## iter  20 value 12.525162
## iter  30 value 12.375225
## iter  40 value 12.343351
## iter  50 value 12.343164
## final  value 12.343164 
## converged
## # weights:  11
## initial  value 113.335522 
## iter  10 value 1.048125
## iter  20 value 0.907370
## iter  30 value 0.707919
## iter  40 value 0.613936
## iter  50 value 0.305423
## iter  60 value 0.223054
## iter  70 value 0.182060
## iter  80 value 0.163239
## iter  90 value 0.149671
## iter 100 value 0.138392
## final  value 0.138392 
## stopped after 100 iterations
## # weights:  31
## initial  value 119.605661 
## iter  10 value 0.148158
## iter  20 value 0.128867
## iter  30 value 0.118230
## iter  40 value 0.095606
## iter  50 value 0.081001
## iter  60 value 0.073377
## iter  70 value 0.069062
## iter  80 value 0.066169
## iter  90 value 0.062815
## iter 100 value 0.059173
## final  value 0.059173 
## stopped after 100 iterations
## # weights:  51
## initial  value 114.124687 
## iter  10 value 0.115048
## iter  20 value 0.067057
## iter  30 value 0.065333
## iter  40 value 0.063369
## iter  50 value 0.060713
## iter  60 value 0.059071
## iter  70 value 0.058210
## iter  80 value 0.057739
## iter  90 value 0.057153
## iter 100 value 0.056080
## final  value 0.056080 
## stopped after 100 iterations
## # weights:  11
## initial  value 117.783740 
## iter  10 value 0.331007
## iter  20 value 0.002214
## final  value 0.000094 
## converged
## # weights:  31
## initial  value 148.612378 
## iter  10 value 1.534664
## iter  20 value 0.007057
## iter  30 value 0.000721
## iter  40 value 0.000234
## final  value 0.000065 
## converged
## # weights:  51
## initial  value 147.514826 
## iter  10 value 0.071321
## iter  20 value 0.003319
## iter  30 value 0.000871
## final  value 0.000091 
## converged
## # weights:  11
## initial  value 107.204501 
## iter  10 value 17.228645
## iter  20 value 16.623611
## final  value 16.623604 
## converged
## # weights:  31
## initial  value 115.711195 
## iter  10 value 15.224124
## iter  20 value 12.156690
## iter  30 value 12.069747
## iter  40 value 12.066308
## final  value 12.066304 
## converged
## # weights:  51
## initial  value 114.827740 
## iter  10 value 13.813291
## iter  20 value 11.576272
## iter  30 value 11.410194
## iter  40 value 11.407605
## final  value 11.407603 
## converged
## # weights:  11
## initial  value 119.639796 
## iter  10 value 0.233505
## iter  20 value 0.119333
## iter  30 value 0.111052
## iter  40 value 0.092706
## iter  50 value 0.083834
## iter  60 value 0.081265
## iter  70 value 0.078274
## iter  80 value 0.077958
## iter  90 value 0.077884
## iter 100 value 0.077825
## final  value 0.077825 
## stopped after 100 iterations
## # weights:  31
## initial  value 120.561704 
## iter  10 value 0.205890
## iter  20 value 0.068581
## iter  30 value 0.064075
## iter  40 value 0.062381
## iter  50 value 0.061052
## iter  60 value 0.058391
## iter  70 value 0.056971
## iter  80 value 0.056219
## iter  90 value 0.054746
## iter 100 value 0.052927
## final  value 0.052927 
## stopped after 100 iterations
## # weights:  51
## initial  value 115.281141 
## iter  10 value 0.739731
## iter  20 value 0.069936
## iter  30 value 0.064332
## iter  40 value 0.062401
## iter  50 value 0.060275
## iter  60 value 0.058813
## iter  70 value 0.057613
## iter  80 value 0.056135
## iter  90 value 0.054995
## iter 100 value 0.053502
## final  value 0.053502 
## stopped after 100 iterations
## # weights:  11
## initial  value 113.440557 
## iter  10 value 1.617672
## iter  20 value 0.001599
## final  value 0.000073 
## converged
## # weights:  31
## initial  value 125.739449 
## iter  10 value 0.053218
## iter  20 value 0.007125
## iter  30 value 0.001788
## iter  40 value 0.000584
## iter  50 value 0.000102
## iter  50 value 0.000057
## iter  50 value 0.000056
## final  value 0.000056 
## converged
## # weights:  51
## initial  value 109.480708 
## iter  10 value 0.016373
## iter  20 value 0.002326
## iter  30 value 0.000174
## final  value 0.000099 
## converged
## # weights:  11
## initial  value 125.212372 
## iter  10 value 17.304525
## final  value 17.199224 
## converged
## # weights:  31
## initial  value 113.339603 
## iter  10 value 14.205710
## iter  20 value 12.775523
## iter  30 value 12.709494
## final  value 12.709137 
## converged
## # weights:  51
## initial  value 138.972727 
## iter  10 value 28.010722
## iter  20 value 12.793895
## iter  30 value 12.150787
## iter  40 value 12.117529
## iter  50 value 12.117119
## iter  60 value 12.117048
## final  value 12.117044 
## converged
## # weights:  11
## initial  value 114.434530 
## iter  10 value 0.281212
## iter  20 value 0.216958
## iter  30 value 0.174120
## iter  40 value 0.126418
## iter  50 value 0.110716
## iter  60 value 0.101616
## iter  70 value 0.095451
## iter  80 value 0.090607
## iter  90 value 0.086169
## iter 100 value 0.082831
## final  value 0.082831 
## stopped after 100 iterations
## # weights:  31
## initial  value 126.556799 
## iter  10 value 0.754657
## iter  20 value 0.132353
## iter  30 value 0.086329
## iter  40 value 0.072759
## iter  50 value 0.066126
## iter  60 value 0.062839
## iter  70 value 0.060016
## iter  80 value 0.059407
## iter  90 value 0.058784
## iter 100 value 0.057944
## final  value 0.057944 
## stopped after 100 iterations
## # weights:  51
## initial  value 110.248289 
## iter  10 value 0.160268
## iter  20 value 0.066778
## iter  30 value 0.062588
## iter  40 value 0.061144
## iter  50 value 0.060250
## iter  60 value 0.059165
## iter  70 value 0.058457
## iter  80 value 0.057826
## iter  90 value 0.057609
## iter 100 value 0.057149
## final  value 0.057149 
## stopped after 100 iterations
## # weights:  11
## initial  value 121.019500 
## iter  10 value 102.823343
## iter  20 value 0.638352
## iter  30 value 0.000778
## final  value 0.000082 
## converged
## # weights:  31
## initial  value 111.089525 
## iter  10 value 0.496188
## iter  20 value 0.005858
## final  value 0.000072 
## converged
## # weights:  51
## initial  value 123.060662 
## iter  10 value 0.003262
## iter  20 value 0.001025
## iter  30 value 0.000487
## final  value 0.000093 
## converged
## # weights:  11
## initial  value 116.762872 
## iter  10 value 17.173758
## iter  20 value 16.937342
## iter  20 value 16.937342
## iter  20 value 16.937342
## final  value 16.937342 
## converged
## # weights:  31
## initial  value 123.354845 
## iter  10 value 21.011568
## iter  20 value 13.530058
## iter  30 value 12.441462
## iter  40 value 12.433204
## final  value 12.433200 
## converged
## # weights:  51
## initial  value 121.263708 
## iter  10 value 20.328331
## iter  20 value 12.400904
## iter  30 value 11.885635
## iter  40 value 11.817472
## iter  50 value 11.803855
## iter  60 value 11.802418
## final  value 11.802408 
## converged
## # weights:  11
## initial  value 113.790486 
## iter  10 value 0.167339
## iter  20 value 0.083245
## iter  30 value 0.081802
## iter  40 value 0.081002
## iter  50 value 0.079919
## iter  60 value 0.079538
## iter  70 value 0.079364
## iter  80 value 0.079222
## iter  90 value 0.079194
## iter 100 value 0.079164
## final  value 0.079164 
## stopped after 100 iterations
## # weights:  31
## initial  value 109.306870 
## iter  10 value 0.203604
## iter  20 value 0.070556
## iter  30 value 0.067185
## iter  40 value 0.063779
## iter  50 value 0.062977
## iter  60 value 0.062603
## iter  70 value 0.061551
## iter  80 value 0.059379
## iter  90 value 0.058219
## iter 100 value 0.055314
## final  value 0.055314 
## stopped after 100 iterations
## # weights:  51
## initial  value 161.177455 
## iter  10 value 2.860421
## iter  20 value 0.099325
## iter  30 value 0.094551
## iter  40 value 0.092743
## iter  50 value 0.091042
## iter  60 value 0.087192
## iter  70 value 0.084587
## iter  80 value 0.083529
## iter  90 value 0.081760
## iter 100 value 0.078118
## final  value 0.078118 
## stopped after 100 iterations
## # weights:  11
## initial  value 115.696685 
## iter  10 value 0.627484
## iter  20 value 0.000612
## final  value 0.000078 
## converged
## # weights:  31
## initial  value 109.383872 
## iter  10 value 0.007062
## iter  20 value 0.000177
## final  value 0.000093 
## converged
## # weights:  51
## initial  value 99.960751 
## iter  10 value 0.326508
## iter  20 value 0.000390
## final  value 0.000059 
## converged
## # weights:  11
## initial  value 120.239525 
## iter  10 value 27.447936
## iter  20 value 17.102310
## iter  30 value 16.980604
## final  value 16.980595 
## converged
## # weights:  31
## initial  value 117.461191 
## iter  10 value 15.631113
## iter  20 value 12.483179
## iter  30 value 12.464898
## iter  40 value 12.464813
## final  value 12.464810 
## converged
## # weights:  51
## initial  value 105.873358 
## iter  10 value 12.410629
## iter  20 value 11.862179
## iter  30 value 11.843620
## iter  40 value 11.842858
## iter  50 value 11.842842
## iter  50 value 11.842842
## iter  50 value 11.842842
## final  value 11.842842 
## converged
## # weights:  11
## initial  value 121.215565 
## iter  10 value 0.193661
## iter  20 value 0.086194
## iter  30 value 0.081479
## iter  40 value 0.080616
## iter  50 value 0.080069
## iter  60 value 0.079837
## iter  70 value 0.079630
## iter  80 value 0.079591
## iter  90 value 0.079551
## iter 100 value 0.079538
## final  value 0.079538 
## stopped after 100 iterations
## # weights:  31
## initial  value 113.829277 
## iter  10 value 0.763293
## iter  20 value 0.072336
## iter  30 value 0.067774
## iter  40 value 0.066529
## iter  50 value 0.065136
## iter  60 value 0.064156
## iter  70 value 0.063382
## iter  80 value 0.062807
## iter  90 value 0.062375
## iter 100 value 0.061942
## final  value 0.061942 
## stopped after 100 iterations
## # weights:  51
## initial  value 118.579387 
## iter  10 value 0.252262
## iter  20 value 0.207688
## iter  30 value 0.173204
## iter  40 value 0.140552
## iter  50 value 0.125069
## iter  60 value 0.117654
## iter  70 value 0.107047
## iter  80 value 0.102185
## iter  90 value 0.079299
## iter 100 value 0.069047
## final  value 0.069047 
## stopped after 100 iterations
## # weights:  11
## initial  value 116.177883 
## final  value 0.000047 
## converged
## # weights:  31
## initial  value 107.752235 
## iter  10 value 0.013082
## iter  20 value 0.001867
## iter  30 value 0.000178
## final  value 0.000090 
## converged
## # weights:  51
## initial  value 140.789909 
## final  value 0.000079 
## converged
## # weights:  11
## initial  value 120.847017 
## iter  10 value 26.854865
## iter  20 value 17.254263
## final  value 17.253629 
## converged
## # weights:  31
## initial  value 125.152082 
## iter  10 value 13.593694
## iter  20 value 12.852252
## iter  30 value 12.787386
## final  value 12.787247 
## converged
## # weights:  51
## initial  value 107.898793 
## iter  10 value 15.081393
## iter  20 value 12.517316
## iter  30 value 12.199480
## iter  40 value 12.187167
## iter  50 value 12.186611
## iter  60 value 12.186534
## final  value 12.186533 
## converged
## # weights:  11
## initial  value 116.279238 
## iter  10 value 2.309039
## iter  20 value 0.251089
## iter  30 value 0.203138
## iter  40 value 0.169421
## iter  50 value 0.133274
## iter  60 value 0.120118
## iter  70 value 0.104466
## iter  80 value 0.095464
## iter  90 value 0.082924
## iter 100 value 0.081018
## final  value 0.081018 
## stopped after 100 iterations
## # weights:  31
## initial  value 121.753717 
## iter  10 value 0.198121
## iter  20 value 0.122101
## iter  30 value 0.089772
## iter  40 value 0.081943
## iter  50 value 0.074760
## iter  60 value 0.068134
## iter  70 value 0.063209
## iter  80 value 0.060549
## iter  90 value 0.059440
## iter 100 value 0.057552
## final  value 0.057552 
## stopped after 100 iterations
## # weights:  51
## initial  value 114.281554 
## iter  10 value 0.259936
## iter  20 value 0.172997
## iter  30 value 0.133543
## iter  40 value 0.109160
## iter  50 value 0.099701
## iter  60 value 0.081568
## iter  70 value 0.070513
## iter  80 value 0.062773
## iter  90 value 0.059304
## iter 100 value 0.056275
## final  value 0.056275 
## stopped after 100 iterations
## # weights:  11
## initial  value 114.526290 
## iter  10 value 17.126738
## iter  20 value 1.114021
## iter  30 value 0.014817
## iter  40 value 0.002102
## iter  50 value 0.000984
## iter  60 value 0.000503
## iter  70 value 0.000309
## final  value 0.000082 
## converged
## # weights:  31
## initial  value 118.160757 
## final  value 0.000021 
## converged
## # weights:  51
## initial  value 130.980157 
## iter  10 value 0.034387
## iter  20 value 0.003792
## iter  30 value 0.001172
## iter  40 value 0.000229
## final  value 0.000078 
## converged
## # weights:  11
## initial  value 112.472584 
## iter  10 value 18.463112
## iter  20 value 16.523458
## final  value 16.523457 
## converged
## # weights:  31
## initial  value 119.160043 
## iter  10 value 21.930624
## iter  20 value 12.574521
## iter  30 value 11.982684
## iter  40 value 11.938135
## iter  50 value 11.900980
## iter  60 value 11.900576
## final  value 11.900566 
## converged
## # weights:  51
## initial  value 130.686185 
## iter  10 value 17.245992
## iter  20 value 11.899224
## iter  30 value 11.256339
## iter  40 value 11.244884
## iter  50 value 11.242588
## iter  60 value 11.242433
## final  value 11.242414 
## converged
## # weights:  11
## initial  value 115.478541 
## iter  10 value 1.273781
## iter  20 value 0.092822
## iter  30 value 0.085844
## iter  40 value 0.083038
## iter  50 value 0.080601
## iter  60 value 0.079791
## iter  70 value 0.079240
## iter  80 value 0.078962
## iter  90 value 0.078867
## iter 100 value 0.078802
## final  value 0.078802 
## stopped after 100 iterations
## # weights:  31
## initial  value 117.975511 
## iter  10 value 0.188979
## iter  20 value 0.133182
## iter  30 value 0.125982
## iter  40 value 0.116293
## iter  50 value 0.111860
## iter  60 value 0.108284
## iter  70 value 0.095364
## iter  80 value 0.087756
## iter  90 value 0.082598
## iter 100 value 0.068211
## final  value 0.068211 
## stopped after 100 iterations
## # weights:  51
## initial  value 116.477197 
## iter  10 value 0.193046
## iter  20 value 0.092791
## iter  30 value 0.088028
## iter  40 value 0.085159
## iter  50 value 0.079956
## iter  60 value 0.076475
## iter  70 value 0.072690
## iter  80 value 0.070203
## iter  90 value 0.067489
## iter 100 value 0.062853
## final  value 0.062853 
## stopped after 100 iterations
## # weights:  11
## initial  value 118.768577 
## iter  10 value 0.076331
## iter  20 value 0.001846
## iter  30 value 0.000257
## final  value 0.000089 
## converged
## # weights:  31
## initial  value 118.500605 
## iter  10 value 0.016345
## iter  20 value 0.001590
## iter  30 value 0.000587
## iter  40 value 0.000301
## iter  50 value 0.000178
## final  value 0.000099 
## converged
## # weights:  51
## initial  value 121.885894 
## iter  10 value 0.031110
## iter  20 value 0.003756
## iter  30 value 0.000558
## iter  40 value 0.000219
## final  value 0.000096 
## converged
## # weights:  11
## initial  value 134.943526 
## iter  10 value 20.091391
## iter  20 value 17.360365
## final  value 17.360249 
## converged
## # weights:  31
## initial  value 112.307428 
## iter  10 value 14.658240
## iter  20 value 13.018448
## iter  30 value 12.931893
## final  value 12.931816 
## converged
## # weights:  51
## initial  value 109.574458 
## iter  10 value 13.937154
## iter  20 value 12.951521
## iter  30 value 12.849738
## iter  40 value 12.832636
## iter  50 value 12.827723
## iter  60 value 12.827712
## iter  60 value 12.827712
## iter  60 value 12.827712
## final  value 12.827712 
## converged
## # weights:  11
## initial  value 113.302410 
## iter  10 value 0.135784
## iter  20 value 0.109716
## iter  30 value 0.098918
## iter  40 value 0.095638
## iter  50 value 0.089062
## iter  60 value 0.086991
## iter  70 value 0.082607
## iter  80 value 0.081813
## iter  90 value 0.081475
## iter 100 value 0.081199
## final  value 0.081199 
## stopped after 100 iterations
## # weights:  31
## initial  value 108.689143 
## iter  10 value 0.169951
## iter  20 value 0.141689
## iter  30 value 0.109310
## iter  40 value 0.086963
## iter  50 value 0.078844
## iter  60 value 0.069487
## iter  70 value 0.063494
## iter  80 value 0.061407
## iter  90 value 0.059824
## iter 100 value 0.058738
## final  value 0.058738 
## stopped after 100 iterations
## # weights:  51
## initial  value 120.644795 
## iter  10 value 1.166156
## iter  20 value 0.089871
## iter  30 value 0.080821
## iter  40 value 0.074273
## iter  50 value 0.070648
## iter  60 value 0.067881
## iter  70 value 0.066469
## iter  80 value 0.064398
## iter  90 value 0.063246
## iter 100 value 0.061008
## final  value 0.061008 
## stopped after 100 iterations
## # weights:  11
## initial  value 138.649129 
## iter  10 value 7.431379
## iter  20 value 0.104331
## iter  30 value 0.097902
## iter  40 value 0.091353
## iter  50 value 0.084858
## iter  60 value 0.083828
## iter  70 value 0.082520
## iter  80 value 0.082083
## iter  90 value 0.081709
## iter 100 value 0.081586
## final  value 0.081586 
## stopped after 100 iterations

## Confusion Matrix and Statistics
## 
##           Reference
## Prediction  1  2
##          1 36  3
##          2  2 36
##                                           
##                Accuracy : 0.9351          
##                  95% CI : (0.8549, 0.9786)
##     No Information Rate : 0.5065          
##     P-Value [Acc > NIR] : 3.332e-16       
##                                           
##                   Kappa : 0.8702          
##  Mcnemar's Test P-Value : 1               
##                                           
##               Precision : 0.9231          
##                  Recall : 0.9474          
##                      F1 : 0.9351          
##              Prevalence : 0.4935          
##          Detection Rate : 0.4675          
##    Detection Prevalence : 0.5065          
##       Balanced Accuracy : 0.9352          
##                                           
##        'Positive' Class : 1               
## 

## Confusion Matrix and Statistics
## 
##           Reference
## Prediction  1  2
##          1 36  1
##          2  2 38
##                                           
##                Accuracy : 0.961           
##                  95% CI : (0.8903, 0.9919)
##     No Information Rate : 0.5065          
##     P-Value [Acc > NIR] : <2e-16          
##                                           
##                   Kappa : 0.922           
##  Mcnemar's Test P-Value : 1               
##                                           
##               Precision : 0.9730          
##                  Recall : 0.9474          
##                      F1 : 0.9600          
##              Prevalence : 0.4935          
##          Detection Rate : 0.4675          
##    Detection Prevalence : 0.4805          
##       Balanced Accuracy : 0.9609          
##                                           
##        'Positive' Class : 1               
## 

## Confusion Matrix and Statistics
## 
##           Reference
## Prediction  1  2
##          1 38  1
##          2  0 38
##                                           
##                Accuracy : 0.987           
##                  95% CI : (0.9298, 0.9997)
##     No Information Rate : 0.5065          
##     P-Value [Acc > NIR] : <2e-16          
##                                           
##                   Kappa : 0.974           
##  Mcnemar's Test P-Value : 1               
##                                           
##               Precision : 0.9744          
##                  Recall : 1.0000          
##                      F1 : 0.9870          
##              Prevalence : 0.4935          
##          Detection Rate : 0.4935          
##    Detection Prevalence : 0.5065          
##       Balanced Accuracy : 0.9872          
##                                           
##        'Positive' Class : 1               
## 

## Confusion Matrix and Statistics
## 
##           Reference
## Prediction  1  2
##          1 38  1
##          2  0 38
##                                           
##                Accuracy : 0.987           
##                  95% CI : (0.9298, 0.9997)
##     No Information Rate : 0.5065          
##     P-Value [Acc > NIR] : <2e-16          
##                                           
##                   Kappa : 0.974           
##  Mcnemar's Test P-Value : 1               
##                                           
##               Precision : 0.9744          
##                  Recall : 1.0000          
##                      F1 : 0.9870          
##              Prevalence : 0.4935          
##          Detection Rate : 0.4935          
##    Detection Prevalence : 0.5065          
##       Balanced Accuracy : 0.9872          
##                                           
##        'Positive' Class : 1               
## 

Deskripsi Model

p_fun <- function(object, newdata){predict(object, newdata=newdata, type="prob")[,2]}

yTest <- as.numeric(as.factor(puprTest$tag))

explainer_classif_rf <- DALEX::explain(classif_rf, label = "rf",
                                       data = puprTest, y = yTest,
                                       predict_function = p_fun)

explainer_classif_svm <- DALEX::explain(classif_svm,  label = "svm", 
                                        data = puprTest, y = yTest,
                                        predict_function = p_fun)

explainer_classif_glm <- DALEX::explain(classif_glm, label = "glm", 
                                        data = puprTest, y = yTest,
                                        predict_function = p_fun)

explainer_classif_nn <- DALEX::explain(classif_glm, label = "nnet", 
                                        data = puprTest, y = yTest,
                                        predict_function = p_fun)


mp_classif_rf <- model_performance(explainer_classif_rf)
mp_classif_svm <- model_performance(explainer_classif_svm)
mp_classif_glm <- model_performance(explainer_classif_glm)
mp_classif_nn <- model_performance(explainer_classif_nn)


plot(mp_classif_rf, mp_classif_svm, mp_classif_glm, mp_classif_nn)

plot(mp_classif_rf, mp_classif_svm, mp_classif_glm, mp_classif_nn,geom = "boxplot")

Variable Important

vi_classif_rf <- variable_importance(explainer_classif_rf, loss_function = loss_root_mean_square)
vi_classif_svm <- variable_importance(explainer_classif_svm, loss_function = loss_root_mean_square)
vi_classif_glm <- variable_importance(explainer_classif_glm, loss_function = loss_root_mean_square)
vi_classif_nn <- variable_importance(explainer_classif_nn, loss_function = loss_root_mean_square)

plot(vi_classif_rf, vi_classif_svm, vi_classif_glm,vi_classif_nn)

ROCR

ROCR Random Forest

library(ROCR)

## Loading required package: gplots

## 
## Attaching package: 'gplots'

## The following object is masked from 'package:stats':
## 
##     lowess

pred <- prediction(fit_rf_prob[,2], puprTest$tag)
perf <- performance( pred, "tpr", "fpr" )
plot(perf, colorize = TRUE)
abline(a=0, b= 1)

ROCR Support Vector Machine

library(ROCR)
pred2 <- prediction(fit_svm_prob[,2], puprTest$tag)
perf <- performance( pred, "tpr", "fpr" )
plot(perf, colorize = TRUE)
abline(a=0, b= 1)

ROCR Logistic Regression

library(ROCR)
pred3 <- prediction(fit_glm_prob[,2], puprTest$tag)
perf <- performance( pred, "tpr", "fpr" )
plot(perf, colorize = TRUE)
abline(a=0, b= 1)

ROCR Neural Network

library(ROCR)
pred3 <- prediction(fit_nn_prob[,2], puprTest$tag)
perf <- performance( pred, "tpr", "fpr" )
plot(perf, colorize = TRUE)
abline(a=0, b= 1)

Single Prediction

Untuk Kasus no 3 pada data set test

Single Prediction rf

num<- puprTest[3, ,drop= FALSE]
sp_rf  <- prediction_breakdown(explainer_classif_rf, observation = num)
head(sp_rf)

##                                           variable contribution
## 1                                      (Intercept)  0.000000000
## Potential_tif  + Potential_tif = 0.857358468294662 -0.210909091
## Psi_stru            + Psi_stru = 0.718875174277537 -0.125844156
## Psi_Fung             + Psi_Fung = 1.18521151820662 -0.092467532
## Competency_fit + Competency_fit = 0.79317777721531 -0.035324675
## Neu_stru            + Neu_stru = -1.46329674998777 -0.006103896
##                 variable_name    variable_value cummulative sign position
## 1                   Intercept                 1   0.0000000    0        1
## Potential_tif   Potential_tif 0.857358468294662  -0.2109091   -1        2
## Psi_stru             Psi_stru 0.718875174277537  -0.3367532   -1        3
## Psi_Fung             Psi_Fung  1.18521151820662  -0.4292208   -1        4
## Competency_fit Competency_fit  0.79317777721531  -0.4645455   -1        5
## Neu_stru             Neu_stru -1.46329674998777  -0.4706494   -1        6
##                label
## 1                 rf
## Potential_tif     rf
## Psi_stru          rf
## Psi_Fung          rf
## Competency_fit    rf
## Neu_stru          rf

plot(sp_rf)

Single Prediction svm

nim<- puprTest[3, ,drop= FALSE]
sp_svm  <- prediction_breakdown(explainer_classif_svm, observation = nim)
head(sp_svm)

##                                           variable  contribution
## 1                                      (Intercept)  0.000000e+00
## Psi_Fung             + Psi_Fung = 1.18521151820662 -1.501216e-01
## Potential_tif  + Potential_tif = 0.857358468294662 -2.026851e-01
## Psi_stru            + Psi_stru = 0.718875174277537 -1.327764e-01
## Competency_fit + Competency_fit = 0.79317777721531 -1.006706e-02
## TM_stru             + TM_stru = -0.363204457221867 -1.720044e-05
##                 variable_name     variable_value cummulative sign position
## 1                   Intercept                  1   0.0000000    0        1
## Psi_Fung             Psi_Fung   1.18521151820662  -0.1501216   -1        2
## Potential_tif   Potential_tif  0.857358468294662  -0.3528068   -1        3
## Psi_stru             Psi_stru  0.718875174277537  -0.4855831   -1        4
## Competency_fit Competency_fit   0.79317777721531  -0.4956502   -1        5
## TM_stru               TM_stru -0.363204457221867  -0.4956674   -1        6
##                label
## 1                svm
## Psi_Fung         svm
## Potential_tif    svm
## Psi_stru         svm
## Competency_fit   svm
## TM_stru          svm

plot(sp_svm)

Single Prediction glm

nom<- puprTest[3, ,drop= FALSE]
sp_glm  <- prediction_breakdown(explainer_classif_glm, observation = nom)
head(sp_glm)

##                                           variable contribution
## 1                                      (Intercept)    0.0000000
## Psi_Fung             + Psi_Fung = 1.18521151820662   -0.1444400
## Psi_stru            + Psi_stru = 0.718875174277537   -0.2185738
## Potential_tif  + Potential_tif = 0.857358468294662   -0.1320524
## Competency_fit + Competency_fit = 0.79317777721531    0.0000000
## TM_stru             + TM_stru = -0.363204457221867    0.0000000
##                 variable_name     variable_value cummulative sign position
## 1                   Intercept                  1   0.0000000    0        1
## Psi_Fung             Psi_Fung   1.18521151820662  -0.1444400   -1        2
## Psi_stru             Psi_stru  0.718875174277537  -0.3630138   -1        3
## Potential_tif   Potential_tif  0.857358468294662  -0.4950662   -1        4
## Competency_fit Competency_fit   0.79317777721531  -0.4950662    0        5
## TM_stru               TM_stru -0.363204457221867  -0.4950662    0        6
##                label
## 1                glm
## Psi_Fung         glm
## Psi_stru         glm
## Potential_tif    glm
## Competency_fit   glm
## TM_stru          glm

plot(sp_glm)

Single Prediction nnet

nnet<- puprTest[3, ,drop= FALSE]
sp_net  <- prediction_breakdown(explainer_classif_nn, observation = nnet)
head(sp_net)

##                                           variable contribution
## 1                                      (Intercept)    0.0000000
## Psi_Fung             + Psi_Fung = 1.18521151820662   -0.1444400
## Psi_stru            + Psi_stru = 0.718875174277537   -0.2185738
## Potential_tif  + Potential_tif = 0.857358468294662   -0.1320524
## Competency_fit + Competency_fit = 0.79317777721531    0.0000000
## TM_stru             + TM_stru = -0.363204457221867    0.0000000
##                 variable_name     variable_value cummulative sign position
## 1                   Intercept                  1   0.0000000    0        1
## Psi_Fung             Psi_Fung   1.18521151820662  -0.1444400   -1        2
## Psi_stru             Psi_stru  0.718875174277537  -0.3630138   -1        3
## Potential_tif   Potential_tif  0.857358468294662  -0.4950662   -1        4
## Competency_fit Competency_fit   0.79317777721531  -0.4950662    0        5
## TM_stru               TM_stru -0.363204457221867  -0.4950662    0        6
##                label
## 1               nnet
## Psi_Fung        nnet
## Psi_stru        nnet
## Potential_tif   nnet
## Competency_fit  nnet
## TM_stru         nnet

plot(sp_net)

Cetak Neural Network

set.seed(1414)
start <- proc.time()[3]
model.nn <- train(tag ~ .,data = puprTrain,method = "nnet")

## # weights:  11
## initial  value 130.106238 
## iter  10 value 0.252443
## iter  20 value 0.006863
## iter  30 value 0.002038
## iter  40 value 0.001081
## iter  50 value 0.000480
## iter  60 value 0.000418
## iter  70 value 0.000342
## iter  80 value 0.000260
## final  value 0.000092 
## converged
## # weights:  31
## initial  value 128.731813 
## iter  10 value 0.112505
## iter  20 value 0.014948
## iter  30 value 0.001656
## final  value 0.000061 
## converged
## # weights:  51
## initial  value 126.425238 
## iter  10 value 0.329513
## iter  20 value 0.006335
## iter  30 value 0.000407
## iter  40 value 0.000248
## final  value 0.000072 
## converged
## # weights:  11
## initial  value 138.456326 
## iter  10 value 26.983144
## iter  20 value 17.886611
## iter  30 value 17.389708
## final  value 17.379948 
## converged
## # weights:  31
## initial  value 118.565098 
## iter  10 value 14.433944
## iter  20 value 12.810823
## iter  30 value 12.628597
## final  value 12.628202 
## converged
## # weights:  51
## initial  value 148.270645 
## iter  10 value 20.012063
## iter  20 value 13.128454
## iter  30 value 12.310102
## iter  40 value 11.978314
## iter  50 value 11.957370
## iter  60 value 11.954379
## iter  70 value 11.954211
## final  value 11.954207 
## converged
## # weights:  11
## initial  value 151.217717 
## iter  10 value 2.281109
## iter  20 value 0.270396
## iter  30 value 0.243400
## iter  40 value 0.178513
## iter  50 value 0.168347
## iter  60 value 0.159631
## iter  70 value 0.138478
## iter  80 value 0.115605
## iter  90 value 0.107785
## iter 100 value 0.097844
## final  value 0.097844 
## stopped after 100 iterations
## # weights:  31
## initial  value 124.188606 
## iter  10 value 0.733848
## iter  20 value 0.089809
## iter  30 value 0.081863
## iter  40 value 0.073124
## iter  50 value 0.062756
## iter  60 value 0.061554
## iter  70 value 0.060835
## iter  80 value 0.060332
## iter  90 value 0.059197
## iter 100 value 0.056809
## final  value 0.056809 
## stopped after 100 iterations
## # weights:  51
## initial  value 147.889219 
## iter  10 value 0.480790
## iter  20 value 0.063295
## iter  30 value 0.058424
## iter  40 value 0.057399
## iter  50 value 0.056475
## iter  60 value 0.055603
## iter  70 value 0.055246
## iter  80 value 0.054908
## iter  90 value 0.054423
## iter 100 value 0.054029
## final  value 0.054029 
## stopped after 100 iterations
## # weights:  11
## initial  value 126.366610 
## iter  10 value 0.055287
## final  value 0.000056 
## converged
## # weights:  31
## initial  value 135.205465 
## final  value 0.000052 
## converged
## # weights:  51
## initial  value 140.563085 
## iter  10 value 0.009865
## iter  20 value 0.003339
## iter  30 value 0.001026
## final  value 0.000073 
## converged
## # weights:  11
## initial  value 137.079432 
## iter  10 value 18.875239
## iter  20 value 17.278465
## final  value 17.278441 
## converged
## # weights:  31
## initial  value 131.548498 
## iter  10 value 13.421199
## iter  20 value 12.547184
## iter  30 value 12.518865
## final  value 12.516305 
## converged
## # weights:  51
## initial  value 126.198204 
## iter  10 value 12.790610
## iter  20 value 11.982186
## iter  30 value 11.850261
## iter  40 value 11.838783
## iter  50 value 11.838461
## final  value 11.838460 
## converged
## # weights:  11
## initial  value 113.494575 
## iter  10 value 0.110310
## iter  20 value 0.101640
## iter  30 value 0.087986
## iter  40 value 0.083311
## iter  50 value 0.078529
## iter  60 value 0.078159
## iter  70 value 0.077698
## iter  80 value 0.077520
## iter  90 value 0.077497
## iter 100 value 0.077455
## final  value 0.077455 
## stopped after 100 iterations
## # weights:  31
## initial  value 140.830307 
## iter  10 value 0.171666
## iter  20 value 0.136340
## iter  30 value 0.116400
## iter  40 value 0.107093
## iter  50 value 0.093733
## iter  60 value 0.082636
## iter  70 value 0.077640
## iter  80 value 0.073777
## iter  90 value 0.067464
## iter 100 value 0.059714
## final  value 0.059714 
## stopped after 100 iterations
## # weights:  51
## initial  value 125.563354 
## iter  10 value 0.185960
## iter  20 value 0.117928
## iter  30 value 0.092580
## iter  40 value 0.073562
## iter  50 value 0.063179
## iter  60 value 0.055693
## iter  70 value 0.052457
## iter  80 value 0.050710
## iter  90 value 0.049018
## iter 100 value 0.047846
## final  value 0.047846 
## stopped after 100 iterations
## # weights:  11
## initial  value 146.477296 
## final  value 0.000046 
## converged
## # weights:  31
## initial  value 143.294199 
## iter  10 value 0.003335
## iter  20 value 0.001804
## iter  30 value 0.000448
## iter  40 value 0.000136
## final  value 0.000085 
## converged
## # weights:  51
## initial  value 144.399528 
## iter  10 value 0.003182
## iter  20 value 0.000125
## final  value 0.000094 
## converged
## # weights:  11
## initial  value 130.548262 
## iter  10 value 17.233661
## iter  20 value 17.052938
## final  value 17.052932 
## converged
## # weights:  31
## initial  value 123.843745 
## iter  10 value 21.471277
## iter  20 value 12.841848
## iter  30 value 12.351134
## iter  40 value 12.347868
## final  value 12.347867 
## converged
## # weights:  51
## initial  value 134.125315 
## iter  10 value 13.103527
## iter  20 value 11.891904
## iter  30 value 11.689434
## iter  40 value 11.684700
## iter  50 value 11.684236
## final  value 11.684227 
## converged
## # weights:  11
## initial  value 137.093639 
## iter  10 value 0.154325
## iter  20 value 0.135870
## iter  30 value 0.106460
## iter  40 value 0.098516
## iter  50 value 0.088996
## iter  60 value 0.080969
## iter  70 value 0.076604
## iter  80 value 0.076400
## iter  90 value 0.076310
## iter 100 value 0.076295
## final  value 0.076295 
## stopped after 100 iterations
## # weights:  31
## initial  value 129.264332 
## iter  10 value 0.719965
## iter  20 value 0.621508
## iter  30 value 0.217392
## iter  40 value 0.101589
## iter  50 value 0.091433
## iter  60 value 0.086196
## iter  70 value 0.075656
## iter  80 value 0.069156
## iter  90 value 0.064266
## iter 100 value 0.061747
## final  value 0.061747 
## stopped after 100 iterations
## # weights:  51
## initial  value 131.840576 
## iter  10 value 0.149736
## iter  20 value 0.054512
## iter  30 value 0.048167
## iter  40 value 0.046993
## iter  50 value 0.046436
## iter  60 value 0.045932
## iter  70 value 0.045336
## iter  80 value 0.044970
## iter  90 value 0.044799
## iter 100 value 0.044565
## final  value 0.044565 
## stopped after 100 iterations
## # weights:  11
## initial  value 124.167152 
## iter  10 value 0.015626
## iter  20 value 0.001689
## final  value 0.000096 
## converged
## # weights:  31
## initial  value 118.609634 
## iter  10 value 0.015489
## iter  20 value 0.000485
## final  value 0.000078 
## converged
## # weights:  51
## initial  value 134.318154 
## iter  10 value 0.235080
## iter  20 value 0.003766
## iter  30 value 0.000429
## final  value 0.000078 
## converged
## # weights:  11
## initial  value 128.343708 
## iter  10 value 18.608293
## iter  20 value 17.444347
## final  value 17.444346 
## converged
## # weights:  31
## initial  value 128.984936 
## iter  10 value 16.716727
## iter  20 value 12.866459
## iter  30 value 12.716764
## iter  40 value 12.710570
## final  value 12.710550 
## converged
## # weights:  51
## initial  value 135.741136 
## iter  10 value 19.919913
## iter  20 value 12.392466
## iter  30 value 12.110208
## iter  40 value 12.067680
## iter  50 value 12.066745
## iter  60 value 12.066734
## final  value 12.066731 
## converged
## # weights:  11
## initial  value 129.991465 
## iter  10 value 0.208764
## iter  20 value 0.171770
## iter  30 value 0.148445
## iter  40 value 0.136021
## iter  50 value 0.125702
## iter  60 value 0.116486
## iter  70 value 0.085338
## iter  80 value 0.083124
## iter  90 value 0.081740
## iter 100 value 0.081094
## final  value 0.081094 
## stopped after 100 iterations
## # weights:  31
## initial  value 128.376484 
## iter  10 value 0.599331
## iter  20 value 0.212162
## iter  30 value 0.147074
## iter  40 value 0.117635
## iter  50 value 0.101804
## iter  60 value 0.093782
## iter  70 value 0.090092
## iter  80 value 0.086133
## iter  90 value 0.082234
## iter 100 value 0.075102
## final  value 0.075102 
## stopped after 100 iterations
## # weights:  51
## initial  value 123.292682 
## iter  10 value 0.379830
## iter  20 value 0.065895
## iter  30 value 0.061190
## iter  40 value 0.059519
## iter  50 value 0.058752
## iter  60 value 0.057819
## iter  70 value 0.057055
## iter  80 value 0.055971
## iter  90 value 0.055047
## iter 100 value 0.054510
## final  value 0.054510 
## stopped after 100 iterations
## # weights:  11
## initial  value 152.729561 
## iter  10 value 27.503371
## iter  20 value 0.119051
## iter  30 value 0.002244
## final  value 0.000096 
## converged
## # weights:  31
## initial  value 128.467769 
## iter  10 value 0.019552
## iter  20 value 0.002244
## iter  30 value 0.000891
## iter  40 value 0.000342
## final  value 0.000076 
## converged
## # weights:  51
## initial  value 138.344651 
## iter  10 value 0.037790
## iter  20 value 0.002053
## iter  30 value 0.000268
## iter  40 value 0.000137
## iter  40 value 0.000089
## iter  40 value 0.000089
## final  value 0.000089 
## converged
## # weights:  11
## initial  value 141.266196 
## iter  10 value 19.250606
## iter  20 value 18.380675
## final  value 18.380673 
## converged
## # weights:  31
## initial  value 133.808953 
## iter  10 value 16.844445
## iter  20 value 14.146124
## iter  30 value 13.708875
## iter  40 value 13.682201
## final  value 13.681625 
## converged
## # weights:  51
## initial  value 146.631706 
## iter  10 value 17.006836
## iter  20 value 13.531600
## iter  30 value 13.213328
## iter  40 value 13.105077
## iter  50 value 13.092467
## iter  60 value 13.091954
## final  value 13.091953 
## converged
## # weights:  11
## initial  value 142.219771 
## iter  10 value 1.083518
## iter  20 value 0.516313
## iter  30 value 0.297455
## iter  40 value 0.260959
## iter  50 value 0.221121
## iter  60 value 0.180879
## iter  70 value 0.105547
## iter  80 value 0.098545
## iter  90 value 0.094392
## iter 100 value 0.090324
## final  value 0.090324 
## stopped after 100 iterations
## # weights:  31
## initial  value 135.056869 
## iter  10 value 0.227536
## iter  20 value 0.153669
## iter  30 value 0.102952
## iter  40 value 0.086034
## iter  50 value 0.084752
## iter  60 value 0.084141
## iter  70 value 0.082315
## iter  80 value 0.081151
## iter  90 value 0.078389
## iter 100 value 0.076447
## final  value 0.076447 
## stopped after 100 iterations
## # weights:  51
## initial  value 125.706016 
## iter  10 value 0.199331
## iter  20 value 0.089036
## iter  30 value 0.086365
## iter  40 value 0.078538
## iter  50 value 0.066449
## iter  60 value 0.058408
## iter  70 value 0.056563
## iter  80 value 0.055573
## iter  90 value 0.055074
## iter 100 value 0.054333
## final  value 0.054333 
## stopped after 100 iterations
## # weights:  11
## initial  value 131.531392 
## iter  10 value 3.158354
## iter  20 value 0.005532
## iter  30 value 0.000103
## final  value 0.000076 
## converged
## # weights:  31
## initial  value 170.544019 
## iter  10 value 0.023445
## iter  20 value 0.001343
## iter  30 value 0.000646
## iter  40 value 0.000207
## final  value 0.000065 
## converged
## # weights:  51
## initial  value 135.301829 
## iter  10 value 0.067956
## iter  20 value 0.008332
## iter  30 value 0.000934
## iter  40 value 0.000515
## iter  50 value 0.000106
## iter  50 value 0.000065
## iter  50 value 0.000065
## final  value 0.000065 
## converged
## # weights:  11
## initial  value 131.931929 
## iter  10 value 17.389914
## iter  20 value 16.706713
## iter  20 value 16.706713
## iter  20 value 16.706713
## final  value 16.706713 
## converged
## # weights:  31
## initial  value 136.005691 
## iter  10 value 12.651617
## iter  20 value 12.047965
## iter  30 value 11.987482
## final  value 11.987405 
## converged
## # weights:  51
## initial  value 139.651859 
## iter  10 value 14.580226
## iter  20 value 11.323204
## iter  30 value 11.228915
## iter  40 value 11.219525
## iter  50 value 11.219430
## final  value 11.219425 
## converged
## # weights:  11
## initial  value 136.612657 
## iter  10 value 0.461406
## iter  20 value 0.274425
## iter  30 value 0.164252
## iter  40 value 0.141808
## iter  50 value 0.085627
## iter  60 value 0.080614
## iter  70 value 0.077435
## iter  80 value 0.076763
## iter  90 value 0.076435
## iter 100 value 0.076316
## final  value 0.076316 
## stopped after 100 iterations
## # weights:  31
## initial  value 129.964309 
## iter  10 value 0.405315
## iter  20 value 0.073836
## iter  30 value 0.068844
## iter  40 value 0.066435
## iter  50 value 0.062520
## iter  60 value 0.059324
## iter  70 value 0.057124
## iter  80 value 0.055031
## iter  90 value 0.052751
## iter 100 value 0.049453
## final  value 0.049453 
## stopped after 100 iterations
## # weights:  51
## initial  value 133.319094 
## iter  10 value 0.360923
## iter  20 value 0.284695
## iter  30 value 0.205624
## iter  40 value 0.120832
## iter  50 value 0.082864
## iter  60 value 0.077298
## iter  70 value 0.067530
## iter  80 value 0.064409
## iter  90 value 0.057958
## iter 100 value 0.053383
## final  value 0.053383 
## stopped after 100 iterations
## # weights:  11
## initial  value 125.590798 
## iter  10 value 0.043204
## iter  20 value 0.000774
## iter  30 value 0.000379
## iter  40 value 0.000292
## final  value 0.000065 
## converged
## # weights:  31
## initial  value 136.586267 
## iter  10 value 0.276248
## iter  20 value 0.001367
## final  value 0.000056 
## converged
## # weights:  51
## initial  value 157.092305 
## iter  10 value 0.322878
## iter  20 value 0.003821
## iter  30 value 0.000480
## final  value 0.000071 
## converged
## # weights:  11
## initial  value 127.145608 
## iter  10 value 18.990343
## iter  20 value 17.520519
## final  value 17.520427 
## converged
## # weights:  31
## initial  value 123.003830 
## iter  10 value 14.743705
## iter  20 value 13.110647
## iter  30 value 12.888442
## final  value 12.888434 
## converged
## # weights:  51
## initial  value 117.655676 
## iter  10 value 15.026155
## iter  20 value 12.299092
## iter  30 value 12.249393
## iter  40 value 12.248037
## iter  50 value 12.248032
## iter  50 value 12.248032
## iter  50 value 12.248032
## final  value 12.248032 
## converged
## # weights:  11
## initial  value 131.470360 
## iter  10 value 0.152834
## iter  20 value 0.119172
## iter  30 value 0.108182
## iter  40 value 0.098173
## iter  50 value 0.090684
## iter  60 value 0.086312
## iter  70 value 0.082398
## iter  80 value 0.080541
## iter  90 value 0.079285
## iter 100 value 0.078372
## final  value 0.078372 
## stopped after 100 iterations
## # weights:  31
## initial  value 128.737486 
## iter  10 value 0.220388
## iter  20 value 0.187621
## iter  30 value 0.146331
## iter  40 value 0.120812
## iter  50 value 0.100124
## iter  60 value 0.086292
## iter  70 value 0.073549
## iter  80 value 0.071147
## iter  90 value 0.066252
## iter 100 value 0.064919
## final  value 0.064919 
## stopped after 100 iterations
## # weights:  51
## initial  value 164.958087 
## iter  10 value 0.149612
## iter  20 value 0.107725
## iter  30 value 0.096348
## iter  40 value 0.076228
## iter  50 value 0.067857
## iter  60 value 0.062736
## iter  70 value 0.058865
## iter  80 value 0.055203
## iter  90 value 0.052807
## iter 100 value 0.051324
## final  value 0.051324 
## stopped after 100 iterations
## # weights:  11
## initial  value 135.379570 
## iter  10 value 0.046148
## final  value 0.000092 
## converged
## # weights:  31
## initial  value 129.544772 
## iter  10 value 0.000728
## final  value 0.000093 
## converged
## # weights:  51
## initial  value 160.985157 
## iter  10 value 0.018143
## iter  20 value 0.007214
## iter  30 value 0.001878
## iter  40 value 0.001182
## final  value 0.000083 
## converged
## # weights:  11
## initial  value 126.792793 
## iter  10 value 20.044412
## iter  20 value 17.151334
## final  value 17.151316 
## converged
## # weights:  31
## initial  value 115.365744 
## iter  10 value 13.968636
## iter  20 value 12.476962
## iter  30 value 12.476550
## final  value 12.476548 
## converged
## # weights:  51
## initial  value 142.812625 
## iter  10 value 18.716508
## iter  20 value 15.277209
## iter  30 value 15.230241
## iter  40 value 15.208433
## iter  50 value 14.764246
## iter  60 value 12.535672
## iter  70 value 12.314110
## final  value 12.313939 
## converged
## # weights:  11
## initial  value 127.393424 
## iter  10 value 5.687634
## iter  20 value 5.628937
## iter  30 value 1.659663
## iter  40 value 0.158164
## iter  50 value 0.101048
## iter  60 value 0.092665
## iter  70 value 0.086199
## iter  80 value 0.082670
## iter  90 value 0.080552
## iter 100 value 0.078913
## final  value 0.078913 
## stopped after 100 iterations
## # weights:  31
## initial  value 117.253564 
## iter  10 value 0.224360
## iter  20 value 0.173020
## iter  30 value 0.151133
## iter  40 value 0.124283
## iter  50 value 0.104060
## iter  60 value 0.094614
## iter  70 value 0.089309
## iter  80 value 0.082658
## iter  90 value 0.075566
## iter 100 value 0.071276
## final  value 0.071276 
## stopped after 100 iterations
## # weights:  51
## initial  value 126.856740 
## iter  10 value 0.250648
## iter  20 value 0.177858
## iter  30 value 0.109188
## iter  40 value 0.082872
## iter  50 value 0.071351
## iter  60 value 0.064070
## iter  70 value 0.057787
## iter  80 value 0.054101
## iter  90 value 0.052844
## iter 100 value 0.051842
## final  value 0.051842 
## stopped after 100 iterations
## # weights:  11
## initial  value 147.894408 
## iter  10 value 0.137540
## iter  20 value 0.006389
## iter  30 value 0.002156
## iter  40 value 0.001205
## iter  50 value 0.000832
## iter  60 value 0.000634
## iter  70 value 0.000416
## iter  80 value 0.000284
## iter  90 value 0.000193
## iter 100 value 0.000151
## final  value 0.000151 
## stopped after 100 iterations
## # weights:  31
## initial  value 123.651389 
## iter  10 value 0.045272
## iter  20 value 0.007246
## iter  30 value 0.000878
## iter  40 value 0.000155
## final  value 0.000072 
## converged
## # weights:  51
## initial  value 132.268254 
## iter  10 value 0.001574
## iter  20 value 0.000609
## final  value 0.000060 
## converged
## # weights:  11
## initial  value 136.233070 
## iter  10 value 18.821094
## iter  20 value 17.363533
## final  value 17.362258 
## converged
## # weights:  31
## initial  value 120.195321 
## iter  10 value 17.223523
## iter  20 value 15.383380
## iter  30 value 15.297299
## iter  40 value 15.296638
## iter  40 value 15.296638
## iter  40 value 15.296638
## final  value 15.296638 
## converged
## # weights:  51
## initial  value 149.194018 
## iter  10 value 17.665633
## iter  20 value 12.388083
## iter  30 value 12.137322
## iter  40 value 12.019620
## iter  50 value 12.017339
## iter  60 value 12.016844
## iter  70 value 12.016833
## iter  70 value 12.016832
## iter  70 value 12.016832
## final  value 12.016832 
## converged
## # weights:  11
## initial  value 128.552189 
## iter  10 value 1.203685
## iter  20 value 0.085608
## iter  30 value 0.083003
## iter  40 value 0.081570
## iter  50 value 0.080212
## iter  60 value 0.079727
## iter  70 value 0.079500
## iter  80 value 0.079420
## iter  90 value 0.079383
## iter 100 value 0.079364
## final  value 0.079364 
## stopped after 100 iterations
## # weights:  31
## initial  value 188.500298 
## iter  10 value 0.268039
## iter  20 value 0.128099
## iter  30 value 0.106046
## iter  40 value 0.088744
## iter  50 value 0.080317
## iter  60 value 0.072737
## iter  70 value 0.068017
## iter  80 value 0.064989
## iter  90 value 0.061802
## iter 100 value 0.057823
## final  value 0.057823 
## stopped after 100 iterations
## # weights:  51
## initial  value 122.938871 
## iter  10 value 0.111371
## iter  20 value 0.064506
## iter  30 value 0.061483
## iter  40 value 0.058633
## iter  50 value 0.054171
## iter  60 value 0.051936
## iter  70 value 0.051654
## iter  80 value 0.051381
## iter  90 value 0.051155
## iter 100 value 0.050954
## final  value 0.050954 
## stopped after 100 iterations
## # weights:  11
## initial  value 130.702071 
## iter  10 value 1.326292
## iter  20 value 0.005694
## iter  30 value 0.000895
## iter  40 value 0.000378
## iter  50 value 0.000107
## final  value 0.000079 
## converged
## # weights:  31
## initial  value 128.442823 
## iter  10 value 0.033494
## iter  20 value 0.004058
## iter  30 value 0.000873
## iter  40 value 0.000290
## iter  50 value 0.000174
## iter  60 value 0.000126
## final  value 0.000098 
## converged
## # weights:  51
## initial  value 145.013003 
## iter  10 value 0.019079
## iter  20 value 0.000598
## iter  30 value 0.000322
## final  value 0.000092 
## converged
## # weights:  11
## initial  value 125.613373 
## iter  10 value 22.308394
## iter  20 value 17.806733
## final  value 17.806582 
## converged
## # weights:  31
## initial  value 134.529140 
## iter  10 value 34.759211
## iter  20 value 15.768062
## iter  30 value 13.674955
## iter  40 value 13.325964
## iter  50 value 13.261354
## iter  60 value 13.252165
## iter  70 value 13.250895
## iter  80 value 13.250856
## iter  80 value 13.250855
## iter  80 value 13.250855
## final  value 13.250855 
## converged
## # weights:  51
## initial  value 111.345413 
## iter  10 value 13.037849
## iter  20 value 12.646587
## iter  30 value 12.610788
## iter  40 value 12.610227
## final  value 12.610227 
## converged
## # weights:  11
## initial  value 126.327198 
## iter  10 value 0.175198
## iter  20 value 0.147474
## iter  30 value 0.120136
## iter  40 value 0.108741
## iter  50 value 0.086956
## iter  60 value 0.083086
## iter  70 value 0.081084
## iter  80 value 0.080429
## iter  90 value 0.079842
## iter 100 value 0.079625
## final  value 0.079625 
## stopped after 100 iterations
## # weights:  31
## initial  value 141.605847 
## iter  10 value 0.886585
## iter  20 value 0.066126
## iter  30 value 0.063913
## iter  40 value 0.062289
## iter  50 value 0.061119
## iter  60 value 0.059839
## iter  70 value 0.059133
## iter  80 value 0.057990
## iter  90 value 0.055730
## iter 100 value 0.054973
## final  value 0.054973 
## stopped after 100 iterations
## # weights:  51
## initial  value 135.203115 
## iter  10 value 0.083537
## iter  20 value 0.075942
## iter  30 value 0.065890
## iter  40 value 0.058852
## iter  50 value 0.054365
## iter  60 value 0.051690
## iter  70 value 0.049989
## iter  80 value 0.049366
## iter  90 value 0.049172
## iter 100 value 0.048882
## final  value 0.048882 
## stopped after 100 iterations
## # weights:  11
## initial  value 144.412808 
## iter  10 value 1.403733
## iter  20 value 0.003373
## final  value 0.000061 
## converged
## # weights:  31
## initial  value 125.415680 
## iter  10 value 0.016987
## iter  20 value 0.001387
## final  value 0.000093 
## converged
## # weights:  51
## initial  value 178.817335 
## iter  10 value 1.228959
## iter  20 value 0.003079
## final  value 0.000047 
## converged
## # weights:  11
## initial  value 127.072767 
## iter  10 value 16.833506
## final  value 16.810123 
## converged
## # weights:  31
## initial  value 121.767664 
## iter  10 value 14.401563
## iter  20 value 12.555417
## iter  30 value 12.077941
## final  value 12.076852 
## converged
## # weights:  51
## initial  value 129.050111 
## iter  10 value 18.145157
## iter  20 value 12.588370
## iter  30 value 11.873425
## iter  40 value 11.420656
## iter  50 value 11.389702
## iter  60 value 11.386680
## iter  70 value 11.386546
## final  value 11.386544 
## converged
## # weights:  11
## initial  value 126.201266 
## iter  10 value 0.101952
## iter  20 value 0.080036
## iter  30 value 0.078343
## iter  40 value 0.076638
## iter  50 value 0.075741
## iter  60 value 0.075322
## iter  70 value 0.075077
## iter  80 value 0.074970
## iter  90 value 0.074903
## iter 100 value 0.074874
## final  value 0.074874 
## stopped after 100 iterations
## # weights:  31
## initial  value 136.372231 
## iter  10 value 0.177435
## iter  20 value 0.050489
## iter  30 value 0.046568
## iter  40 value 0.046142
## iter  50 value 0.045554
## iter  60 value 0.045187
## iter  70 value 0.044955
## iter  80 value 0.044696
## iter  90 value 0.044597
## iter 100 value 0.044564
## final  value 0.044564 
## stopped after 100 iterations
## # weights:  51
## initial  value 137.183531 
## iter  10 value 0.159743
## iter  20 value 0.049808
## iter  30 value 0.046068
## iter  40 value 0.044346
## iter  50 value 0.043912
## iter  60 value 0.043121
## iter  70 value 0.042628
## iter  80 value 0.042444
## iter  90 value 0.042360
## iter 100 value 0.042266
## final  value 0.042266 
## stopped after 100 iterations
## # weights:  11
## initial  value 131.425318 
## final  value 0.000000 
## converged
## # weights:  31
## initial  value 119.720715 
## iter  10 value 0.003580
## iter  20 value 0.001401
## iter  30 value 0.000750
## iter  40 value 0.000331
## iter  50 value 0.000294
## final  value 0.000087 
## converged
## # weights:  51
## initial  value 131.661295 
## iter  10 value 0.215541
## iter  20 value 0.003042
## iter  30 value 0.000315
## final  value 0.000088 
## converged
## # weights:  11
## initial  value 130.449658 
## iter  10 value 18.784766
## iter  20 value 17.279155
## final  value 17.274127 
## converged
## # weights:  31
## initial  value 128.617573 
## iter  10 value 16.551062
## iter  20 value 12.805098
## iter  30 value 12.585382
## iter  40 value 12.573029
## final  value 12.573029 
## converged
## # weights:  51
## initial  value 121.865864 
## iter  10 value 14.213052
## iter  20 value 12.081310
## iter  30 value 11.944655
## iter  40 value 11.921863
## iter  50 value 11.920905
## final  value 11.920900 
## converged
## # weights:  11
## initial  value 129.241393 
## iter  10 value 0.163064
## iter  20 value 0.147862
## iter  30 value 0.119382
## iter  40 value 0.107447
## iter  50 value 0.097085
## iter  60 value 0.090687
## iter  70 value 0.080049
## iter  80 value 0.078716
## iter  90 value 0.078311
## iter 100 value 0.078235
## final  value 0.078235 
## stopped after 100 iterations
## # weights:  31
## initial  value 117.334155 
## iter  10 value 0.381262
## iter  20 value 0.074638
## iter  30 value 0.067343
## iter  40 value 0.063200
## iter  50 value 0.061806
## iter  60 value 0.059675
## iter  70 value 0.056761
## iter  80 value 0.053984
## iter  90 value 0.053052
## iter 100 value 0.051274
## final  value 0.051274 
## stopped after 100 iterations
## # weights:  51
## initial  value 140.722187 
## iter  10 value 0.437192
## iter  20 value 0.200335
## iter  30 value 0.178487
## iter  40 value 0.161017
## iter  50 value 0.121073
## iter  60 value 0.087437
## iter  70 value 0.080414
## iter  80 value 0.075343
## iter  90 value 0.071590
## iter 100 value 0.063913
## final  value 0.063913 
## stopped after 100 iterations
## # weights:  11
## initial  value 123.745132 
## iter  10 value 0.015795
## iter  20 value 0.001342
## final  value 0.000099 
## converged
## # weights:  31
## initial  value 131.514866 
## iter  10 value 0.731044
## iter  20 value 0.001060
## final  value 0.000086 
## converged
## # weights:  51
## initial  value 152.987971 
## iter  10 value 0.088776
## iter  20 value 0.012013
## iter  30 value 0.002465
## iter  40 value 0.000787
## final  value 0.000056 
## converged
## # weights:  11
## initial  value 122.322852 
## iter  10 value 29.699896
## iter  20 value 17.715290
## final  value 17.711249 
## converged
## # weights:  31
## initial  value 133.748641 
## iter  10 value 21.360426
## iter  20 value 16.126289
## iter  30 value 15.747500
## iter  40 value 15.742578
## iter  50 value 15.742468
## iter  50 value 15.742467
## iter  50 value 15.742467
## final  value 15.742467 
## converged
## # weights:  51
## initial  value 150.652162 
## iter  10 value 20.143301
## iter  20 value 12.612548
## iter  30 value 12.468771
## iter  40 value 12.457264
## iter  50 value 12.455583
## iter  60 value 12.455241
## final  value 12.455205 
## converged
## # weights:  11
## initial  value 127.447444 
## iter  10 value 5.939547
## iter  20 value 0.115360
## iter  30 value 0.106476
## iter  40 value 0.093403
## iter  50 value 0.088241
## iter  60 value 0.084929
## iter  70 value 0.081252
## iter  80 value 0.079390
## iter  90 value 0.079342
## iter 100 value 0.079304
## final  value 0.079304 
## stopped after 100 iterations
## # weights:  31
## initial  value 148.936077 
## iter  10 value 0.282838
## iter  20 value 0.217728
## iter  30 value 0.117946
## iter  40 value 0.086020
## iter  50 value 0.075832
## iter  60 value 0.068477
## iter  70 value 0.065240
## iter  80 value 0.063505
## iter  90 value 0.059919
## iter 100 value 0.056264
## final  value 0.056264 
## stopped after 100 iterations
## # weights:  51
## initial  value 167.446760 
## iter  10 value 0.254939
## iter  20 value 0.161528
## iter  30 value 0.132746
## iter  40 value 0.121313
## iter  50 value 0.100108
## iter  60 value 0.088586
## iter  70 value 0.082872
## iter  80 value 0.076666
## iter  90 value 0.070504
## iter 100 value 0.066507
## final  value 0.066507 
## stopped after 100 iterations
## # weights:  11
## initial  value 125.579411 
## iter  10 value 0.001646
## iter  20 value 0.000493
## final  value 0.000072 
## converged
## # weights:  31
## initial  value 129.821241 
## iter  10 value 0.025905
## iter  20 value 0.000371
## final  value 0.000081 
## converged
## # weights:  51
## initial  value 143.948462 
## iter  10 value 0.157143
## iter  20 value 0.012220
## iter  30 value 0.000494
## final  value 0.000048 
## converged
## # weights:  11
## initial  value 133.505829 
## iter  10 value 38.898922
## iter  20 value 18.206174
## iter  30 value 17.626249
## final  value 17.625321 
## converged
## # weights:  31
## initial  value 130.788810 
## iter  10 value 17.395526
## iter  20 value 13.106194
## iter  30 value 12.875053
## iter  40 value 12.841007
## final  value 12.840887 
## converged
## # weights:  51
## initial  value 152.470636 
## iter  10 value 18.024707
## iter  20 value 12.534516
## iter  30 value 12.163962
## iter  40 value 12.145035
## iter  50 value 12.141794
## final  value 12.141782 
## converged
## # weights:  11
## initial  value 134.182285 
## iter  10 value 0.488286
## iter  20 value 0.121013
## iter  30 value 0.109280
## iter  40 value 0.097891
## iter  50 value 0.093328
## iter  60 value 0.088157
## iter  70 value 0.081991
## iter  80 value 0.081817
## iter  90 value 0.081604
## iter 100 value 0.081534
## final  value 0.081534 
## stopped after 100 iterations
## # weights:  31
## initial  value 160.192170 
## iter  10 value 0.302844
## iter  20 value 0.259889
## iter  30 value 0.227153
## iter  40 value 0.183113
## iter  50 value 0.159590
## iter  60 value 0.137571
## iter  70 value 0.116128
## iter  80 value 0.106580
## iter  90 value 0.100364
## iter 100 value 0.085684
## final  value 0.085684 
## stopped after 100 iterations
## # weights:  51
## initial  value 147.301535 
## iter  10 value 0.128936
## iter  20 value 0.118688
## iter  30 value 0.098470
## iter  40 value 0.078290
## iter  50 value 0.064782
## iter  60 value 0.059380
## iter  70 value 0.055436
## iter  80 value 0.054331
## iter  90 value 0.053869
## iter 100 value 0.053777
## final  value 0.053777 
## stopped after 100 iterations
## # weights:  11
## initial  value 132.223122 
## iter  10 value 5.774211
## iter  20 value 0.009961
## iter  30 value 0.000321
## final  value 0.000078 
## converged
## # weights:  31
## initial  value 121.474180 
## iter  10 value 0.725731
## iter  20 value 0.001041
## final  value 0.000069 
## converged
## # weights:  51
## initial  value 133.613040 
## iter  10 value 0.000413
## final  value 0.000078 
## converged
## # weights:  11
## initial  value 129.538871 
## iter  10 value 17.647043
## iter  20 value 17.384778
## final  value 17.384680 
## converged
## # weights:  31
## initial  value 118.248647 
## iter  10 value 15.765199
## iter  20 value 12.881014
## iter  30 value 12.609926
## iter  40 value 12.608827
## final  value 12.608827 
## converged
## # weights:  51
## initial  value 174.931822 
## iter  10 value 14.678158
## iter  20 value 12.088966
## iter  30 value 11.978447
## iter  40 value 11.972143
## iter  50 value 11.971993
## final  value 11.971988 
## converged
## # weights:  11
## initial  value 134.879091 
## iter  10 value 0.194982
## iter  20 value 0.080122
## iter  30 value 0.078393
## iter  40 value 0.078329
## iter  50 value 0.078265
## iter  60 value 0.078248
## iter  70 value 0.078225
## iter  80 value 0.078218
## iter  90 value 0.078216
## iter 100 value 0.078213
## final  value 0.078213 
## stopped after 100 iterations
## # weights:  31
## initial  value 147.211870 
## iter  10 value 0.234072
## iter  20 value 0.152555
## iter  30 value 0.123553
## iter  40 value 0.094273
## iter  50 value 0.083487
## iter  60 value 0.078844
## iter  70 value 0.071273
## iter  80 value 0.065938
## iter  90 value 0.061141
## iter 100 value 0.057899
## final  value 0.057899 
## stopped after 100 iterations
## # weights:  51
## initial  value 113.125492 
## iter  10 value 0.271098
## iter  20 value 0.059651
## iter  30 value 0.055565
## iter  40 value 0.054070
## iter  50 value 0.052851
## iter  60 value 0.051918
## iter  70 value 0.051311
## iter  80 value 0.050875
## iter  90 value 0.050137
## iter 100 value 0.049623
## final  value 0.049623 
## stopped after 100 iterations
## # weights:  11
## initial  value 132.914647 
## iter  10 value 0.085886
## final  value 0.000089 
## converged
## # weights:  31
## initial  value 127.950851 
## iter  10 value 0.023325
## iter  20 value 0.000135
## iter  20 value 0.000084
## iter  20 value 0.000084
## final  value 0.000084 
## converged
## # weights:  51
## initial  value 134.504471 
## final  value 0.000012 
## converged
## # weights:  11
## initial  value 130.081197 
## iter  10 value 27.043574
## iter  20 value 17.129903
## final  value 17.129740 
## converged
## # weights:  31
## initial  value 125.787443 
## iter  10 value 12.976976
## iter  20 value 12.378677
## iter  30 value 12.290474
## final  value 12.290420 
## converged
## # weights:  51
## initial  value 139.609937 
## iter  10 value 14.137475
## iter  20 value 11.845907
## iter  30 value 11.732643
## iter  40 value 11.660648
## iter  50 value 11.658405
## iter  60 value 11.658364
## iter  60 value 11.658364
## iter  60 value 11.658364
## final  value 11.658364 
## converged
## # weights:  11
## initial  value 141.906965 
## iter  10 value 11.432785
## iter  20 value 5.914476
## iter  30 value 0.323603
## iter  40 value 0.306050
## iter  50 value 0.103944
## iter  60 value 0.093491
## iter  70 value 0.088848
## iter  80 value 0.083349
## iter  90 value 0.080061
## iter 100 value 0.077567
## final  value 0.077567 
## stopped after 100 iterations
## # weights:  31
## initial  value 125.466642 
## iter  10 value 0.105237
## iter  20 value 0.056655
## iter  30 value 0.055122
## iter  40 value 0.052937
## iter  50 value 0.051309
## iter  60 value 0.050295
## iter  70 value 0.049420
## iter  80 value 0.048711
## iter  90 value 0.048062
## iter 100 value 0.047190
## final  value 0.047190 
## stopped after 100 iterations
## # weights:  51
## initial  value 126.505834 
## iter  10 value 0.231966
## iter  20 value 0.196515
## iter  30 value 0.183776
## iter  40 value 0.135371
## iter  50 value 0.065163
## iter  60 value 0.057350
## iter  70 value 0.052218
## iter  80 value 0.049032
## iter  90 value 0.047248
## iter 100 value 0.045030
## final  value 0.045030 
## stopped after 100 iterations
## # weights:  11
## initial  value 125.083587 
## iter  10 value 0.010510
## final  value 0.000086 
## converged
## # weights:  31
## initial  value 149.946729 
## iter  10 value 0.010381
## iter  20 value 0.000899
## iter  30 value 0.000361
## final  value 0.000097 
## converged
## # weights:  51
## initial  value 140.039488 
## iter  10 value 0.000659
## iter  20 value 0.000344
## iter  30 value 0.000254
## iter  40 value 0.000141
## final  value 0.000081 
## converged
## # weights:  11
## initial  value 138.159588 
## iter  10 value 26.900411
## iter  20 value 17.562016
## iter  30 value 16.996266
## final  value 16.996082 
## converged
## # weights:  31
## initial  value 123.807217 
## iter  10 value 16.714889
## iter  20 value 12.291276
## iter  30 value 12.210403
## iter  40 value 12.205963
## iter  40 value 12.205962
## iter  40 value 12.205962
## final  value 12.205962 
## converged
## # weights:  51
## initial  value 166.383733 
## iter  10 value 21.574545
## iter  20 value 11.975313
## iter  30 value 11.529398
## iter  40 value 11.513722
## iter  50 value 11.511928
## iter  60 value 11.511821
## iter  70 value 11.511797
## final  value 11.511788 
## converged
## # weights:  11
## initial  value 120.043166 
## iter  10 value 0.192921
## iter  20 value 0.126257
## iter  30 value 0.108070
## iter  40 value 0.099456
## iter  50 value 0.089878
## iter  60 value 0.086787
## iter  70 value 0.084536
## iter  80 value 0.080113
## iter  90 value 0.079950
## iter 100 value 0.079430
## final  value 0.079430 
## stopped after 100 iterations
## # weights:  31
## initial  value 134.700830 
## iter  10 value 0.728384
## iter  20 value 0.101967
## iter  30 value 0.097093
## iter  40 value 0.088614
## iter  50 value 0.083359
## iter  60 value 0.078511
## iter  70 value 0.076705
## iter  80 value 0.074263
## iter  90 value 0.066891
## iter 100 value 0.064748
## final  value 0.064748 
## stopped after 100 iterations
## # weights:  51
## initial  value 150.000403 
## iter  10 value 0.798046
## iter  20 value 0.075853
## iter  30 value 0.067760
## iter  40 value 0.064920
## iter  50 value 0.063254
## iter  60 value 0.062072
## iter  70 value 0.060964
## iter  80 value 0.059846
## iter  90 value 0.058634
## iter 100 value 0.057676
## final  value 0.057676 
## stopped after 100 iterations
## # weights:  11
## initial  value 120.583242 
## iter  10 value 0.657598
## iter  20 value 0.002652
## iter  30 value 0.000138
## final  value 0.000099 
## converged
## # weights:  31
## initial  value 117.076972 
## final  value 0.000094 
## converged
## # weights:  51
## initial  value 145.638649 
## iter  10 value 0.000376
## final  value 0.000088 
## converged
## # weights:  11
## initial  value 131.799248 
## iter  10 value 21.278125
## iter  20 value 15.842442
## iter  30 value 15.761286
## final  value 15.761286 
## converged
## # weights:  31
## initial  value 134.184364 
## iter  10 value 15.368898
## iter  20 value 10.967237
## iter  30 value 10.629871
## iter  40 value 10.620578
## final  value 10.620577 
## converged
## # weights:  51
## initial  value 125.518656 
## iter  10 value 10.831563
## iter  20 value 9.868819
## iter  30 value 9.821680
## iter  40 value 9.820310
## final  value 9.820310 
## converged
## # weights:  11
## initial  value 126.266393 
## iter  10 value 0.117779
## iter  20 value 0.094249
## iter  30 value 0.087660
## iter  40 value 0.083842
## iter  50 value 0.081387
## iter  60 value 0.079355
## iter  70 value 0.077070
## iter  80 value 0.076918
## iter  90 value 0.076864
## iter 100 value 0.076843
## final  value 0.076843 
## stopped after 100 iterations
## # weights:  31
## initial  value 122.033874 
## iter  10 value 0.476663
## iter  20 value 0.228301
## iter  30 value 0.158620
## iter  40 value 0.143626
## iter  50 value 0.122260
## iter  60 value 0.105593
## iter  70 value 0.094066
## iter  80 value 0.089356
## iter  90 value 0.084447
## iter 100 value 0.080070
## final  value 0.080070 
## stopped after 100 iterations
## # weights:  51
## initial  value 140.126999 
## iter  10 value 0.319902
## iter  20 value 0.281008
## iter  30 value 0.197014
## iter  40 value 0.116167
## iter  50 value 0.098804
## iter  60 value 0.084337
## iter  70 value 0.066291
## iter  80 value 0.062369
## iter  90 value 0.056560
## iter 100 value 0.051848
## final  value 0.051848 
## stopped after 100 iterations
## # weights:  11
## initial  value 140.911167 
## iter  10 value 2.207188
## iter  20 value 0.003353
## final  value 0.000085 
## converged
## # weights:  31
## initial  value 149.478582 
## iter  10 value 0.153139
## iter  20 value 0.002009
## iter  30 value 0.000418
## iter  40 value 0.000109
## iter  40 value 0.000088
## iter  40 value 0.000088
## final  value 0.000088 
## converged
## # weights:  51
## initial  value 125.505098 
## iter  10 value 0.009238
## final  value 0.000093 
## converged
## # weights:  11
## initial  value 135.912085 
## iter  10 value 17.969962
## iter  20 value 17.196540
## final  value 17.196161 
## converged
## # weights:  31
## initial  value 150.688306 
## iter  10 value 13.793941
## iter  20 value 12.497921
## iter  30 value 12.470056
## final  value 12.467871 
## converged
## # weights:  51
## initial  value 132.524774 
## iter  10 value 21.024972
## iter  20 value 12.462708
## iter  30 value 12.013826
## iter  40 value 11.847756
## iter  50 value 11.813638
## iter  60 value 11.809085
## iter  70 value 11.808879
## final  value 11.808879 
## converged
## # weights:  11
## initial  value 124.564925 
## iter  10 value 0.708977
## iter  20 value 0.538011
## iter  30 value 0.430147
## iter  40 value 0.336754
## iter  50 value 0.176665
## iter  60 value 0.158560
## iter  70 value 0.118570
## iter  80 value 0.093936
## iter  90 value 0.084465
## iter 100 value 0.081822
## final  value 0.081822 
## stopped after 100 iterations
## # weights:  31
## initial  value 125.789442 
## iter  10 value 0.364874
## iter  20 value 0.176807
## iter  30 value 0.154502
## iter  40 value 0.108642
## iter  50 value 0.091388
## iter  60 value 0.083298
## iter  70 value 0.074886
## iter  80 value 0.070850
## iter  90 value 0.067068
## iter 100 value 0.064134
## final  value 0.064134 
## stopped after 100 iterations
## # weights:  51
## initial  value 122.474522 
## iter  10 value 0.089339
## iter  20 value 0.064352
## iter  30 value 0.056036
## iter  40 value 0.051817
## iter  50 value 0.049970
## iter  60 value 0.048232
## iter  70 value 0.046434
## iter  80 value 0.044423
## iter  90 value 0.043708
## iter 100 value 0.043111
## final  value 0.043111 
## stopped after 100 iterations
## # weights:  11
## initial  value 134.836906 
## iter  10 value 0.857501
## iter  20 value 0.000828
## final  value 0.000052 
## converged
## # weights:  31
## initial  value 130.002394 
## iter  10 value 0.005805
## iter  20 value 0.002028
## iter  30 value 0.001166
## iter  40 value 0.000201
## iter  50 value 0.000168
## final  value 0.000092 
## converged
## # weights:  51
## initial  value 118.603094 
## iter  10 value 0.079296
## iter  20 value 0.002822
## iter  30 value 0.000107
## iter  30 value 0.000069
## iter  30 value 0.000068
## final  value 0.000068 
## converged
## # weights:  11
## initial  value 125.273595 
## iter  10 value 22.423745
## iter  20 value 16.634816
## iter  30 value 16.631886
## iter  30 value 16.631886
## iter  30 value 16.631886
## final  value 16.631886 
## converged
## # weights:  31
## initial  value 123.665704 
## iter  10 value 15.630263
## iter  20 value 12.047694
## iter  30 value 11.866409
## final  value 11.865951 
## converged
## # weights:  51
## initial  value 128.405018 
## iter  10 value 16.136390
## iter  20 value 11.639040
## iter  30 value 11.160472
## iter  40 value 11.157158
## iter  50 value 11.157083
## final  value 11.157077 
## converged
## # weights:  11
## initial  value 134.685523 
## iter  10 value 0.334204
## iter  20 value 0.103166
## iter  30 value 0.098229
## iter  40 value 0.084296
## iter  50 value 0.078714
## iter  60 value 0.077492
## iter  70 value 0.076250
## iter  80 value 0.075856
## iter  90 value 0.075535
## iter 100 value 0.075421
## final  value 0.075421 
## stopped after 100 iterations
## # weights:  31
## initial  value 128.959716 
## iter  10 value 10.707007
## iter  20 value 0.198012
## iter  30 value 0.170538
## iter  40 value 0.158662
## iter  50 value 0.116432
## iter  60 value 0.093562
## iter  70 value 0.080421
## iter  80 value 0.070629
## iter  90 value 0.067585
## iter 100 value 0.058362
## final  value 0.058362 
## stopped after 100 iterations
## # weights:  51
## initial  value 122.336913 
## iter  10 value 0.148119
## iter  20 value 0.065526
## iter  30 value 0.063555
## iter  40 value 0.060888
## iter  50 value 0.057382
## iter  60 value 0.054228
## iter  70 value 0.051183
## iter  80 value 0.048727
## iter  90 value 0.047431
## iter 100 value 0.046099
## final  value 0.046099 
## stopped after 100 iterations
## # weights:  11
## initial  value 131.643859 
## iter  10 value 0.000935
## iter  20 value 0.000320
## final  value 0.000088 
## converged
## # weights:  31
## initial  value 132.168865 
## iter  10 value 0.004399
## iter  20 value 0.000930
## final  value 0.000098 
## converged
## # weights:  51
## initial  value 144.308647 
## final  value 0.000009 
## converged
## # weights:  11
## initial  value 127.305204 
## iter  10 value 22.034274
## iter  20 value 17.087244
## final  value 17.087175 
## converged
## # weights:  31
## initial  value 130.648062 
## iter  10 value 14.670200
## iter  20 value 12.633024
## iter  30 value 12.290316
## iter  40 value 12.289607
## iter  40 value 12.289607
## iter  40 value 12.289607
## final  value 12.289607 
## converged
## # weights:  51
## initial  value 138.250076 
## iter  10 value 13.141369
## iter  20 value 12.270038
## iter  30 value 12.048701
## iter  40 value 11.652164
## iter  50 value 11.631376
## iter  60 value 11.629887
## final  value 11.629881 
## converged
## # weights:  11
## initial  value 132.615542 
## iter  10 value 4.690902
## iter  20 value 0.096486
## iter  30 value 0.088337
## iter  40 value 0.081663
## iter  50 value 0.080330
## iter  60 value 0.079087
## iter  70 value 0.078257
## iter  80 value 0.077939
## iter  90 value 0.077690
## iter 100 value 0.077643
## final  value 0.077643 
## stopped after 100 iterations
## # weights:  31
## initial  value 129.421006 
## iter  10 value 0.282196
## iter  20 value 0.256428
## iter  30 value 0.144755
## iter  40 value 0.089008
## iter  50 value 0.069922
## iter  60 value 0.065407
## iter  70 value 0.061695
## iter  80 value 0.055095
## iter  90 value 0.053708
## iter 100 value 0.052036
## final  value 0.052036 
## stopped after 100 iterations
## # weights:  51
## initial  value 123.727215 
## iter  10 value 0.104894
## iter  20 value 0.075047
## iter  30 value 0.066679
## iter  40 value 0.058200
## iter  50 value 0.054271
## iter  60 value 0.051602
## iter  70 value 0.051299
## iter  80 value 0.050684
## iter  90 value 0.049788
## iter 100 value 0.049331
## final  value 0.049331 
## stopped after 100 iterations
## # weights:  11
## initial  value 122.615079 
## iter  10 value 0.001350
## iter  20 value 0.000447
## final  value 0.000093 
## converged
## # weights:  31
## initial  value 136.109482 
## iter  10 value 1.129469
## iter  20 value 0.000524
## final  value 0.000066 
## converged
## # weights:  51
## initial  value 133.624369 
## iter  10 value 0.228366
## iter  20 value 0.000912
## final  value 0.000073 
## converged
## # weights:  11
## initial  value 132.695082 
## iter  10 value 54.958692
## iter  20 value 21.813282
## iter  30 value 18.103537
## final  value 18.072161 
## converged
## # weights:  31
## initial  value 126.560537 
## iter  10 value 16.843694
## iter  20 value 13.768751
## iter  30 value 13.498070
## iter  40 value 13.463157
## final  value 13.463155 
## converged
## # weights:  51
## initial  value 133.768663 
## iter  10 value 13.660053
## iter  20 value 12.928248
## iter  30 value 12.856221
## iter  40 value 12.845562
## iter  50 value 12.845292
## iter  50 value 12.845292
## iter  50 value 12.845292
## final  value 12.845292 
## converged
## # weights:  11
## initial  value 129.401054 
## iter  10 value 0.175051
## iter  20 value 0.110210
## iter  30 value 0.103378
## iter  40 value 0.096515
## iter  50 value 0.084897
## iter  60 value 0.081770
## iter  70 value 0.080426
## iter  80 value 0.080075
## iter  90 value 0.080000
## iter 100 value 0.079987
## final  value 0.079987 
## stopped after 100 iterations
## # weights:  31
## initial  value 134.867089 
## iter  10 value 0.218982
## iter  20 value 0.135032
## iter  30 value 0.129310
## iter  40 value 0.123106
## iter  50 value 0.112210
## iter  60 value 0.105552
## iter  70 value 0.095706
## iter  80 value 0.090122
## iter  90 value 0.081895
## iter 100 value 0.071308
## final  value 0.071308 
## stopped after 100 iterations
## # weights:  51
## initial  value 122.573034 
## iter  10 value 0.576799
## iter  20 value 0.139834
## iter  30 value 0.100709
## iter  40 value 0.090806
## iter  50 value 0.081752
## iter  60 value 0.074700
## iter  70 value 0.070319
## iter  80 value 0.066942
## iter  90 value 0.062862
## iter 100 value 0.060314
## final  value 0.060314 
## stopped after 100 iterations
## # weights:  11
## initial  value 122.398842 
## iter  10 value 0.007703
## final  value 0.000060 
## converged
## # weights:  31
## initial  value 123.472598 
## iter  10 value 0.004911
## iter  20 value 0.000659
## final  value 0.000075 
## converged
## # weights:  51
## initial  value 145.867465 
## iter  10 value 0.371500
## iter  20 value 0.000550
## final  value 0.000069 
## converged
## # weights:  11
## initial  value 134.310131 
## iter  10 value 56.022862
## iter  20 value 17.850897
## iter  30 value 16.340308
## final  value 16.336783 
## converged
## # weights:  31
## initial  value 128.940172 
## iter  10 value 12.001905
## iter  20 value 11.343873
## iter  30 value 11.325614
## final  value 11.325610 
## converged
## # weights:  51
## initial  value 123.694106 
## iter  10 value 11.408159
## iter  20 value 10.707217
## iter  30 value 10.571887
## iter  40 value 10.566536
## final  value 10.566529 
## converged
## # weights:  11
## initial  value 123.379169 
## iter  10 value 0.928592
## iter  20 value 0.613237
## iter  30 value 0.440619
## iter  40 value 0.280497
## iter  50 value 0.147877
## iter  60 value 0.130724
## iter  70 value 0.088566
## iter  80 value 0.080622
## iter  90 value 0.078935
## iter 100 value 0.077724
## final  value 0.077724 
## stopped after 100 iterations
## # weights:  31
## initial  value 122.901217 
## iter  10 value 0.320063
## iter  20 value 0.138242
## iter  30 value 0.127691
## iter  40 value 0.104202
## iter  50 value 0.083384
## iter  60 value 0.066587
## iter  70 value 0.060094
## iter  80 value 0.056676
## iter  90 value 0.052050
## iter 100 value 0.050111
## final  value 0.050111 
## stopped after 100 iterations
## # weights:  51
## initial  value 147.827272 
## iter  10 value 0.194395
## iter  20 value 0.164627
## iter  30 value 0.141740
## iter  40 value 0.109051
## iter  50 value 0.098761
## iter  60 value 0.075380
## iter  70 value 0.067007
## iter  80 value 0.059463
## iter  90 value 0.052720
## iter 100 value 0.050788
## final  value 0.050788 
## stopped after 100 iterations
## # weights:  11
## initial  value 150.795939 
## iter  10 value 0.001100
## final  value 0.000050 
## converged
## # weights:  31
## initial  value 132.716750 
## final  value 0.000000 
## converged
## # weights:  51
## initial  value 141.842121 
## iter  10 value 0.013568
## iter  20 value 0.002593
## iter  30 value 0.001023
## final  value 0.000069 
## converged
## # weights:  11
## initial  value 138.059044 
## iter  10 value 21.135300
## iter  20 value 17.892263
## final  value 17.892223 
## converged
## # weights:  31
## initial  value 130.404049 
## iter  10 value 29.386141
## iter  20 value 16.542862
## iter  30 value 15.879180
## iter  40 value 15.837959
## iter  50 value 15.836352
## final  value 15.836329 
## converged
## # weights:  51
## initial  value 135.938075 
## iter  10 value 16.415712
## iter  20 value 12.678687
## iter  30 value 12.603070
## iter  40 value 12.601697
## final  value 12.601684 
## converged
## # weights:  11
## initial  value 122.795198 
## iter  10 value 1.795517
## iter  20 value 0.108378
## iter  30 value 0.097584
## iter  40 value 0.092282
## iter  50 value 0.086532
## iter  60 value 0.084707
## iter  70 value 0.082387
## iter  80 value 0.082010
## iter  90 value 0.081865
## iter 100 value 0.081739
## final  value 0.081739 
## stopped after 100 iterations
## # weights:  31
## initial  value 134.951547 
## iter  10 value 0.094497
## iter  20 value 0.061567
## iter  30 value 0.060562
## iter  40 value 0.059565
## iter  50 value 0.058496
## iter  60 value 0.057926
## iter  70 value 0.057057
## iter  80 value 0.056372
## iter  90 value 0.055818
## iter 100 value 0.055559
## final  value 0.055559 
## stopped after 100 iterations
## # weights:  51
## initial  value 131.803985 
## iter  10 value 0.337608
## iter  20 value 0.262066
## iter  30 value 0.089123
## iter  40 value 0.077997
## iter  50 value 0.073837
## iter  60 value 0.068264
## iter  70 value 0.064948
## iter  80 value 0.063217
## iter  90 value 0.061044
## iter 100 value 0.060027
## final  value 0.060027 
## stopped after 100 iterations
## # weights:  11
## initial  value 115.326060 
## iter  10 value 3.496911
## iter  20 value 0.009337
## iter  30 value 0.000342
## final  value 0.000097 
## converged
## # weights:  31
## initial  value 126.077358 
## iter  10 value 0.051356
## final  value 0.000088 
## converged
## # weights:  51
## initial  value 155.829130 
## iter  10 value 0.010865
## iter  20 value 0.000166
## final  value 0.000084 
## converged
## # weights:  11
## initial  value 126.818182 
## iter  10 value 31.948203
## iter  20 value 16.425297
## iter  30 value 16.420693
## final  value 16.420692 
## converged
## # weights:  31
## initial  value 149.780031 
## iter  10 value 15.558760
## iter  20 value 11.715310
## iter  30 value 11.397116
## iter  40 value 11.385242
## final  value 11.385202 
## converged
## # weights:  51
## initial  value 146.792752 
## iter  10 value 13.949596
## iter  20 value 11.120454
## iter  30 value 10.673138
## iter  40 value 10.571497
## iter  50 value 10.568759
## iter  60 value 10.568305
## final  value 10.568296 
## converged
## # weights:  11
## initial  value 130.883276 
## iter  10 value 0.342303
## iter  20 value 0.262200
## iter  30 value 0.215072
## iter  40 value 0.204775
## iter  50 value 0.162947
## iter  60 value 0.126716
## iter  70 value 0.117076
## iter  80 value 0.107768
## iter  90 value 0.097929
## iter 100 value 0.087773
## final  value 0.087773 
## stopped after 100 iterations
## # weights:  31
## initial  value 130.860092 
## iter  10 value 0.088325
## iter  20 value 0.077709
## iter  30 value 0.074005
## iter  40 value 0.057019
## iter  50 value 0.052465
## iter  60 value 0.050570
## iter  70 value 0.049580
## iter  80 value 0.047999
## iter  90 value 0.047281
## iter 100 value 0.046985
## final  value 0.046985 
## stopped after 100 iterations
## # weights:  51
## initial  value 125.178989 
## iter  10 value 0.275171
## iter  20 value 0.059408
## iter  30 value 0.056083
## iter  40 value 0.055381
## iter  50 value 0.054409
## iter  60 value 0.053159
## iter  70 value 0.052039
## iter  80 value 0.051034
## iter  90 value 0.050543
## iter 100 value 0.049849
## final  value 0.049849 
## stopped after 100 iterations
## # weights:  11
## initial  value 124.568539 
## iter  10 value 1.266526
## iter  20 value 0.313372
## iter  30 value 0.275509
## iter  40 value 0.220284
## iter  50 value 0.161005
## iter  60 value 0.124810
## iter  70 value 0.110238
## iter  80 value 0.099354
## iter  90 value 0.093021
## iter 100 value 0.087425
## final  value 0.087425 
## stopped after 100 iterations

library(nnet)
library(NeuralNetTools)

## Warning: package 'NeuralNetTools' was built under R version 3.4.4

plotnet(model.nn$finalModel, y_names = "tag")
title("Graphical Representation of our Neural Network")

garson(model.nn$finalModel)