Heart Disease Prediction
Overview:
It is a well known fact that Heart Diseases are currently the leading cause of death across the globe. The development of a computational system that can predict the presence of heart diseases in patients will significantly reduce the mortality rates and substantially reduce the costs of healthcare. Machine learning is used accross many spheres around the world. Especially it is gaining more popularity in the healthcare industry. Machine learning can play an essential role in predicting presense or absence of a critical disease, for an instance, Heart disease, etc. If such information is predicted well in advance, can provide important insights to the doctors, who can then carry out the treatments of the patients accordingly and efficiently. The following R notebook demonstrates an exploratory data analysis of the popular Heart Disease UCI database. In addition to that, heart disease prediction is carried out using different approaches such as logistic regression, Random Forest and Neural Networks.
Dataset: The dataset used in the following R notebook can be found on “http://archive.ics.uci.edu/ml/datasets/heart+disease”. Each dataset(cleveland.data, hungarian.data, switzerland.data 7 long-beach-va.data) consisted of 76 attributes but it is recommended to use only 14 for our analysis. In this notebook classifiers were built using one combined dataset and the performance evaluation is carried out using cross-validation techniques.
Features:
- Age: Age in years.
- Gender: 1 = male, 0 = female
- Cp: Chest Pain Type –> Value 1: Typical Angina, Value 2: Atypical Angina, Value 3: Non-Anginal Pain, Value 4: Asymptomatic
- Trestbps: Resting Blood-Pressure (in mm Hg)
- Chol: Serum Cholestrol (in mg/dl)
- Fbs: Fasting Blood Sugar > 120 mg/dl –> 1 = true, 0 = Flase
- Restecg: Resting Electro-cardio-Graph results –> Value 0: Normal, Value 1: Having ST-T wave abnormality, Value 2: showing probable or definite left ventricular hypertropy by Estes criteria
- Thalach: Maximum heart rate achieved in beats per minute (bpm)
- Exang: Exercise Induced Angina –> 1 = yes, 0 = no
- Oldpeak: ST depression induced by exercise relative to rest
- Slope: the slope of the peak exercise ST segment –> Value 1: Unsloping, Value 2: Flat, Value 3: Down-Sloping
- Ca: number of major vessels (0-3) colored by fluoroscopy
- Thal: 3 = normal; 6 = fixed defect; 7 = reversible defect
- target: two classes and hence a binary classification problem.
Goal: To predict whether a person has a heart-disease or not.
#Importing essential libraries
knitr::opts_chunk$set(echo = TRUE)
library(broom)
library(ggthemes)
library(caret)## Loading required package: lattice## Loading required package: ggplot2library(bindrcpp)
library(RColorBrewer)
library(caTools)
library(ggplot2)
library(GGally)
library(rpart.plot)## Loading required package: rpartlibrary(rattle)## Rattle: A free graphical interface for data science with R.
## Version 5.2.0 Copyright (c) 2006-2018 Togaware Pty Ltd.
## Type 'rattle()' to shake, rattle, and roll your data.library(dplyr)##
## Attaching package: 'dplyr'## The following object is masked from 'package:GGally':
##
## nasa## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(nnet)Reading the dataset and checking for missing entries
heartDiseaseData<-read.csv("/home/maharsh/Desktop/DAV/heart-disease-uci/heart.csv")
#printing the head values
head(heartDiseaseData)sum(is.na(heartDiseaseData))## [1] 0colnames(heartDiseaseData)[1]<-"age"
str(heartDiseaseData)## 'data.frame': 1025 obs. of 14 variables:
## $ age : int 52 53 70 61 62 58 58 55 46 54 ...
## $ sex : int 1 1 1 1 0 0 1 1 1 1 ...
## $ cp : int 0 0 0 0 0 0 0 0 0 0 ...
## $ trestbps: int 125 140 145 148 138 100 114 160 120 122 ...
## $ chol : int 212 203 174 203 294 248 318 289 249 286 ...
## $ fbs : int 0 1 0 0 1 0 0 0 0 0 ...
## $ restecg : int 1 0 1 1 1 0 2 0 0 0 ...
## $ thalach : int 168 155 125 161 106 122 140 145 144 116 ...
## $ exang : int 0 1 1 0 0 0 0 1 0 1 ...
## $ oldpeak : num 1 3.1 2.6 0 1.9 1 4.4 0.8 0.8 3.2 ...
## $ slope : int 2 0 0 2 1 1 0 1 2 1 ...
## $ ca : int 2 0 0 1 3 0 3 1 0 2 ...
## $ thal : int 3 3 3 3 2 2 1 3 3 2 ...
## $ target : int 0 0 0 0 0 1 0 0 0 0 ...Data-Preprocessing
#Factoring the features
#Target
heartDiseaseData$target<-as.factor(heartDiseaseData$target)
levels(heartDiseaseData$target)[levels(heartDiseaseData$target)==0] <- "Healthy"
levels(heartDiseaseData$target)[levels(heartDiseaseData$target)==1] <- "Heart Disease"
#Chest Pain
heartDiseaseData$cp<-as.factor(heartDiseaseData$cp)
levels(heartDiseaseData$cp)[levels(heartDiseaseData$cp)==0] <- "Chest Pain Type 0"
levels(heartDiseaseData$cp)[levels(heartDiseaseData$cp)==1] <- "Chest Pain Type 1"
levels(heartDiseaseData$cp)[levels(heartDiseaseData$cp)==2] <- "Chest Pain Type 2"
levels(heartDiseaseData$cp)[levels(heartDiseaseData$cp)==3] <- "Chest Pain Type 3"
#Sex
heartDiseaseData$sex<-as.factor(heartDiseaseData$sex)
levels(heartDiseaseData$sex)[levels(heartDiseaseData$sex)==0] <- "Female"
levels(heartDiseaseData$sex)[levels(heartDiseaseData$sex)==1] <- "Male"
#Thalassemia
heartDiseaseData$thal<-as.factor(heartDiseaseData$thal)
levels(heartDiseaseData$thal)[levels(heartDiseaseData$thal)==0] <- "No Thalassemia"
levels(heartDiseaseData$thal)[levels(heartDiseaseData$thal)==1] <- "Normal Thalassemia"
levels(heartDiseaseData$thal)[levels(heartDiseaseData$thal)==2] <- "Fixed Defect Thalassemia"
levels(heartDiseaseData$thal)[levels(heartDiseaseData$thal)==3] <- "Reversible Defect Thalassemia"
#Fasting Blood Sugar
heartDiseaseData$fbs<-as.factor(heartDiseaseData$fbs)
levels(heartDiseaseData$fbs)[levels(heartDiseaseData$fbs)==0] <- "Fasting Blood Sugar <= 120"
levels(heartDiseaseData$fbs)[levels(heartDiseaseData$fbs)==1] <- "Fasting Blood Sugar > 120"
#Exercise Induced Angina
heartDiseaseData$exang<-as.factor(heartDiseaseData$exang)
levels(heartDiseaseData$exang)[levels(heartDiseaseData$exang)==1] <- "Exercise Induced Angina"
levels(heartDiseaseData$exang)[levels(heartDiseaseData$exang)==0] <- "No Exercise Induced Angina"
#ECG
heartDiseaseData$restecg<-as.factor(heartDiseaseData$restecg)
levels(heartDiseaseData$restecg)[levels(heartDiseaseData$restecg)==0] <- "Rest ECG 0"
levels(heartDiseaseData$restecg)[levels(heartDiseaseData$restecg)==1] <- "Rest ECG 1"
levels(heartDiseaseData$restecg)[levels(heartDiseaseData$restecg)==2] <- "Rest ECG 2"
#ST Slope
heartDiseaseData$slope<-as.factor(heartDiseaseData$slope)
levels(heartDiseaseData$slope)[levels(heartDiseaseData$slope)==0] <- "Peak Excercise ST Slope 0"
levels(heartDiseaseData$slope)[levels(heartDiseaseData$slope)==1] <- "Peak Excercise ST Slope 1"
levels(heartDiseaseData$slope)[levels(heartDiseaseData$slope)==2] <- "Peak Excercise ST Slope 2"
str(heartDiseaseData)## 'data.frame': 1025 obs. of 14 variables:
## $ age : int 52 53 70 61 62 58 58 55 46 54 ...
## $ sex : Factor w/ 2 levels "Female","Male": 2 2 2 2 1 1 2 2 2 2 ...
## $ cp : Factor w/ 4 levels "Chest Pain Type 0",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ trestbps: int 125 140 145 148 138 100 114 160 120 122 ...
## $ chol : int 212 203 174 203 294 248 318 289 249 286 ...
## $ fbs : Factor w/ 2 levels "Fasting Blood Sugar <= 120",..: 1 2 1 1 2 1 1 1 1 1 ...
## $ restecg : Factor w/ 3 levels "Rest ECG 0","Rest ECG 1",..: 2 1 2 2 2 1 3 1 1 1 ...
## $ thalach : int 168 155 125 161 106 122 140 145 144 116 ...
## $ exang : Factor w/ 2 levels "No Exercise Induced Angina",..: 1 2 2 1 1 1 1 2 1 2 ...
## $ oldpeak : num 1 3.1 2.6 0 1.9 1 4.4 0.8 0.8 3.2 ...
## $ slope : Factor w/ 3 levels "Peak Excercise ST Slope 0",..: 3 1 1 3 2 2 1 2 3 2 ...
## $ ca : int 2 0 0 1 3 0 3 1 0 2 ...
## $ thal : Factor w/ 4 levels "No Thalassemia",..: 4 4 4 4 3 3 2 4 4 3 ...
## $ target : Factor w/ 2 levels "Healthy","Heart Disease": 1 1 1 1 1 2 1 1 1 1 ...Checking for missing values
sum(is.na(heartDiseaseData))## [1] 0Summary of the data
summary(heartDiseaseData)## age sex cp trestbps
## Min. :29.00 Female:312 Chest Pain Type 0:497 Min. : 94.0
## 1st Qu.:48.00 Male :713 Chest Pain Type 1:167 1st Qu.:120.0
## Median :56.00 Chest Pain Type 2:284 Median :130.0
## Mean :54.43 Chest Pain Type 3: 77 Mean :131.6
## 3rd Qu.:61.00 3rd Qu.:140.0
## Max. :77.00 Max. :200.0
## chol fbs restecg
## Min. :126 Fasting Blood Sugar <= 120:872 Rest ECG 0:497
## 1st Qu.:211 Fasting Blood Sugar > 120 :153 Rest ECG 1:513
## Median :240 Rest ECG 2: 15
## Mean :246
## 3rd Qu.:275
## Max. :564
## thalach exang oldpeak
## Min. : 71.0 No Exercise Induced Angina:680 Min. :0.000
## 1st Qu.:132.0 Exercise Induced Angina :345 1st Qu.:0.000
## Median :152.0 Median :0.800
## Mean :149.1 Mean :1.072
## 3rd Qu.:166.0 3rd Qu.:1.800
## Max. :202.0 Max. :6.200
## slope ca
## Peak Excercise ST Slope 0: 74 Min. :0.0000
## Peak Excercise ST Slope 1:482 1st Qu.:0.0000
## Peak Excercise ST Slope 2:469 Median :0.0000
## Mean :0.7541
## 3rd Qu.:1.0000
## Max. :4.0000
## thal target
## No Thalassemia : 7 Healthy :499
## Normal Thalassemia : 64 Heart Disease:526
## Fixed Defect Thalassemia :544
## Reversible Defect Thalassemia:410
##
## Total number of observations of heathy people and people suffering from heart disease.
ggplot(heartDiseaseData,aes(target, fill=target)) +
geom_bar(stat="count") + theme_clean() +
scale_fill_manual(values=c("#97BE11","#DC1E0B")) 
Heart diseases among females are higher as compared to males
ggplot(heartDiseaseData,aes(target, fill=target)) +
geom_bar(stat="count") +
facet_wrap(~sex, ncol=2,scale="fixed") +
theme_clean() +
scale_fill_manual(values=c("#97BE11","#DC1E0B")) 
It can be observed that there is no major difference between the distributions of Rest ECG of healthy people and the ones exhibiting heart diseases.
ggplot(heartDiseaseData,aes(trestbps, fill=target)) +
geom_histogram(aes(y=..density..),breaks=seq(90, 200, by=10), color="grey17") +
geom_density(alpha=.1, fill="black") +
facet_wrap(~target, ncol=1,scale="fixed") +
theme_clean() +
scale_fill_manual(values=c("#97BE11","#DC1E0B")) +
xlab("Resting Blood Pressure (in mm Hg on admission to the hospital)") +
ylab("Density / Count") +
ggtitle("Rest ECG Histogram")
It can be observed that heart disease is uniformly spread out across age. In addtion to that the median age for patients estimated was 56 with youngest and oldest being 29 and 77 respectively. It can be observed from the plots that the median age of the people exhibiting heart diseases is less than the healthy ones. Moreover, it can be observed that the distribution of patients exhibiting heart diseases is slighly skewed. Hence, we can use age as an predictive feature.
ggplot(heartDiseaseData,aes(age, fill=target)) +
geom_histogram(aes(y=..density..),breaks=seq(0, 80, by=1), color="grey17") +
geom_density(alpha=.1, fill="black")+ facet_wrap(~target, ncol=1,scale="fixed") +
theme_clean() + scale_fill_manual(values=c("#97BE11","#DC1E0B"))+ xlab("Age") +
ylab("Density / Count") +
ggtitle("Age Histogram")
ggplot(heartDiseaseData,aes(x=target, y=age, fill=target)) +
geom_boxplot() +
theme_clean() +
scale_fill_manual(values=c("#97BE11","#DC1E0B")) 
Additionally, People exhibiting heart diseases generally have higher maximum heart rates as compared to healthy people.
ggplot(heartDiseaseData,aes(thalach, fill=target)) +
geom_histogram(aes(y=..density..),breaks=seq(70, 205, by=10), color="grey17") +
geom_density(alpha=.1, fill="black") +
facet_wrap(~target, ncol=1,scale="fixed") +
theme_clean() +
scale_fill_manual(values=c("#97BE11","#DC1E0B")) +
xlab("Maximum Heart Rate Achieved") +
ylab("Density / Count") +
ggtitle("Max Heart Rate Histogram")
Moroever, it can be observed here that majority of the people exhibiting heart diseases have their serum cholestrol in the range of 200 - 300 mg/dl
ggplot(heartDiseaseData,aes(chol, fill=target)) +
geom_histogram(aes(y=..density..),breaks=seq(100, 600, by=25), color="grey17") +
geom_density(alpha=.1, fill="black") +
facet_wrap(~target, ncol=1,scale="fixed") +
theme_clean() +
scale_fill_manual(values=c("#97BE11","#DC1E0B")) +
xlab("Serum Cholestoral in mg/dl") +
ylab("Density / Count") +
ggtitle("Cholestoral Histogram")
Majority of heart diseased patients have ST-Depression of 0.1
ggplot(heartDiseaseData,aes(oldpeak, fill=target)) +
geom_histogram(aes(y=..density..),breaks=seq(0, 7, by=0.1), color="grey17") +
geom_density(alpha=.1, fill="black") +
facet_wrap(~target, ncol=1,scale="fixed") +
theme_clean() +
scale_fill_manual(values=c("#97BE11","#DC1E0B")) +
ggtitle("ST Depression Histogram") +
xlab("ST Depression Induced by Exercise Relative to Rest") +
ylab("Density / Count")
Most of the people who have 0-Major vessels are suffering from heart diseases
ggplot(heartDiseaseData,aes(ca, fill=target)) +
geom_histogram(aes(y=..density..),breaks=seq(0, 5, by=1), color="grey17") +
geom_density(alpha=.1, fill="black") +
facet_wrap(~target, ncol=1,scale="fixed") +
theme_clean() +
scale_fill_manual(values=c("#97BE11","#DC1E0B")) +
ggtitle("No. Major Vessels Histogram") +
xlab("Number of Major Vessels (0-3) Colored by Flourosopy") +
ylab("Density / Count")
Majority of people suffering from heart diseases have chest pains of type 1 or 2.
ggplot(heartDiseaseData,aes(target, fill=target)) +
geom_bar(stat="count") +
facet_wrap(~cp, ncol=2,scale="fixed") +
theme_clean() +
scale_fill_manual(values=c("#97BE11","#DC1E0B")) 
No major difference in fasting blood sugar
ggplot(heartDiseaseData,aes(target, fill=target)) +
geom_bar(stat="count") +
facet_wrap(~fbs, ncol=2,scale="fixed") +
theme_clean() +
scale_fill_manual(values=c("#97BE11","#DC1E0B")) 
People having Rest ECG-1 have a higher probability of suffering from heart diseases
ggplot(heartDiseaseData,aes(target, fill=target)) +
geom_bar(stat="count") +
facet_wrap(~restecg, ncol=3,scale="fixed") +
theme_clean() +
scale_fill_manual(values=c("#97BE11","#DC1E0B"))
People with No exercise induced angina have a higher probability of getting heart diseases
ggplot(heartDiseaseData,aes(target, fill=target)) +
geom_bar(stat="count") +
facet_wrap(~exang, ncol=1,scale="fixed") +
theme_clean() +
scale_fill_manual(values=c("#97BE11","#DC1E0B"))
People with Peak Exercise slope 2 have a higher probability of exhibiting heart diseases
ggplot(heartDiseaseData,aes(target, fill=target)) +
geom_bar(stat="count") +
facet_wrap(~slope, ncol=1,scale="fixed") +
theme_clean() +
scale_fill_manual(values=c("#97BE11","#DC1E0B"))
People with fixed defect Thalassemia have a higher probability to suffer from heart diseases
ggplot(heartDiseaseData,aes(target, fill=target)) +
geom_bar(stat="count") +
facet_wrap(~thal, ncol=2,scale="fixed") +
theme_clean() +
scale_fill_manual(values=c("#97BE11","#DC1E0B"))
It can be observed that only a few parameters such as Chest pain type, Gender, Exercise induced angina, Number of vessels, and ST depression have a significant effect. Hence, dropping other parameters
log<-glm(target~., data=heartDiseaseData, family=binomial)
summary(log)##
## Call:
## glm(formula = target ~ ., family = binomial, data = heartDiseaseData)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -2.6847 -0.3666 0.1285 0.5176 2.6693
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 0.974938 1.843806 0.529 0.596969
## age -0.004314 0.012820 -0.337 0.736479
## sexMale -1.610703 0.283425 -5.683 1.32e-08
## cpChest Pain Type 1 1.061225 0.301235 3.523 0.000427
## cpChest Pain Type 2 1.963836 0.257085 7.639 2.19e-14
## cpChest Pain Type 3 1.989568 0.352181 5.649 1.61e-08
## trestbps -0.014901 0.005819 -2.561 0.010443
## chol -0.005541 0.002130 -2.602 0.009277
## fbsFasting Blood Sugar > 120 0.048261 0.304550 0.158 0.874090
## restecgRest ECG 1 0.511138 0.202653 2.522 0.011661
## restecgRest ECG 2 -0.402546 1.224640 -0.329 0.742378
## thalach 0.018227 0.005859 3.111 0.001865
## exangExercise Induced Angina -0.751473 0.233353 -3.220 0.001280
## oldpeak -0.506650 0.122129 -4.148 3.35e-05
## slopePeak Excercise ST Slope 1 -0.540297 0.456438 -1.184 0.236522
## slopePeak Excercise ST Slope 2 0.269358 0.492490 0.547 0.584427
## ca -0.813103 0.109901 -7.399 1.38e-13
## thalNormal Thalassemia 1.918293 1.306918 1.468 0.142159
## thalFixed Defect Thalassemia 1.855539 1.263123 1.469 0.141831
## thalReversible Defect Thalassemia 0.523928 1.268851 0.413 0.679668
##
## (Intercept)
## age
## sexMale ***
## cpChest Pain Type 1 ***
## cpChest Pain Type 2 ***
## cpChest Pain Type 3 ***
## trestbps *
## chol **
## fbsFasting Blood Sugar > 120
## restecgRest ECG 1 *
## restecgRest ECG 2
## thalach **
## exangExercise Induced Angina **
## oldpeak ***
## slopePeak Excercise ST Slope 1
## slopePeak Excercise ST Slope 2
## ca ***
## thalNormal Thalassemia
## thalFixed Defect Thalassemia
## thalReversible Defect Thalassemia
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 1420.24 on 1024 degrees of freedom
## Residual deviance: 688.48 on 1005 degrees of freedom
## AIC: 728.48
##
## Number of Fisher Scoring iterations: 6Summary of the significant features
d<-heartDiseaseData[,c(2,3,9,10,12,14)]
summary(d)## sex cp exang
## Female:312 Chest Pain Type 0:497 No Exercise Induced Angina:680
## Male :713 Chest Pain Type 1:167 Exercise Induced Angina :345
## Chest Pain Type 2:284
## Chest Pain Type 3: 77
##
##
## oldpeak ca target
## Min. :0.000 Min. :0.0000 Healthy :499
## 1st Qu.:0.000 1st Qu.:0.0000 Heart Disease:526
## Median :0.800 Median :0.0000
## Mean :1.072 Mean :0.7541
## 3rd Qu.:1.800 3rd Qu.:1.0000
## Max. :6.200 Max. :4.0000Logistic Regression
log<-glm(target~., data=d, family=binomial)
summary(log)##
## Call:
## glm(formula = target ~ ., family = binomial, data = d)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -2.2611 -0.5287 0.1985 0.5618 2.5538
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 1.83497 0.23512 7.804 5.98e-15 ***
## sexMale -1.44810 0.21159 -6.844 7.70e-12 ***
## cpChest Pain Type 1 1.37939 0.26083 5.289 1.23e-07 ***
## cpChest Pain Type 2 2.08254 0.22601 9.215 < 2e-16 ***
## cpChest Pain Type 3 1.95453 0.32787 5.961 2.50e-09 ***
## exangExercise Induced Angina -1.18874 0.20450 -5.813 6.14e-09 ***
## oldpeak -0.80667 0.09880 -8.165 3.22e-16 ***
## ca -0.73873 0.08973 -8.233 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 1420.24 on 1024 degrees of freedom
## Residual deviance: 811.27 on 1017 degrees of freedom
## AIC: 827.27
##
## Number of Fisher Scoring iterations: 5log.df<-tidy(log)Observations portray that if an individual has the chest pain of type-2 or 3, there is a higher chances of heart diseases. Higher the value of number of blood vessels, exercise induced angina, st-depression and sex male, lower are the chances of heart diseases.
log.df %>%
mutate(term=reorder(term,estimate)) %>%
ggplot( aes(term,estimate, fill=estimate)) +
geom_bar(stat="identity") +
scale_fill_gradient(low = "#97BE11",high = "#DC1E0B") +
theme_clean() +
geom_hline(yintercept=0) +
coord_flip()
As the value of oldpeak –> ST depression increases, the probability of heart disease decreases As the number of blood vessels rises, the probability of heart disease in females decreses, while it increases for males Logistic Regression
data<-d
set.seed(1237)
train <- sample(nrow(data), .8*nrow(data), replace = FALSE)
TrainSet <- data[train,]
ValidSet <- data[-train,]
#Tuning parameters
fitControl <- trainControl(method = "repeatedcv",
number = 10,
repeats = 10,
classProbs = TRUE,
summaryFunction = twoClassSummary)
TrainSet$target<-make.names(TrainSet$target)
set.seed(142)
TrainSet$target<-as.factor(TrainSet$target)gbm.ada.1 <- caret::train(target ~ .,
data = TrainSet ,
method = "glm",
trControl = fitControl,
metric="ROC")
gbm.ada.1## Generalized Linear Model
##
## 820 samples
## 5 predictor
## 2 classes: 'Healthy', 'Heart.Disease'
##
## No pre-processing
## Resampling: Cross-Validated (10 fold, repeated 10 times)
## Summary of sample sizes: 738, 738, 737, 738, 738, 738, ...
## Resampling results:
##
## ROC Sens Spec
## 0.9031278 0.8220577 0.8476024ST Depression is the most significant feature followed by chest paint type - 2 and so on
varImp(gbm.ada.1)## glm variable importance
##
## Overall
## `cpChest Pain Type 2` 100.00
## oldpeak 92.00
## ca 64.84
## sexMale 63.22
## `cpChest Pain Type 3` 20.26
## `cpChest Pain Type 1` 10.43
## `exangExercise Induced Angina` 0.00pred <- predict(gbm.ada.1,ValidSet)
levels(pred)[2] <- "Heart Disease"
t<-table(pred, ValidSet$target)
t.df<-as.data.frame(t)
res<-caret::confusionMatrix(t, positive="Heart Disease")
res## Confusion Matrix and Statistics
##
##
## pred Healthy Heart Disease
## Healthy 72 16
## Heart Disease 28 89
##
## Accuracy : 0.7854
## 95% CI : (0.7228, 0.8395)
## No Information Rate : 0.5122
## P-Value [Acc > NIR] : 5.96e-16
##
## Kappa : 0.5692
##
## Mcnemar's Test P-Value : 0.09725
##
## Sensitivity : 0.8476
## Specificity : 0.7200
## Pos Pred Value : 0.7607
## Neg Pred Value : 0.8182
## Prevalence : 0.5122
## Detection Rate : 0.4341
## Detection Prevalence : 0.5707
## Balanced Accuracy : 0.7838
##
## 'Positive' Class : Heart Disease
## Confusion Matrix
ggplot(data = t.df, aes(x = Var2, y = pred, label=Freq)) +
geom_tile(aes(fill = Freq)) +
scale_fill_gradient(low="#97BE11",high="#DC1E0B") +
theme_clean() +
xlab("Actual Heart Disease") +
ylab("Predicted Heart Disease") +
geom_text(size=8) +
ggtitle("Logistic Regression")
Random Forest
gbm.ada.1 <- caret::train(target ~ .,
data = TrainSet ,
method = "rf",
trControl = fitControl,
metric="ROC")
gbm.ada.1## Random Forest
##
## 820 samples
## 5 predictor
## 2 classes: 'Healthy', 'Heart.Disease'
##
## No pre-processing
## Resampling: Cross-Validated (10 fold, repeated 10 times)
## Summary of sample sizes: 737, 739, 738, 738, 738, 738, ...
## Resampling results across tuning parameters:
##
## mtry ROC Sens Spec
## 2 0.9514831 0.8364295 0.9482171
## 4 0.9683115 0.8927885 0.9508250
## 7 0.9721075 0.9165962 0.9451052
##
## ROC was used to select the optimal model using the largest value.
## The final value used for the model was mtry = 7.Feature Importance
varImp(gbm.ada.1)## rf variable importance
##
## Overall
## oldpeak 100.000
## ca 62.815
## exangExercise Induced Angina 28.875
## sexMale 15.453
## cpChest Pain Type 2 12.702
## cpChest Pain Type 3 3.989
## cpChest Pain Type 1 0.000pred <- predict(gbm.ada.1,ValidSet)
levels(pred)[2] <- "Heart Disease"
t<-table(ValidSet$target, pred)
t.df<-as.data.frame(t)
res<-caret::confusionMatrix(t, positive="Heart Disease")
res## Confusion Matrix and Statistics
##
## pred
## Healthy Heart Disease
## Healthy 83 17
## Heart Disease 4 101
##
## Accuracy : 0.8976
## 95% CI : (0.8477, 0.9355)
## No Information Rate : 0.5756
## P-Value [Acc > NIR] : < 2.2e-16
##
## Kappa : 0.7944
##
## Mcnemar's Test P-Value : 0.008829
##
## Sensitivity : 0.8559
## Specificity : 0.9540
## Pos Pred Value : 0.9619
## Neg Pred Value : 0.8300
## Prevalence : 0.5756
## Detection Rate : 0.4927
## Detection Prevalence : 0.5122
## Balanced Accuracy : 0.9050
##
## 'Positive' Class : Heart Disease
## Confusion Matrix
ggplot(data = t.df, aes(x = Var1, y = pred, label=Freq)) +
geom_tile(aes(fill = Freq)) +
scale_fill_gradient(low = "#97BE11",high = "#DC1E0B") +
theme_clean() +
xlab("Actual Heart Disease") +
ylab("Predicted Heart Disease") +
geom_text(size=8) +
ggtitle("Random Forest")
Plotting Decision Tree
gbmGrid <- expand.grid(cp=c(0.01))
fitControl <- trainControl(method = "repeatedcv",
number = 10,
repeats = 10,
classProbs = TRUE,
summaryFunction = twoClassSummary)
d$target<-make.names(d$target)
system.time(gbm.ada.1 <- caret::train(target ~ .,
data = d ,
method = "rpart",
trControl = fitControl,
metric="ROC",
tuneGrid=gbmGrid))## user system elapsed
## 3.134 0.008 1.902gbm.ada.1## CART
##
## 1025 samples
## 5 predictor
## 2 classes: 'Healthy', 'Heart.Disease'
##
## No pre-processing
## Resampling: Cross-Validated (10 fold, repeated 10 times)
## Summary of sample sizes: 922, 923, 923, 922, 922, 923, ...
## Resampling results:
##
## ROC Sens Spec
## 0.8667657 0.8119347 0.8746045
##
## Tuning parameter 'cp' was held constant at a value of 0.01varImp(gbm.ada.1)## rpart variable importance
##
## Overall
## oldpeak 100.0000
## exangExercise Induced Angina 85.3950
## cpChest Pain Type 2 67.5191
## ca 63.1697
## sexMale 48.8267
## cpChest Pain Type 1 7.4876
## cpChest Pain Type 3 0.5601
## `exangExercise Induced Angina` 0.0000
## `cpChest Pain Type 1` 0.0000
## `cpChest Pain Type 2` 0.0000
## `cpChest Pain Type 3` 0.0000rpart.plot(gbm.ada.1$finalModel,
type=5,
fallen.leaves = FALSE,
box.palette = "GnRd",
nn=TRUE)
Neural Network
fitControl <- trainControl(method = "repeatedcv",
number = 10,
repeats = 10,
classProbs = TRUE,
summaryFunction = twoClassSummary)
gbm.ada.1 <- caret::train(target ~ .,
data = TrainSet ,
method = "nnet",
trControl = fitControl,
metric="ROC")## # weights: 10
## initial value 513.300036
## iter 10 value 292.270043
## iter 20 value 276.909017
## iter 30 value 275.732884
## iter 40 value 274.411246
## iter 50 value 274.191649
## iter 60 value 274.042510
## iter 70 value 273.989829
## iter 80 value 273.966227
## iter 90 value 273.928680
## iter 100 value 273.919069
## final value 273.919069
## stopped after 100 iterations
## # weights: 28
## initial value 507.367746
## iter 10 value 271.592088
## iter 20 value 241.584618
## iter 30 value 228.716175
## iter 40 value 225.343261
## iter 50 value 217.518804
## iter 60 value 215.428094
## iter 70 value 214.416240
## iter 80 value 213.737707
## iter 90 value 213.236036
## iter 100 value 213.055757
## final value 213.055757
## stopped after 100 iterations
## # weights: 46
## initial value 506.360930
## iter 10 value 261.679319
## iter 20 value 210.530465
## iter 30 value 186.373485
## iter 40 value 170.292947
## iter 50 value 163.011759
## iter 60 value 155.139530
## iter 70 value 152.635022
## iter 80 value 151.121639
## iter 90 value 150.448009
## iter 100 value 149.727443
## final value 149.727443
## stopped after 100 iterations
## # weights: 10
## initial value 584.084962
## iter 10 value 347.300551
## iter 20 value 296.852075
## iter 30 value 285.860128
## iter 40 value 284.755837
## final value 284.755707
## converged
## # weights: 28
## initial value 513.502310
## iter 10 value 298.628013
## iter 20 value 259.318228
## iter 30 value 247.378918
## iter 40 value 241.387151
## iter 50 value 239.272856
## iter 60 value 238.899335
## iter 70 value 238.892312
## iter 80 value 238.891821
## iter 80 value 238.891820
## iter 80 value 238.891820
## final value 238.891820
## converged
## # weights: 46
## initial value 527.253857
## iter 10 value 322.247046
## iter 20 value 270.375421
## iter 30 value 241.241227
## iter 40 value 230.521339
## iter 50 value 227.441218
## iter 60 value 226.002536
## iter 70 value 221.781629
## iter 80 value 219.658379
## iter 90 value 219.377661
## iter 100 value 219.359428
## final value 219.359428
## stopped after 100 iterations
## # weights: 10
## initial value 518.469240
## iter 10 value 315.390111
## iter 20 value 297.020822
## iter 30 value 286.981173
## iter 40 value 282.776251
## iter 50 value 276.186164
## iter 60 value 274.879694
## iter 70 value 274.272734
## iter 80 value 274.165479
## iter 90 value 274.061331
## iter 100 value 274.032781
## final value 274.032781
## stopped after 100 iterations
## # weights: 28
## initial value 533.712750
## iter 10 value 304.286709
## iter 20 value 257.908077
## iter 30 value 237.305626
## iter 40 value 225.607634
## iter 50 value 215.353422
## iter 60 value 214.091166
## iter 70 value 213.702248
## iter 80 value 213.448683
## iter 90 value 213.319312
## iter 100 value 213.140885
## final value 213.140885
## stopped after 100 iterations
## # weights: 46
## initial value 518.910052
## iter 10 value 268.126541
## iter 20 value 222.480467
## iter 30 value 209.095940
## iter 40 value 192.904411
## iter 50 value 182.412115
## iter 60 value 177.711753
## iter 70 value 177.210993
## iter 80 value 177.052076
## iter 90 value 176.822876
## iter 100 value 176.707817
## final value 176.707817
## stopped after 100 iterations
## # weights: 10
## initial value 495.962955
## iter 10 value 288.780478
## iter 20 value 281.355839
## iter 30 value 279.694778
## iter 40 value 278.363573
## iter 50 value 278.173535
## iter 60 value 277.998364
## iter 70 value 277.931989
## iter 80 value 277.901170
## iter 90 value 277.850063
## iter 100 value 277.844045
## final value 277.844045
## stopped after 100 iterations
## # weights: 28
## initial value 548.528840
## iter 10 value 280.687801
## iter 20 value 249.322025
## iter 30 value 232.298927
## iter 40 value 216.860994
## iter 50 value 208.799738
## iter 60 value 207.538002
## iter 70 value 207.387337
## iter 80 value 207.238004
## iter 90 value 206.506860
## iter 100 value 205.863630
## final value 205.863630
## stopped after 100 iterations
## # weights: 46
## initial value 489.941608
## iter 10 value 284.557749
## iter 20 value 231.946871
## iter 30 value 208.785899
## iter 40 value 192.597514
## iter 50 value 181.551187
## iter 60 value 176.739113
## iter 70 value 170.602740
## iter 80 value 165.186847
## iter 90 value 159.182923
## iter 100 value 155.770238
## final value 155.770238
## stopped after 100 iterations
## # weights: 10
## initial value 506.119853
## iter 10 value 329.309993
## iter 20 value 298.111591
## iter 30 value 290.294680
## iter 40 value 287.618472
## final value 287.618462
## converged
## # weights: 28
## initial value 551.619181
## iter 10 value 288.102541
## iter 20 value 262.029603
## iter 30 value 248.524065
## iter 40 value 244.543422
## iter 50 value 242.417731
## iter 60 value 240.647130
## iter 70 value 239.542385
## final value 239.460925
## converged
## # weights: 46
## initial value 500.091974
## iter 10 value 284.654024
## iter 20 value 245.763018
## iter 30 value 237.639142
## iter 40 value 232.789453
## iter 50 value 230.878127
## iter 60 value 230.425656
## iter 70 value 230.315324
## iter 80 value 230.306288
## iter 90 value 230.244265
## iter 100 value 230.088581
## final value 230.088581
## stopped after 100 iterations
## # weights: 10
## initial value 506.861146
## iter 10 value 308.388410
## iter 20 value 299.143723
## iter 30 value 294.978083
## iter 40 value 294.883884
## iter 50 value 294.730067
## final value 294.729948
## converged
## # weights: 28
## initial value 502.486244
## iter 10 value 275.818573
## iter 20 value 238.167227
## iter 30 value 228.707118
## iter 40 value 226.883860
## iter 50 value 224.363878
## iter 60 value 221.521878
## iter 70 value 217.882518
## iter 80 value 217.229188
## iter 90 value 216.227456
## iter 100 value 215.813155
## final value 215.813155
## stopped after 100 iterations
## # weights: 46
## initial value 558.250906
## iter 10 value 272.909963
## iter 20 value 229.231292
## iter 30 value 202.267946
## iter 40 value 189.211333
## iter 50 value 182.528311
## iter 60 value 179.887539
## iter 70 value 175.225042
## iter 80 value 171.104350
## iter 90 value 170.168083
## iter 100 value 169.779762
## final value 169.779762
## stopped after 100 iterations
## # weights: 10
## initial value 510.601819
## iter 10 value 315.827058
## iter 20 value 290.522914
## iter 30 value 285.628180
## iter 40 value 280.845758
## iter 50 value 280.842345
## iter 60 value 280.782963
## iter 70 value 280.763939
## iter 80 value 280.742716
## iter 90 value 280.727661
## iter 100 value 280.723693
## final value 280.723693
## stopped after 100 iterations
## # weights: 28
## initial value 514.221785
## iter 10 value 280.000248
## iter 20 value 243.693583
## iter 30 value 229.658938
## iter 40 value 219.787846
## iter 50 value 213.727498
## iter 60 value 212.952300
## iter 70 value 212.655127
## iter 80 value 212.646916
## final value 212.646595
## converged
## # weights: 46
## initial value 568.688950
## iter 10 value 275.412761
## iter 20 value 242.319696
## iter 30 value 218.588812
## iter 40 value 207.367873
## iter 50 value 189.799679
## iter 60 value 177.280539
## iter 70 value 168.953261
## iter 80 value 166.148761
## iter 90 value 165.056705
## iter 100 value 164.764828
## final value 164.764828
## stopped after 100 iterations
## # weights: 10
## initial value 521.225940
## iter 10 value 321.505332
## iter 20 value 289.495885
## iter 30 value 288.978328
## final value 288.970715
## converged
## # weights: 28
## initial value 548.348597
## iter 10 value 326.678040
## iter 20 value 276.236656
## iter 30 value 266.191069
## iter 40 value 260.016439
## iter 50 value 256.092835
## iter 60 value 248.966482
## iter 70 value 247.364456
## iter 80 value 246.916904
## final value 246.913108
## converged
## # weights: 46
## initial value 554.269665
## iter 10 value 329.330251
## iter 20 value 276.825258
## iter 30 value 257.953460
## iter 40 value 249.959517
## iter 50 value 245.087163
## iter 60 value 242.214053
## iter 70 value 241.683626
## iter 80 value 241.596321
## iter 90 value 241.344756
## iter 100 value 241.165270
## final value 241.165270
## stopped after 100 iterations
## # weights: 10
## initial value 502.767070
## iter 10 value 298.472984
## iter 20 value 282.674712
## iter 30 value 281.285149
## iter 40 value 280.984429
## iter 50 value 280.824839
## iter 60 value 280.822496
## iter 70 value 280.792261
## final value 280.792142
## converged
## # weights: 28
## initial value 644.306648
## iter 10 value 298.054897
## iter 20 value 258.607497
## iter 30 value 241.417909
## iter 40 value 233.603134
## iter 50 value 226.020275
## iter 60 value 225.652590
## iter 70 value 225.572806
## iter 80 value 225.526224
## iter 90 value 225.467607
## iter 100 value 225.373616
## final value 225.373616
## stopped after 100 iterations
## # weights: 46
## initial value 509.847879
## iter 10 value 286.690967
## iter 20 value 233.920621
## iter 30 value 209.593237
## iter 40 value 199.464937
## iter 50 value 189.813451
## iter 60 value 187.822718
## iter 70 value 187.562789
## iter 80 value 186.628902
## iter 90 value 186.434707
## iter 100 value 186.406099
## final value 186.406099
## stopped after 100 iterations
## # weights: 10
## initial value 537.533805
## iter 10 value 326.521714
## iter 20 value 293.768724
## iter 30 value 287.933632
## iter 40 value 277.818314
## iter 50 value 270.698399
## iter 60 value 270.656631
## iter 70 value 270.560643
## iter 80 value 269.966422
## iter 90 value 269.775909
## iter 100 value 269.749694
## final value 269.749694
## stopped after 100 iterations
## # weights: 28
## initial value 508.279629
## iter 10 value 311.800397
## iter 20 value 254.527420
## iter 30 value 239.574893
## iter 40 value 235.403004
## iter 50 value 233.758797
## iter 60 value 233.289481
## iter 70 value 233.233466
## iter 80 value 233.114805
## iter 90 value 233.092236
## iter 100 value 233.089827
## final value 233.089827
## stopped after 100 iterations
## # weights: 46
## initial value 575.784763
## iter 10 value 292.571123
## iter 20 value 233.876830
## iter 30 value 212.674445
## iter 40 value 197.384068
## iter 50 value 183.190137
## iter 60 value 176.884067
## iter 70 value 173.197019
## iter 80 value 169.153179
## iter 90 value 166.680438
## iter 100 value 165.307603
## final value 165.307603
## stopped after 100 iterations
## # weights: 10
## initial value 517.183426
## iter 10 value 309.459157
## iter 20 value 289.879936
## iter 30 value 288.327683
## final value 288.297420
## converged
## # weights: 28
## initial value 522.096726
## iter 10 value 301.058885
## iter 20 value 261.421859
## iter 30 value 254.224396
## iter 40 value 252.421188
## iter 50 value 252.104169
## iter 60 value 251.999695
## iter 70 value 251.913014
## iter 80 value 251.867793
## final value 251.857758
## converged
## # weights: 46
## initial value 534.265323
## iter 10 value 285.897911
## iter 20 value 255.738814
## iter 30 value 248.425414
## iter 40 value 245.423879
## iter 50 value 239.715571
## iter 60 value 235.414835
## iter 70 value 231.353783
## iter 80 value 230.146907
## iter 90 value 229.582227
## iter 100 value 229.527613
## final value 229.527613
## stopped after 100 iterations
## # weights: 10
## initial value 536.849762
## iter 10 value 313.254050
## iter 20 value 285.549373
## iter 30 value 282.042027
## iter 40 value 280.087808
## iter 50 value 279.533173
## iter 60 value 279.423152
## iter 70 value 279.273360
## iter 80 value 279.255578
## iter 90 value 279.223612
## iter 100 value 279.222366
## final value 279.222366
## stopped after 100 iterations
## # weights: 28
## initial value 529.254197
## iter 10 value 294.631953
## iter 20 value 260.499128
## iter 30 value 232.899960
## iter 40 value 228.523864
## iter 50 value 221.381001
## iter 60 value 219.712034
## iter 70 value 218.593740
## iter 80 value 218.228813
## iter 90 value 217.950797
## iter 100 value 217.765186
## final value 217.765186
## stopped after 100 iterations
## # weights: 46
## initial value 785.883262
## iter 10 value 276.140183
## iter 20 value 231.971500
## iter 30 value 210.161926
## iter 40 value 193.974998
## iter 50 value 177.302220
## iter 60 value 174.720626
## iter 70 value 173.335108
## iter 80 value 171.481565
## iter 90 value 170.736332
## iter 100 value 168.747907
## final value 168.747907
## stopped after 100 iterations
## # weights: 10
## initial value 508.594760
## iter 10 value 326.539696
## iter 20 value 305.541885
## iter 30 value 304.307316
## iter 40 value 298.702947
## iter 50 value 297.924516
## iter 60 value 297.879780
## final value 297.879692
## converged
## # weights: 28
## initial value 513.725158
## iter 10 value 297.397483
## iter 20 value 241.822330
## iter 30 value 228.891752
## iter 40 value 220.898254
## iter 50 value 213.240723
## iter 60 value 210.621854
## iter 70 value 209.505993
## iter 80 value 209.126319
## iter 90 value 208.840958
## iter 100 value 208.595005
## final value 208.595005
## stopped after 100 iterations
## # weights: 46
## initial value 559.041367
## iter 10 value 272.055673
## iter 20 value 235.828865
## iter 30 value 220.201158
## iter 40 value 208.824206
## iter 50 value 199.917829
## iter 60 value 197.479791
## iter 70 value 195.832041
## iter 80 value 194.620245
## iter 90 value 193.764364
## iter 100 value 193.246333
## final value 193.246333
## stopped after 100 iterations
## # weights: 10
## initial value 517.566200
## iter 10 value 337.608258
## iter 20 value 297.573666
## iter 30 value 294.097370
## iter 40 value 293.381136
## iter 40 value 293.381135
## iter 40 value 293.381135
## final value 293.381135
## converged
## # weights: 28
## initial value 555.448414
## iter 10 value 315.160871
## iter 20 value 278.635696
## iter 30 value 266.506478
## iter 40 value 260.981887
## iter 50 value 255.870351
## iter 60 value 255.331098
## iter 70 value 254.173008
## iter 80 value 250.162768
## iter 90 value 249.823479
## final value 249.819769
## converged
## # weights: 46
## initial value 484.395111
## iter 10 value 281.654991
## iter 20 value 256.364766
## iter 30 value 252.155418
## iter 40 value 247.066583
## iter 50 value 240.587341
## iter 60 value 234.571388
## iter 70 value 233.067186
## iter 80 value 232.705623
## iter 90 value 232.695495
## iter 100 value 232.693977
## final value 232.693977
## stopped after 100 iterations
## # weights: 10
## initial value 523.865130
## iter 10 value 336.911437
## iter 20 value 289.241052
## iter 30 value 285.754779
## iter 40 value 283.156672
## iter 50 value 282.756900
## iter 60 value 282.440538
## iter 70 value 282.286971
## iter 80 value 282.254883
## iter 90 value 282.165647
## iter 100 value 282.160870
## final value 282.160870
## stopped after 100 iterations
## # weights: 28
## initial value 520.941559
## iter 10 value 355.322717
## iter 20 value 306.728748
## iter 30 value 275.031578
## iter 40 value 261.233797
## iter 50 value 253.893034
## iter 60 value 250.909553
## iter 70 value 249.736349
## iter 80 value 249.396730
## iter 90 value 249.224357
## iter 100 value 249.212293
## final value 249.212293
## stopped after 100 iterations
## # weights: 46
## initial value 521.231088
## iter 10 value 275.610242
## iter 20 value 234.368141
## iter 30 value 202.405624
## iter 40 value 186.290626
## iter 50 value 180.651745
## iter 60 value 176.983342
## iter 70 value 171.636751
## iter 80 value 168.544038
## iter 90 value 165.171408
## iter 100 value 164.322603
## final value 164.322603
## stopped after 100 iterations
## # weights: 10
## initial value 515.224610
## iter 10 value 308.718305
## iter 20 value 300.818171
## iter 30 value 299.942781
## iter 40 value 293.995066
## iter 50 value 293.831242
## iter 60 value 293.827129
## final value 293.825042
## converged
## # weights: 28
## initial value 522.967585
## iter 10 value 297.608170
## iter 20 value 255.670254
## iter 30 value 239.316459
## iter 40 value 229.830193
## iter 50 value 227.356097
## iter 60 value 226.812171
## iter 70 value 226.805767
## iter 80 value 226.725079
## iter 90 value 226.713922
## iter 100 value 226.709909
## final value 226.709909
## stopped after 100 iterations
## # weights: 46
## initial value 561.887735
## iter 10 value 282.400073
## iter 20 value 238.618605
## iter 30 value 214.388439
## iter 40 value 198.174470
## iter 50 value 187.055355
## iter 60 value 184.282221
## iter 70 value 180.776220
## iter 80 value 179.908438
## iter 90 value 178.847285
## iter 100 value 175.840420
## final value 175.840420
## stopped after 100 iterations
## # weights: 10
## initial value 510.312146
## iter 10 value 371.645081
## iter 20 value 305.054799
## iter 30 value 294.492693
## iter 40 value 294.339570
## final value 294.339249
## converged
## # weights: 28
## initial value 537.738652
## iter 10 value 328.759106
## iter 20 value 281.216837
## iter 30 value 262.298085
## iter 40 value 259.599342
## iter 50 value 258.826964
## iter 60 value 258.307460
## iter 70 value 258.264808
## iter 80 value 258.258143
## final value 258.258095
## converged
## # weights: 46
## initial value 552.730421
## iter 10 value 288.950871
## iter 20 value 249.003516
## iter 30 value 236.903555
## iter 40 value 232.917779
## iter 50 value 232.181239
## iter 60 value 231.864335
## iter 70 value 231.704153
## iter 80 value 231.687227
## final value 231.687221
## converged
## # weights: 10
## initial value 520.837967
## iter 10 value 304.536947
## iter 20 value 287.154579
## iter 30 value 286.361644
## iter 40 value 284.806968
## iter 50 value 284.333407
## iter 60 value 284.275932
## iter 70 value 284.139379
## iter 80 value 284.130806
## iter 90 value 284.098639
## iter 100 value 284.097289
## final value 284.097289
## stopped after 100 iterations
## # weights: 28
## initial value 519.120923
## iter 10 value 284.599387
## iter 20 value 254.826266
## iter 30 value 236.926580
## iter 40 value 234.170802
## iter 50 value 231.009339
## iter 60 value 228.893312
## iter 70 value 228.471530
## iter 80 value 228.317664
## iter 90 value 228.217894
## iter 100 value 228.106622
## final value 228.106622
## stopped after 100 iterations
## # weights: 46
## initial value 549.683055
## iter 10 value 303.070956
## iter 20 value 224.179011
## iter 30 value 207.206477
## iter 40 value 190.637527
## iter 50 value 177.038710
## iter 60 value 171.632084
## iter 70 value 168.762141
## iter 80 value 167.492239
## iter 90 value 161.444728
## iter 100 value 159.754342
## final value 159.754342
## stopped after 100 iterations
## # weights: 10
## initial value 564.929414
## iter 10 value 327.424740
## iter 20 value 293.413189
## iter 30 value 287.826285
## iter 40 value 285.200996
## iter 50 value 279.941287
## iter 60 value 277.349928
## iter 70 value 276.253402
## iter 80 value 275.896671
## iter 90 value 275.827949
## iter 100 value 275.669861
## final value 275.669861
## stopped after 100 iterations
## # weights: 28
## initial value 571.033308
## iter 10 value 307.627251
## iter 20 value 262.308750
## iter 30 value 241.785393
## iter 40 value 231.971163
## iter 50 value 222.334909
## iter 60 value 219.931896
## iter 70 value 217.902225
## iter 80 value 212.251521
## iter 90 value 210.856579
## iter 100 value 210.677567
## final value 210.677567
## stopped after 100 iterations
## # weights: 46
## initial value 634.584592
## iter 10 value 266.863686
## iter 20 value 205.407480
## iter 30 value 179.041053
## iter 40 value 169.624244
## iter 50 value 167.558019
## iter 60 value 165.650607
## iter 70 value 164.960469
## iter 80 value 164.930526
## final value 164.929724
## converged
## # weights: 10
## initial value 506.747172
## iter 10 value 298.015365
## iter 20 value 285.543605
## iter 30 value 285.275954
## final value 285.235178
## converged
## # weights: 28
## initial value 525.695206
## iter 10 value 312.636752
## iter 20 value 262.201746
## iter 30 value 248.942435
## iter 40 value 247.727587
## iter 50 value 247.642426
## iter 60 value 247.564783
## iter 70 value 247.532490
## iter 80 value 247.526820
## final value 247.526761
## converged
## # weights: 46
## initial value 530.479842
## iter 10 value 300.613055
## iter 20 value 257.147935
## iter 30 value 244.208671
## iter 40 value 233.987941
## iter 50 value 226.539527
## iter 60 value 224.047624
## iter 70 value 223.364430
## iter 80 value 222.958638
## iter 90 value 222.700914
## iter 100 value 222.201529
## final value 222.201529
## stopped after 100 iterations
## # weights: 10
## initial value 533.535183
## iter 10 value 335.053970
## iter 20 value 287.038279
## iter 30 value 280.673320
## iter 40 value 276.981564
## iter 50 value 276.478850
## iter 60 value 275.917925
## iter 70 value 275.810744
## iter 80 value 275.752610
## iter 90 value 275.713055
## final value 275.712824
## converged
## # weights: 28
## initial value 512.884806
## iter 10 value 286.485663
## iter 20 value 243.126867
## iter 30 value 224.353802
## iter 40 value 216.124728
## iter 50 value 208.424658
## iter 60 value 206.346774
## iter 70 value 204.434174
## iter 80 value 201.792974
## iter 90 value 200.714300
## iter 100 value 200.371168
## final value 200.371168
## stopped after 100 iterations
## # weights: 46
## initial value 509.684491
## iter 10 value 282.562739
## iter 20 value 235.019990
## iter 30 value 193.979741
## iter 40 value 180.960772
## iter 50 value 172.994463
## iter 60 value 167.682657
## iter 70 value 164.238806
## iter 80 value 162.829354
## iter 90 value 160.925764
## iter 100 value 159.184306
## final value 159.184306
## stopped after 100 iterations
## # weights: 10
## initial value 521.511599
## iter 10 value 322.287264
## iter 20 value 293.773154
## iter 30 value 282.592964
## iter 40 value 277.086258
## iter 50 value 275.831490
## iter 60 value 274.972842
## iter 70 value 274.937140
## iter 80 value 274.762072
## iter 90 value 274.743322
## iter 100 value 274.684779
## final value 274.684779
## stopped after 100 iterations
## # weights: 28
## initial value 563.887852
## iter 10 value 311.822869
## iter 20 value 239.513958
## iter 30 value 221.849208
## iter 40 value 220.410001
## iter 50 value 219.194818
## iter 60 value 217.439663
## iter 70 value 215.279177
## iter 80 value 214.318411
## iter 90 value 214.234188
## iter 100 value 214.218574
## final value 214.218574
## stopped after 100 iterations
## # weights: 46
## initial value 669.014298
## iter 10 value 264.374146
## iter 20 value 218.997567
## iter 30 value 201.454246
## iter 40 value 190.644104
## iter 50 value 176.236491
## iter 60 value 166.410808
## iter 70 value 162.315074
## iter 80 value 161.809458
## iter 90 value 160.640068
## iter 100 value 160.620089
## final value 160.620089
## stopped after 100 iterations
## # weights: 10
## initial value 520.291707
## iter 10 value 336.447622
## iter 20 value 295.195883
## iter 30 value 284.928120
## iter 40 value 284.365148
## final value 284.363983
## converged
## # weights: 28
## initial value 510.743535
## iter 10 value 329.165142
## iter 20 value 287.379542
## iter 30 value 264.861203
## iter 40 value 253.860288
## iter 50 value 248.604886
## iter 60 value 247.898658
## iter 70 value 247.614425
## iter 80 value 247.577499
## final value 247.577164
## converged
## # weights: 46
## initial value 525.790736
## iter 10 value 294.365991
## iter 20 value 250.226867
## iter 30 value 238.617382
## iter 40 value 233.971972
## iter 50 value 230.246400
## iter 60 value 228.754938
## iter 70 value 228.548057
## iter 80 value 228.528342
## iter 90 value 228.516697
## iter 100 value 228.515260
## final value 228.515260
## stopped after 100 iterations
## # weights: 10
## initial value 522.316415
## iter 10 value 334.193259
## iter 20 value 282.690063
## iter 30 value 279.362149
## iter 40 value 276.081957
## iter 50 value 275.410045
## iter 60 value 274.923017
## iter 70 value 274.863637
## iter 80 value 274.794855
## iter 90 value 274.754048
## iter 100 value 274.748407
## final value 274.748407
## stopped after 100 iterations
## # weights: 28
## initial value 531.260444
## iter 10 value 277.297768
## iter 20 value 235.594721
## iter 30 value 224.267764
## iter 40 value 217.753365
## iter 50 value 213.263094
## iter 60 value 211.819311
## iter 70 value 210.642237
## iter 80 value 205.232088
## iter 90 value 202.306639
## iter 100 value 202.061599
## final value 202.061599
## stopped after 100 iterations
## # weights: 46
## initial value 498.276070
## iter 10 value 270.508571
## iter 20 value 235.806165
## iter 30 value 215.098548
## iter 40 value 193.261290
## iter 50 value 189.295010
## iter 60 value 187.897528
## iter 70 value 187.437178
## iter 80 value 187.161262
## iter 90 value 187.028281
## iter 100 value 186.984197
## final value 186.984197
## stopped after 100 iterations
## # weights: 10
## initial value 499.134525
## iter 10 value 321.731384
## iter 20 value 304.750967
## iter 30 value 299.982988
## iter 40 value 298.799955
## iter 50 value 292.708639
## iter 60 value 292.136318
## iter 70 value 292.130531
## final value 292.129560
## converged
## # weights: 28
## initial value 543.682124
## iter 10 value 299.073456
## iter 20 value 262.813610
## iter 30 value 234.951517
## iter 40 value 220.045793
## iter 50 value 210.976829
## iter 60 value 205.980428
## iter 70 value 205.537637
## iter 80 value 205.480161
## iter 90 value 205.450681
## iter 100 value 205.437897
## final value 205.437897
## stopped after 100 iterations
## # weights: 46
## initial value 578.631832
## iter 10 value 285.508742
## iter 20 value 234.853959
## iter 30 value 214.708967
## iter 40 value 206.775284
## iter 50 value 201.013741
## iter 60 value 194.367573
## iter 70 value 192.491007
## iter 80 value 191.165598
## iter 90 value 189.138990
## iter 100 value 188.886180
## final value 188.886180
## stopped after 100 iterations
## # weights: 10
## initial value 533.951998
## iter 10 value 373.323503
## iter 20 value 331.735312
## iter 30 value 296.140554
## iter 40 value 280.913619
## iter 50 value 280.561590
## final value 280.561251
## converged
## # weights: 28
## initial value 533.183237
## iter 10 value 323.500656
## iter 20 value 270.451110
## iter 30 value 247.525887
## iter 40 value 237.750962
## iter 50 value 236.323064
## iter 60 value 236.290592
## final value 236.290445
## converged
## # weights: 46
## initial value 512.394745
## iter 10 value 299.882785
## iter 20 value 262.867848
## iter 30 value 245.482631
## iter 40 value 233.228085
## iter 50 value 226.349907
## iter 60 value 224.419388
## iter 70 value 223.724710
## iter 80 value 223.276104
## iter 90 value 223.270842
## final value 223.270821
## converged
## # weights: 10
## initial value 553.248698
## iter 10 value 318.505174
## iter 20 value 276.225239
## iter 30 value 271.470346
## iter 40 value 270.922022
## iter 50 value 270.706765
## iter 60 value 270.615070
## iter 70 value 270.599630
## iter 80 value 270.572312
## iter 90 value 270.570105
## iter 100 value 270.565485
## final value 270.565485
## stopped after 100 iterations
## # weights: 28
## initial value 506.743759
## iter 10 value 268.030219
## iter 20 value 233.456173
## iter 30 value 216.579259
## iter 40 value 210.112044
## iter 50 value 208.705870
## iter 60 value 208.287094
## iter 70 value 208.162416
## iter 80 value 207.941230
## iter 90 value 207.749937
## iter 100 value 207.654744
## final value 207.654744
## stopped after 100 iterations
## # weights: 46
## initial value 518.723074
## iter 10 value 281.826395
## iter 20 value 214.225726
## iter 30 value 195.695991
## iter 40 value 176.717371
## iter 50 value 166.919010
## iter 60 value 164.356587
## iter 70 value 164.063704
## iter 80 value 163.609442
## iter 90 value 163.000302
## iter 100 value 162.929897
## final value 162.929897
## stopped after 100 iterations
## # weights: 10
## initial value 517.284609
## iter 10 value 312.547277
## iter 20 value 290.017487
## iter 30 value 288.938225
## iter 40 value 277.035195
## iter 50 value 275.382339
## iter 60 value 275.261606
## iter 70 value 275.212168
## iter 80 value 275.022977
## iter 90 value 274.963012
## iter 100 value 273.992494
## final value 273.992494
## stopped after 100 iterations
## # weights: 28
## initial value 536.047762
## iter 10 value 316.080533
## iter 20 value 252.280043
## iter 30 value 240.954391
## iter 40 value 235.569951
## iter 50 value 229.925941
## iter 60 value 229.542676
## iter 70 value 229.541593
## iter 80 value 229.540408
## final value 229.540312
## converged
## # weights: 46
## initial value 524.368140
## iter 10 value 272.022805
## iter 20 value 230.253548
## iter 30 value 200.763960
## iter 40 value 180.271348
## iter 50 value 162.086258
## iter 60 value 156.521608
## iter 70 value 155.837585
## iter 80 value 155.438352
## iter 90 value 155.243809
## iter 100 value 154.948871
## final value 154.948871
## stopped after 100 iterations
## # weights: 10
## initial value 515.407170
## iter 10 value 360.093290
## iter 20 value 308.405601
## iter 30 value 291.702753
## iter 40 value 290.625794
## final value 290.608694
## converged
## # weights: 28
## initial value 553.268351
## iter 10 value 340.918018
## iter 20 value 275.038912
## iter 30 value 256.637427
## iter 40 value 250.279577
## iter 50 value 247.568731
## iter 60 value 246.993103
## iter 70 value 245.242100
## iter 80 value 244.680003
## final value 244.678698
## converged
## # weights: 46
## initial value 543.117053
## iter 10 value 296.984881
## iter 20 value 263.015933
## iter 30 value 251.110940
## iter 40 value 238.898435
## iter 50 value 235.286479
## iter 60 value 233.140563
## iter 70 value 229.233283
## iter 80 value 227.990285
## iter 90 value 227.098298
## iter 100 value 227.023200
## final value 227.023200
## stopped after 100 iterations
## # weights: 10
## initial value 542.747680
## iter 10 value 424.364540
## iter 20 value 357.268383
## iter 30 value 346.706813
## iter 40 value 346.601858
## iter 50 value 343.995054
## iter 60 value 339.555039
## iter 70 value 339.485318
## iter 70 value 339.485318
## iter 80 value 339.484535
## iter 90 value 339.405216
## iter 100 value 338.885355
## final value 338.885355
## stopped after 100 iterations
## # weights: 28
## initial value 506.436182
## iter 10 value 291.760864
## iter 20 value 247.597471
## iter 30 value 237.569983
## iter 40 value 234.098134
## iter 50 value 228.337234
## iter 60 value 225.639855
## iter 70 value 225.323816
## iter 80 value 224.771427
## iter 90 value 223.521763
## iter 100 value 223.212251
## final value 223.212251
## stopped after 100 iterations
## # weights: 46
## initial value 529.827451
## iter 10 value 282.885048
## iter 20 value 236.000275
## iter 30 value 209.479452
## iter 40 value 199.720150
## iter 50 value 194.980741
## iter 60 value 191.075234
## iter 70 value 188.049557
## iter 80 value 186.739608
## iter 90 value 186.369234
## iter 100 value 186.129655
## final value 186.129655
## stopped after 100 iterations
## # weights: 10
## initial value 556.100343
## iter 10 value 358.343134
## iter 20 value 298.851422
## iter 30 value 297.054107
## iter 40 value 290.714249
## iter 50 value 283.602148
## iter 60 value 283.118720
## iter 70 value 282.667638
## iter 80 value 282.665702
## final value 282.665627
## converged
## # weights: 28
## initial value 530.759230
## iter 10 value 277.136398
## iter 20 value 241.506589
## iter 30 value 231.944078
## iter 40 value 221.110782
## iter 50 value 215.645804
## iter 60 value 215.539285
## final value 215.539113
## converged
## # weights: 46
## initial value 691.824456
## iter 10 value 277.841297
## iter 20 value 227.835351
## iter 30 value 194.060600
## iter 40 value 177.081319
## iter 50 value 170.103764
## iter 60 value 167.771400
## iter 70 value 163.961516
## iter 80 value 161.411852
## iter 90 value 160.281756
## iter 100 value 160.255548
## final value 160.255548
## stopped after 100 iterations
## # weights: 10
## initial value 543.442195
## iter 10 value 353.726449
## iter 20 value 308.872854
## iter 30 value 295.760834
## iter 40 value 293.938153
## iter 50 value 293.927309
## final value 293.927208
## converged
## # weights: 28
## initial value 489.888507
## iter 10 value 296.078966
## iter 20 value 260.322755
## iter 30 value 255.111674
## iter 40 value 253.859563
## iter 50 value 253.839371
## final value 253.837939
## converged
## # weights: 46
## initial value 513.313089
## iter 10 value 295.098075
## iter 20 value 266.786788
## iter 30 value 246.665789
## iter 40 value 241.429170
## iter 50 value 239.683510
## iter 60 value 238.765457
## iter 70 value 238.687765
## iter 80 value 238.685183
## iter 90 value 238.684463
## final value 238.684311
## converged
## # weights: 10
## initial value 525.619209
## iter 10 value 311.244768
## iter 20 value 294.414930
## iter 30 value 289.411170
## iter 40 value 285.697924
## iter 50 value 285.278281
## iter 60 value 284.982142
## iter 70 value 284.923903
## iter 80 value 284.862468
## iter 90 value 284.836244
## iter 100 value 284.827888
## final value 284.827888
## stopped after 100 iterations
## # weights: 28
## initial value 520.479371
## iter 10 value 292.413361
## iter 20 value 265.406912
## iter 30 value 251.745944
## iter 40 value 243.561965
## iter 50 value 238.946693
## iter 60 value 236.487524
## iter 70 value 236.290528
## iter 80 value 236.002518
## iter 90 value 235.928626
## iter 100 value 235.595087
## final value 235.595087
## stopped after 100 iterations
## # weights: 46
## initial value 505.113914
## iter 10 value 269.284729
## iter 20 value 227.808857
## iter 30 value 210.249256
## iter 40 value 201.230851
## iter 50 value 188.996620
## iter 60 value 185.139496
## iter 70 value 184.148639
## iter 80 value 183.624622
## iter 90 value 182.450075
## iter 100 value 182.032486
## final value 182.032486
## stopped after 100 iterations
## # weights: 10
## initial value 539.106812
## iter 10 value 345.252694
## iter 20 value 277.182406
## iter 30 value 275.340654
## iter 40 value 274.370203
## iter 50 value 274.208379
## iter 60 value 274.069655
## iter 70 value 274.022783
## iter 80 value 273.991511
## iter 90 value 273.968384
## iter 100 value 273.964795
## final value 273.964795
## stopped after 100 iterations
## # weights: 28
## initial value 513.999620
## iter 10 value 281.380846
## iter 20 value 235.812835
## iter 30 value 228.766985
## iter 40 value 226.261957
## iter 50 value 224.345799
## iter 60 value 223.251093
## iter 70 value 221.314842
## iter 80 value 218.620498
## iter 90 value 209.584584
## iter 100 value 205.131902
## final value 205.131902
## stopped after 100 iterations
## # weights: 46
## initial value 531.708218
## iter 10 value 282.358057
## iter 20 value 220.058917
## iter 30 value 191.040776
## iter 40 value 173.927861
## iter 50 value 166.565152
## iter 60 value 165.291350
## iter 70 value 163.222973
## iter 80 value 159.946200
## iter 90 value 156.602390
## iter 100 value 153.677572
## final value 153.677572
## stopped after 100 iterations
## # weights: 10
## initial value 509.939567
## iter 10 value 346.828254
## iter 20 value 292.011996
## iter 30 value 285.071273
## iter 40 value 283.442859
## final value 283.441210
## converged
## # weights: 28
## initial value 621.796554
## iter 10 value 313.084956
## iter 20 value 270.694026
## iter 30 value 249.196239
## iter 40 value 236.975178
## iter 50 value 236.141832
## iter 60 value 236.081517
## final value 236.081154
## converged
## # weights: 46
## initial value 519.931511
## iter 10 value 329.776082
## iter 20 value 281.519241
## iter 30 value 248.814556
## iter 40 value 241.782573
## iter 50 value 238.237360
## iter 60 value 234.453200
## iter 70 value 232.349415
## iter 80 value 230.883560
## iter 90 value 230.458135
## iter 100 value 230.314503
## final value 230.314503
## stopped after 100 iterations
## # weights: 10
## initial value 519.805406
## iter 10 value 326.880162
## iter 20 value 310.474823
## iter 30 value 295.303166
## iter 40 value 278.919819
## iter 50 value 275.923291
## iter 60 value 274.641375
## iter 70 value 274.406850
## iter 80 value 274.176827
## iter 90 value 274.109919
## iter 100 value 274.067699
## final value 274.067699
## stopped after 100 iterations
## # weights: 28
## initial value 517.235761
## iter 10 value 279.215395
## iter 20 value 241.877604
## iter 30 value 229.936483
## iter 40 value 228.286702
## iter 50 value 224.193291
## iter 60 value 222.906942
## iter 70 value 218.231532
## iter 80 value 213.528094
## iter 90 value 212.407885
## iter 100 value 210.596208
## final value 210.596208
## stopped after 100 iterations
## # weights: 46
## initial value 515.248396
## iter 10 value 281.083843
## iter 20 value 221.943254
## iter 30 value 191.108760
## iter 40 value 171.530605
## iter 50 value 161.398858
## iter 60 value 152.858458
## iter 70 value 151.771970
## iter 80 value 151.500172
## iter 90 value 151.273076
## iter 100 value 151.119736
## final value 151.119736
## stopped after 100 iterations
## # weights: 10
## initial value 510.121878
## iter 10 value 319.776804
## iter 20 value 285.602737
## iter 30 value 283.494402
## iter 40 value 283.319912
## iter 50 value 283.110509
## iter 60 value 283.050343
## iter 70 value 283.023584
## iter 80 value 282.994439
## iter 90 value 282.986467
## iter 100 value 282.968044
## final value 282.968044
## stopped after 100 iterations
## # weights: 28
## initial value 513.042609
## iter 10 value 263.504734
## iter 20 value 237.797593
## iter 30 value 226.026556
## iter 40 value 220.530884
## iter 50 value 216.489121
## iter 60 value 212.499166
## iter 70 value 210.690040
## iter 80 value 210.225953
## iter 90 value 210.137864
## iter 100 value 209.986106
## final value 209.986106
## stopped after 100 iterations
## # weights: 46
## initial value 496.525776
## iter 10 value 270.529271
## iter 20 value 233.754410
## iter 30 value 219.886542
## iter 40 value 197.913984
## iter 50 value 181.480466
## iter 60 value 174.492752
## iter 70 value 170.721021
## iter 80 value 169.882839
## iter 90 value 169.356659
## iter 100 value 168.681697
## final value 168.681697
## stopped after 100 iterations
## # weights: 10
## initial value 508.487733
## iter 10 value 334.048318
## iter 20 value 307.347207
## iter 30 value 294.142039
## iter 40 value 292.645306
## final value 292.645295
## converged
## # weights: 28
## initial value 505.540544
## iter 10 value 280.753616
## iter 20 value 252.804195
## iter 30 value 249.727079
## iter 40 value 246.406638
## iter 50 value 246.167619
## final value 246.165743
## converged
## # weights: 46
## initial value 501.787625
## iter 10 value 280.100662
## iter 20 value 250.495589
## iter 30 value 241.354263
## iter 40 value 238.337438
## iter 50 value 237.559636
## iter 60 value 237.435223
## iter 70 value 237.424943
## iter 80 value 237.422637
## final value 237.422457
## converged
## # weights: 10
## initial value 532.565716
## iter 10 value 352.104546
## iter 20 value 322.024248
## iter 30 value 321.699028
## iter 40 value 318.605852
## iter 50 value 318.596371
## final value 318.596333
## converged
## # weights: 28
## initial value 530.894997
## iter 10 value 324.797557
## iter 20 value 259.406342
## iter 30 value 246.771800
## iter 40 value 242.257802
## iter 50 value 235.413539
## iter 60 value 230.838412
## iter 70 value 229.831998
## iter 80 value 228.753106
## iter 90 value 226.979447
## iter 100 value 226.749474
## final value 226.749474
## stopped after 100 iterations
## # weights: 46
## initial value 522.981387
## iter 10 value 275.744313
## iter 20 value 234.038125
## iter 30 value 212.045022
## iter 40 value 196.065744
## iter 50 value 188.619773
## iter 60 value 183.110052
## iter 70 value 176.404330
## iter 80 value 170.276745
## iter 90 value 167.933811
## iter 100 value 166.258289
## final value 166.258289
## stopped after 100 iterations
## # weights: 10
## initial value 518.050903
## iter 10 value 340.493085
## iter 20 value 296.169405
## iter 30 value 283.741545
## iter 40 value 279.170652
## iter 50 value 278.915277
## iter 60 value 278.417036
## iter 70 value 278.349745
## iter 80 value 278.236487
## iter 90 value 278.211894
## iter 100 value 278.192751
## final value 278.192751
## stopped after 100 iterations
## # weights: 28
## initial value 569.337917
## iter 10 value 288.584784
## iter 20 value 268.616947
## iter 30 value 257.812814
## iter 40 value 254.691138
## iter 50 value 253.287653
## iter 60 value 252.474755
## iter 70 value 252.432875
## iter 80 value 252.185434
## iter 90 value 251.978625
## iter 100 value 251.912309
## final value 251.912309
## stopped after 100 iterations
## # weights: 46
## initial value 525.235881
## iter 10 value 299.002372
## iter 20 value 247.652412
## iter 30 value 214.089032
## iter 40 value 199.527170
## iter 50 value 185.021774
## iter 60 value 180.940636
## iter 70 value 175.888072
## iter 80 value 169.348678
## iter 90 value 167.912916
## iter 100 value 166.137816
## final value 166.137816
## stopped after 100 iterations
## # weights: 10
## initial value 521.673242
## iter 10 value 346.727422
## iter 20 value 311.465773
## iter 30 value 291.311243
## iter 40 value 287.617324
## iter 50 value 287.609199
## final value 287.609151
## converged
## # weights: 28
## initial value 511.010603
## iter 10 value 312.666243
## iter 20 value 269.245866
## iter 30 value 262.711545
## iter 40 value 261.812304
## iter 50 value 261.644614
## iter 60 value 261.034982
## iter 70 value 258.320952
## iter 80 value 256.505805
## iter 90 value 254.860359
## iter 100 value 250.039970
## final value 250.039970
## stopped after 100 iterations
## # weights: 46
## initial value 557.420589
## iter 10 value 295.932831
## iter 20 value 264.361559
## iter 30 value 249.082700
## iter 40 value 244.388703
## iter 50 value 241.530775
## iter 60 value 240.521267
## iter 70 value 239.801352
## iter 80 value 239.614894
## iter 90 value 239.463707
## iter 100 value 239.440096
## final value 239.440096
## stopped after 100 iterations
## # weights: 10
## initial value 525.467982
## iter 10 value 316.213450
## iter 20 value 284.288779
## iter 30 value 281.149999
## iter 40 value 278.813436
## iter 50 value 278.587994
## iter 60 value 278.369195
## iter 70 value 278.318844
## iter 80 value 278.272608
## iter 90 value 278.244126
## iter 100 value 278.238384
## final value 278.238384
## stopped after 100 iterations
## # weights: 28
## initial value 543.551270
## iter 10 value 297.046269
## iter 20 value 249.287884
## iter 30 value 245.052201
## iter 40 value 240.949185
## iter 50 value 238.862801
## iter 60 value 238.659724
## iter 70 value 238.587414
## iter 80 value 237.540832
## iter 90 value 236.104171
## iter 100 value 235.788789
## final value 235.788789
## stopped after 100 iterations
## # weights: 46
## initial value 553.900394
## iter 10 value 276.926363
## iter 20 value 230.172912
## iter 30 value 204.945251
## iter 40 value 192.876277
## iter 50 value 182.243122
## iter 60 value 172.466032
## iter 70 value 168.136530
## iter 80 value 165.815454
## iter 90 value 164.469252
## iter 100 value 164.305413
## final value 164.305413
## stopped after 100 iterations
## # weights: 10
## initial value 546.525523
## iter 10 value 345.621720
## iter 20 value 292.281825
## iter 30 value 289.612752
## iter 40 value 284.762271
## iter 50 value 284.348060
## iter 60 value 284.021614
## iter 70 value 283.999905
## iter 80 value 283.995862
## iter 90 value 283.988392
## iter 100 value 283.985600
## final value 283.985600
## stopped after 100 iterations
## # weights: 28
## initial value 522.878476
## iter 10 value 285.956076
## iter 20 value 245.309215
## iter 30 value 227.962038
## iter 40 value 224.918461
## iter 50 value 223.671063
## iter 60 value 219.383467
## iter 70 value 217.604380
## iter 80 value 215.185185
## iter 90 value 211.743373
## iter 100 value 203.658359
## final value 203.658359
## stopped after 100 iterations
## # weights: 46
## initial value 572.077891
## iter 10 value 271.626317
## iter 20 value 211.263311
## iter 30 value 179.092125
## iter 40 value 163.764221
## iter 50 value 153.299011
## iter 60 value 148.783314
## iter 70 value 144.055126
## iter 80 value 140.583812
## iter 90 value 140.167437
## iter 100 value 140.102611
## final value 140.102611
## stopped after 100 iterations
## # weights: 10
## initial value 517.272760
## iter 10 value 340.563306
## iter 20 value 295.137498
## iter 30 value 280.669260
## final value 280.368601
## converged
## # weights: 28
## initial value 577.478737
## iter 10 value 301.775223
## iter 20 value 276.050683
## iter 30 value 253.817741
## iter 40 value 242.735296
## iter 50 value 236.215439
## iter 60 value 234.138023
## iter 70 value 232.101937
## iter 80 value 232.089580
## final value 232.089560
## converged
## # weights: 46
## initial value 527.704013
## iter 10 value 308.458715
## iter 20 value 248.641759
## iter 30 value 234.315827
## iter 40 value 232.169689
## iter 50 value 229.724270
## iter 60 value 229.423311
## iter 70 value 229.365345
## iter 80 value 229.359773
## iter 90 value 229.359372
## final value 229.359357
## converged
## # weights: 10
## initial value 502.357156
## iter 10 value 293.574161
## iter 20 value 274.348551
## iter 30 value 273.197732
## iter 40 value 271.624858
## iter 50 value 271.383764
## iter 60 value 271.153611
## iter 70 value 271.105775
## iter 80 value 271.084227
## iter 90 value 271.064365
## final value 271.064304
## converged
## # weights: 28
## initial value 551.749962
## iter 10 value 326.417636
## iter 20 value 246.720719
## iter 30 value 238.544287
## iter 40 value 227.945635
## iter 50 value 214.873227
## iter 60 value 212.075382
## iter 70 value 211.154525
## iter 80 value 210.815096
## iter 90 value 210.418079
## iter 100 value 209.963212
## final value 209.963212
## stopped after 100 iterations
## # weights: 46
## initial value 490.001294
## iter 10 value 290.320158
## iter 20 value 235.146571
## iter 30 value 206.921510
## iter 40 value 192.127674
## iter 50 value 183.489575
## iter 60 value 182.032427
## iter 70 value 181.701194
## iter 80 value 181.335759
## iter 90 value 180.828526
## iter 100 value 180.792441
## final value 180.792441
## stopped after 100 iterations
## # weights: 10
## initial value 513.464581
## iter 10 value 321.261739
## iter 20 value 281.651754
## iter 30 value 278.442465
## iter 40 value 277.447038
## iter 50 value 276.941385
## iter 60 value 276.873517
## iter 70 value 276.714738
## iter 80 value 276.699197
## iter 90 value 276.645120
## iter 100 value 276.643070
## final value 276.643070
## stopped after 100 iterations
## # weights: 28
## initial value 525.726440
## iter 10 value 300.613135
## iter 20 value 253.045418
## iter 30 value 234.726675
## iter 40 value 211.636787
## iter 50 value 208.564172
## iter 60 value 206.300057
## iter 70 value 201.556361
## iter 80 value 200.778587
## iter 90 value 200.526970
## iter 100 value 199.389791
## final value 199.389791
## stopped after 100 iterations
## # weights: 46
## initial value 645.866590
## iter 10 value 270.342697
## iter 20 value 241.600683
## iter 30 value 218.751218
## iter 40 value 202.296697
## iter 50 value 187.686483
## iter 60 value 182.982005
## iter 70 value 182.634853
## iter 80 value 182.620005
## iter 90 value 182.612052
## iter 100 value 182.611390
## final value 182.611390
## stopped after 100 iterations
## # weights: 10
## initial value 519.345940
## iter 10 value 315.206485
## iter 20 value 287.859094
## iter 30 value 287.017224
## final value 287.011061
## converged
## # weights: 28
## initial value 496.739129
## iter 10 value 281.803282
## iter 20 value 254.293183
## iter 30 value 249.630992
## iter 40 value 247.067490
## iter 50 value 242.010274
## iter 60 value 240.852732
## iter 70 value 240.822739
## iter 80 value 240.814175
## final value 240.814135
## converged
## # weights: 46
## initial value 625.527999
## iter 10 value 272.794033
## iter 20 value 246.914528
## iter 30 value 235.967267
## iter 40 value 231.112723
## iter 50 value 229.220253
## iter 60 value 228.702973
## iter 70 value 228.469630
## iter 80 value 228.384197
## final value 228.382655
## converged
## # weights: 10
## initial value 532.752054
## iter 10 value 376.365713
## iter 20 value 332.934214
## iter 30 value 329.398159
## iter 40 value 317.716682
## iter 50 value 316.512142
## iter 60 value 316.507751
## iter 60 value 316.507749
## iter 60 value 316.507749
## final value 316.507749
## converged
## # weights: 28
## initial value 523.807472
## iter 10 value 328.170880
## iter 20 value 257.087637
## iter 30 value 249.542085
## iter 40 value 241.544445
## iter 50 value 240.614197
## iter 60 value 240.006611
## iter 70 value 239.965313
## iter 80 value 239.897485
## iter 90 value 239.836084
## iter 100 value 239.502027
## final value 239.502027
## stopped after 100 iterations
## # weights: 46
## initial value 540.074417
## iter 10 value 307.417036
## iter 20 value 238.354585
## iter 30 value 222.421339
## iter 40 value 202.763335
## iter 50 value 184.616552
## iter 60 value 179.343912
## iter 70 value 175.800720
## iter 80 value 175.609539
## iter 90 value 175.376904
## iter 100 value 175.211337
## final value 175.211337
## stopped after 100 iterations
## # weights: 10
## initial value 562.494431
## iter 10 value 341.653986
## iter 20 value 293.793532
## iter 30 value 287.234447
## iter 40 value 281.133100
## iter 50 value 280.850201
## iter 60 value 280.283552
## iter 70 value 280.149278
## iter 80 value 280.071259
## iter 90 value 279.959573
## iter 100 value 279.940935
## final value 279.940935
## stopped after 100 iterations
## # weights: 28
## initial value 574.012343
## iter 10 value 360.590291
## iter 20 value 256.412329
## iter 30 value 236.620845
## iter 40 value 232.811196
## iter 50 value 229.889732
## iter 60 value 229.303143
## iter 70 value 228.563699
## iter 80 value 228.080598
## iter 90 value 228.017550
## iter 100 value 227.772705
## final value 227.772705
## stopped after 100 iterations
## # weights: 46
## initial value 549.437532
## iter 10 value 275.200682
## iter 20 value 238.564684
## iter 30 value 221.985845
## iter 40 value 197.420043
## iter 50 value 189.980996
## iter 60 value 186.474317
## iter 70 value 182.492638
## iter 80 value 181.311395
## iter 90 value 180.041377
## iter 100 value 178.735164
## final value 178.735164
## stopped after 100 iterations
## # weights: 10
## initial value 508.776393
## iter 10 value 368.413764
## iter 20 value 305.678664
## iter 30 value 292.278942
## iter 40 value 290.234176
## iter 50 value 290.225500
## final value 290.225385
## converged
## # weights: 28
## initial value 576.244680
## iter 10 value 332.235010
## iter 20 value 281.151979
## iter 30 value 269.242067
## iter 40 value 253.525975
## iter 50 value 244.074314
## iter 60 value 241.684923
## iter 70 value 241.189760
## iter 80 value 241.167546
## final value 241.167532
## converged
## # weights: 46
## initial value 509.756970
## iter 10 value 308.613319
## iter 20 value 269.857924
## iter 30 value 247.031137
## iter 40 value 239.299506
## iter 50 value 233.969856
## iter 60 value 230.871842
## iter 70 value 225.977653
## iter 80 value 224.925368
## iter 90 value 224.638780
## iter 100 value 224.567263
## final value 224.567263
## stopped after 100 iterations
## # weights: 10
## initial value 507.963077
## iter 10 value 315.073259
## iter 20 value 293.590872
## iter 30 value 287.260829
## iter 40 value 280.552759
## iter 50 value 280.376598
## iter 60 value 280.146230
## iter 70 value 280.084902
## iter 80 value 280.040707
## iter 90 value 280.009695
## iter 100 value 279.998253
## final value 279.998253
## stopped after 100 iterations
## # weights: 28
## initial value 638.555463
## iter 10 value 333.085401
## iter 20 value 295.410374
## iter 30 value 279.128559
## iter 40 value 265.533388
## iter 50 value 261.257704
## iter 60 value 251.998703
## iter 70 value 247.665108
## iter 80 value 243.968476
## iter 90 value 241.435178
## iter 100 value 240.028863
## final value 240.028863
## stopped after 100 iterations
## # weights: 46
## initial value 496.815740
## iter 10 value 264.906114
## iter 20 value 227.318394
## iter 30 value 202.484512
## iter 40 value 168.768341
## iter 50 value 159.777660
## iter 60 value 157.735749
## iter 70 value 156.789019
## iter 80 value 154.778360
## iter 90 value 153.595678
## iter 100 value 152.980349
## final value 152.980349
## stopped after 100 iterations
## # weights: 10
## initial value 513.467488
## iter 10 value 357.024168
## iter 20 value 320.405263
## iter 30 value 296.531303
## iter 40 value 293.041565
## iter 50 value 287.325856
## iter 60 value 284.561991
## iter 70 value 283.045122
## iter 80 value 282.850579
## iter 90 value 282.570009
## iter 100 value 282.537258
## final value 282.537258
## stopped after 100 iterations
## # weights: 28
## initial value 550.267899
## iter 10 value 312.310389
## iter 20 value 265.794488
## iter 30 value 232.925389
## iter 40 value 225.047610
## iter 50 value 220.876540
## iter 60 value 219.596997
## iter 70 value 219.048811
## iter 80 value 217.788311
## iter 90 value 217.642243
## iter 100 value 217.549696
## final value 217.549696
## stopped after 100 iterations
## # weights: 46
## initial value 525.787365
## iter 10 value 267.622935
## iter 20 value 234.419956
## iter 30 value 204.126431
## iter 40 value 180.127644
## iter 50 value 172.583242
## iter 60 value 166.812515
## iter 70 value 162.202698
## iter 80 value 161.029144
## iter 90 value 159.604350
## iter 100 value 158.099719
## final value 158.099719
## stopped after 100 iterations
## # weights: 10
## initial value 532.485120
## iter 10 value 370.653356
## iter 20 value 303.942592
## iter 30 value 292.833988
## iter 40 value 291.980299
## final value 291.980223
## converged
## # weights: 28
## initial value 550.782601
## iter 10 value 313.886462
## iter 20 value 273.549465
## iter 30 value 260.148547
## iter 40 value 256.107408
## iter 50 value 254.498113
## iter 60 value 254.375829
## iter 70 value 254.217577
## iter 80 value 254.066214
## iter 90 value 254.048634
## final value 254.048627
## converged
## # weights: 46
## initial value 586.708460
## iter 10 value 296.662272
## iter 20 value 259.329880
## iter 30 value 243.283282
## iter 40 value 234.710210
## iter 50 value 230.452598
## iter 60 value 229.783900
## iter 70 value 229.641419
## iter 80 value 228.406354
## iter 90 value 228.146618
## iter 100 value 228.135447
## final value 228.135447
## stopped after 100 iterations
## # weights: 10
## initial value 510.107067
## iter 10 value 332.570631
## iter 20 value 309.724212
## iter 30 value 307.867201
## iter 40 value 298.752229
## iter 50 value 298.601610
## iter 60 value 298.579589
## final value 298.578856
## converged
## # weights: 28
## initial value 499.296539
## iter 10 value 279.284141
## iter 20 value 250.078251
## iter 30 value 232.747692
## iter 40 value 229.545073
## iter 50 value 228.415501
## iter 60 value 228.237791
## iter 70 value 227.552209
## iter 80 value 227.075379
## iter 90 value 226.964230
## iter 100 value 226.841173
## final value 226.841173
## stopped after 100 iterations
## # weights: 46
## initial value 562.348879
## iter 10 value 268.467966
## iter 20 value 223.004632
## iter 30 value 195.714881
## iter 40 value 186.008842
## iter 50 value 177.658155
## iter 60 value 176.479817
## iter 70 value 175.886028
## iter 80 value 174.904033
## iter 90 value 174.059195
## iter 100 value 173.832855
## final value 173.832855
## stopped after 100 iterations
## # weights: 10
## initial value 518.935839
## iter 10 value 311.591971
## iter 20 value 282.030338
## iter 30 value 279.722903
## iter 40 value 277.045403
## iter 50 value 276.980858
## iter 60 value 276.785759
## iter 70 value 276.761695
## iter 80 value 276.724056
## iter 90 value 276.713162
## iter 100 value 276.705395
## final value 276.705395
## stopped after 100 iterations
## # weights: 28
## initial value 505.964944
## iter 10 value 313.902046
## iter 20 value 277.815453
## iter 30 value 264.103345
## iter 40 value 259.703019
## iter 50 value 257.853696
## iter 60 value 254.692612
## iter 70 value 253.927483
## iter 80 value 253.111763
## iter 90 value 252.379499
## iter 100 value 252.275002
## final value 252.275002
## stopped after 100 iterations
## # weights: 46
## initial value 591.348075
## iter 10 value 274.874786
## iter 20 value 234.118885
## iter 30 value 205.260182
## iter 40 value 184.632849
## iter 50 value 176.382197
## iter 60 value 168.717945
## iter 70 value 166.051115
## iter 80 value 165.123342
## iter 90 value 163.860174
## iter 100 value 163.741452
## final value 163.741452
## stopped after 100 iterations
## # weights: 10
## initial value 539.483935
## iter 10 value 300.552918
## iter 20 value 289.348677
## iter 30 value 288.252741
## final value 288.076445
## converged
## # weights: 28
## initial value 602.680663
## iter 10 value 281.992572
## iter 20 value 254.279414
## iter 30 value 244.019568
## iter 40 value 237.859076
## iter 50 value 235.815102
## iter 60 value 235.759089
## final value 235.759072
## converged
## # weights: 46
## initial value 526.651486
## iter 10 value 293.752031
## iter 20 value 253.074554
## iter 30 value 241.044733
## iter 40 value 230.615962
## iter 50 value 228.239755
## iter 60 value 227.318291
## iter 70 value 227.089164
## iter 80 value 225.837747
## iter 90 value 224.453438
## iter 100 value 224.321940
## final value 224.321940
## stopped after 100 iterations
## # weights: 10
## initial value 536.906742
## iter 10 value 343.863163
## iter 20 value 295.289404
## iter 30 value 283.194625
## iter 40 value 278.462543
## iter 50 value 277.769030
## iter 60 value 277.159296
## iter 70 value 276.995574
## iter 80 value 276.938743
## iter 90 value 276.862310
## final value 276.862238
## converged
## # weights: 28
## initial value 561.884412
## iter 10 value 296.985569
## iter 20 value 266.981802
## iter 30 value 262.435550
## iter 40 value 259.481868
## iter 50 value 258.204590
## iter 60 value 257.999977
## iter 70 value 257.929138
## iter 80 value 257.888376
## iter 90 value 257.421474
## iter 100 value 256.735960
## final value 256.735960
## stopped after 100 iterations
## # weights: 46
## initial value 523.579833
## iter 10 value 262.981022
## iter 20 value 212.605613
## iter 30 value 180.426865
## iter 40 value 167.268540
## iter 50 value 163.780169
## iter 60 value 162.863994
## iter 70 value 162.720564
## iter 80 value 162.588594
## iter 90 value 162.327180
## iter 100 value 162.156361
## final value 162.156361
## stopped after 100 iterations
## # weights: 10
## initial value 508.630153
## iter 10 value 320.536708
## iter 20 value 276.973572
## iter 30 value 272.271307
## iter 40 value 271.563184
## iter 50 value 271.450841
## iter 60 value 271.377599
## iter 70 value 271.352238
## iter 80 value 271.327119
## iter 90 value 271.299669
## iter 100 value 271.295740
## final value 271.295740
## stopped after 100 iterations
## # weights: 28
## initial value 530.106583
## iter 10 value 271.959155
## iter 20 value 231.496609
## iter 30 value 222.809787
## iter 40 value 220.062307
## iter 50 value 213.725578
## iter 60 value 203.117720
## iter 70 value 202.143362
## iter 80 value 201.672333
## iter 90 value 201.627707
## iter 90 value 201.627707
## final value 201.627707
## converged
## # weights: 46
## initial value 553.344042
## iter 10 value 267.030609
## iter 20 value 223.319038
## iter 30 value 197.577414
## iter 40 value 181.208826
## iter 50 value 175.294485
## iter 60 value 170.560439
## iter 70 value 166.585655
## iter 80 value 165.352170
## iter 90 value 165.091351
## iter 100 value 165.082175
## final value 165.082175
## stopped after 100 iterations
## # weights: 10
## initial value 533.708117
## iter 10 value 305.190324
## iter 20 value 283.795083
## iter 30 value 280.921353
## final value 280.906350
## converged
## # weights: 28
## initial value 632.045312
## iter 10 value 312.507273
## iter 20 value 280.400802
## iter 30 value 265.531693
## iter 40 value 257.043739
## iter 50 value 246.201380
## iter 60 value 239.958900
## iter 70 value 238.926057
## iter 80 value 238.858649
## final value 238.858589
## converged
## # weights: 46
## initial value 512.296808
## iter 10 value 262.363010
## iter 20 value 240.949277
## iter 30 value 230.663343
## iter 40 value 227.541772
## iter 50 value 225.815592
## iter 60 value 225.165450
## iter 70 value 225.087639
## iter 80 value 225.085515
## iter 90 value 225.085191
## final value 225.085160
## converged
## # weights: 10
## initial value 512.003269
## iter 10 value 317.323163
## iter 20 value 287.115415
## iter 30 value 284.878620
## iter 40 value 272.245322
## iter 50 value 272.240612
## iter 50 value 272.240609
## iter 50 value 272.240609
## final value 272.240609
## converged
## # weights: 28
## initial value 509.092541
## iter 10 value 267.625213
## iter 20 value 256.359013
## iter 30 value 235.262512
## iter 40 value 213.697148
## iter 50 value 205.182959
## iter 60 value 203.202904
## iter 70 value 202.450060
## iter 80 value 201.701024
## iter 90 value 201.146111
## iter 100 value 200.198374
## final value 200.198374
## stopped after 100 iterations
## # weights: 46
## initial value 532.307492
## iter 10 value 266.791609
## iter 20 value 214.399214
## iter 30 value 205.395363
## iter 40 value 194.422500
## iter 50 value 185.634465
## iter 60 value 180.988416
## iter 70 value 180.320664
## iter 80 value 178.873234
## iter 90 value 177.464517
## iter 100 value 177.035474
## final value 177.035474
## stopped after 100 iterations
## # weights: 10
## initial value 510.941003
## iter 10 value 373.482303
## iter 20 value 321.173322
## iter 30 value 316.320785
## iter 40 value 303.401555
## iter 50 value 297.895252
## iter 60 value 292.106427
## iter 70 value 274.311671
## iter 80 value 273.773689
## iter 90 value 273.767801
## final value 273.764328
## converged
## # weights: 28
## initial value 500.866604
## iter 10 value 282.474880
## iter 20 value 240.474646
## iter 30 value 231.745145
## iter 40 value 226.295361
## iter 50 value 222.970323
## iter 60 value 222.503540
## iter 70 value 222.202085
## iter 80 value 221.914414
## iter 90 value 221.832532
## iter 100 value 221.606035
## final value 221.606035
## stopped after 100 iterations
## # weights: 46
## initial value 527.653697
## iter 10 value 292.209837
## iter 20 value 261.095994
## iter 30 value 228.722083
## iter 40 value 206.895682
## iter 50 value 188.727275
## iter 60 value 178.366549
## iter 70 value 172.051531
## iter 80 value 164.047835
## iter 90 value 160.570210
## iter 100 value 159.974773
## final value 159.974773
## stopped after 100 iterations
## # weights: 10
## initial value 551.325518
## iter 10 value 363.362945
## iter 20 value 312.516975
## iter 30 value 296.047145
## iter 40 value 294.059857
## final value 294.053356
## converged
## # weights: 28
## initial value 561.530101
## iter 10 value 305.137899
## iter 20 value 286.785472
## iter 30 value 266.104395
## iter 40 value 259.014893
## iter 50 value 252.367616
## iter 60 value 248.782217
## iter 70 value 248.663617
## iter 80 value 248.657624
## iter 80 value 248.657623
## iter 80 value 248.657623
## final value 248.657623
## converged
## # weights: 46
## initial value 522.488230
## iter 10 value 310.320732
## iter 20 value 264.778707
## iter 30 value 253.136411
## iter 40 value 249.970617
## iter 50 value 246.181321
## iter 60 value 236.753868
## iter 70 value 231.255761
## iter 80 value 230.129869
## iter 90 value 229.897916
## iter 100 value 229.875169
## final value 229.875169
## stopped after 100 iterations
## # weights: 10
## initial value 537.130988
## iter 10 value 296.844972
## iter 20 value 287.908248
## iter 30 value 285.411057
## iter 40 value 285.185603
## iter 50 value 284.770167
## iter 60 value 284.744231
## iter 70 value 284.642448
## final value 284.638349
## converged
## # weights: 28
## initial value 504.094651
## iter 10 value 319.554082
## iter 20 value 281.183045
## iter 30 value 254.140268
## iter 40 value 234.603917
## iter 50 value 231.369086
## iter 60 value 226.597960
## iter 70 value 225.872072
## iter 80 value 225.611720
## iter 90 value 224.850021
## iter 100 value 224.617087
## final value 224.617087
## stopped after 100 iterations
## # weights: 46
## initial value 485.174708
## iter 10 value 270.314478
## iter 20 value 227.285086
## iter 30 value 200.289637
## iter 40 value 188.885158
## iter 50 value 180.603400
## iter 60 value 179.630554
## iter 70 value 179.384327
## iter 80 value 179.286312
## iter 90 value 179.155065
## iter 100 value 179.040526
## final value 179.040526
## stopped after 100 iterations
## # weights: 10
## initial value 536.016453
## iter 10 value 321.976804
## iter 20 value 306.685936
## iter 30 value 306.529412
## iter 40 value 306.342962
## iter 50 value 305.572812
## iter 60 value 300.198494
## iter 70 value 300.110795
## iter 80 value 300.101126
## iter 90 value 300.096235
## iter 100 value 300.090552
## final value 300.090552
## stopped after 100 iterations
## # weights: 28
## initial value 536.298539
## iter 10 value 291.210994
## iter 20 value 256.840049
## iter 30 value 238.353520
## iter 40 value 229.471345
## iter 50 value 224.639602
## iter 60 value 222.545929
## iter 70 value 221.690875
## iter 80 value 221.351611
## iter 90 value 220.725318
## iter 100 value 220.397556
## final value 220.397556
## stopped after 100 iterations
## # weights: 46
## initial value 584.619446
## iter 10 value 290.338706
## iter 20 value 236.880337
## iter 30 value 209.730897
## iter 40 value 183.214704
## iter 50 value 172.420366
## iter 60 value 165.440324
## iter 70 value 161.434061
## iter 80 value 157.017049
## iter 90 value 156.117269
## iter 100 value 155.950543
## final value 155.950543
## stopped after 100 iterations
## # weights: 10
## initial value 539.829020
## iter 10 value 341.141595
## iter 20 value 298.330098
## iter 30 value 292.506167
## final value 291.700943
## converged
## # weights: 28
## initial value 526.387954
## iter 10 value 319.462305
## iter 20 value 268.396977
## iter 30 value 259.525973
## iter 40 value 256.736664
## iter 50 value 253.331586
## iter 60 value 252.329483
## iter 70 value 252.116907
## iter 80 value 252.007798
## final value 252.003249
## converged
## # weights: 46
## initial value 529.073071
## iter 10 value 294.825788
## iter 20 value 255.007884
## iter 30 value 243.908168
## iter 40 value 240.916434
## iter 50 value 235.956552
## iter 60 value 232.437087
## iter 70 value 231.973139
## iter 80 value 231.906013
## iter 90 value 231.898993
## iter 100 value 231.898404
## final value 231.898404
## stopped after 100 iterations
## # weights: 10
## initial value 537.814420
## iter 10 value 360.031825
## iter 20 value 312.556863
## iter 30 value 288.268187
## iter 40 value 283.709490
## iter 50 value 283.236147
## iter 60 value 282.802938
## iter 70 value 282.716174
## iter 80 value 282.639027
## iter 90 value 282.609816
## iter 100 value 282.600389
## final value 282.600389
## stopped after 100 iterations
## # weights: 28
## initial value 509.709153
## iter 10 value 285.460028
## iter 20 value 238.532558
## iter 30 value 224.516175
## iter 40 value 207.518875
## iter 50 value 201.975772
## iter 60 value 201.586510
## iter 70 value 201.295303
## iter 80 value 200.007431
## iter 90 value 199.399226
## iter 100 value 199.352322
## final value 199.352322
## stopped after 100 iterations
## # weights: 46
## initial value 500.438521
## iter 10 value 277.920735
## iter 20 value 239.582760
## iter 30 value 206.951261
## iter 40 value 188.501616
## iter 50 value 164.916924
## iter 60 value 159.303314
## iter 70 value 157.305208
## iter 80 value 156.794451
## iter 90 value 156.286967
## iter 100 value 155.997371
## final value 155.997371
## stopped after 100 iterations
## # weights: 10
## initial value 519.462882
## iter 10 value 310.204573
## iter 20 value 288.184188
## iter 30 value 285.431003
## iter 40 value 285.313561
## iter 50 value 285.022540
## iter 60 value 284.945553
## iter 70 value 282.087037
## iter 80 value 280.386053
## iter 90 value 280.360694
## final value 280.348390
## converged
## # weights: 28
## initial value 530.325997
## iter 10 value 297.705711
## iter 20 value 243.107488
## iter 30 value 234.537572
## iter 40 value 218.240486
## iter 50 value 208.313658
## iter 60 value 205.406138
## iter 70 value 205.245215
## iter 80 value 204.926295
## iter 90 value 204.769174
## iter 100 value 203.943885
## final value 203.943885
## stopped after 100 iterations
## # weights: 46
## initial value 499.928537
## iter 10 value 276.957525
## iter 20 value 224.780086
## iter 30 value 198.551199
## iter 40 value 178.239377
## iter 50 value 166.310852
## iter 60 value 164.441968
## iter 70 value 163.831397
## iter 80 value 161.586568
## iter 90 value 161.071132
## iter 100 value 160.987385
## final value 160.987385
## stopped after 100 iterations
## # weights: 10
## initial value 536.625587
## iter 10 value 354.321568
## iter 20 value 299.143491
## iter 30 value 283.922893
## iter 40 value 281.397343
## iter 50 value 281.394246
## final value 281.394237
## converged
## # weights: 28
## initial value 525.104631
## iter 10 value 312.191859
## iter 20 value 269.732473
## iter 30 value 254.671419
## iter 40 value 252.245858
## iter 50 value 252.016129
## iter 60 value 251.945361
## iter 70 value 251.930267
## final value 251.929423
## converged
## # weights: 46
## initial value 600.914465
## iter 10 value 295.197486
## iter 20 value 250.772803
## iter 30 value 232.937979
## iter 40 value 227.635869
## iter 50 value 221.912026
## iter 60 value 220.475056
## iter 70 value 220.355549
## iter 80 value 220.305916
## iter 90 value 220.302916
## final value 220.302701
## converged
## # weights: 10
## initial value 514.386077
## iter 10 value 282.268386
## iter 20 value 276.088029
## iter 30 value 272.613395
## iter 40 value 270.820712
## iter 50 value 270.511579
## iter 60 value 270.242454
## iter 70 value 270.194819
## iter 80 value 270.159195
## iter 90 value 270.116488
## iter 100 value 270.111033
## final value 270.111033
## stopped after 100 iterations
## # weights: 28
## initial value 521.862194
## iter 10 value 297.318896
## iter 20 value 232.420729
## iter 30 value 223.903979
## iter 40 value 221.263506
## iter 50 value 216.812512
## iter 60 value 214.298433
## iter 70 value 214.086382
## iter 80 value 213.325588
## iter 90 value 213.199611
## iter 100 value 212.617216
## final value 212.617216
## stopped after 100 iterations
## # weights: 46
## initial value 505.001310
## iter 10 value 254.420535
## iter 20 value 227.384649
## iter 30 value 206.564775
## iter 40 value 181.444355
## iter 50 value 171.835120
## iter 60 value 165.455494
## iter 70 value 163.229486
## iter 80 value 161.836193
## iter 90 value 161.292763
## iter 100 value 160.832028
## final value 160.832028
## stopped after 100 iterations
## # weights: 10
## initial value 541.050321
## iter 10 value 309.808109
## iter 20 value 285.537092
## iter 30 value 282.551790
## iter 40 value 281.780084
## iter 50 value 281.500665
## iter 60 value 281.474180
## iter 70 value 281.385785
## iter 80 value 281.378192
## iter 90 value 281.348064
## iter 100 value 281.339289
## final value 281.339289
## stopped after 100 iterations
## # weights: 28
## initial value 527.383389
## iter 10 value 285.119820
## iter 20 value 247.131797
## iter 30 value 236.811882
## iter 40 value 228.479761
## iter 50 value 221.973687
## iter 60 value 212.769773
## iter 70 value 210.337302
## iter 80 value 205.404302
## iter 90 value 204.004636
## iter 100 value 203.986579
## final value 203.986579
## stopped after 100 iterations
## # weights: 46
## initial value 501.331044
## iter 10 value 265.184074
## iter 20 value 233.169203
## iter 30 value 202.742708
## iter 40 value 189.966113
## iter 50 value 184.367043
## iter 60 value 181.829487
## iter 70 value 181.431113
## iter 80 value 181.384852
## iter 90 value 181.259852
## iter 100 value 181.220442
## final value 181.220442
## stopped after 100 iterations
## # weights: 10
## initial value 537.305867
## iter 10 value 388.518790
## iter 20 value 306.258431
## iter 30 value 292.333595
## iter 40 value 290.907664
## final value 290.906911
## converged
## # weights: 28
## initial value 562.086803
## iter 10 value 342.434382
## iter 20 value 285.520409
## iter 30 value 267.848465
## iter 40 value 258.383548
## iter 50 value 256.796187
## iter 60 value 256.726090
## iter 70 value 256.680789
## iter 80 value 256.672303
## final value 256.672255
## converged
## # weights: 46
## initial value 525.225240
## iter 10 value 346.917729
## iter 20 value 283.725818
## iter 30 value 253.501541
## iter 40 value 247.486362
## iter 50 value 243.997468
## iter 60 value 242.892820
## iter 70 value 242.213613
## iter 80 value 239.978647
## iter 90 value 239.198800
## iter 100 value 239.118386
## final value 239.118386
## stopped after 100 iterations
## # weights: 10
## initial value 517.247757
## iter 10 value 314.673173
## iter 20 value 285.717737
## iter 30 value 282.679322
## iter 40 value 281.702450
## iter 50 value 281.558133
## iter 60 value 281.472293
## iter 70 value 281.437320
## iter 80 value 281.423377
## iter 90 value 281.406471
## iter 100 value 281.404615
## final value 281.404615
## stopped after 100 iterations
## # weights: 28
## initial value 507.291292
## iter 10 value 308.793196
## iter 20 value 275.652200
## iter 30 value 262.061371
## iter 40 value 260.508648
## iter 50 value 260.277600
## iter 60 value 259.589716
## iter 70 value 258.092337
## iter 80 value 257.753751
## iter 90 value 255.084257
## iter 100 value 249.918184
## final value 249.918184
## stopped after 100 iterations
## # weights: 46
## initial value 486.230616
## iter 10 value 289.768956
## iter 20 value 236.093364
## iter 30 value 219.084599
## iter 40 value 197.737798
## iter 50 value 191.139045
## iter 60 value 183.552659
## iter 70 value 182.519957
## iter 80 value 181.930895
## iter 90 value 181.882045
## iter 100 value 181.768920
## final value 181.768920
## stopped after 100 iterations
## # weights: 10
## initial value 584.894853
## iter 10 value 311.618980
## iter 20 value 289.084388
## iter 30 value 284.085927
## iter 40 value 283.715661
## iter 50 value 283.017216
## iter 60 value 282.957105
## iter 70 value 282.808388
## iter 80 value 282.785017
## iter 90 value 282.765575
## iter 100 value 282.726238
## final value 282.726238
## stopped after 100 iterations
## # weights: 28
## initial value 545.922324
## iter 10 value 332.842738
## iter 20 value 281.013374
## iter 30 value 267.187226
## iter 40 value 253.439111
## iter 50 value 242.071282
## iter 60 value 238.565878
## iter 70 value 237.863380
## iter 80 value 236.809274
## iter 90 value 236.440580
## iter 100 value 236.077199
## final value 236.077199
## stopped after 100 iterations
## # weights: 46
## initial value 659.172709
## iter 10 value 281.302101
## iter 20 value 229.140357
## iter 30 value 206.598693
## iter 40 value 189.139188
## iter 50 value 174.320254
## iter 60 value 160.976360
## iter 70 value 159.745923
## iter 80 value 159.547142
## iter 90 value 159.447048
## iter 100 value 159.439702
## final value 159.439702
## stopped after 100 iterations
## # weights: 10
## initial value 514.061936
## iter 10 value 328.112382
## iter 20 value 294.772210
## iter 30 value 292.324880
## final value 292.140494
## converged
## # weights: 28
## initial value 567.529318
## iter 10 value 296.407745
## iter 20 value 272.962462
## iter 30 value 260.362333
## iter 40 value 256.259465
## iter 50 value 254.193146
## iter 60 value 252.438211
## iter 70 value 249.984582
## iter 80 value 248.916161
## iter 90 value 248.896975
## final value 248.896968
## converged
## # weights: 46
## initial value 507.496919
## iter 10 value 293.357123
## iter 20 value 252.793765
## iter 30 value 236.362334
## iter 40 value 231.911218
## iter 50 value 230.395959
## iter 60 value 229.904252
## iter 70 value 229.762932
## iter 80 value 229.756498
## iter 90 value 229.478685
## iter 100 value 228.704178
## final value 228.704178
## stopped after 100 iterations
## # weights: 10
## initial value 520.051368
## iter 10 value 317.105892
## iter 20 value 295.417452
## iter 30 value 285.110882
## iter 40 value 284.175687
## iter 50 value 283.127173
## iter 60 value 282.987902
## iter 70 value 282.908971
## iter 80 value 282.862966
## iter 90 value 282.855182
## iter 100 value 282.834780
## final value 282.834780
## stopped after 100 iterations
## # weights: 28
## initial value 525.153774
## iter 10 value 294.614021
## iter 20 value 255.978652
## iter 30 value 238.223763
## iter 40 value 227.649168
## iter 50 value 220.708605
## iter 60 value 213.983986
## iter 70 value 209.237886
## iter 80 value 208.175201
## iter 90 value 204.577669
## iter 100 value 203.697380
## final value 203.697380
## stopped after 100 iterations
## # weights: 46
## initial value 520.096995
## iter 10 value 274.173597
## iter 20 value 224.492481
## iter 30 value 208.743371
## iter 40 value 198.649102
## iter 50 value 183.395393
## iter 60 value 177.121344
## iter 70 value 172.828724
## iter 80 value 170.613914
## iter 90 value 170.350536
## iter 100 value 170.299628
## final value 170.299628
## stopped after 100 iterations
## # weights: 10
## initial value 542.521607
## iter 10 value 413.865460
## iter 20 value 295.322623
## iter 30 value 283.041391
## iter 40 value 281.922486
## iter 50 value 281.718850
## iter 60 value 281.656202
## iter 70 value 281.447066
## iter 80 value 281.099751
## iter 90 value 280.943682
## iter 100 value 280.852097
## final value 280.852097
## stopped after 100 iterations
## # weights: 28
## initial value 516.763067
## iter 10 value 295.997036
## iter 20 value 242.899665
## iter 30 value 227.126576
## iter 40 value 220.445544
## iter 50 value 219.202129
## iter 60 value 216.675520
## iter 70 value 216.313742
## iter 80 value 215.667219
## iter 90 value 214.745721
## iter 100 value 214.605800
## final value 214.605800
## stopped after 100 iterations
## # weights: 46
## initial value 558.317280
## iter 10 value 294.835300
## iter 20 value 226.530331
## iter 30 value 207.122015
## iter 40 value 191.049706
## iter 50 value 181.520304
## iter 60 value 176.230203
## iter 70 value 174.207479
## iter 80 value 173.117599
## iter 90 value 172.337750
## iter 100 value 172.259595
## final value 172.259595
## stopped after 100 iterations
## # weights: 10
## initial value 505.263378
## iter 10 value 332.539726
## iter 20 value 290.254753
## iter 30 value 287.882575
## final value 287.859184
## converged
## # weights: 28
## initial value 532.733123
## iter 10 value 311.931571
## iter 20 value 250.162911
## iter 30 value 241.215248
## iter 40 value 239.736684
## iter 50 value 239.704615
## final value 239.688479
## converged
## # weights: 46
## initial value 565.692754
## iter 10 value 302.513388
## iter 20 value 257.030502
## iter 30 value 243.701242
## iter 40 value 237.958907
## iter 50 value 234.002437
## iter 60 value 232.231513
## iter 70 value 230.698026
## iter 80 value 229.431808
## iter 90 value 227.890303
## iter 100 value 227.333561
## final value 227.333561
## stopped after 100 iterations
## # weights: 10
## initial value 595.244108
## iter 10 value 334.644970
## iter 20 value 290.829784
## iter 30 value 280.611555
## iter 40 value 278.253077
## iter 50 value 277.884847
## iter 60 value 277.475798
## iter 70 value 277.440966
## iter 80 value 277.335272
## iter 90 value 277.332767
## iter 100 value 277.300523
## final value 277.300523
## stopped after 100 iterations
## # weights: 28
## initial value 607.086529
## iter 10 value 315.356439
## iter 20 value 266.552472
## iter 30 value 253.363801
## iter 40 value 242.339853
## iter 50 value 237.717561
## iter 60 value 231.081745
## iter 70 value 229.255866
## iter 80 value 227.865441
## iter 90 value 222.444601
## iter 100 value 219.858904
## final value 219.858904
## stopped after 100 iterations
## # weights: 46
## initial value 534.460519
## iter 10 value 298.181102
## iter 20 value 235.775049
## iter 30 value 224.023556
## iter 40 value 215.693056
## iter 50 value 210.923029
## iter 60 value 210.018401
## iter 70 value 208.954446
## iter 80 value 208.651758
## iter 90 value 208.424359
## iter 100 value 208.251185
## final value 208.251185
## stopped after 100 iterations
## # weights: 10
## initial value 531.114399
## iter 10 value 340.301726
## iter 20 value 296.694746
## iter 30 value 288.256408
## iter 40 value 285.499669
## iter 50 value 280.671644
## iter 60 value 279.008355
## iter 70 value 276.897299
## iter 80 value 276.566908
## iter 90 value 276.316535
## iter 100 value 276.192175
## final value 276.192175
## stopped after 100 iterations
## # weights: 28
## initial value 649.029776
## iter 10 value 277.624936
## iter 20 value 236.727480
## iter 30 value 225.543726
## iter 40 value 219.837108
## iter 50 value 213.502678
## iter 60 value 205.896234
## iter 70 value 205.614213
## iter 80 value 205.392036
## iter 90 value 204.701860
## iter 100 value 203.678440
## final value 203.678440
## stopped after 100 iterations
## # weights: 46
## initial value 517.402601
## iter 10 value 276.596970
## iter 20 value 225.548084
## iter 30 value 207.227445
## iter 40 value 194.835258
## iter 50 value 185.395573
## iter 60 value 180.319099
## iter 70 value 178.458975
## iter 80 value 177.776899
## iter 90 value 177.583046
## iter 100 value 177.358039
## final value 177.358039
## stopped after 100 iterations
## # weights: 10
## initial value 582.730497
## iter 10 value 388.772422
## iter 20 value 301.509842
## iter 30 value 286.900007
## iter 40 value 286.299326
## final value 286.298313
## converged
## # weights: 28
## initial value 561.016800
## iter 10 value 314.071760
## iter 20 value 267.016176
## iter 30 value 253.263922
## iter 40 value 250.095225
## iter 50 value 248.275107
## iter 60 value 247.310937
## iter 70 value 247.267284
## iter 80 value 247.267109
## final value 247.267102
## converged
## # weights: 46
## initial value 611.651849
## iter 10 value 268.036963
## iter 20 value 245.463584
## iter 30 value 234.160771
## iter 40 value 232.467523
## iter 50 value 231.987624
## iter 60 value 231.661794
## iter 70 value 230.797574
## iter 80 value 229.541654
## iter 90 value 228.726117
## iter 100 value 228.658972
## final value 228.658972
## stopped after 100 iterations
## # weights: 10
## initial value 506.307380
## iter 10 value 317.675509
## iter 20 value 313.205142
## iter 30 value 309.621893
## iter 40 value 308.935911
## iter 50 value 308.795378
## final value 308.794651
## converged
## # weights: 28
## initial value 506.974602
## iter 10 value 285.741015
## iter 20 value 253.110721
## iter 30 value 244.022689
## iter 40 value 242.608667
## iter 50 value 240.789093
## iter 60 value 240.202754
## iter 70 value 239.918961
## iter 80 value 236.749953
## iter 90 value 233.386178
## iter 100 value 233.172237
## final value 233.172237
## stopped after 100 iterations
## # weights: 46
## initial value 678.096407
## iter 10 value 269.799259
## iter 20 value 233.125260
## iter 30 value 208.938752
## iter 40 value 188.908962
## iter 50 value 178.896094
## iter 60 value 174.347584
## iter 70 value 169.654387
## iter 80 value 168.896809
## iter 90 value 168.519183
## iter 100 value 168.233853
## final value 168.233853
## stopped after 100 iterations
## # weights: 10
## initial value 512.473816
## iter 10 value 301.259883
## iter 20 value 276.522001
## iter 30 value 272.149244
## iter 40 value 269.191812
## iter 50 value 268.945670
## iter 60 value 268.779773
## iter 70 value 268.747630
## iter 80 value 268.724093
## iter 90 value 268.704716
## iter 100 value 268.697980
## final value 268.697980
## stopped after 100 iterations
## # weights: 28
## initial value 515.106860
## iter 10 value 303.501356
## iter 20 value 253.784078
## iter 30 value 232.411999
## iter 40 value 213.399161
## iter 50 value 205.588846
## iter 60 value 200.730600
## iter 70 value 197.885166
## iter 80 value 196.158609
## iter 90 value 195.920300
## iter 100 value 195.779626
## final value 195.779626
## stopped after 100 iterations
## # weights: 46
## initial value 580.414911
## iter 10 value 272.023400
## iter 20 value 244.924706
## iter 30 value 216.286199
## iter 40 value 195.717708
## iter 50 value 185.538351
## iter 60 value 177.591137
## iter 70 value 174.566201
## iter 80 value 169.923300
## iter 90 value 167.763333
## iter 100 value 165.113205
## final value 165.113205
## stopped after 100 iterations
## # weights: 10
## initial value 519.138837
## iter 10 value 297.271946
## iter 20 value 279.318804
## iter 30 value 279.282282
## final value 279.282245
## converged
## # weights: 28
## initial value 509.343669
## iter 10 value 286.427000
## iter 20 value 255.927342
## iter 30 value 246.195325
## iter 40 value 244.100357
## iter 50 value 243.515852
## iter 60 value 243.219479
## iter 70 value 242.632849
## iter 80 value 242.347795
## final value 242.343290
## converged
## # weights: 46
## initial value 533.477573
## iter 10 value 308.744443
## iter 20 value 273.192028
## iter 30 value 255.729222
## iter 40 value 245.997872
## iter 50 value 239.822464
## iter 60 value 237.579403
## iter 70 value 234.619464
## iter 80 value 233.034208
## iter 90 value 232.699281
## iter 100 value 232.181828
## final value 232.181828
## stopped after 100 iterations
## # weights: 10
## initial value 517.897643
## iter 10 value 409.607627
## iter 20 value 271.723334
## iter 30 value 271.132585
## iter 40 value 268.749679
## final value 268.749105
## converged
## # weights: 28
## initial value 571.510042
## iter 10 value 274.740904
## iter 20 value 227.472863
## iter 30 value 219.903172
## iter 40 value 210.325907
## iter 50 value 209.417599
## iter 60 value 209.132442
## iter 70 value 209.039810
## iter 80 value 208.742892
## iter 90 value 208.571315
## iter 100 value 208.533313
## final value 208.533313
## stopped after 100 iterations
## # weights: 46
## initial value 524.959604
## iter 10 value 276.623623
## iter 20 value 215.669799
## iter 30 value 193.087717
## iter 40 value 173.330229
## iter 50 value 158.603693
## iter 60 value 152.194477
## iter 70 value 150.862795
## iter 80 value 150.414878
## iter 90 value 150.203529
## iter 100 value 150.099360
## final value 150.099360
## stopped after 100 iterations
## # weights: 10
## initial value 532.630187
## iter 10 value 332.911785
## iter 20 value 290.158315
## iter 30 value 274.906550
## iter 40 value 271.839542
## iter 50 value 270.548808
## iter 60 value 270.356371
## iter 70 value 270.280778
## iter 80 value 270.202663
## iter 90 value 270.192453
## iter 100 value 270.147269
## final value 270.147269
## stopped after 100 iterations
## # weights: 28
## initial value 531.817330
## iter 10 value 262.719156
## iter 20 value 230.954749
## iter 30 value 210.097305
## iter 40 value 197.592657
## iter 50 value 190.819372
## iter 60 value 189.092186
## iter 70 value 189.050767
## final value 189.044965
## converged
## # weights: 46
## initial value 492.784887
## iter 10 value 260.921642
## iter 20 value 213.945601
## iter 30 value 199.379439
## iter 40 value 191.451459
## iter 50 value 183.683723
## iter 60 value 181.182969
## iter 70 value 171.987313
## iter 80 value 168.494540
## iter 90 value 164.819841
## iter 100 value 163.328456
## final value 163.328456
## stopped after 100 iterations
## # weights: 10
## initial value 542.317174
## iter 10 value 299.645940
## iter 20 value 283.047126
## iter 30 value 280.306524
## final value 280.291336
## converged
## # weights: 28
## initial value 518.867894
## iter 10 value 316.469740
## iter 20 value 257.498627
## iter 30 value 245.453738
## iter 40 value 235.849381
## iter 50 value 231.656349
## iter 60 value 230.350471
## iter 70 value 230.129403
## iter 80 value 230.112363
## final value 230.112350
## converged
## # weights: 46
## initial value 539.323038
## iter 10 value 287.102111
## iter 20 value 242.602558
## iter 30 value 233.175796
## iter 40 value 230.006892
## iter 50 value 225.404676
## iter 60 value 224.645267
## iter 70 value 224.439856
## iter 80 value 224.407337
## iter 90 value 224.406255
## final value 224.406168
## converged
## # weights: 10
## initial value 517.590569
## iter 10 value 303.056551
## iter 20 value 282.150480
## iter 30 value 281.248218
## iter 40 value 280.132546
## iter 50 value 273.788069
## iter 60 value 271.550336
## iter 70 value 270.498904
## iter 80 value 270.426984
## iter 90 value 270.262868
## iter 100 value 270.242118
## final value 270.242118
## stopped after 100 iterations
## # weights: 28
## initial value 524.494290
## iter 10 value 290.775240
## iter 20 value 227.753530
## iter 30 value 214.436902
## iter 40 value 208.466783
## iter 50 value 205.458000
## iter 60 value 204.083239
## iter 70 value 203.754825
## iter 80 value 203.705452
## iter 90 value 203.062504
## iter 100 value 202.085750
## final value 202.085750
## stopped after 100 iterations
## # weights: 46
## initial value 567.985982
## iter 10 value 276.616471
## iter 20 value 222.189308
## iter 30 value 205.369191
## iter 40 value 193.315138
## iter 50 value 186.686237
## iter 60 value 185.258644
## iter 70 value 184.319519
## iter 80 value 183.751215
## iter 90 value 182.852454
## iter 100 value 182.235210
## final value 182.235210
## stopped after 100 iterations
## # weights: 10
## initial value 547.915828
## iter 10 value 340.016414
## iter 20 value 300.142916
## iter 30 value 290.302726
## iter 40 value 287.124555
## iter 50 value 286.727404
## iter 60 value 286.395407
## iter 70 value 286.333841
## iter 80 value 286.285574
## iter 90 value 286.219311
## iter 100 value 286.209215
## final value 286.209215
## stopped after 100 iterations
## # weights: 28
## initial value 528.942705
## iter 10 value 326.801072
## iter 20 value 251.026335
## iter 30 value 239.525310
## iter 40 value 229.195849
## iter 50 value 216.413547
## iter 60 value 214.913302
## iter 70 value 214.613601
## iter 80 value 212.862251
## iter 90 value 211.775929
## iter 100 value 211.343515
## final value 211.343515
## stopped after 100 iterations
## # weights: 46
## initial value 557.775934
## iter 10 value 320.865550
## iter 20 value 253.553881
## iter 30 value 217.202557
## iter 40 value 195.247507
## iter 50 value 188.777318
## iter 60 value 183.236585
## iter 70 value 177.666853
## iter 80 value 172.149233
## iter 90 value 167.940953
## iter 100 value 166.610521
## final value 166.610521
## stopped after 100 iterations
## # weights: 10
## initial value 512.913584
## iter 10 value 344.281000
## iter 20 value 310.453940
## iter 30 value 298.816329
## iter 40 value 295.826521
## final value 295.756394
## converged
## # weights: 28
## initial value 504.217005
## iter 10 value 320.797593
## iter 20 value 274.908830
## iter 30 value 255.992368
## iter 40 value 252.261879
## iter 50 value 251.070003
## iter 60 value 250.860543
## iter 70 value 250.850701
## final value 250.849018
## converged
## # weights: 46
## initial value 531.398797
## iter 10 value 296.256425
## iter 20 value 256.275363
## iter 30 value 248.530964
## iter 40 value 246.887347
## iter 50 value 246.470353
## iter 60 value 245.206703
## iter 70 value 244.816173
## iter 80 value 244.388501
## iter 90 value 240.273176
## iter 100 value 236.548519
## final value 236.548519
## stopped after 100 iterations
## # weights: 10
## initial value 502.277015
## iter 10 value 347.987205
## iter 20 value 309.314443
## iter 30 value 299.185620
## iter 40 value 298.056814
## iter 50 value 282.649357
## iter 60 value 282.141444
## iter 70 value 282.096774
## final value 282.094355
## converged
## # weights: 28
## initial value 572.477992
## iter 10 value 301.841972
## iter 20 value 270.121856
## iter 30 value 253.915129
## iter 40 value 250.362248
## iter 50 value 246.522615
## iter 60 value 244.416761
## iter 70 value 243.722597
## iter 80 value 242.773116
## iter 90 value 241.222857
## iter 100 value 241.018053
## final value 241.018053
## stopped after 100 iterations
## # weights: 46
## initial value 591.945731
## iter 10 value 287.957097
## iter 20 value 241.600767
## iter 30 value 208.800658
## iter 40 value 179.440261
## iter 50 value 174.437546
## iter 60 value 171.935939
## iter 70 value 170.660711
## iter 80 value 169.885765
## iter 90 value 167.585684
## iter 100 value 166.724721
## final value 166.724721
## stopped after 100 iterations
## # weights: 10
## initial value 512.022633
## iter 10 value 320.455724
## iter 20 value 282.493030
## iter 30 value 278.467053
## iter 40 value 276.090557
## iter 50 value 275.901395
## iter 60 value 275.597682
## iter 70 value 275.514247
## iter 80 value 275.448469
## iter 90 value 275.376321
## iter 100 value 275.360050
## final value 275.360050
## stopped after 100 iterations
## # weights: 28
## initial value 538.326634
## iter 10 value 289.204054
## iter 20 value 246.606194
## iter 30 value 227.431728
## iter 40 value 221.239400
## iter 50 value 218.942214
## iter 60 value 216.233784
## iter 70 value 214.435732
## iter 80 value 214.020728
## iter 90 value 213.662452
## iter 100 value 213.529183
## final value 213.529183
## stopped after 100 iterations
## # weights: 46
## initial value 564.658650
## iter 10 value 284.588431
## iter 20 value 240.442424
## iter 30 value 220.288925
## iter 40 value 193.145933
## iter 50 value 179.189661
## iter 60 value 168.471342
## iter 70 value 166.379803
## iter 80 value 165.133505
## iter 90 value 164.412386
## iter 100 value 163.281110
## final value 163.281110
## stopped after 100 iterations
## # weights: 10
## initial value 539.015754
## iter 10 value 323.570438
## iter 20 value 291.851830
## iter 30 value 287.204076
## final value 286.965810
## converged
## # weights: 28
## initial value 567.500055
## iter 10 value 318.778837
## iter 20 value 266.637313
## iter 30 value 262.129434
## iter 40 value 255.099023
## iter 50 value 249.978945
## iter 60 value 249.061269
## iter 70 value 248.964621
## iter 80 value 248.959481
## final value 248.959473
## converged
## # weights: 46
## initial value 523.554771
## iter 10 value 274.260654
## iter 20 value 251.016982
## iter 30 value 241.978528
## iter 40 value 236.550079
## iter 50 value 234.621696
## iter 60 value 234.403057
## iter 70 value 234.334892
## iter 80 value 234.304114
## iter 90 value 234.303481
## final value 234.303465
## converged
## # weights: 10
## initial value 544.396918
## iter 10 value 322.160617
## iter 20 value 286.092216
## iter 30 value 281.026858
## iter 40 value 276.645199
## iter 50 value 276.130532
## iter 60 value 275.732858
## iter 70 value 275.659862
## iter 80 value 275.603737
## iter 90 value 275.530272
## iter 100 value 275.514360
## final value 275.514360
## stopped after 100 iterations
## # weights: 28
## initial value 531.426659
## iter 10 value 290.431003
## iter 20 value 252.978622
## iter 30 value 237.593071
## iter 40 value 226.657771
## iter 50 value 224.032042
## iter 60 value 221.461767
## iter 70 value 220.427467
## iter 80 value 219.126538
## iter 90 value 218.482050
## iter 100 value 218.077234
## final value 218.077234
## stopped after 100 iterations
## # weights: 46
## initial value 571.057158
## iter 10 value 306.408387
## iter 20 value 242.037135
## iter 30 value 223.026630
## iter 40 value 198.480064
## iter 50 value 182.140079
## iter 60 value 171.905486
## iter 70 value 169.642645
## iter 80 value 168.009955
## iter 90 value 166.572389
## iter 100 value 166.125845
## final value 166.125845
## stopped after 100 iterations
## # weights: 10
## initial value 491.145841
## iter 10 value 289.818378
## iter 20 value 281.314399
## iter 30 value 278.672609
## iter 40 value 277.508526
## iter 50 value 277.367005
## iter 60 value 277.218811
## iter 70 value 277.187897
## iter 80 value 277.153649
## iter 90 value 277.134295
## iter 100 value 277.126786
## final value 277.126786
## stopped after 100 iterations
## # weights: 28
## initial value 486.950039
## iter 10 value 278.372823
## iter 20 value 246.087973
## iter 30 value 238.561893
## iter 40 value 228.119345
## iter 50 value 223.178434
## iter 60 value 220.718344
## iter 70 value 220.239766
## iter 80 value 219.893300
## iter 90 value 219.830634
## iter 100 value 219.593796
## final value 219.593796
## stopped after 100 iterations
## # weights: 46
## initial value 690.821960
## iter 10 value 268.914797
## iter 20 value 229.500887
## iter 30 value 212.313680
## iter 40 value 205.704098
## iter 50 value 197.263214
## iter 60 value 183.041103
## iter 70 value 177.931567
## iter 80 value 172.075327
## iter 90 value 170.820514
## iter 100 value 170.018430
## final value 170.018430
## stopped after 100 iterations
## # weights: 10
## initial value 531.354522
## iter 10 value 391.929823
## iter 20 value 293.562487
## iter 30 value 286.587042
## final value 286.131604
## converged
## # weights: 28
## initial value 491.431851
## iter 10 value 274.697023
## iter 20 value 257.711847
## iter 30 value 254.205860
## iter 40 value 242.577053
## iter 50 value 237.918097
## iter 60 value 237.240953
## iter 70 value 237.237843
## final value 237.237803
## converged
## # weights: 46
## initial value 611.336317
## iter 10 value 287.727167
## iter 20 value 250.971759
## iter 30 value 238.337552
## iter 40 value 230.332033
## iter 50 value 227.334058
## iter 60 value 224.216431
## iter 70 value 223.191477
## iter 80 value 222.922533
## iter 90 value 222.903652
## final value 222.903063
## converged
## # weights: 10
## initial value 535.558809
## iter 10 value 320.123924
## iter 20 value 282.745248
## iter 30 value 279.628487
## iter 40 value 277.873194
## iter 50 value 277.564808
## iter 60 value 277.296679
## iter 70 value 277.251983
## iter 80 value 277.206384
## iter 90 value 277.196140
## iter 100 value 277.192301
## final value 277.192301
## stopped after 100 iterations
## # weights: 28
## initial value 530.732135
## iter 10 value 276.956419
## iter 20 value 242.071797
## iter 30 value 225.387965
## iter 40 value 218.078692
## iter 50 value 212.161762
## iter 60 value 211.739205
## iter 70 value 211.121129
## iter 80 value 210.676199
## iter 90 value 210.104273
## iter 100 value 209.747865
## final value 209.747865
## stopped after 100 iterations
## # weights: 46
## initial value 547.767629
## iter 10 value 268.177048
## iter 20 value 220.746889
## iter 30 value 204.336696
## iter 40 value 182.820775
## iter 50 value 168.967288
## iter 60 value 162.516329
## iter 70 value 161.287279
## iter 80 value 160.179739
## iter 90 value 159.808825
## iter 100 value 159.614738
## final value 159.614738
## stopped after 100 iterations
## # weights: 10
## initial value 522.549349
## iter 10 value 327.870540
## iter 20 value 285.806988
## iter 30 value 284.902718
## iter 40 value 284.481292
## iter 50 value 284.386292
## iter 60 value 284.331978
## iter 70 value 284.293568
## iter 80 value 284.281862
## iter 90 value 284.244729
## iter 100 value 284.238344
## final value 284.238344
## stopped after 100 iterations
## # weights: 28
## initial value 522.317692
## iter 10 value 264.488209
## iter 20 value 238.663715
## iter 30 value 237.214862
## iter 40 value 235.057746
## iter 50 value 228.888348
## iter 60 value 221.939602
## iter 70 value 221.532564
## iter 80 value 221.039142
## iter 90 value 220.562287
## iter 100 value 220.453168
## final value 220.453168
## stopped after 100 iterations
## # weights: 46
## initial value 477.257745
## iter 10 value 278.972813
## iter 20 value 228.282258
## iter 30 value 198.232966
## iter 40 value 181.313936
## iter 50 value 170.076109
## iter 60 value 167.507083
## iter 70 value 166.852903
## iter 80 value 166.653434
## iter 90 value 166.640332
## final value 166.639715
## converged
## # weights: 10
## initial value 508.010924
## iter 10 value 320.956953
## iter 20 value 304.649239
## iter 30 value 295.515419
## iter 40 value 294.834633
## final value 294.834614
## converged
## # weights: 28
## initial value 508.226716
## iter 10 value 311.465173
## iter 20 value 267.296387
## iter 30 value 249.788545
## iter 40 value 243.608942
## iter 50 value 241.520809
## iter 60 value 241.353759
## iter 70 value 241.336644
## iter 80 value 241.334198
## final value 241.334194
## converged
## # weights: 46
## initial value 535.633803
## iter 10 value 277.126176
## iter 20 value 252.212518
## iter 30 value 244.817432
## iter 40 value 239.246886
## iter 50 value 234.522296
## iter 60 value 231.747634
## iter 70 value 230.895573
## iter 80 value 230.752910
## iter 90 value 230.730529
## final value 230.730289
## converged
## # weights: 10
## initial value 507.874080
## iter 10 value 332.236630
## iter 20 value 321.900930
## iter 30 value 317.030075
## iter 40 value 309.818323
## iter 50 value 309.812701
## final value 309.812599
## converged
## # weights: 28
## initial value 511.125185
## iter 10 value 313.855872
## iter 20 value 273.607123
## iter 30 value 259.398108
## iter 40 value 248.519754
## iter 50 value 247.498666
## iter 60 value 245.653936
## iter 70 value 245.214570
## iter 80 value 245.161823
## iter 90 value 243.797880
## iter 100 value 243.266664
## final value 243.266664
## stopped after 100 iterations
## # weights: 46
## initial value 524.875541
## iter 10 value 280.661008
## iter 20 value 234.104919
## iter 30 value 207.671148
## iter 40 value 177.610023
## iter 50 value 166.837269
## iter 60 value 163.329649
## iter 70 value 162.455722
## iter 80 value 161.781825
## iter 90 value 161.611632
## iter 100 value 161.509770
## final value 161.509770
## stopped after 100 iterations
## # weights: 10
## initial value 519.052904
## iter 10 value 348.535494
## iter 20 value 298.452524
## iter 30 value 290.135194
## iter 40 value 284.462118
## iter 50 value 284.082213
## iter 60 value 283.999494
## iter 70 value 283.961223
## iter 80 value 283.948105
## iter 90 value 283.920206
## iter 100 value 283.917129
## final value 283.917129
## stopped after 100 iterations
## # weights: 28
## initial value 508.891471
## iter 10 value 290.659820
## iter 20 value 230.318038
## iter 30 value 219.515825
## iter 40 value 205.193617
## iter 50 value 195.788712
## iter 60 value 192.327684
## iter 70 value 191.997966
## iter 80 value 191.648742
## iter 90 value 191.451303
## final value 191.447593
## converged
## # weights: 46
## initial value 502.055387
## iter 10 value 278.868802
## iter 20 value 235.993833
## iter 30 value 215.355004
## iter 40 value 203.274875
## iter 50 value 195.009666
## iter 60 value 189.395659
## iter 70 value 186.775778
## iter 80 value 184.388897
## iter 90 value 183.935978
## iter 100 value 183.711207
## final value 183.711207
## stopped after 100 iterations
## # weights: 10
## initial value 517.537992
## iter 10 value 371.379944
## iter 20 value 311.382784
## iter 30 value 295.296270
## iter 40 value 293.545276
## final value 293.544498
## converged
## # weights: 28
## initial value 496.412498
## iter 10 value 299.253348
## iter 20 value 265.618874
## iter 30 value 258.344436
## iter 40 value 254.317989
## iter 50 value 254.188781
## final value 254.152005
## converged
## # weights: 46
## initial value 492.600179
## iter 10 value 296.975502
## iter 20 value 259.190862
## iter 30 value 248.097977
## iter 40 value 243.041078
## iter 50 value 242.038577
## iter 60 value 241.564251
## iter 70 value 241.138004
## iter 80 value 241.110793
## iter 90 value 241.104779
## final value 241.104637
## converged
## # weights: 10
## initial value 514.487592
## iter 10 value 333.726306
## iter 20 value 304.942903
## iter 30 value 291.047358
## iter 40 value 284.463986
## iter 50 value 284.205506
## iter 60 value 284.140391
## iter 70 value 284.045790
## iter 80 value 284.035452
## iter 90 value 284.010822
## iter 100 value 284.009759
## final value 284.009759
## stopped after 100 iterations
## # weights: 28
## initial value 532.508408
## iter 10 value 315.724062
## iter 20 value 260.934297
## iter 30 value 240.326370
## iter 40 value 230.486589
## iter 50 value 223.617452
## iter 60 value 223.310962
## iter 70 value 223.217263
## iter 80 value 223.125239
## iter 90 value 222.953013
## iter 100 value 222.558548
## final value 222.558548
## stopped after 100 iterations
## # weights: 46
## initial value 664.622082
## iter 10 value 294.247997
## iter 20 value 261.736852
## iter 30 value 247.338257
## iter 40 value 227.916181
## iter 50 value 206.374453
## iter 60 value 197.037497
## iter 70 value 191.921506
## iter 80 value 184.574495
## iter 90 value 181.814735
## iter 100 value 181.328533
## final value 181.328533
## stopped after 100 iterations
## # weights: 10
## initial value 520.011974
## iter 10 value 335.173045
## iter 20 value 301.386963
## iter 30 value 294.180107
## iter 40 value 286.666269
## iter 50 value 285.066364
## iter 60 value 284.246431
## iter 70 value 284.157568
## iter 80 value 284.016064
## iter 90 value 283.986176
## iter 100 value 283.929657
## final value 283.929657
## stopped after 100 iterations
## # weights: 28
## initial value 610.410810
## iter 10 value 303.790851
## iter 20 value 272.735366
## iter 30 value 257.706067
## iter 40 value 250.597003
## iter 50 value 243.043753
## iter 60 value 240.676692
## iter 70 value 240.627612
## iter 80 value 240.620112
## final value 240.619245
## converged
## # weights: 46
## initial value 539.915076
## iter 10 value 263.970179
## iter 20 value 222.740565
## iter 30 value 202.444568
## iter 40 value 178.960495
## iter 50 value 171.561957
## iter 60 value 170.399713
## iter 70 value 170.369398
## final value 170.368663
## converged
## # weights: 10
## initial value 512.664542
## iter 10 value 355.256261
## iter 20 value 297.953157
## iter 30 value 294.024688
## final value 293.808446
## converged
## # weights: 28
## initial value 545.012982
## iter 10 value 312.023384
## iter 20 value 275.469892
## iter 30 value 263.840068
## iter 40 value 256.910593
## iter 50 value 250.012649
## iter 60 value 246.821398
## iter 70 value 246.247539
## iter 80 value 245.791530
## iter 90 value 243.266812
## iter 100 value 243.123991
## final value 243.123991
## stopped after 100 iterations
## # weights: 46
## initial value 505.821656
## iter 10 value 289.201876
## iter 20 value 252.133611
## iter 30 value 245.705644
## iter 40 value 243.592359
## iter 50 value 242.443007
## iter 60 value 242.171958
## iter 70 value 242.127252
## iter 80 value 242.095187
## iter 90 value 242.078519
## iter 100 value 242.032891
## final value 242.032891
## stopped after 100 iterations
## # weights: 10
## initial value 511.531593
## iter 10 value 308.335960
## iter 20 value 298.057728
## iter 30 value 297.498469
## iter 40 value 288.681162
## iter 50 value 288.579827
## iter 60 value 288.568254
## iter 70 value 288.567374
## iter 80 value 288.562777
## iter 90 value 288.561136
## iter 100 value 288.560035
## final value 288.560035
## stopped after 100 iterations
## # weights: 28
## initial value 521.927966
## iter 10 value 298.609913
## iter 20 value 244.604605
## iter 30 value 233.717865
## iter 40 value 232.251149
## iter 50 value 224.617847
## iter 60 value 216.451200
## iter 70 value 216.313506
## iter 80 value 216.209599
## iter 90 value 216.094070
## iter 100 value 215.785542
## final value 215.785542
## stopped after 100 iterations
## # weights: 46
## initial value 607.928512
## iter 10 value 315.310325
## iter 20 value 244.550497
## iter 30 value 217.390120
## iter 40 value 207.648923
## iter 50 value 201.329144
## iter 60 value 195.611171
## iter 70 value 190.836674
## iter 80 value 189.539054
## iter 90 value 188.863157
## iter 100 value 188.712494
## final value 188.712494
## stopped after 100 iterations
## # weights: 10
## initial value 524.671371
## iter 10 value 312.336059
## iter 20 value 280.026290
## iter 30 value 278.478843
## iter 40 value 278.376937
## iter 50 value 278.212917
## iter 60 value 278.172894
## iter 70 value 278.123525
## iter 80 value 278.118476
## iter 90 value 278.096211
## iter 100 value 278.085349
## final value 278.085349
## stopped after 100 iterations
## # weights: 28
## initial value 509.767688
## iter 10 value 298.531517
## iter 20 value 259.744036
## iter 30 value 246.302370
## iter 40 value 237.862783
## iter 50 value 235.844849
## iter 60 value 235.716776
## iter 70 value 235.683905
## iter 80 value 235.601331
## iter 90 value 235.141279
## iter 100 value 234.558483
## final value 234.558483
## stopped after 100 iterations
## # weights: 46
## initial value 546.399415
## iter 10 value 277.164044
## iter 20 value 229.028410
## iter 30 value 210.459344
## iter 40 value 195.661206
## iter 50 value 187.336729
## iter 60 value 181.875176
## iter 70 value 179.116366
## iter 80 value 178.897653
## iter 90 value 178.887309
## iter 100 value 178.883042
## final value 178.883042
## stopped after 100 iterations
## # weights: 10
## initial value 531.806322
## iter 10 value 332.014144
## iter 20 value 296.788606
## iter 30 value 288.842852
## final value 288.485233
## converged
## # weights: 28
## initial value 504.619418
## iter 10 value 300.382256
## iter 20 value 265.206536
## iter 30 value 254.841498
## iter 40 value 246.799190
## iter 50 value 240.737993
## iter 60 value 237.934706
## iter 70 value 237.533576
## iter 80 value 237.509474
## final value 237.509456
## converged
## # weights: 46
## initial value 586.490846
## iter 10 value 277.023539
## iter 20 value 244.650111
## iter 30 value 233.024896
## iter 40 value 231.496195
## iter 50 value 228.743793
## iter 60 value 225.440623
## iter 70 value 225.033766
## iter 80 value 225.017170
## iter 90 value 225.016806
## final value 225.016734
## converged
## # weights: 10
## initial value 528.696729
## iter 10 value 321.156144
## iter 20 value 297.469978
## iter 30 value 295.740179
## iter 40 value 284.186189
## iter 50 value 280.728707
## iter 60 value 278.783103
## iter 70 value 278.462558
## iter 80 value 278.311306
## iter 90 value 278.255176
## iter 100 value 278.243157
## final value 278.243157
## stopped after 100 iterations
## # weights: 28
## initial value 543.138532
## iter 10 value 280.082403
## iter 20 value 251.322667
## iter 30 value 229.184717
## iter 40 value 223.431333
## iter 50 value 221.258411
## iter 60 value 219.987582
## iter 70 value 219.466357
## iter 80 value 218.919649
## iter 90 value 218.767515
## iter 100 value 218.731433
## final value 218.731433
## stopped after 100 iterations
## # weights: 46
## initial value 567.685732
## iter 10 value 281.243004
## iter 20 value 218.451160
## iter 30 value 196.133055
## iter 40 value 181.010764
## iter 50 value 175.261436
## iter 60 value 174.729171
## iter 70 value 174.276744
## iter 80 value 174.137283
## iter 90 value 173.932201
## iter 100 value 173.730380
## final value 173.730380
## stopped after 100 iterations
## # weights: 10
## initial value 511.011603
## iter 10 value 330.299264
## iter 20 value 290.127361
## iter 30 value 280.680773
## iter 40 value 277.575656
## iter 50 value 277.253559
## iter 60 value 277.098280
## iter 70 value 277.040263
## iter 80 value 276.991188
## iter 90 value 276.966051
## iter 100 value 276.953775
## final value 276.953775
## stopped after 100 iterations
## # weights: 28
## initial value 537.096106
## iter 10 value 291.766236
## iter 20 value 238.119892
## iter 30 value 221.098883
## iter 40 value 214.912049
## iter 50 value 207.055436
## iter 60 value 204.468427
## iter 70 value 202.548281
## iter 80 value 201.469309
## iter 90 value 200.148227
## iter 100 value 199.677225
## final value 199.677225
## stopped after 100 iterations
## # weights: 46
## initial value 494.842351
## iter 10 value 306.928496
## iter 20 value 242.214234
## iter 30 value 214.778089
## iter 40 value 201.463513
## iter 50 value 196.088973
## iter 60 value 192.046583
## iter 70 value 187.597409
## iter 80 value 185.619940
## iter 90 value 184.466133
## iter 100 value 183.592828
## final value 183.592828
## stopped after 100 iterations
## # weights: 10
## initial value 554.611973
## iter 10 value 294.279804
## iter 20 value 286.664435
## iter 30 value 286.566386
## final value 286.566252
## converged
## # weights: 28
## initial value 603.710907
## iter 10 value 317.474527
## iter 20 value 279.497993
## iter 30 value 267.490599
## iter 40 value 256.472068
## iter 50 value 250.154937
## iter 60 value 248.332350
## iter 70 value 245.332365
## iter 80 value 244.610609
## final value 244.601430
## converged
## # weights: 46
## initial value 625.433304
## iter 10 value 306.307354
## iter 20 value 267.554985
## iter 30 value 253.868789
## iter 40 value 240.674238
## iter 50 value 234.987121
## iter 60 value 232.734477
## iter 70 value 232.375983
## iter 80 value 232.310794
## iter 90 value 232.259318
## iter 100 value 232.236066
## final value 232.236066
## stopped after 100 iterations
## # weights: 10
## initial value 514.197188
## iter 10 value 323.477325
## iter 20 value 284.598992
## iter 30 value 279.875303
## iter 40 value 277.866478
## iter 50 value 277.485410
## iter 60 value 277.326996
## iter 70 value 277.175850
## iter 80 value 277.160592
## iter 90 value 277.110472
## final value 277.110273
## converged
## # weights: 28
## initial value 542.027147
## iter 10 value 302.952090
## iter 20 value 239.585735
## iter 30 value 230.301485
## iter 40 value 221.440671
## iter 50 value 219.217353
## iter 60 value 217.274370
## iter 70 value 214.966987
## iter 80 value 209.907776
## iter 90 value 209.443981
## iter 100 value 209.362390
## final value 209.362390
## stopped after 100 iterations
## # weights: 46
## initial value 615.189578
## iter 10 value 270.028816
## iter 20 value 228.196419
## iter 30 value 205.288049
## iter 40 value 174.196452
## iter 50 value 163.096196
## iter 60 value 160.254081
## iter 70 value 159.308511
## iter 80 value 157.799555
## iter 90 value 156.539562
## iter 100 value 156.373057
## final value 156.373057
## stopped after 100 iterations
## # weights: 10
## initial value 592.794095
## iter 10 value 307.366604
## iter 20 value 275.174987
## iter 30 value 271.494104
## iter 40 value 270.703114
## iter 50 value 270.030407
## iter 60 value 269.944950
## iter 70 value 269.884754
## iter 80 value 269.817405
## iter 90 value 269.795613
## iter 100 value 269.773058
## final value 269.773058
## stopped after 100 iterations
## # weights: 28
## initial value 505.840822
## iter 10 value 322.838741
## iter 20 value 250.468929
## iter 30 value 232.667891
## iter 40 value 226.056313
## iter 50 value 223.999707
## iter 60 value 215.958056
## iter 70 value 213.095998
## iter 80 value 212.390304
## iter 90 value 212.287390
## iter 100 value 211.723822
## final value 211.723822
## stopped after 100 iterations
## # weights: 46
## initial value 504.962577
## iter 10 value 255.157706
## iter 20 value 207.982401
## iter 30 value 183.722724
## iter 40 value 170.270694
## iter 50 value 165.325638
## iter 60 value 163.329073
## iter 70 value 163.093649
## iter 80 value 162.716737
## iter 90 value 162.714331
## iter 90 value 162.714331
## iter 90 value 162.714331
## final value 162.714331
## converged
## # weights: 10
## initial value 509.762316
## iter 10 value 335.503450
## iter 20 value 285.853684
## iter 30 value 279.369822
## iter 40 value 279.341536
## final value 279.341478
## converged
## # weights: 28
## initial value 531.161142
## iter 10 value 346.524401
## iter 20 value 295.848137
## iter 30 value 260.085840
## iter 40 value 254.667168
## iter 50 value 238.691984
## iter 60 value 232.170921
## iter 70 value 231.752000
## iter 80 value 231.678716
## final value 231.675957
## converged
## # weights: 46
## initial value 620.407306
## iter 10 value 294.939661
## iter 20 value 255.511247
## iter 30 value 240.087747
## iter 40 value 236.778331
## iter 50 value 234.054183
## iter 60 value 232.536443
## iter 70 value 228.833276
## iter 80 value 228.386053
## iter 90 value 228.339154
## iter 100 value 228.333044
## final value 228.333044
## stopped after 100 iterations
## # weights: 10
## initial value 519.726832
## iter 10 value 399.791439
## iter 20 value 347.705766
## iter 30 value 329.352465
## iter 40 value 312.203717
## iter 50 value 307.423379
## iter 60 value 282.101866
## iter 70 value 273.359023
## iter 80 value 271.092850
## iter 90 value 270.121665
## iter 100 value 269.996752
## final value 269.996752
## stopped after 100 iterations
## # weights: 28
## initial value 534.791758
## iter 10 value 273.417759
## iter 20 value 231.449685
## iter 30 value 219.821707
## iter 40 value 210.728663
## iter 50 value 199.077132
## iter 60 value 198.486524
## iter 70 value 198.300821
## iter 80 value 198.052393
## iter 90 value 197.836839
## iter 100 value 197.770991
## final value 197.770991
## stopped after 100 iterations
## # weights: 46
## initial value 555.370204
## iter 10 value 319.770978
## iter 20 value 234.851073
## iter 30 value 217.541676
## iter 40 value 206.554127
## iter 50 value 202.442044
## iter 60 value 193.491380
## iter 70 value 192.916956
## iter 80 value 192.799884
## iter 90 value 192.540817
## iter 100 value 191.670957
## final value 191.670957
## stopped after 100 iterations
## # weights: 10
## initial value 526.798600
## iter 10 value 510.176620
## iter 20 value 281.356447
## iter 30 value 277.648047
## iter 40 value 270.380191
## iter 50 value 264.479557
## iter 60 value 261.860818
## iter 70 value 261.819068
## iter 80 value 261.601035
## iter 90 value 260.523428
## iter 100 value 260.446083
## final value 260.446083
## stopped after 100 iterations
## # weights: 28
## initial value 551.365292
## iter 10 value 270.204037
## iter 20 value 224.681070
## iter 30 value 211.021715
## iter 40 value 207.866011
## iter 50 value 206.567726
## iter 60 value 205.608918
## iter 70 value 205.311954
## iter 80 value 204.184048
## iter 90 value 201.996247
## iter 100 value 200.822368
## final value 200.822368
## stopped after 100 iterations
## # weights: 46
## initial value 521.321318
## iter 10 value 260.464551
## iter 20 value 205.948056
## iter 30 value 183.367253
## iter 40 value 168.732621
## iter 50 value 161.764610
## iter 60 value 157.947655
## iter 70 value 156.181913
## iter 80 value 155.580437
## iter 90 value 155.425539
## iter 100 value 155.406449
## final value 155.406449
## stopped after 100 iterations
## # weights: 10
## initial value 512.254378
## iter 10 value 303.535640
## iter 20 value 285.450001
## iter 30 value 281.227546
## final value 281.029831
## converged
## # weights: 28
## initial value 580.085237
## iter 10 value 285.928528
## iter 20 value 252.079330
## iter 30 value 238.809665
## iter 40 value 234.297826
## iter 50 value 234.025153
## iter 60 value 234.020873
## iter 70 value 234.019269
## final value 234.019207
## converged
## # weights: 46
## initial value 537.382883
## iter 10 value 310.014937
## iter 20 value 256.911284
## iter 30 value 233.413509
## iter 40 value 230.065768
## iter 50 value 226.028537
## iter 60 value 223.329118
## iter 70 value 222.011480
## iter 80 value 221.726898
## iter 90 value 221.714234
## iter 100 value 221.713019
## final value 221.713019
## stopped after 100 iterations
## # weights: 10
## initial value 530.133456
## iter 10 value 285.915549
## iter 20 value 273.771922
## iter 30 value 272.209820
## iter 40 value 271.825938
## iter 50 value 271.742821
## iter 60 value 271.698786
## iter 70 value 271.678618
## iter 80 value 271.668724
## iter 90 value 271.656080
## iter 100 value 271.655444
## final value 271.655444
## stopped after 100 iterations
## # weights: 28
## initial value 519.993370
## iter 10 value 272.399689
## iter 20 value 241.137967
## iter 30 value 225.302133
## iter 40 value 212.426198
## iter 50 value 208.512378
## iter 60 value 207.422790
## iter 70 value 207.206469
## iter 80 value 206.600451
## iter 90 value 206.142871
## iter 100 value 205.860687
## final value 205.860687
## stopped after 100 iterations
## # weights: 46
## initial value 574.983005
## iter 10 value 272.719363
## iter 20 value 216.487927
## iter 30 value 189.900988
## iter 40 value 177.640974
## iter 50 value 167.217214
## iter 60 value 160.901050
## iter 70 value 160.099567
## iter 80 value 159.676220
## iter 90 value 158.739779
## iter 100 value 158.543695
## final value 158.543695
## stopped after 100 iterations
## # weights: 10
## initial value 559.384787
## iter 10 value 320.185407
## iter 20 value 288.790245
## iter 30 value 281.671094
## iter 40 value 279.809829
## iter 50 value 279.559273
## iter 60 value 279.416410
## iter 70 value 279.377475
## iter 80 value 279.323257
## iter 90 value 279.301157
## iter 100 value 279.291652
## final value 279.291652
## stopped after 100 iterations
## # weights: 28
## initial value 548.446109
## iter 10 value 302.265491
## iter 20 value 257.361884
## iter 30 value 247.816203
## iter 40 value 245.605407
## iter 50 value 244.674244
## iter 60 value 239.349085
## iter 70 value 237.621164
## iter 80 value 235.851021
## iter 90 value 233.970884
## iter 100 value 233.640290
## final value 233.640290
## stopped after 100 iterations
## # weights: 46
## initial value 594.896613
## iter 10 value 299.031899
## iter 20 value 247.264061
## iter 30 value 218.678478
## iter 40 value 203.981744
## iter 50 value 190.177177
## iter 60 value 182.215611
## iter 70 value 177.396172
## iter 80 value 175.263014
## iter 90 value 174.149626
## iter 100 value 173.606980
## final value 173.606980
## stopped after 100 iterations
## # weights: 10
## initial value 499.451851
## iter 10 value 331.346408
## iter 20 value 293.248793
## iter 30 value 288.879678
## final value 288.625641
## converged
## # weights: 28
## initial value 546.116970
## iter 10 value 299.606673
## iter 20 value 270.219435
## iter 30 value 260.306400
## iter 40 value 252.319910
## iter 50 value 244.015684
## iter 60 value 241.570872
## iter 70 value 241.328859
## iter 80 value 241.303057
## final value 241.303017
## converged
## # weights: 46
## initial value 546.590389
## iter 10 value 279.159637
## iter 20 value 250.838476
## iter 30 value 238.361333
## iter 40 value 235.545569
## iter 50 value 233.074011
## iter 60 value 231.850451
## iter 70 value 229.782183
## iter 80 value 229.202784
## iter 90 value 228.989792
## iter 100 value 228.943638
## final value 228.943638
## stopped after 100 iterations
## # weights: 10
## initial value 534.040693
## iter 10 value 306.927198
## iter 20 value 286.764220
## iter 30 value 283.989539
## iter 40 value 280.681412
## iter 50 value 279.866212
## iter 60 value 279.647499
## iter 70 value 279.487890
## iter 80 value 279.450463
## iter 90 value 279.394731
## iter 100 value 279.391518
## final value 279.391518
## stopped after 100 iterations
## # weights: 28
## initial value 530.489120
## iter 10 value 326.862030
## iter 20 value 277.344088
## iter 30 value 256.422372
## iter 40 value 248.611595
## iter 50 value 245.758759
## iter 60 value 245.102114
## iter 70 value 244.823411
## iter 80 value 243.928545
## iter 90 value 243.632603
## iter 100 value 243.342780
## final value 243.342780
## stopped after 100 iterations
## # weights: 46
## initial value 546.723240
## iter 10 value 276.676859
## iter 20 value 233.506470
## iter 30 value 209.609321
## iter 40 value 197.137407
## iter 50 value 191.885816
## iter 60 value 189.003292
## iter 70 value 188.270528
## iter 80 value 187.378208
## iter 90 value 187.146245
## iter 100 value 187.001295
## final value 187.001295
## stopped after 100 iterations
## # weights: 10
## initial value 529.015830
## iter 10 value 337.032039
## iter 20 value 288.391375
## iter 30 value 274.691071
## iter 40 value 272.591986
## iter 50 value 272.304864
## iter 60 value 272.049916
## iter 70 value 271.979339
## iter 80 value 271.938582
## iter 90 value 271.910415
## iter 100 value 271.903681
## final value 271.903681
## stopped after 100 iterations
## # weights: 28
## initial value 525.676002
## iter 10 value 285.056072
## iter 20 value 252.605315
## iter 30 value 239.837240
## iter 40 value 227.733155
## iter 50 value 222.060171
## iter 60 value 213.818735
## iter 70 value 212.892175
## iter 80 value 212.482880
## iter 90 value 210.836593
## iter 100 value 210.328071
## final value 210.328071
## stopped after 100 iterations
## # weights: 46
## initial value 511.353252
## iter 10 value 269.670444
## iter 20 value 219.640430
## iter 30 value 191.417699
## iter 40 value 171.197688
## iter 50 value 160.549993
## iter 60 value 155.818613
## iter 70 value 153.293248
## iter 80 value 152.734836
## iter 90 value 152.115567
## iter 100 value 150.363095
## final value 150.363095
## stopped after 100 iterations
## # weights: 10
## initial value 577.891481
## iter 10 value 313.049881
## iter 20 value 288.139895
## iter 30 value 281.488695
## iter 40 value 281.139210
## iter 40 value 281.139210
## iter 40 value 281.139210
## final value 281.139210
## converged
## # weights: 28
## initial value 491.821432
## iter 10 value 259.540985
## iter 20 value 240.016653
## iter 30 value 236.151551
## iter 40 value 235.597854
## iter 50 value 235.473053
## iter 60 value 235.439844
## final value 235.439755
## converged
## # weights: 46
## initial value 518.414646
## iter 10 value 268.459338
## iter 20 value 238.677290
## iter 30 value 232.669994
## iter 40 value 230.596618
## iter 50 value 229.338888
## iter 60 value 228.490434
## iter 70 value 227.668680
## iter 80 value 227.055673
## iter 90 value 226.459185
## iter 100 value 225.521444
## final value 225.521444
## stopped after 100 iterations
## # weights: 10
## initial value 523.445581
## iter 10 value 320.883743
## iter 20 value 288.251176
## iter 30 value 275.536215
## iter 40 value 272.310833
## iter 50 value 272.271727
## iter 60 value 272.028995
## iter 70 value 271.996518
## iter 80 value 271.966760
## iter 90 value 271.954096
## final value 271.954077
## converged
## # weights: 28
## initial value 541.379797
## iter 10 value 318.696089
## iter 20 value 258.089709
## iter 30 value 247.209430
## iter 40 value 242.169067
## iter 50 value 240.300934
## iter 60 value 238.713074
## iter 70 value 238.088396
## iter 80 value 235.658689
## iter 90 value 234.135394
## iter 100 value 233.390849
## final value 233.390849
## stopped after 100 iterations
## # weights: 46
## initial value 517.175605
## iter 10 value 275.542078
## iter 20 value 210.438588
## iter 30 value 196.418545
## iter 40 value 186.191045
## iter 50 value 177.861734
## iter 60 value 163.909289
## iter 70 value 159.640431
## iter 80 value 158.317588
## iter 90 value 156.514945
## iter 100 value 155.575944
## final value 155.575944
## stopped after 100 iterations
## # weights: 10
## initial value 515.195702
## iter 10 value 316.884684
## iter 20 value 292.808871
## iter 30 value 290.526625
## iter 40 value 288.729408
## iter 50 value 288.387739
## iter 60 value 288.198081
## iter 70 value 288.096939
## iter 80 value 288.066705
## iter 90 value 288.040320
## iter 100 value 288.030621
## final value 288.030621
## stopped after 100 iterations
## # weights: 28
## initial value 534.418748
## iter 10 value 319.988382
## iter 20 value 264.601379
## iter 30 value 252.445238
## iter 40 value 249.394736
## iter 50 value 248.478074
## iter 60 value 247.170534
## iter 70 value 246.259672
## iter 80 value 244.965205
## iter 90 value 242.859690
## iter 100 value 240.792726
## final value 240.792726
## stopped after 100 iterations
## # weights: 46
## initial value 530.237416
## iter 10 value 319.398609
## iter 20 value 245.052463
## iter 30 value 213.683086
## iter 40 value 202.455666
## iter 50 value 198.475959
## iter 60 value 193.371509
## iter 70 value 188.533969
## iter 80 value 187.087954
## iter 90 value 186.503276
## iter 100 value 186.152750
## final value 186.152750
## stopped after 100 iterations
## # weights: 10
## initial value 526.472494
## iter 10 value 321.024162
## iter 20 value 299.157080
## iter 30 value 297.814501
## final value 297.801028
## converged
## # weights: 28
## initial value 509.739061
## iter 10 value 294.036365
## iter 20 value 263.387223
## iter 30 value 257.413315
## iter 40 value 254.852508
## iter 50 value 253.875824
## iter 60 value 253.557284
## iter 70 value 253.555403
## iter 80 value 253.554567
## final value 253.554530
## converged
## # weights: 46
## initial value 603.440442
## iter 10 value 337.095771
## iter 20 value 275.794188
## iter 30 value 255.560415
## iter 40 value 248.529898
## iter 50 value 245.360185
## iter 60 value 242.604340
## iter 70 value 239.457137
## iter 80 value 237.795743
## iter 90 value 237.261100
## iter 100 value 237.121011
## final value 237.121011
## stopped after 100 iterations
## # weights: 10
## initial value 520.182941
## iter 10 value 296.720269
## iter 20 value 289.373188
## iter 30 value 288.853108
## iter 40 value 288.305014
## iter 50 value 288.228543
## iter 60 value 288.180420
## iter 70 value 288.133413
## iter 80 value 288.128169
## iter 90 value 288.108314
## iter 100 value 288.105964
## final value 288.105964
## stopped after 100 iterations
## # weights: 28
## initial value 602.769945
## iter 10 value 292.189492
## iter 20 value 256.760813
## iter 30 value 229.565654
## iter 40 value 222.080728
## iter 50 value 218.324060
## iter 60 value 217.974584
## iter 70 value 217.908872
## iter 80 value 217.859487
## iter 90 value 217.842122
## iter 100 value 217.534531
## final value 217.534531
## stopped after 100 iterations
## # weights: 46
## initial value 533.867481
## iter 10 value 303.865720
## iter 20 value 241.269517
## iter 30 value 205.055959
## iter 40 value 187.771068
## iter 50 value 176.588316
## iter 60 value 159.433820
## iter 70 value 154.201000
## iter 80 value 153.471844
## iter 90 value 152.636068
## iter 100 value 151.922793
## final value 151.922793
## stopped after 100 iterations
## # weights: 10
## initial value 527.791086
## iter 10 value 321.652996
## iter 20 value 278.194234
## iter 30 value 274.119895
## iter 40 value 273.086111
## iter 50 value 272.544402
## iter 60 value 272.315618
## iter 70 value 272.239595
## iter 80 value 272.135177
## iter 90 value 272.129073
## iter 100 value 272.076004
## final value 272.076004
## stopped after 100 iterations
## # weights: 28
## initial value 542.708966
## iter 10 value 265.348583
## iter 20 value 227.032667
## iter 30 value 218.118715
## iter 40 value 214.906389
## iter 50 value 213.138215
## iter 60 value 212.758947
## iter 70 value 212.677983
## iter 80 value 212.260208
## iter 90 value 211.442994
## iter 100 value 210.150960
## final value 210.150960
## stopped after 100 iterations
## # weights: 46
## initial value 601.741554
## iter 10 value 263.331147
## iter 20 value 218.970224
## iter 30 value 203.248858
## iter 40 value 185.210253
## iter 50 value 177.990007
## iter 60 value 173.949274
## iter 70 value 173.027484
## iter 80 value 172.831143
## iter 90 value 172.712218
## iter 100 value 172.695437
## final value 172.695437
## stopped after 100 iterations
## # weights: 10
## initial value 530.620338
## iter 10 value 351.025759
## iter 20 value 296.535673
## iter 30 value 285.298649
## iter 40 value 283.132777
## final value 283.131519
## converged
## # weights: 28
## initial value 527.343188
## iter 10 value 281.673671
## iter 20 value 255.698772
## iter 30 value 249.657912
## iter 40 value 246.615262
## iter 50 value 245.623786
## iter 60 value 245.578180
## iter 70 value 245.572982
## final value 245.572529
## converged
## # weights: 46
## initial value 530.797510
## iter 10 value 272.119067
## iter 20 value 246.751039
## iter 30 value 238.347350
## iter 40 value 231.637570
## iter 50 value 229.655995
## iter 60 value 227.591988
## iter 70 value 225.549742
## iter 80 value 224.589021
## iter 90 value 224.504613
## iter 100 value 224.498328
## final value 224.498328
## stopped after 100 iterations
## # weights: 10
## initial value 561.352401
## iter 10 value 511.414528
## iter 20 value 478.402447
## iter 30 value 390.504917
## iter 40 value 339.669963
## iter 50 value 315.462661
## iter 60 value 314.758281
## iter 70 value 314.534637
## iter 80 value 313.446109
## iter 90 value 310.330684
## iter 100 value 310.330263
## final value 310.330263
## stopped after 100 iterations
## # weights: 28
## initial value 529.327244
## iter 10 value 307.718255
## iter 20 value 259.663392
## iter 30 value 239.165155
## iter 40 value 236.614710
## iter 50 value 236.008268
## iter 60 value 235.655923
## iter 70 value 235.537919
## iter 80 value 235.335550
## iter 90 value 235.123635
## iter 100 value 235.035067
## final value 235.035067
## stopped after 100 iterations
## # weights: 46
## initial value 519.439801
## iter 10 value 246.292045
## iter 20 value 220.495200
## iter 30 value 205.811695
## iter 40 value 194.806524
## iter 50 value 189.656713
## iter 60 value 187.862073
## iter 70 value 185.392809
## iter 80 value 184.422293
## iter 90 value 184.008701
## iter 100 value 183.663732
## final value 183.663732
## stopped after 100 iterations
## # weights: 10
## initial value 534.530841
## iter 10 value 300.279710
## iter 20 value 276.498855
## iter 30 value 271.560374
## iter 40 value 270.007735
## iter 50 value 269.668787
## iter 60 value 269.569502
## iter 70 value 269.441531
## iter 80 value 269.399697
## iter 90 value 269.348062
## iter 100 value 269.345248
## final value 269.345248
## stopped after 100 iterations
## # weights: 28
## initial value 530.554729
## iter 10 value 295.158384
## iter 20 value 267.150928
## iter 30 value 255.208969
## iter 40 value 249.105029
## iter 50 value 247.330700
## iter 60 value 245.546756
## iter 70 value 244.979706
## iter 80 value 244.594482
## iter 90 value 244.385423
## iter 100 value 244.290745
## final value 244.290745
## stopped after 100 iterations
## # weights: 46
## initial value 560.279833
## iter 10 value 286.242253
## iter 20 value 240.399222
## iter 30 value 214.016078
## iter 40 value 201.462498
## iter 50 value 196.558941
## iter 60 value 192.379350
## iter 70 value 187.213546
## iter 80 value 185.962296
## iter 90 value 185.708293
## iter 100 value 185.656207
## final value 185.656207
## stopped after 100 iterations
## # weights: 10
## initial value 514.656300
## iter 10 value 335.749392
## iter 20 value 286.524284
## iter 30 value 279.226066
## final value 278.801375
## converged
## # weights: 28
## initial value 660.022989
## iter 10 value 292.955591
## iter 20 value 258.538459
## iter 30 value 254.410586
## iter 40 value 246.737667
## iter 50 value 245.268591
## iter 60 value 244.310202
## iter 70 value 244.092303
## iter 80 value 243.886970
## final value 243.883728
## converged
## # weights: 46
## initial value 514.796318
## iter 10 value 276.923766
## iter 20 value 247.419417
## iter 30 value 238.072204
## iter 40 value 232.678204
## iter 50 value 229.102187
## iter 60 value 226.047508
## iter 70 value 225.056290
## iter 80 value 224.845079
## iter 90 value 224.736278
## iter 100 value 224.709394
## final value 224.709394
## stopped after 100 iterations
## # weights: 10
## initial value 569.543756
## iter 10 value 313.804760
## iter 20 value 288.432126
## iter 30 value 275.896432
## iter 40 value 270.147519
## iter 50 value 269.801212
## iter 60 value 269.539955
## iter 70 value 269.472375
## iter 80 value 269.422625
## iter 90 value 269.404000
## iter 100 value 269.399337
## final value 269.399337
## stopped after 100 iterations
## # weights: 28
## initial value 497.090188
## iter 10 value 275.852692
## iter 20 value 235.633586
## iter 30 value 215.757400
## iter 40 value 209.278355
## iter 50 value 207.161772
## iter 60 value 206.889376
## iter 70 value 206.807209
## iter 80 value 206.476701
## iter 90 value 205.880582
## iter 100 value 205.805218
## final value 205.805218
## stopped after 100 iterations
## # weights: 46
## initial value 580.480709
## iter 10 value 275.648795
## iter 20 value 237.053235
## iter 30 value 207.890049
## iter 40 value 187.245708
## iter 50 value 174.283977
## iter 60 value 163.201971
## iter 70 value 151.995532
## iter 80 value 147.791428
## iter 90 value 147.277166
## iter 100 value 147.012136
## final value 147.012136
## stopped after 100 iterations
## # weights: 10
## initial value 540.380265
## iter 10 value 326.621278
## iter 20 value 300.898019
## iter 30 value 298.255754
## iter 40 value 289.747230
## iter 50 value 287.780801
## iter 60 value 286.444458
## iter 70 value 286.328276
## iter 80 value 286.181100
## iter 90 value 286.101793
## iter 100 value 286.076939
## final value 286.076939
## stopped after 100 iterations
## # weights: 28
## initial value 523.681792
## iter 10 value 301.075190
## iter 20 value 251.238131
## iter 30 value 233.226920
## iter 40 value 229.651701
## iter 50 value 220.304490
## iter 60 value 215.157431
## iter 70 value 214.315498
## iter 80 value 213.333024
## iter 90 value 212.709841
## iter 100 value 211.247543
## final value 211.247543
## stopped after 100 iterations
## # weights: 46
## initial value 512.631090
## iter 10 value 267.794717
## iter 20 value 237.631072
## iter 30 value 214.889117
## iter 40 value 193.102196
## iter 50 value 185.202317
## iter 60 value 183.703922
## iter 70 value 183.649707
## iter 80 value 183.648633
## iter 90 value 183.648125
## final value 183.647967
## converged
## # weights: 10
## initial value 515.096390
## iter 10 value 389.543413
## iter 20 value 317.723816
## iter 30 value 299.493505
## iter 40 value 296.740831
## final value 296.683409
## converged
## # weights: 28
## initial value 511.546519
## iter 10 value 320.751819
## iter 20 value 283.157855
## iter 30 value 267.772440
## iter 40 value 256.069407
## iter 50 value 252.384044
## iter 60 value 252.205469
## iter 70 value 252.176765
## iter 80 value 252.169298
## iter 90 value 252.163405
## iter 100 value 251.902865
## final value 251.902865
## stopped after 100 iterations
## # weights: 46
## initial value 539.722652
## iter 10 value 290.902407
## iter 20 value 260.007862
## iter 30 value 252.644231
## iter 40 value 250.546749
## iter 50 value 249.215309
## iter 60 value 246.751364
## iter 70 value 245.451507
## iter 80 value 241.870056
## iter 90 value 238.986594
## iter 100 value 238.466523
## final value 238.466523
## stopped after 100 iterations
## # weights: 10
## initial value 520.672153
## iter 10 value 299.243214
## iter 20 value 289.499234
## iter 30 value 287.100802
## iter 40 value 286.417113
## iter 50 value 286.248437
## iter 60 value 286.154915
## iter 70 value 286.118504
## iter 80 value 286.095429
## iter 90 value 286.082430
## iter 100 value 286.081138
## final value 286.081138
## stopped after 100 iterations
## # weights: 28
## initial value 511.698584
## iter 10 value 278.774487
## iter 20 value 247.786364
## iter 30 value 243.399717
## iter 40 value 231.937385
## iter 50 value 228.104809
## iter 60 value 225.995476
## iter 70 value 225.886076
## iter 80 value 223.734497
## iter 90 value 223.584908
## iter 100 value 223.449169
## final value 223.449169
## stopped after 100 iterations
## # weights: 46
## initial value 521.892560
## iter 10 value 279.532985
## iter 20 value 243.090274
## iter 30 value 215.757768
## iter 40 value 195.424868
## iter 50 value 183.454303
## iter 60 value 173.144676
## iter 70 value 169.758929
## iter 80 value 167.424437
## iter 90 value 166.543277
## iter 100 value 166.371925
## final value 166.371925
## stopped after 100 iterations
## # weights: 10
## initial value 515.875337
## iter 10 value 315.934239
## iter 20 value 293.505992
## iter 30 value 287.246461
## iter 40 value 273.884678
## iter 50 value 273.793968
## iter 60 value 273.765844
## iter 70 value 273.756083
## iter 80 value 273.752500
## final value 273.752427
## converged
## # weights: 28
## initial value 489.373884
## iter 10 value 287.228055
## iter 20 value 247.064619
## iter 30 value 234.505720
## iter 40 value 225.790711
## iter 50 value 222.225597
## iter 60 value 213.698346
## iter 70 value 209.523107
## iter 80 value 208.986585
## iter 90 value 207.646950
## iter 100 value 205.809310
## final value 205.809310
## stopped after 100 iterations
## # weights: 46
## initial value 504.626076
## iter 10 value 278.519756
## iter 20 value 228.531114
## iter 30 value 217.712658
## iter 40 value 208.637388
## iter 50 value 195.367884
## iter 60 value 188.672561
## iter 70 value 185.972498
## iter 80 value 184.825639
## iter 90 value 184.385698
## iter 100 value 184.178671
## final value 184.178671
## stopped after 100 iterations
## # weights: 10
## initial value 500.790870
## iter 10 value 307.628514
## iter 20 value 296.620328
## iter 30 value 292.149744
## iter 40 value 289.348747
## final value 289.348643
## converged
## # weights: 28
## initial value 513.475764
## iter 10 value 314.252334
## iter 20 value 287.528846
## iter 30 value 271.182828
## iter 40 value 262.618803
## iter 50 value 256.167019
## iter 60 value 249.658253
## iter 70 value 248.371061
## iter 80 value 247.516324
## iter 90 value 247.462295
## iter 90 value 247.462294
## iter 90 value 247.462294
## final value 247.462294
## converged
## # weights: 46
## initial value 536.791358
## iter 10 value 287.163417
## iter 20 value 248.408013
## iter 30 value 237.982430
## iter 40 value 235.962037
## iter 50 value 234.257406
## iter 60 value 233.875340
## iter 70 value 233.840008
## iter 80 value 233.839289
## final value 233.839264
## converged
## # weights: 10
## initial value 558.948970
## iter 10 value 339.563614
## iter 20 value 292.598947
## iter 30 value 288.028511
## iter 40 value 279.346076
## iter 50 value 278.579148
## iter 60 value 278.577315
## final value 278.577300
## converged
## # weights: 28
## initial value 521.725844
## iter 10 value 282.227930
## iter 20 value 250.570184
## iter 30 value 232.126782
## iter 40 value 224.055638
## iter 50 value 221.038609
## iter 60 value 219.235497
## iter 70 value 218.662790
## iter 80 value 217.890310
## iter 90 value 217.174678
## iter 100 value 216.363084
## final value 216.363084
## stopped after 100 iterations
## # weights: 46
## initial value 518.276505
## iter 10 value 287.951670
## iter 20 value 245.998428
## iter 30 value 217.698143
## iter 40 value 206.691179
## iter 50 value 197.410887
## iter 60 value 192.548952
## iter 70 value 191.009794
## iter 80 value 190.387339
## iter 90 value 189.795363
## iter 100 value 188.749027
## final value 188.749027
## stopped after 100 iterations
## # weights: 10
## initial value 530.661320
## iter 10 value 388.897224
## iter 20 value 342.483701
## iter 30 value 323.234117
## iter 40 value 288.488756
## iter 50 value 283.523510
## iter 60 value 280.595495
## iter 70 value 279.483178
## iter 80 value 279.361650
## iter 90 value 279.036635
## iter 100 value 279.023748
## final value 279.023748
## stopped after 100 iterations
## # weights: 28
## initial value 513.451740
## iter 10 value 280.469302
## iter 20 value 250.592103
## iter 30 value 229.908986
## iter 40 value 220.801900
## iter 50 value 211.761680
## iter 60 value 208.733121
## iter 70 value 208.663697
## iter 80 value 208.493066
## iter 90 value 208.445299
## iter 100 value 208.422119
## final value 208.422119
## stopped after 100 iterations
## # weights: 46
## initial value 539.272147
## iter 10 value 274.896120
## iter 20 value 226.080169
## iter 30 value 202.747309
## iter 40 value 183.876135
## iter 50 value 167.008305
## iter 60 value 159.993915
## iter 70 value 156.825601
## iter 80 value 156.634347
## iter 90 value 156.611148
## iter 100 value 156.602887
## final value 156.602887
## stopped after 100 iterations
## # weights: 10
## initial value 517.464992
## iter 10 value 298.771975
## iter 20 value 288.711980
## iter 30 value 288.688279
## final value 288.684416
## converged
## # weights: 28
## initial value 512.004753
## iter 10 value 313.504629
## iter 20 value 271.623744
## iter 30 value 262.778368
## iter 40 value 254.368398
## iter 50 value 250.022163
## iter 60 value 247.730445
## iter 70 value 247.114420
## iter 80 value 247.079166
## final value 247.078962
## converged
## # weights: 46
## initial value 527.485410
## iter 10 value 327.311517
## iter 20 value 269.943273
## iter 30 value 243.150683
## iter 40 value 239.051668
## iter 50 value 237.454987
## iter 60 value 237.287976
## iter 70 value 237.271791
## iter 80 value 237.271173
## iter 90 value 237.270834
## iter 100 value 237.270646
## final value 237.270646
## stopped after 100 iterations
## # weights: 10
## initial value 513.688207
## iter 10 value 308.659546
## iter 20 value 290.314552
## iter 30 value 281.467188
## iter 40 value 279.599585
## iter 50 value 279.385192
## iter 60 value 279.081557
## iter 70 value 279.032551
## iter 80 value 278.989691
## iter 90 value 278.957620
## iter 100 value 278.950922
## final value 278.950922
## stopped after 100 iterations
## # weights: 28
## initial value 663.765285
## iter 10 value 299.724624
## iter 20 value 257.051132
## iter 30 value 254.125676
## iter 40 value 252.778904
## iter 50 value 252.430034
## iter 60 value 252.409253
## iter 70 value 252.394068
## iter 80 value 252.376478
## iter 90 value 252.301722
## iter 100 value 252.287030
## final value 252.287030
## stopped after 100 iterations
## # weights: 46
## initial value 514.925371
## iter 10 value 270.851939
## iter 20 value 227.202239
## iter 30 value 204.851944
## iter 40 value 183.109636
## iter 50 value 155.653341
## iter 60 value 139.412891
## iter 70 value 133.307891
## iter 80 value 132.301789
## iter 90 value 132.077577
## iter 100 value 131.993057
## final value 131.993057
## stopped after 100 iterations
## # weights: 10
## initial value 570.931093
## iter 10 value 469.416339
## iter 20 value 432.249022
## iter 30 value 417.905478
## iter 40 value 392.498593
## iter 50 value 387.007936
## iter 60 value 368.100297
## iter 70 value 358.772676
## iter 80 value 358.566987
## final value 358.562644
## converged
## # weights: 28
## initial value 553.043854
## iter 10 value 294.288515
## iter 20 value 251.521614
## iter 30 value 236.049107
## iter 40 value 230.886004
## iter 50 value 225.872227
## iter 60 value 223.610317
## iter 70 value 223.221187
## iter 80 value 222.580111
## iter 90 value 221.446159
## iter 100 value 216.272890
## final value 216.272890
## stopped after 100 iterations
## # weights: 46
## initial value 528.778142
## iter 10 value 284.937906
## iter 20 value 225.258935
## iter 30 value 195.513321
## iter 40 value 185.814151
## iter 50 value 175.371671
## iter 60 value 169.493452
## iter 70 value 161.264707
## iter 80 value 155.033461
## iter 90 value 154.174590
## iter 100 value 153.923671
## final value 153.923671
## stopped after 100 iterations
## # weights: 10
## initial value 511.153395
## iter 10 value 313.549860
## iter 20 value 291.893392
## iter 30 value 289.493767
## final value 289.333624
## converged
## # weights: 28
## initial value 509.080922
## iter 10 value 305.385645
## iter 20 value 261.426557
## iter 30 value 253.716206
## iter 40 value 248.768328
## iter 50 value 244.562688
## iter 60 value 243.758685
## iter 70 value 243.590728
## iter 80 value 243.581928
## final value 243.581896
## converged
## # weights: 46
## initial value 498.192950
## iter 10 value 291.038093
## iter 20 value 252.285876
## iter 30 value 242.740759
## iter 40 value 236.277833
## iter 50 value 233.532488
## iter 60 value 231.747149
## iter 70 value 229.250935
## iter 80 value 228.668571
## iter 90 value 228.074244
## iter 100 value 226.363431
## final value 226.363431
## stopped after 100 iterations
## # weights: 10
## initial value 518.074421
## iter 10 value 341.690157
## iter 20 value 311.621195
## iter 30 value 293.210893
## iter 40 value 283.846155
## iter 50 value 281.601674
## iter 60 value 280.331658
## iter 70 value 280.229036
## iter 80 value 280.060562
## iter 90 value 280.019707
## iter 100 value 279.996933
## final value 279.996933
## stopped after 100 iterations
## # weights: 28
## initial value 523.314479
## iter 10 value 279.437584
## iter 20 value 247.032815
## iter 30 value 236.963450
## iter 40 value 230.515815
## iter 50 value 229.772042
## iter 60 value 229.464258
## iter 70 value 229.430198
## iter 80 value 229.367874
## iter 90 value 229.114111
## iter 100 value 227.941430
## final value 227.941430
## stopped after 100 iterations
## # weights: 46
## initial value 514.259206
## iter 10 value 267.976393
## iter 20 value 226.577766
## iter 30 value 191.993227
## iter 40 value 174.854265
## iter 50 value 169.579610
## iter 60 value 166.928284
## iter 70 value 164.614357
## iter 80 value 163.138739
## iter 90 value 161.209704
## iter 100 value 160.522242
## final value 160.522242
## stopped after 100 iterations
## # weights: 10
## initial value 518.514988
## iter 10 value 288.612757
## iter 20 value 279.585653
## iter 30 value 278.411965
## iter 40 value 278.075502
## iter 50 value 278.030750
## iter 60 value 277.969521
## iter 70 value 277.950592
## iter 80 value 277.931949
## iter 90 value 277.903026
## iter 100 value 277.899391
## final value 277.899391
## stopped after 100 iterations
## # weights: 28
## initial value 533.279836
## iter 10 value 349.581743
## iter 20 value 267.746451
## iter 30 value 239.998822
## iter 40 value 228.785843
## iter 50 value 222.666602
## iter 60 value 219.183994
## iter 70 value 214.030833
## iter 80 value 213.491895
## iter 90 value 213.421804
## iter 100 value 213.335810
## final value 213.335810
## stopped after 100 iterations
## # weights: 46
## initial value 529.663286
## iter 10 value 270.023183
## iter 20 value 220.870413
## iter 30 value 203.384485
## iter 40 value 181.555072
## iter 50 value 170.320430
## iter 60 value 155.336399
## iter 70 value 147.321094
## iter 80 value 143.217910
## iter 90 value 142.959871
## iter 100 value 142.935704
## final value 142.935704
## stopped after 100 iterations
## # weights: 10
## initial value 508.310703
## iter 10 value 327.170815
## iter 20 value 294.356111
## iter 30 value 287.989761
## iter 40 value 286.818705
## final value 286.818558
## converged
## # weights: 28
## initial value 515.940755
## iter 10 value 294.287872
## iter 20 value 270.491709
## iter 30 value 254.011399
## iter 40 value 246.001379
## iter 50 value 235.300871
## iter 60 value 233.587931
## iter 70 value 233.491575
## final value 233.491325
## converged
## # weights: 46
## initial value 494.835004
## iter 10 value 279.105078
## iter 20 value 245.476222
## iter 30 value 230.200986
## iter 40 value 225.521868
## iter 50 value 224.148020
## iter 60 value 220.277543
## iter 70 value 219.716378
## iter 80 value 219.689145
## iter 90 value 219.678951
## final value 219.678813
## converged
## # weights: 10
## initial value 520.005374
## iter 10 value 311.050776
## iter 20 value 287.860558
## iter 30 value 279.173533
## iter 40 value 278.364186
## iter 50 value 278.167726
## iter 60 value 278.050087
## iter 70 value 278.023909
## iter 80 value 278.000090
## iter 90 value 277.980169
## iter 100 value 277.977279
## final value 277.977279
## stopped after 100 iterations
## # weights: 28
## initial value 512.806741
## iter 10 value 295.877704
## iter 20 value 249.970357
## iter 30 value 242.561169
## iter 40 value 239.676310
## iter 50 value 233.190346
## iter 60 value 229.338265
## iter 70 value 224.901808
## iter 80 value 217.222038
## iter 90 value 216.648166
## iter 100 value 216.247518
## final value 216.247518
## stopped after 100 iterations
## # weights: 46
## initial value 567.722381
## iter 10 value 292.602765
## iter 20 value 232.642533
## iter 30 value 206.691680
## iter 40 value 192.816903
## iter 50 value 177.105417
## iter 60 value 169.681971
## iter 70 value 166.020176
## iter 80 value 164.628752
## iter 90 value 163.243882
## iter 100 value 162.925827
## final value 162.925827
## stopped after 100 iterations
## # weights: 10
## initial value 531.879074
## iter 10 value 298.394577
## iter 20 value 277.795729
## iter 30 value 277.169674
## iter 40 value 276.874140
## iter 50 value 276.805159
## iter 60 value 276.757786
## iter 70 value 276.724987
## iter 80 value 276.707055
## iter 90 value 276.692408
## iter 100 value 276.688855
## final value 276.688855
## stopped after 100 iterations
## # weights: 28
## initial value 537.600930
## iter 10 value 297.995281
## iter 20 value 247.467123
## iter 30 value 229.436119
## iter 40 value 221.018629
## iter 50 value 217.936794
## iter 60 value 217.708802
## iter 70 value 217.411979
## iter 80 value 216.120775
## iter 90 value 214.498710
## iter 100 value 213.270434
## final value 213.270434
## stopped after 100 iterations
## # weights: 46
## initial value 521.718931
## iter 10 value 283.706441
## iter 20 value 236.961449
## iter 30 value 205.625058
## iter 40 value 192.314167
## iter 50 value 178.784160
## iter 60 value 175.799081
## iter 70 value 174.747186
## iter 80 value 172.411683
## iter 90 value 169.505732
## iter 100 value 168.268463
## final value 168.268463
## stopped after 100 iterations
## # weights: 10
## initial value 524.659965
## iter 10 value 349.333941
## iter 20 value 309.289277
## iter 30 value 286.671220
## final value 286.463036
## converged
## # weights: 28
## initial value 540.414875
## iter 10 value 302.973869
## iter 20 value 274.508670
## iter 30 value 265.860351
## iter 40 value 260.082974
## iter 50 value 257.644445
## iter 60 value 256.461145
## iter 70 value 256.141110
## iter 80 value 256.053534
## final value 256.052101
## converged
## # weights: 46
## initial value 584.992234
## iter 10 value 302.801328
## iter 20 value 261.829227
## iter 30 value 255.321816
## iter 40 value 249.583794
## iter 50 value 244.694169
## iter 60 value 240.871268
## iter 70 value 239.866198
## iter 80 value 239.829228
## iter 90 value 239.824469
## iter 100 value 239.823326
## final value 239.823326
## stopped after 100 iterations
## # weights: 10
## initial value 513.968980
## iter 10 value 331.278004
## iter 20 value 281.066124
## iter 30 value 278.232949
## iter 40 value 277.160375
## iter 50 value 276.977717
## iter 60 value 276.863006
## iter 70 value 276.808597
## iter 80 value 276.793741
## iter 90 value 276.775414
## iter 100 value 276.774470
## final value 276.774470
## stopped after 100 iterations
## # weights: 28
## initial value 521.371646
## iter 10 value 299.888532
## iter 20 value 260.802749
## iter 30 value 255.510286
## iter 40 value 252.926067
## iter 50 value 251.853572
## iter 60 value 250.456387
## iter 70 value 249.482448
## iter 80 value 249.031242
## iter 90 value 248.709391
## iter 100 value 248.547796
## final value 248.547796
## stopped after 100 iterations
## # weights: 46
## initial value 529.859265
## iter 10 value 283.034810
## iter 20 value 239.825015
## iter 30 value 209.417246
## iter 40 value 198.530608
## iter 50 value 193.069027
## iter 60 value 188.493966
## iter 70 value 183.995327
## iter 80 value 179.865170
## iter 90 value 178.806035
## iter 100 value 178.221374
## final value 178.221374
## stopped after 100 iterations
## # weights: 10
## initial value 514.851141
## iter 10 value 351.599509
## iter 20 value 296.306629
## iter 30 value 287.466987
## iter 40 value 280.571170
## iter 50 value 279.853525
## iter 60 value 279.685281
## iter 70 value 279.581357
## iter 80 value 279.554734
## iter 90 value 279.489739
## iter 100 value 279.482215
## final value 279.482215
## stopped after 100 iterations
## # weights: 28
## initial value 516.443911
## iter 10 value 273.110265
## iter 20 value 239.048704
## iter 30 value 231.164731
## iter 40 value 223.804895
## iter 50 value 218.449049
## iter 60 value 214.682874
## iter 70 value 212.954343
## iter 80 value 211.959864
## iter 90 value 211.896266
## iter 100 value 211.800268
## final value 211.800268
## stopped after 100 iterations
## # weights: 46
## initial value 510.794370
## iter 10 value 307.821979
## iter 20 value 266.245671
## iter 30 value 227.780119
## iter 40 value 203.469710
## iter 50 value 197.542448
## iter 60 value 192.072845
## iter 70 value 188.381876
## iter 80 value 185.763794
## iter 90 value 181.361482
## iter 100 value 180.407126
## final value 180.407126
## stopped after 100 iterations
## # weights: 10
## initial value 531.032640
## iter 10 value 322.744188
## iter 20 value 293.151953
## iter 30 value 288.597826
## final value 288.490006
## converged
## # weights: 28
## initial value 530.869234
## iter 10 value 297.182323
## iter 20 value 268.758651
## iter 30 value 260.693460
## iter 40 value 255.728020
## iter 50 value 251.391982
## iter 60 value 244.428500
## iter 70 value 243.533213
## iter 80 value 243.529978
## final value 243.529973
## converged
## # weights: 46
## initial value 521.782285
## iter 10 value 289.633356
## iter 20 value 252.770695
## iter 30 value 246.784412
## iter 40 value 244.552795
## iter 50 value 240.235672
## iter 60 value 235.897392
## iter 70 value 234.544083
## iter 80 value 233.906727
## iter 90 value 233.302732
## iter 100 value 233.207848
## final value 233.207848
## stopped after 100 iterations
## # weights: 10
## initial value 509.777850
## iter 10 value 331.051702
## iter 20 value 290.851123
## iter 30 value 282.397392
## iter 40 value 280.127128
## iter 50 value 279.900170
## iter 60 value 279.698013
## iter 70 value 279.644257
## iter 80 value 279.611235
## iter 90 value 279.579412
## iter 100 value 279.574613
## final value 279.574613
## stopped after 100 iterations
## # weights: 28
## initial value 494.187067
## iter 10 value 281.521611
## iter 20 value 264.516293
## iter 30 value 256.348468
## iter 40 value 254.533243
## iter 50 value 253.931082
## iter 60 value 253.790834
## iter 70 value 253.784060
## iter 80 value 253.778990
## iter 90 value 253.766050
## iter 100 value 253.741687
## final value 253.741687
## stopped after 100 iterations
## # weights: 46
## initial value 528.148895
## iter 10 value 270.632291
## iter 20 value 219.231214
## iter 30 value 199.006844
## iter 40 value 188.074116
## iter 50 value 174.334731
## iter 60 value 159.106942
## iter 70 value 157.424038
## iter 80 value 157.208291
## iter 90 value 156.925058
## iter 100 value 156.611474
## final value 156.611474
## stopped after 100 iterations
## # weights: 10
## initial value 517.825919
## iter 10 value 318.767268
## iter 20 value 292.992949
## iter 30 value 289.366754
## iter 40 value 285.476302
## iter 50 value 276.824886
## iter 60 value 276.023834
## iter 70 value 274.901370
## iter 80 value 274.793033
## iter 90 value 274.630670
## iter 100 value 274.585226
## final value 274.585226
## stopped after 100 iterations
## # weights: 28
## initial value 510.914122
## iter 10 value 278.401919
## iter 20 value 234.870105
## iter 30 value 228.271489
## iter 40 value 222.448771
## iter 50 value 213.842466
## iter 60 value 207.558913
## iter 70 value 206.739879
## iter 80 value 206.646643
## iter 90 value 206.402521
## iter 100 value 205.946555
## final value 205.946555
## stopped after 100 iterations
## # weights: 46
## initial value 511.670568
## iter 10 value 286.628529
## iter 20 value 252.252439
## iter 30 value 232.482843
## iter 40 value 221.428957
## iter 50 value 211.866812
## iter 60 value 205.183451
## iter 70 value 194.007368
## iter 80 value 188.138870
## iter 90 value 185.699797
## iter 100 value 184.770284
## final value 184.770284
## stopped after 100 iterations
## # weights: 10
## initial value 516.887783
## iter 10 value 335.799638
## iter 20 value 291.704509
## iter 30 value 285.262468
## iter 40 value 284.771978
## final value 284.771973
## converged
## # weights: 28
## initial value 578.301763
## iter 10 value 360.704645
## iter 20 value 295.187468
## iter 30 value 257.180524
## iter 40 value 250.715089
## iter 50 value 245.735941
## iter 60 value 244.310115
## iter 70 value 242.574089
## iter 80 value 236.693690
## iter 90 value 235.402244
## iter 100 value 235.164186
## final value 235.164186
## stopped after 100 iterations
## # weights: 46
## initial value 515.878987
## iter 10 value 287.047829
## iter 20 value 249.909117
## iter 30 value 229.346242
## iter 40 value 223.502528
## iter 50 value 222.124450
## iter 60 value 221.930758
## iter 70 value 221.905482
## iter 80 value 221.901513
## final value 221.901500
## converged
## # weights: 10
## initial value 526.823598
## iter 10 value 286.868194
## iter 20 value 277.211374
## iter 30 value 276.055033
## iter 40 value 275.061612
## iter 50 value 274.909115
## iter 60 value 274.711041
## iter 70 value 274.681982
## iter 80 value 274.654109
## iter 90 value 274.617995
## iter 100 value 274.610368
## final value 274.610368
## stopped after 100 iterations
## # weights: 28
## initial value 538.852042
## iter 10 value 286.996806
## iter 20 value 232.423098
## iter 30 value 226.286040
## iter 40 value 214.011035
## iter 50 value 209.421352
## iter 60 value 208.793864
## iter 70 value 207.932460
## iter 80 value 207.711691
## iter 90 value 207.534977
## iter 100 value 207.418329
## final value 207.418329
## stopped after 100 iterations
## # weights: 46
## initial value 496.355232
## iter 10 value 257.839524
## iter 20 value 207.658572
## iter 30 value 189.602589
## iter 40 value 174.403398
## iter 50 value 163.820678
## iter 60 value 153.884663
## iter 70 value 151.666096
## iter 80 value 151.268980
## iter 90 value 150.590714
## iter 100 value 150.059978
## final value 150.059978
## stopped after 100 iterations
## # weights: 10
## initial value 522.556058
## iter 10 value 289.721656
## iter 20 value 281.340372
## iter 30 value 279.929146
## iter 40 value 276.964214
## iter 50 value 276.860673
## iter 60 value 276.819963
## iter 70 value 276.801464
## iter 80 value 276.791363
## iter 90 value 276.777482
## iter 100 value 276.775695
## final value 276.775695
## stopped after 100 iterations
## # weights: 28
## initial value 512.299478
## iter 10 value 287.756077
## iter 20 value 250.864634
## iter 30 value 238.609837
## iter 40 value 227.340247
## iter 50 value 224.115301
## iter 60 value 219.912060
## iter 70 value 218.783592
## iter 80 value 216.113398
## iter 90 value 210.971608
## iter 100 value 206.902695
## final value 206.902695
## stopped after 100 iterations
## # weights: 46
## initial value 725.542013
## iter 10 value 298.813745
## iter 20 value 235.463649
## iter 30 value 215.351493
## iter 40 value 200.532343
## iter 50 value 187.661487
## iter 60 value 179.493504
## iter 70 value 177.394426
## iter 80 value 175.022564
## iter 90 value 174.385977
## iter 100 value 174.364982
## final value 174.364982
## stopped after 100 iterations
## # weights: 10
## initial value 520.535888
## iter 10 value 326.633554
## iter 20 value 286.979921
## iter 30 value 285.869614
## final value 285.767638
## converged
## # weights: 28
## initial value 545.874352
## iter 10 value 316.879885
## iter 20 value 283.708648
## iter 30 value 264.701699
## iter 40 value 253.537521
## iter 50 value 248.221744
## iter 60 value 244.764772
## iter 70 value 244.426669
## iter 80 value 244.377398
## final value 244.377251
## converged
## # weights: 46
## initial value 545.808929
## iter 10 value 313.043564
## iter 20 value 264.230710
## iter 30 value 249.324503
## iter 40 value 238.049203
## iter 50 value 235.348554
## iter 60 value 233.259625
## iter 70 value 231.803295
## iter 80 value 231.591853
## iter 90 value 231.581059
## final value 231.580883
## converged
## # weights: 10
## initial value 530.154381
## iter 10 value 308.478539
## iter 20 value 284.506119
## iter 30 value 279.301223
## iter 40 value 277.386875
## iter 50 value 277.218676
## iter 60 value 277.009649
## iter 70 value 276.944912
## iter 80 value 276.900755
## iter 90 value 276.875398
## iter 100 value 276.869585
## final value 276.869585
## stopped after 100 iterations
## # weights: 28
## initial value 537.816693
## iter 10 value 281.859202
## iter 20 value 234.691150
## iter 30 value 226.997805
## iter 40 value 221.079027
## iter 50 value 219.380096
## iter 60 value 218.659884
## iter 70 value 218.077610
## iter 80 value 214.953362
## iter 90 value 214.805368
## iter 100 value 214.295791
## final value 214.295791
## stopped after 100 iterations
## # weights: 46
## initial value 506.049821
## iter 10 value 273.152681
## iter 20 value 234.714181
## iter 30 value 216.610656
## iter 40 value 209.264515
## iter 50 value 203.003845
## iter 60 value 195.447313
## iter 70 value 190.017031
## iter 80 value 187.671612
## iter 90 value 186.985668
## iter 100 value 186.690807
## final value 186.690807
## stopped after 100 iterations
## # weights: 10
## initial value 528.064228
## iter 10 value 326.490346
## iter 20 value 321.270432
## iter 30 value 298.798616
## iter 40 value 289.349824
## iter 50 value 284.073627
## iter 60 value 283.266101
## iter 70 value 282.565973
## iter 80 value 282.442939
## iter 90 value 282.349026
## iter 100 value 282.296390
## final value 282.296390
## stopped after 100 iterations
## # weights: 28
## initial value 537.970150
## iter 10 value 315.405231
## iter 20 value 254.412454
## iter 30 value 241.504207
## iter 40 value 229.129076
## iter 50 value 213.515050
## iter 60 value 210.787013
## iter 70 value 210.252602
## iter 80 value 210.225139
## iter 90 value 210.213709
## iter 100 value 210.201103
## final value 210.201103
## stopped after 100 iterations
## # weights: 46
## initial value 544.993140
## iter 10 value 335.006818
## iter 20 value 270.177991
## iter 30 value 234.180984
## iter 40 value 214.825170
## iter 50 value 204.075961
## iter 60 value 200.872162
## iter 70 value 198.561174
## iter 80 value 196.538238
## iter 90 value 195.707254
## iter 100 value 194.660165
## final value 194.660165
## stopped after 100 iterations
## # weights: 10
## initial value 529.884491
## iter 10 value 329.392891
## iter 20 value 297.189608
## iter 30 value 291.515096
## iter 40 value 291.354603
## final value 291.349515
## converged
## # weights: 28
## initial value 566.262314
## iter 10 value 311.788060
## iter 20 value 261.034552
## iter 30 value 251.647030
## iter 40 value 250.586240
## iter 50 value 250.513936
## final value 250.512524
## converged
## # weights: 46
## initial value 540.134595
## iter 10 value 274.574758
## iter 20 value 249.070800
## iter 30 value 236.314809
## iter 40 value 232.313435
## iter 50 value 231.187133
## iter 60 value 230.344154
## iter 70 value 230.255536
## iter 80 value 230.249483
## final value 230.249448
## converged
## # weights: 10
## initial value 535.579199
## iter 10 value 303.650771
## iter 20 value 288.755098
## iter 30 value 284.719942
## iter 40 value 283.106889
## iter 50 value 282.579996
## iter 60 value 282.439791
## iter 70 value 282.366807
## iter 80 value 282.353953
## iter 90 value 282.317921
## iter 100 value 282.314874
## final value 282.314874
## stopped after 100 iterations
## # weights: 28
## initial value 529.695467
## iter 10 value 296.578372
## iter 20 value 259.654763
## iter 30 value 234.861575
## iter 40 value 230.812531
## iter 50 value 225.895043
## iter 60 value 225.050856
## iter 70 value 224.915939
## iter 80 value 224.769150
## iter 90 value 224.576844
## iter 100 value 224.543126
## final value 224.543126
## stopped after 100 iterations
## # weights: 46
## initial value 526.262661
## iter 10 value 265.285632
## iter 20 value 227.096899
## iter 30 value 211.919544
## iter 40 value 196.025812
## iter 50 value 183.435781
## iter 60 value 180.253957
## iter 70 value 178.721169
## iter 80 value 178.378300
## iter 90 value 178.312873
## iter 100 value 178.289381
## final value 178.289381
## stopped after 100 iterations
## # weights: 10
## initial value 525.980130
## iter 10 value 311.451147
## iter 20 value 279.638604
## iter 30 value 274.329200
## iter 40 value 273.476635
## iter 50 value 272.983020
## iter 60 value 272.940255
## iter 70 value 272.828756
## iter 80 value 272.807804
## iter 90 value 272.767194
## iter 100 value 272.760170
## final value 272.760170
## stopped after 100 iterations
## # weights: 28
## initial value 539.793511
## iter 10 value 270.455795
## iter 20 value 251.417663
## iter 30 value 239.225198
## iter 40 value 234.798454
## iter 50 value 221.392685
## iter 60 value 218.691040
## iter 70 value 218.127224
## iter 80 value 218.103355
## iter 90 value 218.073698
## iter 100 value 217.996326
## final value 217.996326
## stopped after 100 iterations
## # weights: 46
## initial value 514.409532
## iter 10 value 282.825997
## iter 20 value 231.659558
## iter 30 value 201.388999
## iter 40 value 188.976949
## iter 50 value 175.654895
## iter 60 value 170.931735
## iter 70 value 170.057801
## iter 80 value 168.771421
## iter 90 value 167.983358
## iter 100 value 167.756918
## final value 167.756918
## stopped after 100 iterations
## # weights: 10
## initial value 517.243972
## iter 10 value 328.369166
## iter 20 value 286.372704
## iter 30 value 282.793201
## final value 282.596662
## converged
## # weights: 28
## initial value 523.552001
## iter 10 value 283.313976
## iter 20 value 259.494400
## iter 30 value 243.588812
## iter 40 value 237.783382
## iter 50 value 236.822978
## iter 60 value 236.799323
## final value 236.798342
## converged
## # weights: 46
## initial value 515.160716
## iter 10 value 283.623254
## iter 20 value 237.529384
## iter 30 value 230.272280
## iter 40 value 223.352431
## iter 50 value 220.363309
## iter 60 value 219.218063
## iter 70 value 217.417737
## iter 80 value 216.507103
## iter 90 value 215.661409
## iter 100 value 215.447149
## final value 215.447149
## stopped after 100 iterations
## # weights: 10
## initial value 553.585542
## iter 10 value 324.333917
## iter 20 value 278.920607
## iter 30 value 274.761275
## iter 40 value 273.120129
## iter 50 value 272.993761
## iter 60 value 272.889520
## iter 70 value 272.855664
## iter 80 value 272.847623
## iter 90 value 272.838701
## iter 100 value 272.838125
## final value 272.838125
## stopped after 100 iterations
## # weights: 28
## initial value 627.687775
## iter 10 value 296.778757
## iter 20 value 258.897112
## iter 30 value 250.806407
## iter 40 value 242.625881
## iter 50 value 219.880873
## iter 60 value 202.822371
## iter 70 value 196.952996
## iter 80 value 188.044727
## iter 90 value 186.827917
## iter 100 value 186.663189
## final value 186.663189
## stopped after 100 iterations
## # weights: 46
## initial value 523.301708
## iter 10 value 374.901276
## iter 20 value 274.512253
## iter 30 value 265.137928
## iter 40 value 257.030926
## iter 50 value 245.160497
## iter 60 value 231.962345
## iter 70 value 226.201683
## iter 80 value 217.640972
## iter 90 value 216.808289
## iter 100 value 216.651858
## final value 216.651858
## stopped after 100 iterations
## # weights: 10
## initial value 500.769888
## iter 10 value 318.631039
## iter 20 value 303.070516
## iter 30 value 298.583454
## iter 40 value 289.277031
## iter 50 value 285.617356
## iter 60 value 285.235590
## iter 70 value 284.783019
## iter 80 value 284.677881
## iter 90 value 284.554552
## iter 100 value 284.507756
## final value 284.507756
## stopped after 100 iterations
## # weights: 28
## initial value 497.192489
## iter 10 value 290.922958
## iter 20 value 261.747799
## iter 30 value 239.112199
## iter 40 value 233.728816
## iter 50 value 224.897596
## iter 60 value 216.081994
## iter 70 value 213.249673
## iter 80 value 210.347890
## iter 90 value 202.657172
## iter 100 value 201.278921
## final value 201.278921
## stopped after 100 iterations
## # weights: 46
## initial value 519.707667
## iter 10 value 266.350308
## iter 20 value 228.403593
## iter 30 value 206.777767
## iter 40 value 191.366166
## iter 50 value 179.739693
## iter 60 value 172.505784
## iter 70 value 171.886305
## iter 80 value 170.058986
## iter 90 value 165.944693
## iter 100 value 163.684158
## final value 163.684158
## stopped after 100 iterations
## # weights: 10
## initial value 531.680737
## iter 10 value 343.242296
## iter 20 value 303.460447
## iter 30 value 294.919084
## iter 40 value 294.677298
## iter 40 value 294.677297
## iter 40 value 294.677297
## final value 294.677297
## converged
## # weights: 28
## initial value 506.683819
## iter 10 value 311.673738
## iter 20 value 269.675170
## iter 30 value 258.551717
## iter 40 value 255.636281
## iter 50 value 254.842532
## iter 60 value 254.484004
## iter 70 value 254.476685
## final value 254.476224
## converged
## # weights: 46
## initial value 587.779797
## iter 10 value 314.539298
## iter 20 value 265.055153
## iter 30 value 254.423892
## iter 40 value 249.373756
## iter 50 value 247.659467
## iter 60 value 246.912566
## iter 70 value 246.771668
## iter 80 value 246.746676
## iter 90 value 245.653654
## iter 100 value 244.939273
## final value 244.939273
## stopped after 100 iterations
## # weights: 10
## initial value 516.974133
## iter 10 value 346.506206
## iter 20 value 299.583295
## iter 30 value 287.683267
## iter 40 value 285.380879
## iter 50 value 285.071109
## iter 60 value 284.783378
## iter 70 value 284.681178
## iter 80 value 284.644894
## iter 90 value 284.597266
## iter 100 value 284.593156
## final value 284.593156
## stopped after 100 iterations
## # weights: 28
## initial value 557.361894
## iter 10 value 290.952227
## iter 20 value 260.561408
## iter 30 value 257.131022
## iter 40 value 251.431796
## iter 50 value 237.580759
## iter 60 value 227.530715
## iter 70 value 221.514637
## iter 80 value 219.608255
## iter 90 value 219.294896
## iter 100 value 219.260444
## final value 219.260444
## stopped after 100 iterations
## # weights: 46
## initial value 619.744585
## iter 10 value 265.382337
## iter 20 value 216.708216
## iter 30 value 194.531286
## iter 40 value 180.660053
## iter 50 value 170.933912
## iter 60 value 166.019941
## iter 70 value 163.134454
## iter 80 value 162.019165
## iter 90 value 161.001891
## iter 100 value 160.664749
## final value 160.664749
## stopped after 100 iterations
## # weights: 10
## initial value 526.363011
## iter 10 value 395.194883
## iter 20 value 337.463125
## iter 30 value 330.929332
## iter 40 value 297.266779
## iter 50 value 295.132279
## iter 60 value 294.816256
## iter 70 value 290.228039
## iter 80 value 289.886916
## final value 289.885504
## converged
## # weights: 28
## initial value 568.356874
## iter 10 value 317.193336
## iter 20 value 269.930227
## iter 30 value 241.667593
## iter 40 value 228.679403
## iter 50 value 226.882890
## iter 60 value 224.529503
## iter 70 value 216.639398
## iter 80 value 214.607573
## iter 90 value 212.999345
## iter 100 value 212.852758
## final value 212.852758
## stopped after 100 iterations
## # weights: 46
## initial value 568.252158
## iter 10 value 290.354174
## iter 20 value 228.992185
## iter 30 value 212.914222
## iter 40 value 201.564757
## iter 50 value 188.548716
## iter 60 value 177.661473
## iter 70 value 175.144225
## iter 80 value 175.099914
## final value 175.099542
## converged
## # weights: 10
## initial value 508.546850
## iter 10 value 345.492106
## iter 20 value 291.698147
## final value 290.832027
## converged
## # weights: 28
## initial value 547.434400
## iter 10 value 289.687436
## iter 20 value 259.346490
## iter 30 value 246.751785
## iter 40 value 242.863178
## iter 50 value 242.607737
## iter 60 value 242.597007
## iter 70 value 242.596012
## final value 242.595936
## converged
## # weights: 46
## initial value 531.259836
## iter 10 value 327.902341
## iter 20 value 272.476617
## iter 30 value 253.566735
## iter 40 value 246.608727
## iter 50 value 237.617166
## iter 60 value 234.132649
## iter 70 value 231.354523
## iter 80 value 229.120415
## iter 90 value 228.275239
## iter 100 value 228.174831
## final value 228.174831
## stopped after 100 iterations
## # weights: 10
## initial value 511.124518
## iter 10 value 334.788419
## iter 20 value 297.977364
## iter 30 value 288.206703
## iter 40 value 282.834806
## iter 50 value 282.161362
## iter 60 value 281.543693
## iter 70 value 281.483354
## iter 80 value 281.390701
## iter 90 value 281.366059
## iter 100 value 281.350892
## final value 281.350892
## stopped after 100 iterations
## # weights: 28
## initial value 533.130206
## iter 10 value 298.395660
## iter 20 value 247.899522
## iter 30 value 238.852557
## iter 40 value 237.988106
## iter 50 value 231.733801
## iter 60 value 226.468314
## iter 70 value 224.969961
## iter 80 value 224.310433
## iter 90 value 224.151283
## iter 100 value 224.120782
## final value 224.120782
## stopped after 100 iterations
## # weights: 46
## initial value 542.816445
## iter 10 value 292.161577
## iter 20 value 237.605348
## iter 30 value 204.147736
## iter 40 value 188.749124
## iter 50 value 178.282343
## iter 60 value 171.155200
## iter 70 value 170.222002
## iter 80 value 169.921532
## iter 90 value 169.780896
## iter 100 value 169.731577
## final value 169.731577
## stopped after 100 iterations
## # weights: 10
## initial value 567.367843
## iter 10 value 362.307871
## iter 20 value 316.450933
## iter 30 value 298.836761
## iter 40 value 278.666381
## iter 50 value 275.268816
## iter 60 value 274.040102
## iter 70 value 273.620409
## iter 80 value 273.341238
## iter 90 value 273.285761
## iter 100 value 273.198060
## final value 273.198060
## stopped after 100 iterations
## # weights: 28
## initial value 551.910517
## iter 10 value 278.011997
## iter 20 value 243.544380
## iter 30 value 214.458629
## iter 40 value 209.262936
## iter 50 value 205.455936
## iter 60 value 203.578423
## iter 70 value 201.866538
## iter 80 value 200.992308
## iter 90 value 200.346522
## iter 100 value 200.244441
## final value 200.244441
## stopped after 100 iterations
## # weights: 46
## initial value 623.030261
## iter 10 value 258.881440
## iter 20 value 204.525154
## iter 30 value 187.819492
## iter 40 value 177.061260
## iter 50 value 168.543252
## iter 60 value 161.118432
## iter 70 value 159.244604
## iter 80 value 159.000153
## iter 90 value 158.968746
## iter 100 value 158.948444
## final value 158.948444
## stopped after 100 iterations
## # weights: 10
## initial value 539.152461
## iter 10 value 335.056339
## iter 20 value 284.002663
## iter 30 value 282.518138
## final value 282.457188
## converged
## # weights: 28
## initial value 592.132656
## iter 10 value 277.538270
## iter 20 value 250.902399
## iter 30 value 248.241654
## iter 40 value 247.093352
## iter 50 value 246.960503
## iter 60 value 246.955992
## iter 70 value 246.955823
## final value 246.955804
## converged
## # weights: 46
## initial value 559.020735
## iter 10 value 290.896410
## iter 20 value 239.588169
## iter 30 value 233.663990
## iter 40 value 232.700583
## iter 50 value 229.932037
## iter 60 value 229.569213
## iter 70 value 229.513283
## iter 80 value 229.510098
## final value 229.509955
## converged
## # weights: 10
## initial value 518.280290
## iter 10 value 314.434372
## iter 20 value 288.177332
## iter 30 value 283.524074
## iter 40 value 278.053269
## iter 50 value 274.992334
## iter 60 value 273.797300
## iter 70 value 273.640083
## iter 80 value 273.330221
## iter 90 value 273.302108
## iter 100 value 273.254505
## final value 273.254505
## stopped after 100 iterations
## # weights: 28
## initial value 523.641373
## iter 10 value 342.617968
## iter 20 value 261.847579
## iter 30 value 237.627722
## iter 40 value 223.066571
## iter 50 value 217.291893
## iter 60 value 215.920379
## iter 70 value 215.091572
## iter 80 value 213.357502
## iter 90 value 211.542166
## iter 100 value 210.777564
## final value 210.777564
## stopped after 100 iterations
## # weights: 46
## initial value 567.497047
## iter 10 value 273.938654
## iter 20 value 219.067804
## iter 30 value 198.361704
## iter 40 value 187.339212
## iter 50 value 184.451995
## iter 60 value 180.546658
## iter 70 value 179.407761
## iter 80 value 178.853463
## iter 90 value 178.648618
## iter 100 value 177.989203
## final value 177.989203
## stopped after 100 iterations
## # weights: 10
## initial value 529.995075
## iter 10 value 310.186685
## iter 20 value 283.241792
## iter 30 value 277.190650
## iter 40 value 272.589575
## iter 50 value 271.887342
## iter 60 value 271.272357
## iter 70 value 271.155329
## iter 80 value 270.988802
## iter 90 value 270.910538
## iter 100 value 270.888342
## final value 270.888342
## stopped after 100 iterations
## # weights: 28
## initial value 512.679368
## iter 10 value 291.275773
## iter 20 value 260.315241
## iter 30 value 234.752723
## iter 40 value 227.985760
## iter 50 value 223.816462
## iter 60 value 220.299448
## iter 70 value 218.180436
## iter 80 value 216.378305
## iter 90 value 216.045016
## iter 100 value 215.711863
## final value 215.711863
## stopped after 100 iterations
## # weights: 46
## initial value 522.809746
## iter 10 value 261.203941
## iter 20 value 236.738872
## iter 30 value 218.227317
## iter 40 value 203.669864
## iter 50 value 181.519888
## iter 60 value 173.075250
## iter 70 value 170.413933
## iter 80 value 167.054745
## iter 90 value 162.091856
## iter 100 value 160.863714
## final value 160.863714
## stopped after 100 iterations
## # weights: 10
## initial value 524.492920
## iter 10 value 315.649035
## iter 20 value 288.597129
## iter 30 value 282.242283
## iter 40 value 281.498221
## final value 281.498211
## converged
## # weights: 28
## initial value 524.293713
## iter 10 value 305.580832
## iter 20 value 250.162440
## iter 30 value 244.206883
## iter 40 value 239.453770
## iter 50 value 236.618688
## iter 60 value 236.021455
## iter 70 value 235.570345
## iter 80 value 235.524254
## final value 235.523502
## converged
## # weights: 46
## initial value 531.439549
## iter 10 value 287.650071
## iter 20 value 248.752073
## iter 30 value 239.129285
## iter 40 value 235.976103
## iter 50 value 235.078357
## iter 60 value 234.996865
## iter 70 value 234.981254
## iter 80 value 234.861813
## iter 90 value 233.557378
## iter 100 value 228.435984
## final value 228.435984
## stopped after 100 iterations
## # weights: 10
## initial value 570.153416
## iter 10 value 349.367931
## iter 20 value 305.461339
## iter 30 value 298.248574
## iter 40 value 288.330920
## iter 50 value 287.793942
## iter 60 value 287.661354
## iter 70 value 287.530441
## final value 287.530422
## converged
## # weights: 28
## initial value 533.829098
## iter 10 value 272.328910
## iter 20 value 224.656272
## iter 30 value 209.677968
## iter 40 value 207.409629
## iter 50 value 202.359429
## iter 60 value 201.812437
## iter 70 value 201.678717
## iter 80 value 201.474641
## iter 90 value 201.321659
## iter 100 value 201.298420
## final value 201.298420
## stopped after 100 iterations
## # weights: 46
## initial value 498.473948
## iter 10 value 263.536128
## iter 20 value 226.479785
## iter 30 value 216.681027
## iter 40 value 212.678666
## iter 50 value 212.295559
## iter 60 value 212.075558
## iter 70 value 212.024576
## iter 80 value 211.967662
## iter 90 value 211.916712
## iter 100 value 211.900075
## final value 211.900075
## stopped after 100 iterations
## # weights: 10
## initial value 586.502249
## iter 10 value 334.532266
## iter 20 value 317.802823
## iter 30 value 291.322709
## iter 40 value 286.148481
## iter 50 value 285.373795
## iter 60 value 284.468681
## iter 70 value 284.396744
## iter 80 value 284.181366
## iter 90 value 284.128234
## iter 100 value 284.072582
## final value 284.072582
## stopped after 100 iterations
## # weights: 28
## initial value 513.091884
## iter 10 value 300.524650
## iter 20 value 240.974214
## iter 30 value 237.116334
## iter 40 value 232.799274
## iter 50 value 228.901911
## iter 60 value 226.258697
## iter 70 value 217.786179
## iter 80 value 214.935414
## iter 90 value 214.921498
## iter 100 value 214.920702
## final value 214.920702
## stopped after 100 iterations
## # weights: 46
## initial value 566.842696
## iter 10 value 272.625055
## iter 20 value 222.119448
## iter 30 value 196.492550
## iter 40 value 186.123012
## iter 50 value 177.227421
## iter 60 value 169.735575
## iter 70 value 168.494107
## iter 80 value 168.189578
## iter 90 value 168.119871
## iter 100 value 168.109147
## final value 168.109147
## stopped after 100 iterations
## # weights: 10
## initial value 558.506039
## iter 10 value 328.353894
## iter 20 value 299.899315
## iter 30 value 293.730446
## iter 40 value 293.176496
## iter 40 value 293.176495
## iter 40 value 293.176495
## final value 293.176495
## converged
## # weights: 28
## initial value 480.981844
## iter 10 value 286.727228
## iter 20 value 268.531477
## iter 30 value 248.966632
## iter 40 value 243.954530
## iter 50 value 242.983538
## iter 60 value 241.508769
## iter 70 value 241.271834
## iter 80 value 241.248604
## final value 241.248579
## converged
## # weights: 46
## initial value 560.808942
## iter 10 value 293.371609
## iter 20 value 253.425075
## iter 30 value 244.317557
## iter 40 value 241.341733
## iter 50 value 239.409931
## iter 60 value 234.581867
## iter 70 value 232.334821
## iter 80 value 231.340015
## iter 90 value 230.646897
## iter 100 value 230.627047
## final value 230.627047
## stopped after 100 iterations
## # weights: 10
## initial value 551.136253
## iter 10 value 317.721388
## iter 20 value 292.890830
## iter 30 value 288.104483
## iter 40 value 285.447987
## iter 50 value 284.643617
## iter 60 value 284.328067
## iter 70 value 284.199737
## iter 80 value 284.160759
## iter 90 value 284.116877
## iter 100 value 284.113274
## final value 284.113274
## stopped after 100 iterations
## # weights: 28
## initial value 557.514358
## iter 10 value 270.215814
## iter 20 value 234.176134
## iter 30 value 219.909375
## iter 40 value 205.803199
## iter 50 value 198.559001
## iter 60 value 194.176298
## iter 70 value 192.924329
## iter 80 value 191.722101
## iter 90 value 191.283372
## iter 100 value 190.291305
## final value 190.291305
## stopped after 100 iterations
## # weights: 46
## initial value 515.249607
## iter 10 value 300.451561
## iter 20 value 256.734767
## iter 30 value 225.463373
## iter 40 value 205.032605
## iter 50 value 198.760965
## iter 60 value 197.095207
## iter 70 value 196.356730
## iter 80 value 195.842165
## iter 90 value 195.510113
## iter 100 value 195.291834
## final value 195.291834
## stopped after 100 iterations
## # weights: 10
## initial value 528.410168
## iter 10 value 310.353736
## iter 20 value 284.786299
## iter 30 value 284.719931
## iter 40 value 282.346458
## iter 50 value 277.403552
## iter 60 value 274.690154
## iter 70 value 273.477238
## iter 80 value 273.404294
## iter 90 value 273.189215
## iter 100 value 273.166754
## final value 273.166754
## stopped after 100 iterations
## # weights: 28
## initial value 531.344277
## iter 10 value 260.337226
## iter 20 value 232.043961
## iter 30 value 228.069595
## iter 40 value 220.089181
## iter 50 value 209.727008
## iter 60 value 208.213163
## iter 70 value 208.207283
## iter 80 value 208.205697
## final value 208.205684
## converged
## # weights: 46
## initial value 540.433643
## iter 10 value 288.188016
## iter 20 value 215.633657
## iter 30 value 194.854304
## iter 40 value 179.822471
## iter 50 value 174.114271
## iter 60 value 172.101555
## iter 70 value 170.909238
## iter 80 value 170.670261
## iter 90 value 170.583106
## iter 100 value 170.485246
## final value 170.485246
## stopped after 100 iterations
## # weights: 10
## initial value 551.579483
## iter 10 value 359.519400
## iter 20 value 283.645049
## iter 30 value 282.471885
## final value 282.398910
## converged
## # weights: 28
## initial value 618.817692
## iter 10 value 297.872662
## iter 20 value 254.481715
## iter 30 value 251.985162
## iter 40 value 251.534457
## iter 50 value 248.465001
## iter 60 value 247.169130
## iter 70 value 246.873256
## iter 80 value 246.844215
## final value 246.844154
## converged
## # weights: 46
## initial value 630.514130
## iter 10 value 284.224098
## iter 20 value 250.092511
## iter 30 value 232.214912
## iter 40 value 226.112911
## iter 50 value 224.635581
## iter 60 value 223.476990
## iter 70 value 222.363869
## iter 80 value 221.055626
## iter 90 value 220.334766
## iter 100 value 220.182187
## final value 220.182187
## stopped after 100 iterations
## # weights: 10
## initial value 560.644108
## iter 10 value 321.313303
## iter 20 value 292.374214
## iter 30 value 275.918661
## iter 40 value 274.331825
## iter 50 value 273.558619
## iter 60 value 273.295711
## iter 70 value 273.268827
## iter 80 value 273.207242
## iter 90 value 273.189138
## iter 100 value 273.179097
## final value 273.179097
## stopped after 100 iterations
## # weights: 28
## initial value 524.678766
## iter 10 value 292.528114
## iter 20 value 242.919251
## iter 30 value 221.669833
## iter 40 value 216.564229
## iter 50 value 210.085000
## iter 60 value 208.406274
## iter 70 value 208.359219
## iter 80 value 207.658907
## iter 90 value 207.312291
## iter 100 value 206.531698
## final value 206.531698
## stopped after 100 iterations
## # weights: 46
## initial value 519.601061
## iter 10 value 283.397711
## iter 20 value 220.722102
## iter 30 value 204.338028
## iter 40 value 193.507288
## iter 50 value 184.519389
## iter 60 value 177.332878
## iter 70 value 174.483859
## iter 80 value 173.405138
## iter 90 value 172.827611
## iter 100 value 171.019507
## final value 171.019507
## stopped after 100 iterations
## # weights: 10
## initial value 514.726789
## iter 10 value 309.502990
## iter 20 value 293.153098
## iter 30 value 286.457249
## iter 40 value 284.391166
## iter 50 value 283.428303
## iter 60 value 283.169600
## iter 70 value 283.069229
## iter 80 value 282.959889
## iter 90 value 282.946912
## iter 100 value 282.895573
## final value 282.895573
## stopped after 100 iterations
## # weights: 28
## initial value 540.976877
## iter 10 value 318.568793
## iter 20 value 251.557342
## iter 30 value 235.939609
## iter 40 value 230.427535
## iter 50 value 228.141544
## iter 60 value 227.131788
## iter 70 value 225.806100
## iter 80 value 224.009796
## iter 90 value 223.851834
## iter 100 value 223.273326
## final value 223.273326
## stopped after 100 iterations
## # weights: 46
## initial value 526.050315
## iter 10 value 266.158162
## iter 20 value 233.101273
## iter 30 value 212.102188
## iter 40 value 207.998920
## iter 50 value 196.833782
## iter 60 value 190.542371
## iter 70 value 188.477721
## iter 80 value 187.877209
## iter 90 value 187.837855
## final value 187.836838
## converged
## # weights: 10
## initial value 534.495213
## iter 10 value 337.532665
## iter 20 value 307.459422
## iter 30 value 292.840888
## iter 40 value 292.036654
## final value 292.036614
## converged
## # weights: 28
## initial value 516.114455
## iter 10 value 290.522710
## iter 20 value 267.027085
## iter 30 value 258.419038
## iter 40 value 257.792897
## iter 50 value 257.762468
## final value 257.762463
## converged
## # weights: 46
## initial value 542.655227
## iter 10 value 285.578317
## iter 20 value 255.014404
## iter 30 value 248.867592
## iter 40 value 244.462134
## iter 50 value 242.672905
## iter 60 value 238.264448
## iter 70 value 234.897536
## iter 80 value 232.532058
## iter 90 value 232.015018
## iter 100 value 231.961551
## final value 231.961551
## stopped after 100 iterations
## # weights: 10
## initial value 511.311860
## iter 10 value 333.829472
## iter 20 value 329.046757
## iter 30 value 328.997681
## iter 40 value 327.556309
## iter 50 value 325.558572
## iter 60 value 325.519101
## final value 325.519057
## converged
## # weights: 28
## initial value 604.008053
## iter 10 value 275.426501
## iter 20 value 238.320955
## iter 30 value 225.213116
## iter 40 value 220.726848
## iter 50 value 217.694743
## iter 60 value 216.209346
## iter 70 value 215.661811
## iter 80 value 214.520845
## iter 90 value 213.576274
## iter 100 value 213.368085
## final value 213.368085
## stopped after 100 iterations
## # weights: 46
## initial value 542.528669
## iter 10 value 323.576367
## iter 20 value 246.633489
## iter 30 value 225.556720
## iter 40 value 208.188500
## iter 50 value 201.341356
## iter 60 value 195.288129
## iter 70 value 193.927582
## iter 80 value 193.170653
## iter 90 value 192.801256
## iter 100 value 192.708097
## final value 192.708097
## stopped after 100 iterations
## # weights: 10
## initial value 536.607318
## iter 10 value 329.038279
## iter 20 value 283.058650
## iter 30 value 278.749168
## iter 40 value 275.243073
## iter 50 value 275.235685
## iter 60 value 275.085626
## iter 70 value 275.059982
## iter 80 value 275.026479
## iter 90 value 275.002201
## iter 100 value 274.995398
## final value 274.995398
## stopped after 100 iterations
## # weights: 28
## initial value 521.543194
## iter 10 value 363.509049
## iter 20 value 266.487121
## iter 30 value 249.882532
## iter 40 value 245.029854
## iter 50 value 244.462939
## iter 60 value 243.909866
## iter 70 value 243.744922
## iter 80 value 242.437196
## iter 90 value 240.615722
## iter 100 value 240.385657
## final value 240.385657
## stopped after 100 iterations
## # weights: 46
## initial value 546.373583
## iter 10 value 264.024411
## iter 20 value 223.760312
## iter 30 value 207.491168
## iter 40 value 198.915885
## iter 50 value 177.652596
## iter 60 value 167.966685
## iter 70 value 165.479806
## iter 80 value 165.172925
## iter 90 value 165.133774
## final value 165.133650
## converged
## # weights: 10
## initial value 513.249112
## iter 10 value 327.187239
## iter 20 value 296.213004
## iter 30 value 285.605439
## iter 40 value 284.987048
## final value 284.986440
## converged
## # weights: 28
## initial value 562.164830
## iter 10 value 362.666750
## iter 20 value 281.031305
## iter 30 value 256.005537
## iter 40 value 249.231538
## iter 50 value 246.749067
## iter 60 value 246.542926
## iter 70 value 246.457490
## iter 80 value 246.444809
## final value 246.444786
## converged
## # weights: 46
## initial value 668.900872
## iter 10 value 274.930485
## iter 20 value 252.039110
## iter 30 value 240.093826
## iter 40 value 232.403711
## iter 50 value 229.121382
## iter 60 value 226.406133
## iter 70 value 225.528074
## iter 80 value 225.439884
## iter 90 value 225.410379
## iter 100 value 225.405089
## final value 225.405089
## stopped after 100 iterations
## # weights: 10
## initial value 541.670521
## iter 10 value 300.811999
## iter 20 value 277.468201
## iter 30 value 276.155295
## iter 40 value 275.351337
## iter 50 value 275.252009
## iter 60 value 275.114771
## iter 70 value 275.097758
## iter 80 value 275.077598
## iter 90 value 275.064388
## iter 100 value 275.063682
## final value 275.063682
## stopped after 100 iterations
## # weights: 28
## initial value 529.832450
## iter 10 value 302.696164
## iter 20 value 253.008276
## iter 30 value 243.176634
## iter 40 value 232.555899
## iter 50 value 229.771513
## iter 60 value 229.569405
## iter 70 value 229.452240
## iter 80 value 229.310418
## iter 90 value 228.694972
## iter 100 value 225.996439
## final value 225.996439
## stopped after 100 iterations
## # weights: 46
## initial value 526.113973
## iter 10 value 254.671787
## iter 20 value 226.885223
## iter 30 value 209.305298
## iter 40 value 187.339386
## iter 50 value 178.731335
## iter 60 value 173.628970
## iter 70 value 171.246547
## iter 80 value 168.724602
## iter 90 value 167.169402
## iter 100 value 166.657359
## final value 166.657359
## stopped after 100 iterations
## # weights: 10
## initial value 521.013882
## iter 10 value 302.496966
## iter 20 value 286.332855
## iter 30 value 283.907090
## iter 40 value 279.053406
## iter 50 value 278.392075
## iter 60 value 278.268566
## iter 70 value 278.152875
## iter 80 value 278.122796
## iter 90 value 278.063784
## iter 100 value 278.058863
## final value 278.058863
## stopped after 100 iterations
## # weights: 28
## initial value 529.677459
## iter 10 value 319.278290
## iter 20 value 248.132341
## iter 30 value 225.235467
## iter 40 value 212.824209
## iter 50 value 206.670218
## iter 60 value 205.713180
## iter 70 value 205.707036
## final value 205.706508
## converged
## # weights: 46
## initial value 574.148039
## iter 10 value 259.734542
## iter 20 value 234.246486
## iter 30 value 206.932403
## iter 40 value 187.453713
## iter 50 value 171.104487
## iter 60 value 168.042383
## iter 70 value 164.413659
## iter 80 value 163.459892
## iter 90 value 163.354679
## iter 100 value 163.242782
## final value 163.242782
## stopped after 100 iterations
## # weights: 10
## initial value 527.796015
## iter 10 value 317.063191
## iter 20 value 291.860676
## iter 30 value 288.886234
## final value 288.841668
## converged
## # weights: 28
## initial value 569.083540
## iter 10 value 360.474537
## iter 20 value 304.884554
## iter 30 value 264.766879
## iter 40 value 256.423267
## iter 50 value 250.761810
## iter 60 value 249.295664
## iter 70 value 249.171364
## iter 80 value 249.163749
## final value 249.163621
## converged
## # weights: 46
## initial value 562.603210
## iter 10 value 281.805818
## iter 20 value 247.032814
## iter 30 value 239.787082
## iter 40 value 235.377076
## iter 50 value 232.143887
## iter 60 value 231.189432
## iter 70 value 230.742812
## iter 80 value 230.651393
## iter 90 value 230.597826
## final value 230.597185
## converged
## # weights: 10
## initial value 546.703455
## iter 10 value 329.177564
## iter 20 value 291.102507
## iter 30 value 283.454837
## iter 40 value 279.388224
## iter 50 value 278.771262
## iter 60 value 278.467285
## iter 70 value 278.355050
## iter 80 value 278.289034
## iter 90 value 278.224436
## iter 100 value 278.214450
## final value 278.214450
## stopped after 100 iterations
## # weights: 28
## initial value 520.611919
## iter 10 value 305.103711
## iter 20 value 244.884450
## iter 30 value 229.686792
## iter 40 value 226.578121
## iter 50 value 222.881105
## iter 60 value 214.757924
## iter 70 value 212.957698
## iter 80 value 210.864173
## iter 90 value 210.336591
## iter 100 value 210.228141
## final value 210.228141
## stopped after 100 iterations
## # weights: 46
## initial value 511.380747
## iter 10 value 271.434947
## iter 20 value 222.704424
## iter 30 value 200.902918
## iter 40 value 184.961092
## iter 50 value 176.353768
## iter 60 value 173.724155
## iter 70 value 172.482386
## iter 80 value 172.212940
## iter 90 value 172.113843
## iter 100 value 172.057266
## final value 172.057266
## stopped after 100 iterations
## # weights: 10
## initial value 504.656549
## iter 10 value 319.453368
## iter 20 value 310.232362
## iter 30 value 306.389576
## iter 40 value 304.678990
## iter 50 value 303.233126
## iter 60 value 303.181443
## final value 303.180913
## converged
## # weights: 28
## initial value 574.468903
## iter 10 value 299.185271
## iter 20 value 250.089689
## iter 30 value 235.131677
## iter 40 value 228.586594
## iter 50 value 223.880374
## iter 60 value 217.005042
## iter 70 value 211.297914
## iter 80 value 208.545235
## iter 90 value 208.276199
## iter 100 value 208.040987
## final value 208.040987
## stopped after 100 iterations
## # weights: 46
## initial value 498.505015
## iter 10 value 278.629217
## iter 20 value 226.850976
## iter 30 value 205.095491
## iter 40 value 192.091120
## iter 50 value 189.104074
## iter 60 value 188.219895
## iter 70 value 188.039140
## iter 80 value 188.020965
## iter 90 value 188.011401
## final value 188.009361
## converged
## # weights: 10
## initial value 519.860851
## iter 10 value 332.525645
## iter 20 value 306.318143
## iter 30 value 296.385838
## final value 295.520276
## converged
## # weights: 28
## initial value 504.831890
## iter 10 value 296.613121
## iter 20 value 265.857971
## iter 30 value 257.763529
## iter 40 value 254.047169
## iter 50 value 253.067924
## iter 60 value 252.994308
## iter 70 value 252.949852
## iter 80 value 252.515766
## iter 90 value 251.892836
## iter 100 value 251.859412
## final value 251.859412
## stopped after 100 iterations
## # weights: 46
## initial value 525.092755
## iter 10 value 292.668559
## iter 20 value 261.043511
## iter 30 value 247.771770
## iter 40 value 242.393916
## iter 50 value 240.250853
## iter 60 value 237.914607
## iter 70 value 237.250063
## iter 80 value 236.889248
## iter 90 value 236.168279
## iter 100 value 236.112266
## final value 236.112266
## stopped after 100 iterations
## # weights: 10
## initial value 538.756965
## iter 10 value 333.521907
## iter 20 value 302.332880
## iter 30 value 295.103838
## iter 40 value 286.346566
## iter 50 value 285.652904
## iter 60 value 285.269455
## iter 70 value 285.189266
## iter 80 value 285.162631
## final value 285.140537
## converged
## # weights: 28
## initial value 594.902669
## iter 10 value 318.960492
## iter 20 value 280.628088
## iter 30 value 253.876810
## iter 40 value 241.769666
## iter 50 value 234.997940
## iter 60 value 231.350791
## iter 70 value 230.250377
## iter 80 value 229.952203
## iter 90 value 229.803349
## iter 100 value 229.570447
## final value 229.570447
## stopped after 100 iterations
## # weights: 46
## initial value 514.879060
## iter 10 value 301.322050
## iter 20 value 238.850564
## iter 30 value 220.093996
## iter 40 value 210.375731
## iter 50 value 202.996203
## iter 60 value 199.095601
## iter 70 value 196.395310
## iter 80 value 195.359820
## iter 90 value 194.609345
## iter 100 value 194.454531
## final value 194.454531
## stopped after 100 iterations
## # weights: 10
## initial value 556.517905
## iter 10 value 333.197788
## iter 20 value 301.428675
## iter 30 value 293.632820
## iter 40 value 278.906528
## iter 50 value 275.616510
## iter 60 value 274.818058
## iter 70 value 274.764206
## iter 80 value 274.688341
## iter 90 value 272.433101
## iter 100 value 272.401642
## final value 272.401642
## stopped after 100 iterations
## # weights: 28
## initial value 511.606794
## iter 10 value 275.070848
## iter 20 value 234.716373
## iter 30 value 226.969243
## iter 40 value 222.805644
## iter 50 value 221.187898
## iter 60 value 219.218373
## iter 70 value 218.625005
## iter 80 value 217.363569
## iter 90 value 216.900927
## iter 100 value 216.642030
## final value 216.642030
## stopped after 100 iterations
## # weights: 46
## initial value 501.053357
## iter 10 value 287.084795
## iter 20 value 225.630373
## iter 30 value 196.462554
## iter 40 value 183.587879
## iter 50 value 175.799728
## iter 60 value 171.007596
## iter 70 value 166.474376
## iter 80 value 165.836767
## iter 90 value 165.734719
## iter 100 value 165.672454
## final value 165.672454
## stopped after 100 iterations
## # weights: 10
## initial value 518.744185
## iter 10 value 335.461931
## iter 20 value 304.702449
## iter 30 value 289.005108
## iter 40 value 287.476724
## final value 287.419624
## converged
## # weights: 28
## initial value 572.739677
## iter 10 value 293.192308
## iter 20 value 270.784557
## iter 30 value 263.021172
## iter 40 value 259.578815
## iter 50 value 259.180327
## iter 60 value 259.174948
## iter 70 value 259.173705
## final value 259.173637
## converged
## # weights: 46
## initial value 546.242813
## iter 10 value 289.041866
## iter 20 value 253.946034
## iter 30 value 240.192514
## iter 40 value 236.069301
## iter 50 value 235.255971
## iter 60 value 234.486793
## iter 70 value 232.031993
## iter 80 value 228.669400
## iter 90 value 228.171523
## iter 100 value 227.958166
## final value 227.958166
## stopped after 100 iterations
## # weights: 10
## initial value 516.310308
## iter 10 value 300.665871
## iter 20 value 286.139264
## iter 30 value 280.700500
## iter 40 value 278.257062
## iter 50 value 277.554137
## iter 60 value 277.452854
## iter 70 value 277.244434
## iter 80 value 277.237107
## iter 90 value 277.171375
## iter 100 value 277.169277
## final value 277.169277
## stopped after 100 iterations
## # weights: 28
## initial value 527.248370
## iter 10 value 304.677233
## iter 20 value 268.759593
## iter 30 value 256.754790
## iter 40 value 248.754866
## iter 50 value 232.268698
## iter 60 value 226.093760
## iter 70 value 225.855325
## iter 80 value 225.682856
## iter 90 value 225.140071
## iter 100 value 225.009256
## final value 225.009256
## stopped after 100 iterations
## # weights: 46
## initial value 495.608939
## iter 10 value 266.145530
## iter 20 value 222.474695
## iter 30 value 191.920922
## iter 40 value 181.856155
## iter 50 value 177.443764
## iter 60 value 173.651581
## iter 70 value 171.296156
## iter 80 value 170.131570
## iter 90 value 169.378958
## iter 100 value 168.995793
## final value 168.995793
## stopped after 100 iterations
## # weights: 10
## initial value 502.458571
## iter 10 value 294.842197
## iter 20 value 282.709112
## iter 30 value 280.845564
## iter 40 value 280.012960
## iter 50 value 279.722841
## iter 60 value 279.534236
## iter 70 value 279.456761
## iter 80 value 279.433666
## iter 90 value 279.388111
## iter 100 value 279.378094
## final value 279.378094
## stopped after 100 iterations
## # weights: 28
## initial value 507.757147
## iter 10 value 264.106847
## iter 20 value 243.467178
## iter 30 value 230.764791
## iter 40 value 226.748250
## iter 50 value 223.353143
## iter 60 value 220.661239
## iter 70 value 217.952732
## iter 80 value 216.646544
## iter 90 value 215.033820
## iter 100 value 212.785002
## final value 212.785002
## stopped after 100 iterations
## # weights: 46
## initial value 536.635444
## iter 10 value 300.305691
## iter 20 value 233.402537
## iter 30 value 219.952889
## iter 40 value 204.231285
## iter 50 value 200.138762
## iter 60 value 194.926198
## iter 70 value 189.274800
## iter 80 value 186.852770
## iter 90 value 185.544021
## iter 100 value 185.108259
## final value 185.108259
## stopped after 100 iterations
## # weights: 10
## initial value 511.993109
## iter 10 value 329.438996
## iter 20 value 299.562136
## iter 30 value 289.502392
## final value 289.108903
## converged
## # weights: 28
## initial value 534.297147
## iter 10 value 298.526023
## iter 20 value 269.405240
## iter 30 value 256.963805
## iter 40 value 249.448710
## iter 50 value 245.337800
## iter 60 value 244.767213
## iter 70 value 244.531250
## iter 80 value 244.504623
## final value 244.503998
## converged
## # weights: 46
## initial value 547.572992
## iter 10 value 294.202564
## iter 20 value 259.884189
## iter 30 value 239.467364
## iter 40 value 235.238863
## iter 50 value 232.152685
## iter 60 value 226.266826
## iter 70 value 225.951152
## iter 80 value 225.914083
## iter 90 value 225.901446
## iter 100 value 225.900994
## final value 225.900994
## stopped after 100 iterations
## # weights: 10
## initial value 523.574218
## iter 10 value 289.799783
## iter 20 value 280.908851
## iter 30 value 280.015791
## iter 40 value 279.628298
## iter 50 value 279.578224
## iter 60 value 279.494152
## iter 70 value 279.469375
## iter 80 value 279.460603
## iter 90 value 279.448910
## iter 90 value 279.448909
## final value 279.448852
## converged
## # weights: 28
## initial value 516.636044
## iter 10 value 321.263827
## iter 20 value 267.126790
## iter 30 value 241.186203
## iter 40 value 232.578350
## iter 50 value 229.687305
## iter 60 value 229.047865
## iter 70 value 228.953127
## iter 80 value 228.772173
## iter 90 value 228.580937
## iter 100 value 228.386410
## final value 228.386410
## stopped after 100 iterations
## # weights: 46
## initial value 508.336083
## iter 10 value 265.449728
## iter 20 value 230.051973
## iter 30 value 204.798435
## iter 40 value 183.027676
## iter 50 value 173.595221
## iter 60 value 170.234869
## iter 70 value 169.284758
## iter 80 value 168.556715
## iter 90 value 168.307071
## iter 100 value 168.210606
## final value 168.210606
## stopped after 100 iterations
## # weights: 10
## initial value 512.979748
## iter 10 value 343.375182
## iter 20 value 286.032952
## iter 30 value 280.474324
## iter 40 value 277.006068
## iter 50 value 275.784232
## iter 60 value 275.507950
## iter 70 value 275.481702
## iter 80 value 275.422074
## iter 90 value 275.416993
## iter 100 value 275.397228
## final value 275.397228
## stopped after 100 iterations
## # weights: 28
## initial value 517.957367
## iter 10 value 283.596307
## iter 20 value 237.034493
## iter 30 value 233.020837
## iter 40 value 225.434603
## iter 50 value 219.243839
## iter 60 value 219.097736
## final value 219.097725
## converged
## # weights: 46
## initial value 578.536883
## iter 10 value 269.977892
## iter 20 value 211.589667
## iter 30 value 195.430798
## iter 40 value 177.559423
## iter 50 value 166.723372
## iter 60 value 165.915599
## iter 70 value 165.911254
## iter 80 value 165.911153
## final value 165.911145
## converged
## # weights: 10
## initial value 512.452445
## iter 10 value 304.639500
## iter 20 value 284.891595
## iter 30 value 283.878284
## final value 283.874320
## converged
## # weights: 28
## initial value 499.281908
## iter 10 value 292.129149
## iter 20 value 255.842136
## iter 30 value 246.268485
## iter 40 value 243.893804
## iter 50 value 243.871694
## final value 243.869294
## converged
## # weights: 46
## initial value 517.445302
## iter 10 value 279.991155
## iter 20 value 245.327894
## iter 30 value 234.688475
## iter 40 value 228.256012
## iter 50 value 226.313446
## iter 60 value 226.049507
## iter 70 value 226.025231
## iter 80 value 225.965811
## final value 225.962525
## converged
## # weights: 10
## initial value 521.899178
## iter 10 value 315.019682
## iter 20 value 287.463204
## iter 30 value 285.145601
## iter 40 value 273.392945
## iter 50 value 273.354417
## iter 60 value 273.350592
## final value 273.350304
## converged
## # weights: 28
## initial value 601.633560
## iter 10 value 287.922869
## iter 20 value 246.865926
## iter 30 value 231.260199
## iter 40 value 217.248373
## iter 50 value 210.866314
## iter 60 value 208.487106
## iter 70 value 207.852792
## iter 80 value 204.902482
## iter 90 value 204.457491
## iter 100 value 204.188844
## final value 204.188844
## stopped after 100 iterations
## # weights: 46
## initial value 556.332125
## iter 10 value 275.187857
## iter 20 value 226.616003
## iter 30 value 208.409100
## iter 40 value 192.909145
## iter 50 value 175.076665
## iter 60 value 167.378746
## iter 70 value 163.990412
## iter 80 value 163.204107
## iter 90 value 162.700142
## iter 100 value 162.536695
## final value 162.536695
## stopped after 100 iterations
## # weights: 10
## initial value 544.796780
## iter 10 value 327.082339
## iter 20 value 288.186443
## iter 30 value 279.980618
## iter 40 value 278.957917
## iter 50 value 278.547970
## iter 60 value 278.348503
## iter 70 value 278.320067
## iter 80 value 278.226135
## iter 90 value 278.222058
## iter 100 value 278.185364
## final value 278.185364
## stopped after 100 iterations
## # weights: 28
## initial value 554.582308
## iter 10 value 284.725207
## iter 20 value 238.405237
## iter 30 value 224.766512
## iter 40 value 215.712431
## iter 50 value 213.049300
## iter 60 value 209.526506
## iter 70 value 209.165034
## iter 80 value 208.490346
## iter 90 value 207.122705
## iter 100 value 205.661216
## final value 205.661216
## stopped after 100 iterations
## # weights: 46
## initial value 534.162609
## iter 10 value 270.032825
## iter 20 value 238.194305
## iter 30 value 196.152516
## iter 40 value 185.074653
## iter 50 value 181.524782
## iter 60 value 178.855844
## iter 70 value 178.646275
## iter 80 value 178.639793
## final value 178.639747
## converged
## # weights: 10
## initial value 569.895545
## iter 10 value 336.846715
## iter 20 value 298.256581
## iter 30 value 288.639152
## final value 288.091414
## converged
## # weights: 28
## initial value 538.517744
## iter 10 value 285.707798
## iter 20 value 260.757824
## iter 30 value 254.965644
## iter 40 value 252.975929
## iter 50 value 252.510862
## iter 60 value 252.479987
## iter 70 value 252.478897
## final value 252.478715
## converged
## # weights: 46
## initial value 553.788826
## iter 10 value 288.929716
## iter 20 value 258.948483
## iter 30 value 244.897615
## iter 40 value 242.864165
## iter 50 value 241.593695
## iter 60 value 241.061845
## iter 70 value 240.914199
## iter 80 value 240.901538
## iter 90 value 240.897325
## final value 240.896246
## converged
## # weights: 10
## initial value 594.599177
## iter 10 value 496.306289
## iter 20 value 290.456689
## iter 30 value 280.329303
## iter 40 value 279.137727
## iter 50 value 278.537831
## iter 60 value 278.396976
## iter 70 value 278.323205
## iter 80 value 278.300919
## iter 90 value 278.293897
## iter 100 value 278.283536
## final value 278.283536
## stopped after 100 iterations
## # weights: 28
## initial value 533.972092
## iter 10 value 296.256190
## iter 20 value 245.896445
## iter 30 value 220.251607
## iter 40 value 213.285963
## iter 50 value 209.045604
## iter 60 value 206.860188
## iter 70 value 206.170482
## iter 80 value 205.770403
## iter 90 value 204.440695
## iter 100 value 204.326474
## final value 204.326474
## stopped after 100 iterations
## # weights: 46
## initial value 494.568751
## iter 10 value 267.477808
## iter 20 value 227.600226
## iter 30 value 215.898258
## iter 40 value 198.883821
## iter 50 value 182.368301
## iter 60 value 177.790037
## iter 70 value 177.014357
## iter 80 value 176.210297
## iter 90 value 175.846459
## iter 100 value 175.345273
## final value 175.345273
## stopped after 100 iterations
## # weights: 10
## initial value 539.508038
## iter 10 value 349.290595
## iter 20 value 287.562903
## iter 30 value 283.948162
## iter 40 value 278.131527
## iter 50 value 277.477648
## iter 60 value 276.727095
## iter 70 value 276.655077
## iter 80 value 276.581372
## iter 90 value 276.535658
## iter 100 value 276.525544
## final value 276.525544
## stopped after 100 iterations
## # weights: 28
## initial value 559.359219
## iter 10 value 299.217205
## iter 20 value 238.276214
## iter 30 value 228.851925
## iter 40 value 223.942704
## iter 50 value 216.132554
## iter 60 value 214.072491
## iter 70 value 212.408204
## iter 80 value 205.089894
## iter 90 value 200.010200
## iter 100 value 199.349185
## final value 199.349185
## stopped after 100 iterations
## # weights: 46
## initial value 550.009256
## iter 10 value 274.722170
## iter 20 value 231.951051
## iter 30 value 207.928829
## iter 40 value 191.486899
## iter 50 value 182.128121
## iter 60 value 170.372520
## iter 70 value 167.685064
## iter 80 value 165.967616
## iter 90 value 159.554617
## iter 100 value 156.293126
## final value 156.293126
## stopped after 100 iterations
## # weights: 10
## initial value 522.978035
## iter 10 value 362.228132
## iter 20 value 291.857682
## iter 30 value 286.073430
## iter 40 value 285.474667
## iter 40 value 285.474667
## iter 40 value 285.474667
## final value 285.474667
## converged
## # weights: 28
## initial value 528.116769
## iter 10 value 329.549705
## iter 20 value 277.553290
## iter 30 value 258.320313
## iter 40 value 247.883271
## iter 50 value 244.564598
## iter 60 value 241.854810
## iter 70 value 241.438153
## iter 80 value 241.277583
## final value 241.276755
## converged
## # weights: 46
## initial value 578.460193
## iter 10 value 290.334431
## iter 20 value 251.288933
## iter 30 value 243.016698
## iter 40 value 236.268139
## iter 50 value 231.761142
## iter 60 value 225.832986
## iter 70 value 225.125919
## iter 80 value 225.082134
## iter 90 value 225.053813
## final value 225.053262
## converged
## # weights: 10
## initial value 523.908010
## iter 10 value 482.122441
## iter 20 value 474.462788
## iter 30 value 469.558068
## iter 40 value 421.579654
## iter 50 value 388.188315
## iter 60 value 372.208922
## iter 70 value 351.372890
## iter 80 value 351.170514
## iter 90 value 351.123994
## iter 100 value 350.908101
## final value 350.908101
## stopped after 100 iterations
## # weights: 28
## initial value 508.508061
## iter 10 value 283.428060
## iter 20 value 262.899727
## iter 30 value 238.966006
## iter 40 value 227.434716
## iter 50 value 225.230609
## iter 60 value 222.892241
## iter 70 value 222.485822
## iter 80 value 222.106853
## iter 90 value 221.375879
## iter 100 value 220.894849
## final value 220.894849
## stopped after 100 iterations
## # weights: 46
## initial value 628.447437
## iter 10 value 280.719562
## iter 20 value 219.220552
## iter 30 value 200.381301
## iter 40 value 195.889321
## iter 50 value 190.874651
## iter 60 value 187.853920
## iter 70 value 186.989190
## iter 80 value 186.581884
## iter 90 value 186.236910
## iter 100 value 186.132940
## final value 186.132940
## stopped after 100 iterations
## # weights: 10
## initial value 496.174266
## iter 10 value 294.478081
## iter 20 value 281.832942
## iter 30 value 280.535551
## iter 40 value 279.466143
## iter 50 value 279.308962
## iter 60 value 279.224973
## iter 70 value 279.212476
## iter 80 value 279.206138
## iter 90 value 279.199377
## iter 100 value 279.198504
## final value 279.198504
## stopped after 100 iterations
## # weights: 28
## initial value 618.426507
## iter 10 value 322.255007
## iter 20 value 252.839099
## iter 30 value 235.406275
## iter 40 value 231.553976
## iter 50 value 227.351542
## iter 60 value 225.522365
## iter 70 value 225.409014
## iter 80 value 225.384518
## iter 90 value 225.368804
## iter 100 value 225.252661
## final value 225.252661
## stopped after 100 iterations
## # weights: 46
## initial value 511.733025
## iter 10 value 272.405395
## iter 20 value 221.778651
## iter 30 value 199.927282
## iter 40 value 185.192680
## iter 50 value 177.587072
## iter 60 value 174.458055
## iter 70 value 173.994116
## iter 80 value 173.809467
## iter 90 value 173.778726
## iter 100 value 173.708801
## final value 173.708801
## stopped after 100 iterations
## # weights: 10
## initial value 525.708300
## iter 10 value 374.223491
## iter 20 value 310.785610
## iter 30 value 287.737051
## iter 40 value 287.030718
## final value 287.030707
## converged
## # weights: 28
## initial value 531.099197
## iter 10 value 310.030890
## iter 20 value 273.383711
## iter 30 value 259.620224
## iter 40 value 255.846870
## iter 50 value 249.848838
## iter 60 value 247.858961
## iter 70 value 247.683436
## iter 80 value 247.660535
## final value 247.660408
## converged
## # weights: 46
## initial value 537.589222
## iter 10 value 267.322202
## iter 20 value 252.427843
## iter 30 value 243.412500
## iter 40 value 237.833282
## iter 50 value 228.314630
## iter 60 value 226.975426
## iter 70 value 226.560339
## iter 80 value 226.466131
## iter 90 value 226.441769
## final value 226.440387
## converged
## # weights: 10
## initial value 512.022001
## iter 10 value 306.404707
## iter 20 value 292.277210
## iter 30 value 289.063601
## iter 40 value 279.554070
## iter 50 value 279.230783
## iter 60 value 279.226091
## iter 70 value 279.225844
## iter 80 value 279.223862
## final value 279.222742
## converged
## # weights: 28
## initial value 561.669679
## iter 10 value 273.512295
## iter 20 value 246.073105
## iter 30 value 231.131183
## iter 40 value 222.506666
## iter 50 value 214.154971
## iter 60 value 212.312543
## iter 70 value 211.625300
## iter 80 value 210.678350
## iter 90 value 210.094349
## iter 100 value 209.929796
## final value 209.929796
## stopped after 100 iterations
## # weights: 46
## initial value 585.735823
## iter 10 value 278.757711
## iter 20 value 234.821313
## iter 30 value 190.286902
## iter 40 value 166.234635
## iter 50 value 162.134057
## iter 60 value 161.152945
## iter 70 value 160.707159
## iter 80 value 160.497742
## iter 90 value 160.347263
## iter 100 value 160.262771
## final value 160.262771
## stopped after 100 iterations
## # weights: 10
## initial value 490.212888
## iter 10 value 289.142345
## iter 20 value 282.170939
## iter 30 value 280.750972
## iter 40 value 279.873541
## iter 50 value 279.768045
## iter 60 value 279.618541
## iter 70 value 279.556466
## iter 80 value 279.530984
## final value 279.494383
## converged
## # weights: 28
## initial value 506.719761
## iter 10 value 370.615537
## iter 20 value 256.439591
## iter 30 value 248.529708
## iter 40 value 238.311418
## iter 50 value 232.593688
## iter 60 value 222.382697
## iter 70 value 217.702242
## iter 80 value 216.553747
## iter 90 value 215.495930
## iter 100 value 213.262457
## final value 213.262457
## stopped after 100 iterations
## # weights: 46
## initial value 528.520264
## iter 10 value 275.353636
## iter 20 value 228.556741
## iter 30 value 206.265786
## iter 40 value 189.685595
## iter 50 value 179.775960
## iter 60 value 174.795336
## iter 70 value 170.212038
## iter 80 value 167.515945
## iter 90 value 165.356788
## iter 100 value 164.978468
## final value 164.978468
## stopped after 100 iterations
## # weights: 10
## initial value 535.968363
## iter 10 value 340.850199
## iter 20 value 317.133508
## iter 30 value 297.003537
## iter 40 value 290.065640
## iter 50 value 290.052046
## final value 290.051136
## converged
## # weights: 28
## initial value 514.061341
## iter 10 value 302.588346
## iter 20 value 280.846579
## iter 30 value 257.299776
## iter 40 value 245.368872
## iter 50 value 244.460047
## iter 60 value 244.434126
## iter 70 value 244.433533
## final value 244.433508
## converged
## # weights: 46
## initial value 579.952122
## iter 10 value 284.349935
## iter 20 value 251.932790
## iter 30 value 241.502546
## iter 40 value 231.882039
## iter 50 value 226.003137
## iter 60 value 223.955473
## iter 70 value 223.654670
## iter 80 value 223.117983
## iter 90 value 222.034282
## iter 100 value 221.950605
## final value 221.950605
## stopped after 100 iterations
## # weights: 10
## initial value 524.930626
## iter 10 value 342.877209
## iter 20 value 317.849147
## iter 30 value 316.633667
## iter 40 value 311.290604
## iter 50 value 311.289768
## final value 311.289654
## converged
## # weights: 28
## initial value 510.989600
## iter 10 value 298.375972
## iter 20 value 249.934018
## iter 30 value 224.533824
## iter 40 value 218.980992
## iter 50 value 216.390238
## iter 60 value 215.145406
## iter 70 value 215.049400
## iter 80 value 214.435531
## iter 90 value 213.837391
## iter 100 value 213.791359
## final value 213.791359
## stopped after 100 iterations
## # weights: 46
## initial value 531.137480
## iter 10 value 272.285466
## iter 20 value 228.156825
## iter 30 value 197.219237
## iter 40 value 187.297011
## iter 50 value 181.165444
## iter 60 value 177.514842
## iter 70 value 174.698441
## iter 80 value 169.618176
## iter 90 value 167.256739
## iter 100 value 166.561388
## final value 166.561388
## stopped after 100 iterations
## # weights: 10
## initial value 562.758338
## iter 10 value 366.851918
## iter 20 value 328.588789
## iter 30 value 311.312222
## iter 40 value 297.372684
## iter 50 value 284.421615
## iter 60 value 283.635306
## iter 70 value 278.700452
## iter 80 value 278.615220
## final value 278.602712
## converged
## # weights: 28
## initial value 591.515301
## iter 10 value 297.644437
## iter 20 value 255.752786
## iter 30 value 230.213633
## iter 40 value 224.277971
## iter 50 value 220.933063
## iter 60 value 216.554251
## iter 70 value 212.080650
## iter 80 value 211.264078
## iter 90 value 210.442000
## iter 100 value 207.942788
## final value 207.942788
## stopped after 100 iterations
## # weights: 46
## initial value 507.894007
## iter 10 value 278.639924
## iter 20 value 228.960677
## iter 30 value 206.790699
## iter 40 value 191.449976
## iter 50 value 181.202183
## iter 60 value 177.855982
## iter 70 value 177.693464
## iter 80 value 177.681431
## iter 90 value 177.679635
## iter 100 value 177.547246
## final value 177.547246
## stopped after 100 iterations
## # weights: 10
## initial value 520.647044
## iter 10 value 333.793126
## iter 20 value 292.489802
## iter 30 value 291.369365
## final value 291.199528
## converged
## # weights: 28
## initial value 542.696995
## iter 10 value 330.191963
## iter 20 value 267.200392
## iter 30 value 255.932565
## iter 40 value 252.875460
## iter 50 value 250.000281
## iter 60 value 247.062966
## iter 70 value 246.080085
## iter 80 value 245.741852
## final value 245.741164
## converged
## # weights: 46
## initial value 544.764456
## iter 10 value 279.984618
## iter 20 value 253.434080
## iter 30 value 239.427298
## iter 40 value 235.477017
## iter 50 value 233.720936
## iter 60 value 232.871667
## iter 70 value 232.447755
## iter 80 value 232.253512
## iter 90 value 232.227767
## iter 100 value 232.227102
## final value 232.227102
## stopped after 100 iterations
## # weights: 10
## initial value 512.325326
## iter 10 value 316.228992
## iter 20 value 293.327782
## iter 30 value 287.321753
## iter 40 value 281.753712
## iter 50 value 281.737072
## iter 60 value 281.534168
## iter 70 value 281.499987
## iter 80 value 281.470856
## iter 90 value 281.446195
## iter 100 value 281.442565
## final value 281.442565
## stopped after 100 iterations
## # weights: 28
## initial value 525.779278
## iter 10 value 308.497609
## iter 20 value 256.724904
## iter 30 value 244.193740
## iter 40 value 235.280885
## iter 50 value 223.553132
## iter 60 value 220.168615
## iter 70 value 219.576922
## iter 80 value 219.265884
## iter 90 value 218.397939
## iter 100 value 217.887369
## final value 217.887369
## stopped after 100 iterations
## # weights: 46
## initial value 504.296317
## iter 10 value 276.727472
## iter 20 value 230.714685
## iter 30 value 196.713619
## iter 40 value 182.359683
## iter 50 value 174.313058
## iter 60 value 171.204809
## iter 70 value 164.516597
## iter 80 value 161.877899
## iter 90 value 159.132327
## iter 100 value 158.192712
## final value 158.192712
## stopped after 100 iterations
## # weights: 10
## initial value 518.580699
## iter 10 value 423.308848
## iter 20 value 295.558387
## iter 30 value 280.470261
## iter 40 value 278.467715
## iter 50 value 278.292163
## iter 60 value 278.072127
## iter 70 value 278.034630
## iter 80 value 277.993407
## iter 90 value 277.974607
## iter 100 value 277.960064
## final value 277.960064
## stopped after 100 iterations
## # weights: 28
## initial value 537.670247
## iter 10 value 262.622142
## iter 20 value 242.229439
## iter 30 value 237.850170
## iter 40 value 226.070820
## iter 50 value 222.565375
## iter 60 value 221.631115
## iter 70 value 221.613644
## final value 221.611985
## converged
## # weights: 46
## initial value 514.402733
## iter 10 value 274.448312
## iter 20 value 233.189377
## iter 30 value 220.536432
## iter 40 value 205.313971
## iter 50 value 192.880519
## iter 60 value 190.785080
## iter 70 value 187.461303
## iter 80 value 185.443339
## iter 90 value 185.323374
## iter 100 value 185.105546
## final value 185.105546
## stopped after 100 iterations
## # weights: 10
## initial value 546.592665
## iter 10 value 387.814876
## iter 20 value 310.843626
## iter 30 value 294.846920
## iter 40 value 287.219991
## final value 287.054552
## converged
## # weights: 28
## initial value 571.682616
## iter 10 value 323.127691
## iter 20 value 272.889828
## iter 30 value 260.292605
## iter 40 value 254.832402
## iter 50 value 252.582143
## iter 60 value 252.441058
## iter 70 value 252.439695
## final value 252.439612
## converged
## # weights: 46
## initial value 510.315738
## iter 10 value 276.274315
## iter 20 value 246.943035
## iter 30 value 240.530932
## iter 40 value 233.314143
## iter 50 value 230.421620
## iter 60 value 229.996870
## iter 70 value 229.420790
## iter 80 value 228.802448
## iter 90 value 227.994214
## iter 100 value 227.949756
## final value 227.949756
## stopped after 100 iterations
## # weights: 10
## initial value 516.240543
## iter 10 value 296.695164
## iter 20 value 280.002654
## iter 30 value 279.038446
## iter 40 value 278.335907
## iter 50 value 278.198478
## iter 60 value 278.071797
## iter 70 value 278.043492
## iter 80 value 278.033544
## iter 90 value 278.023772
## iter 90 value 278.023771
## final value 278.023745
## converged
## # weights: 28
## initial value 525.794094
## iter 10 value 298.411483
## iter 20 value 240.412363
## iter 30 value 228.612959
## iter 40 value 220.066150
## iter 50 value 216.453348
## iter 60 value 214.012554
## iter 70 value 213.083853
## iter 80 value 212.659416
## iter 90 value 212.183492
## iter 100 value 211.322152
## final value 211.322152
## stopped after 100 iterations
## # weights: 46
## initial value 875.143591
## iter 10 value 285.273480
## iter 20 value 235.790772
## iter 30 value 209.515299
## iter 40 value 202.199832
## iter 50 value 191.654548
## iter 60 value 182.070269
## iter 70 value 178.670089
## iter 80 value 177.349000
## iter 90 value 176.813385
## iter 100 value 176.406925
## final value 176.406925
## stopped after 100 iterations
## # weights: 10
## initial value 516.084368
## iter 10 value 322.161025
## iter 20 value 295.167846
## iter 30 value 290.509684
## iter 40 value 286.723464
## iter 50 value 286.305545
## iter 60 value 285.955696
## iter 70 value 285.796501
## iter 80 value 285.746137
## iter 90 value 285.665250
## iter 100 value 285.657504
## final value 285.657504
## stopped after 100 iterations
## # weights: 28
## initial value 501.890242
## iter 10 value 288.905213
## iter 20 value 244.712691
## iter 30 value 229.575048
## iter 40 value 223.222202
## iter 50 value 214.665926
## iter 60 value 213.899355
## iter 70 value 213.561508
## iter 80 value 213.196195
## iter 90 value 209.096369
## iter 100 value 200.758547
## final value 200.758547
## stopped after 100 iterations
## # weights: 46
## initial value 525.994556
## iter 10 value 290.833553
## iter 20 value 255.830931
## iter 30 value 219.477089
## iter 40 value 195.852750
## iter 50 value 181.334000
## iter 60 value 177.707308
## iter 70 value 177.191530
## iter 80 value 177.126921
## iter 90 value 177.114537
## iter 100 value 177.102768
## final value 177.102768
## stopped after 100 iterations
## # weights: 10
## initial value 561.551399
## iter 10 value 335.724884
## iter 20 value 302.546297
## iter 30 value 295.813463
## iter 40 value 295.439803
## iter 40 value 295.439803
## iter 40 value 295.439803
## final value 295.439803
## converged
## # weights: 28
## initial value 538.914220
## iter 10 value 350.366386
## iter 20 value 290.477241
## iter 30 value 269.244035
## iter 40 value 258.544861
## iter 50 value 253.404078
## iter 60 value 252.001975
## iter 70 value 251.611560
## iter 80 value 251.534405
## iter 80 value 251.534403
## iter 80 value 251.534403
## final value 251.534403
## converged
## # weights: 46
## initial value 609.780475
## iter 10 value 346.895789
## iter 20 value 292.289317
## iter 30 value 252.293608
## iter 40 value 241.558561
## iter 50 value 239.757165
## iter 60 value 237.888453
## iter 70 value 233.973230
## iter 80 value 232.597451
## iter 90 value 232.280701
## iter 100 value 231.717665
## final value 231.717665
## stopped after 100 iterations
## # weights: 10
## initial value 564.666036
## iter 10 value 325.816062
## iter 20 value 317.138103
## iter 30 value 307.184464
## iter 40 value 300.514101
## iter 50 value 299.520910
## iter 60 value 295.373944
## iter 70 value 295.126725
## iter 80 value 295.086600
## iter 90 value 295.076422
## iter 100 value 295.064273
## final value 295.064273
## stopped after 100 iterations
## # weights: 28
## initial value 540.665637
## iter 10 value 295.477695
## iter 20 value 254.223387
## iter 30 value 236.064986
## iter 40 value 227.902695
## iter 50 value 223.481611
## iter 60 value 223.331016
## iter 70 value 223.049273
## iter 80 value 221.353918
## iter 90 value 220.533813
## iter 100 value 220.325612
## final value 220.325612
## stopped after 100 iterations
## # weights: 46
## initial value 603.748806
## iter 10 value 327.056238
## iter 20 value 254.020895
## iter 30 value 219.171617
## iter 40 value 193.432277
## iter 50 value 185.035777
## iter 60 value 179.215475
## iter 70 value 170.276729
## iter 80 value 169.482910
## iter 90 value 169.129298
## iter 100 value 169.088097
## final value 169.088097
## stopped after 100 iterations
## # weights: 10
## initial value 556.316926
## iter 10 value 315.017332
## iter 20 value 291.824161
## iter 30 value 289.071804
## iter 40 value 287.835943
## iter 50 value 287.450327
## iter 60 value 287.368817
## iter 70 value 287.174936
## iter 80 value 287.157541
## iter 90 value 287.088815
## iter 100 value 287.078877
## final value 287.078877
## stopped after 100 iterations
## # weights: 28
## initial value 548.687950
## iter 10 value 294.608838
## iter 20 value 249.453097
## iter 30 value 239.677067
## iter 40 value 236.331944
## iter 50 value 233.380229
## iter 60 value 233.032046
## iter 70 value 232.483282
## iter 80 value 231.527909
## iter 90 value 228.636398
## iter 100 value 222.857645
## final value 222.857645
## stopped after 100 iterations
## # weights: 46
## initial value 512.575225
## iter 10 value 268.602621
## iter 20 value 236.700993
## iter 30 value 209.699083
## iter 40 value 192.229763
## iter 50 value 188.051728
## iter 60 value 187.690661
## iter 70 value 187.638605
## iter 80 value 187.584448
## final value 187.584356
## converged
## # weights: 10
## initial value 536.512113
## iter 10 value 361.349315
## iter 20 value 308.671644
## iter 30 value 297.128314
## iter 40 value 296.785818
## final value 296.775350
## converged
## # weights: 28
## initial value 522.538933
## iter 10 value 296.242137
## iter 20 value 264.173337
## iter 30 value 258.514261
## iter 40 value 257.288807
## iter 50 value 256.975463
## iter 60 value 256.952607
## iter 70 value 256.865347
## iter 80 value 256.854949
## iter 80 value 256.854948
## iter 80 value 256.854948
## final value 256.854948
## converged
## # weights: 46
## initial value 547.506248
## iter 10 value 315.654308
## iter 20 value 257.921049
## iter 30 value 241.400788
## iter 40 value 237.091762
## iter 50 value 234.262392
## iter 60 value 233.361361
## iter 70 value 233.209928
## iter 80 value 233.107935
## iter 90 value 233.089412
## iter 100 value 233.086061
## final value 233.086061
## stopped after 100 iterations
## # weights: 10
## initial value 541.911668
## iter 10 value 337.142310
## iter 20 value 297.247678
## iter 30 value 291.575335
## iter 40 value 288.259289
## iter 50 value 287.847322
## iter 60 value 287.389419
## iter 70 value 287.315811
## iter 80 value 287.282258
## iter 90 value 287.239328
## iter 100 value 287.233101
## final value 287.233101
## stopped after 100 iterations
## # weights: 28
## initial value 520.262612
## iter 10 value 292.621509
## iter 20 value 247.407448
## iter 30 value 230.644669
## iter 40 value 224.579417
## iter 50 value 222.615983
## iter 60 value 222.222886
## iter 70 value 221.922391
## iter 80 value 221.807492
## iter 90 value 221.788749
## iter 100 value 221.726547
## final value 221.726547
## stopped after 100 iterations
## # weights: 46
## initial value 523.552369
## iter 10 value 288.950367
## iter 20 value 236.261901
## iter 30 value 211.949814
## iter 40 value 200.086135
## iter 50 value 193.441183
## iter 60 value 191.227668
## iter 70 value 190.691634
## iter 80 value 190.407094
## iter 90 value 190.256491
## iter 100 value 190.145613
## final value 190.145613
## stopped after 100 iterations
## # weights: 10
## initial value 560.610466
## iter 10 value 449.165486
## iter 20 value 379.837026
## iter 30 value 345.994956
## iter 40 value 340.811181
## iter 50 value 331.616071
## iter 60 value 331.478724
## iter 70 value 331.069554
## iter 80 value 328.859220
## iter 90 value 309.261714
## iter 100 value 276.381671
## final value 276.381671
## stopped after 100 iterations
## # weights: 28
## initial value 546.903166
## iter 10 value 277.084104
## iter 20 value 228.554254
## iter 30 value 221.897686
## iter 40 value 213.741962
## iter 50 value 207.730637
## iter 60 value 202.634855
## iter 70 value 202.440912
## iter 80 value 201.987523
## iter 90 value 201.775283
## iter 100 value 201.410756
## final value 201.410756
## stopped after 100 iterations
## # weights: 46
## initial value 488.246531
## iter 10 value 256.690383
## iter 20 value 225.742637
## iter 30 value 202.039318
## iter 40 value 182.651349
## iter 50 value 177.381403
## iter 60 value 175.820838
## iter 70 value 174.656778
## iter 80 value 174.405087
## iter 90 value 174.343250
## final value 174.339674
## converged
## # weights: 10
## initial value 546.332054
## iter 10 value 329.311031
## iter 20 value 276.702359
## iter 30 value 274.802657
## final value 274.754244
## converged
## # weights: 28
## initial value 526.195830
## iter 10 value 298.776270
## iter 20 value 262.331502
## iter 30 value 245.813655
## iter 40 value 238.807690
## iter 50 value 233.199442
## iter 60 value 232.248660
## iter 70 value 232.174550
## iter 80 value 232.164632
## final value 232.164607
## converged
## # weights: 46
## initial value 556.353784
## iter 10 value 282.028319
## iter 20 value 243.702173
## iter 30 value 234.514123
## iter 40 value 231.209873
## iter 50 value 230.724447
## iter 60 value 230.520175
## iter 70 value 230.346753
## iter 80 value 229.906583
## iter 90 value 228.334507
## iter 100 value 227.980384
## final value 227.980384
## stopped after 100 iterations
## # weights: 10
## initial value 514.119470
## iter 10 value 299.217231
## iter 20 value 292.478042
## iter 30 value 291.211588
## iter 40 value 288.159317
## iter 50 value 288.099299
## final value 288.098579
## converged
## # weights: 28
## initial value 521.065630
## iter 10 value 290.316772
## iter 20 value 260.895233
## iter 30 value 246.519273
## iter 40 value 235.531611
## iter 50 value 217.896275
## iter 60 value 210.085936
## iter 70 value 207.816407
## iter 80 value 203.732766
## iter 90 value 186.718055
## iter 100 value 183.732980
## final value 183.732980
## stopped after 100 iterations
## # weights: 46
## initial value 616.944190
## iter 10 value 257.693449
## iter 20 value 214.071140
## iter 30 value 199.481325
## iter 40 value 177.038545
## iter 50 value 160.431303
## iter 60 value 156.171918
## iter 70 value 153.739029
## iter 80 value 152.217120
## iter 90 value 149.622447
## iter 100 value 148.651406
## final value 148.651406
## stopped after 100 iterations
## # weights: 10
## initial value 552.388455
## iter 10 value 421.268513
## iter 20 value 286.891082
## iter 30 value 279.321152
## iter 40 value 276.951273
## iter 50 value 276.695468
## iter 60 value 276.369075
## iter 70 value 276.328517
## iter 80 value 276.280370
## iter 90 value 276.225528
## iter 100 value 276.219328
## final value 276.219328
## stopped after 100 iterations
## # weights: 28
## initial value 554.522283
## iter 10 value 281.746543
## iter 20 value 236.994696
## iter 30 value 225.781647
## iter 40 value 219.449693
## iter 50 value 218.239614
## iter 60 value 216.955280
## iter 70 value 216.182938
## iter 80 value 213.017483
## iter 90 value 212.570809
## iter 100 value 211.969657
## final value 211.969657
## stopped after 100 iterations
## # weights: 46
## initial value 501.026711
## iter 10 value 268.561233
## iter 20 value 226.726062
## iter 30 value 194.987238
## iter 40 value 180.400633
## iter 50 value 175.518092
## iter 60 value 173.855977
## iter 70 value 173.563802
## iter 80 value 171.702259
## iter 90 value 171.622743
## iter 100 value 171.614154
## final value 171.614154
## stopped after 100 iterations
## # weights: 10
## initial value 523.101515
## iter 10 value 329.580412
## iter 20 value 290.543972
## iter 30 value 286.946336
## iter 40 value 286.664185
## iter 40 value 286.664185
## iter 40 value 286.664185
## final value 286.664185
## converged
## # weights: 28
## initial value 579.970480
## iter 10 value 295.213726
## iter 20 value 264.134644
## iter 30 value 249.017586
## iter 40 value 241.720188
## iter 50 value 238.985991
## iter 60 value 237.976305
## iter 70 value 237.731129
## iter 80 value 237.690910
## final value 237.690868
## converged
## # weights: 46
## initial value 689.365862
## iter 10 value 313.955124
## iter 20 value 263.195299
## iter 30 value 239.333038
## iter 40 value 228.306308
## iter 50 value 224.793267
## iter 60 value 224.425684
## iter 70 value 224.407902
## iter 80 value 224.401109
## iter 90 value 224.399523
## final value 224.399339
## converged
## # weights: 10
## initial value 546.415303
## iter 10 value 311.596352
## iter 20 value 300.107178
## iter 30 value 295.889963
## iter 40 value 292.095040
## iter 50 value 289.796144
## iter 60 value 289.562135
## iter 70 value 289.467560
## final value 289.467549
## converged
## # weights: 28
## initial value 527.530336
## iter 10 value 297.738927
## iter 20 value 265.992463
## iter 30 value 262.493462
## iter 40 value 253.475526
## iter 50 value 246.480113
## iter 60 value 245.157245
## iter 70 value 244.819438
## iter 80 value 241.482308
## iter 90 value 237.023861
## iter 100 value 235.970852
## final value 235.970852
## stopped after 100 iterations
## # weights: 46
## initial value 491.339621
## iter 10 value 269.396369
## iter 20 value 218.409050
## iter 30 value 194.860596
## iter 40 value 180.252478
## iter 50 value 172.484730
## iter 60 value 169.414681
## iter 70 value 166.705179
## iter 80 value 165.529931
## iter 90 value 164.576690
## iter 100 value 163.414897
## final value 163.414897
## stopped after 100 iterations
## # weights: 10
## initial value 554.889367
## iter 10 value 324.237035
## iter 20 value 283.489624
## iter 30 value 277.078864
## iter 40 value 273.927608
## iter 50 value 273.193611
## iter 60 value 272.968422
## iter 70 value 272.763545
## iter 80 value 272.741090
## iter 90 value 272.662307
## iter 100 value 272.653315
## final value 272.653315
## stopped after 100 iterations
## # weights: 28
## initial value 565.576346
## iter 10 value 271.100959
## iter 20 value 238.835181
## iter 30 value 229.069416
## iter 40 value 225.086049
## iter 50 value 216.062217
## iter 60 value 215.292745
## iter 70 value 214.465638
## iter 80 value 211.476900
## iter 90 value 207.068862
## iter 100 value 202.786472
## final value 202.786472
## stopped after 100 iterations
## # weights: 46
## initial value 542.790651
## iter 10 value 264.276287
## iter 20 value 233.929653
## iter 30 value 215.259183
## iter 40 value 201.938855
## iter 50 value 198.037243
## iter 60 value 192.681674
## iter 70 value 190.718033
## iter 80 value 189.651542
## iter 90 value 189.329909
## iter 100 value 189.217203
## final value 189.217203
## stopped after 100 iterations
## # weights: 10
## initial value 515.858618
## iter 10 value 334.842583
## iter 20 value 287.427667
## iter 30 value 284.245529
## final value 284.206100
## converged
## # weights: 28
## initial value 594.587985
## iter 10 value 325.773061
## iter 20 value 282.696873
## iter 30 value 264.814709
## iter 40 value 260.251543
## iter 50 value 246.939544
## iter 60 value 243.300292
## iter 70 value 243.147255
## iter 80 value 243.136923
## final value 243.135855
## converged
## # weights: 46
## initial value 511.872086
## iter 10 value 267.565838
## iter 20 value 242.313087
## iter 30 value 236.887831
## iter 40 value 233.232842
## iter 50 value 229.850131
## iter 60 value 228.687512
## iter 70 value 228.203571
## iter 80 value 228.114259
## iter 90 value 228.103085
## final value 228.101555
## converged
## # weights: 10
## initial value 520.907570
## iter 10 value 340.290104
## iter 20 value 278.449613
## iter 30 value 275.162667
## iter 40 value 273.378842
## iter 50 value 273.138440
## iter 60 value 272.875968
## iter 70 value 272.816379
## iter 80 value 272.762498
## iter 90 value 272.738243
## iter 100 value 272.733042
## final value 272.733042
## stopped after 100 iterations
## # weights: 28
## initial value 549.470838
## iter 10 value 301.653832
## iter 20 value 263.534410
## iter 30 value 247.028570
## iter 40 value 237.568259
## iter 50 value 231.846046
## iter 60 value 230.223182
## iter 70 value 229.808255
## iter 80 value 227.795839
## iter 90 value 227.622110
## iter 100 value 227.235579
## final value 227.235579
## stopped after 100 iterations
## # weights: 46
## initial value 560.910220
## iter 10 value 276.555129
## iter 20 value 222.359231
## iter 30 value 202.980025
## iter 40 value 193.230212
## iter 50 value 189.781026
## iter 60 value 187.584131
## iter 70 value 185.700222
## iter 80 value 183.467941
## iter 90 value 181.575404
## iter 100 value 180.820675
## final value 180.820675
## stopped after 100 iterations
## # weights: 10
## initial value 534.972828
## iter 10 value 296.971127
## iter 20 value 276.856898
## iter 30 value 275.734392
## iter 40 value 274.752848
## iter 50 value 274.391504
## iter 60 value 274.238791
## iter 70 value 274.127237
## iter 80 value 274.100080
## iter 90 value 274.035349
## iter 100 value 274.030230
## final value 274.030230
## stopped after 100 iterations
## # weights: 28
## initial value 544.828490
## iter 10 value 293.530288
## iter 20 value 250.496120
## iter 30 value 227.472292
## iter 40 value 220.622779
## iter 50 value 209.864048
## iter 60 value 208.413689
## iter 70 value 208.413057
## iter 80 value 208.411145
## iter 90 value 208.410144
## iter 100 value 208.403042
## final value 208.403042
## stopped after 100 iterations
## # weights: 46
## initial value 510.038614
## iter 10 value 265.984585
## iter 20 value 231.840436
## iter 30 value 208.099556
## iter 40 value 185.488030
## iter 50 value 174.891630
## iter 60 value 167.781732
## iter 70 value 167.471389
## iter 80 value 167.406596
## iter 90 value 167.405953
## iter 90 value 167.405952
## iter 90 value 167.405952
## final value 167.405952
## converged
## # weights: 10
## initial value 518.081549
## iter 10 value 326.056261
## iter 20 value 289.440613
## iter 30 value 284.695267
## final value 284.156781
## converged
## # weights: 28
## initial value 483.560093
## iter 10 value 275.609136
## iter 20 value 244.283015
## iter 30 value 240.923363
## iter 40 value 240.711066
## final value 240.708399
## converged
## # weights: 46
## initial value 553.654313
## iter 10 value 299.397805
## iter 20 value 264.010014
## iter 30 value 240.725771
## iter 40 value 234.835303
## iter 50 value 232.403462
## iter 60 value 231.498699
## iter 70 value 231.191442
## iter 80 value 230.912287
## iter 90 value 230.863424
## iter 100 value 230.848387
## final value 230.848387
## stopped after 100 iterations
## # weights: 10
## initial value 513.223920
## iter 10 value 311.318114
## iter 20 value 284.377018
## iter 30 value 284.309184
## final value 284.309088
## converged
## # weights: 28
## initial value 578.166601
## iter 10 value 285.957107
## iter 20 value 244.789712
## iter 30 value 223.902649
## iter 40 value 209.659730
## iter 50 value 206.005169
## iter 60 value 203.089852
## iter 70 value 201.026737
## iter 80 value 200.767000
## iter 90 value 200.415557
## iter 100 value 199.838037
## final value 199.838037
## stopped after 100 iterations
## # weights: 46
## initial value 599.456747
## iter 10 value 277.384939
## iter 20 value 231.248355
## iter 30 value 216.336413
## iter 40 value 199.670142
## iter 50 value 187.656736
## iter 60 value 183.829563
## iter 70 value 182.873218
## iter 80 value 182.787528
## iter 90 value 182.608898
## iter 100 value 182.088446
## final value 182.088446
## stopped after 100 iterations
## # weights: 10
## initial value 503.662722
## iter 10 value 327.818606
## iter 20 value 320.641586
## iter 30 value 304.439223
## iter 40 value 303.747712
## iter 50 value 302.012146
## iter 60 value 298.661635
## iter 70 value 287.274594
## iter 80 value 286.996895
## iter 90 value 286.982446
## iter 100 value 286.974023
## final value 286.974023
## stopped after 100 iterations
## # weights: 28
## initial value 516.480547
## iter 10 value 297.990158
## iter 20 value 239.590092
## iter 30 value 229.238499
## iter 40 value 224.003671
## iter 50 value 221.820421
## iter 60 value 220.588578
## iter 70 value 220.263511
## iter 80 value 219.830696
## iter 90 value 218.647008
## iter 100 value 214.620309
## final value 214.620309
## stopped after 100 iterations
## # weights: 46
## initial value 771.707736
## iter 10 value 259.040818
## iter 20 value 222.771506
## iter 30 value 204.329637
## iter 40 value 186.788103
## iter 50 value 183.061969
## iter 60 value 181.102280
## iter 70 value 180.671846
## iter 80 value 179.270724
## iter 90 value 178.343826
## iter 100 value 176.073717
## final value 176.073717
## stopped after 100 iterations
## # weights: 10
## initial value 506.956134
## iter 10 value 316.866397
## iter 20 value 293.409160
## iter 30 value 291.263882
## final value 291.147710
## converged
## # weights: 28
## initial value 523.707508
## iter 10 value 349.708360
## iter 20 value 275.356867
## iter 30 value 263.128698
## iter 40 value 252.894241
## iter 50 value 251.018649
## iter 60 value 250.920549
## final value 250.918399
## converged
## # weights: 46
## initial value 551.345287
## iter 10 value 303.456241
## iter 20 value 256.742362
## iter 30 value 244.574941
## iter 40 value 241.886478
## iter 50 value 240.010119
## iter 60 value 238.860024
## iter 70 value 238.457534
## iter 80 value 237.689738
## iter 90 value 234.795864
## iter 100 value 234.556938
## final value 234.556938
## stopped after 100 iterations
## # weights: 10
## initial value 540.483020
## iter 10 value 477.238725
## iter 20 value 439.160609
## iter 30 value 427.848302
## iter 40 value 399.030036
## iter 50 value 382.002255
## iter 60 value 349.229576
## iter 70 value 346.697855
## iter 80 value 346.586892
## iter 90 value 344.279855
## iter 100 value 338.820557
## final value 338.820557
## stopped after 100 iterations
## # weights: 28
## initial value 519.036876
## iter 10 value 276.543136
## iter 20 value 242.427518
## iter 30 value 233.391922
## iter 40 value 207.963533
## iter 50 value 197.400224
## iter 60 value 194.990027
## iter 70 value 193.993328
## iter 80 value 193.056404
## iter 90 value 192.709755
## iter 100 value 192.560954
## final value 192.560954
## stopped after 100 iterations
## # weights: 46
## initial value 589.373311
## iter 10 value 314.808243
## iter 20 value 246.333625
## iter 30 value 227.047780
## iter 40 value 220.156314
## iter 50 value 215.606141
## iter 60 value 214.009531
## iter 70 value 213.256765
## iter 80 value 211.207499
## iter 90 value 209.416404
## iter 100 value 205.978224
## final value 205.978224
## stopped after 100 iterations
## # weights: 10
## initial value 524.767880
## iter 10 value 306.362333
## iter 20 value 278.820092
## iter 30 value 274.596510
## iter 40 value 273.288551
## iter 50 value 273.081701
## iter 60 value 272.803243
## iter 70 value 272.729617
## iter 80 value 272.648398
## iter 90 value 272.592206
## iter 100 value 272.573122
## final value 272.573122
## stopped after 100 iterations
## # weights: 28
## initial value 572.939584
## iter 10 value 311.275489
## iter 20 value 259.002658
## iter 30 value 231.265718
## iter 40 value 218.980556
## iter 50 value 211.239833
## iter 60 value 206.560292
## iter 70 value 203.938196
## iter 80 value 203.208721
## iter 90 value 201.693100
## iter 100 value 201.515668
## final value 201.515668
## stopped after 100 iterations
## # weights: 46
## initial value 572.902957
## iter 10 value 273.401815
## iter 20 value 210.660186
## iter 30 value 190.492063
## iter 40 value 177.194591
## iter 50 value 171.596565
## iter 60 value 167.075959
## iter 70 value 165.745009
## iter 80 value 164.854913
## iter 90 value 162.353730
## iter 100 value 161.859590
## final value 161.859590
## stopped after 100 iterations
## # weights: 10
## initial value 518.492874
## iter 10 value 323.656999
## iter 20 value 286.041771
## iter 30 value 284.468413
## final value 284.186317
## converged
## # weights: 28
## initial value 576.677913
## iter 10 value 313.312028
## iter 20 value 275.459040
## iter 30 value 259.123945
## iter 40 value 253.774743
## iter 50 value 249.313091
## iter 60 value 249.074285
## iter 70 value 249.018912
## final value 249.015092
## converged
## # weights: 46
## initial value 558.895875
## iter 10 value 286.680143
## iter 20 value 245.147804
## iter 30 value 237.192089
## iter 40 value 231.045730
## iter 50 value 229.911216
## iter 60 value 228.626199
## iter 70 value 227.543434
## iter 80 value 226.661455
## iter 90 value 226.486034
## iter 100 value 226.470681
## final value 226.470681
## stopped after 100 iterations
## # weights: 10
## initial value 537.419268
## iter 10 value 335.770583
## iter 20 value 279.997029
## iter 30 value 274.432720
## iter 40 value 273.172714
## iter 50 value 272.947184
## iter 60 value 272.799267
## iter 70 value 272.771534
## iter 80 value 272.750031
## iter 90 value 272.718726
## iter 100 value 272.715694
## final value 272.715694
## stopped after 100 iterations
## # weights: 28
## initial value 505.128669
## iter 10 value 266.765712
## iter 20 value 229.469563
## iter 30 value 218.644972
## iter 40 value 204.391922
## iter 50 value 201.450285
## iter 60 value 199.813748
## iter 70 value 199.096644
## iter 80 value 198.183940
## iter 90 value 197.946857
## iter 100 value 197.784876
## final value 197.784876
## stopped after 100 iterations
## # weights: 46
## initial value 511.491820
## iter 10 value 285.281171
## iter 20 value 231.333399
## iter 30 value 206.115265
## iter 40 value 195.440677
## iter 50 value 184.215896
## iter 60 value 178.670639
## iter 70 value 178.063056
## iter 80 value 177.547684
## iter 90 value 176.983990
## iter 100 value 176.452031
## final value 176.452031
## stopped after 100 iterations
## # weights: 10
## initial value 526.758019
## iter 10 value 341.204239
## iter 20 value 301.006878
## iter 30 value 297.731215
## iter 40 value 279.729634
## iter 50 value 279.575665
## iter 60 value 279.571345
## iter 70 value 279.568446
## iter 80 value 279.567959
## iter 90 value 279.567841
## final value 279.567741
## converged
## # weights: 28
## initial value 530.885213
## iter 10 value 290.215349
## iter 20 value 228.305019
## iter 30 value 219.336143
## iter 40 value 213.635444
## iter 50 value 210.229030
## iter 60 value 208.511322
## iter 70 value 208.227024
## iter 80 value 207.873992
## iter 90 value 206.477316
## iter 100 value 205.075568
## final value 205.075568
## stopped after 100 iterations
## # weights: 46
## initial value 654.909665
## iter 10 value 288.623781
## iter 20 value 252.200716
## iter 30 value 225.954722
## iter 40 value 213.069145
## iter 50 value 204.768613
## iter 60 value 198.843419
## iter 70 value 191.088326
## iter 80 value 188.405319
## iter 90 value 187.861721
## iter 100 value 187.720790
## final value 187.720790
## stopped after 100 iterations
## # weights: 10
## initial value 530.919665
## iter 10 value 351.444437
## iter 20 value 296.224011
## iter 30 value 286.358579
## iter 40 value 285.760640
## iter 40 value 285.760640
## iter 40 value 285.760640
## final value 285.760640
## converged
## # weights: 28
## initial value 606.977755
## iter 10 value 304.163437
## iter 20 value 288.907492
## iter 30 value 265.806846
## iter 40 value 258.454111
## iter 50 value 256.263860
## iter 60 value 248.300885
## iter 70 value 245.673693
## iter 80 value 244.904828
## iter 90 value 243.018650
## iter 100 value 242.792575
## final value 242.792575
## stopped after 100 iterations
## # weights: 46
## initial value 499.945752
## iter 10 value 299.075376
## iter 20 value 258.571912
## iter 30 value 242.313751
## iter 40 value 230.890698
## iter 50 value 227.383951
## iter 60 value 225.525247
## iter 70 value 223.888977
## iter 80 value 223.078438
## iter 90 value 222.691084
## iter 100 value 222.532695
## final value 222.532695
## stopped after 100 iterations
## # weights: 10
## initial value 513.451149
## iter 10 value 283.406966
## iter 20 value 277.329630
## iter 30 value 276.290599
## iter 40 value 275.589319
## iter 50 value 275.386261
## iter 60 value 275.298312
## iter 70 value 275.228700
## iter 80 value 275.216149
## iter 90 value 275.193690
## iter 100 value 275.193255
## final value 275.193255
## stopped after 100 iterations
## # weights: 28
## initial value 506.455127
## iter 10 value 290.632844
## iter 20 value 255.967918
## iter 30 value 244.587143
## iter 40 value 231.672739
## iter 50 value 230.559465
## iter 60 value 229.706094
## iter 70 value 229.258528
## iter 80 value 228.682704
## iter 90 value 228.324516
## iter 100 value 227.917867
## final value 227.917867
## stopped after 100 iterations
## # weights: 46
## initial value 645.969318
## iter 10 value 259.060204
## iter 20 value 231.141889
## iter 30 value 207.739728
## iter 40 value 180.766690
## iter 50 value 170.467706
## iter 60 value 162.027100
## iter 70 value 155.863736
## iter 80 value 155.029243
## iter 90 value 154.194141
## iter 100 value 153.966363
## final value 153.966363
## stopped after 100 iterations
## # weights: 10
## initial value 514.774070
## iter 10 value 340.614832
## iter 20 value 315.695971
## iter 30 value 301.774413
## iter 40 value 300.613998
## iter 50 value 297.517125
## iter 60 value 297.480538
## iter 70 value 297.475212
## final value 297.475207
## converged
## # weights: 28
## initial value 514.747802
## iter 10 value 360.275978
## iter 20 value 268.595204
## iter 30 value 233.561439
## iter 40 value 227.148771
## iter 50 value 224.335483
## iter 60 value 222.397756
## iter 70 value 221.995091
## iter 80 value 221.037990
## iter 90 value 216.965398
## iter 100 value 214.444859
## final value 214.444859
## stopped after 100 iterations
## # weights: 46
## initial value 528.886197
## iter 10 value 262.889882
## iter 20 value 212.677070
## iter 30 value 191.682085
## iter 40 value 180.099528
## iter 50 value 163.922113
## iter 60 value 157.434522
## iter 70 value 156.009156
## iter 80 value 155.615279
## iter 90 value 154.396526
## iter 100 value 154.361111
## final value 154.361111
## stopped after 100 iterations
## # weights: 10
## initial value 519.410896
## iter 10 value 338.232900
## iter 20 value 301.730803
## iter 30 value 290.503523
## iter 40 value 289.144942
## iter 50 value 289.143929
## iter 50 value 289.143928
## iter 50 value 289.143928
## final value 289.143928
## converged
## # weights: 28
## initial value 528.811892
## iter 10 value 296.994130
## iter 20 value 262.752355
## iter 30 value 255.756746
## iter 40 value 251.410079
## iter 50 value 248.279565
## iter 60 value 242.046903
## iter 70 value 239.616689
## iter 80 value 239.181445
## final value 239.164857
## converged
## # weights: 46
## initial value 546.438166
## iter 10 value 281.070820
## iter 20 value 255.088233
## iter 30 value 240.653171
## iter 40 value 229.903446
## iter 50 value 226.679656
## iter 60 value 225.844262
## iter 70 value 225.201513
## iter 80 value 224.307875
## iter 90 value 224.289933
## iter 100 value 224.289844
## final value 224.289844
## stopped after 100 iterations
## # weights: 10
## initial value 520.785710
## iter 10 value 317.657174
## iter 20 value 281.954611
## iter 30 value 279.832330
## iter 40 value 278.768487
## iter 50 value 278.597929
## iter 60 value 278.293554
## iter 70 value 278.216421
## iter 80 value 278.170590
## iter 90 value 278.132850
## iter 100 value 278.121578
## final value 278.121578
## stopped after 100 iterations
## # weights: 28
## initial value 534.658233
## iter 10 value 275.010652
## iter 20 value 239.209487
## iter 30 value 223.058035
## iter 40 value 215.467451
## iter 50 value 212.945624
## iter 60 value 212.786376
## iter 70 value 212.683532
## iter 80 value 212.355773
## iter 90 value 211.904196
## iter 100 value 211.336092
## final value 211.336092
## stopped after 100 iterations
## # weights: 46
## initial value 515.783044
## iter 10 value 284.619786
## iter 20 value 236.116136
## iter 30 value 216.363698
## iter 40 value 200.624182
## iter 50 value 187.895801
## iter 60 value 182.759024
## iter 70 value 181.308780
## iter 80 value 179.780691
## iter 90 value 179.065365
## iter 100 value 179.015314
## final value 179.015314
## stopped after 100 iterations
## # weights: 10
## initial value 534.552443
## iter 10 value 359.928241
## iter 20 value 295.919222
## iter 30 value 292.445843
## iter 40 value 291.712674
## final value 291.711647
## converged
## # weights: 28
## initial value 508.905913
## iter 10 value 311.749437
## iter 20 value 272.358993
## iter 30 value 263.577492
## iter 40 value 255.434670
## iter 50 value 251.259206
## iter 60 value 250.561285
## iter 70 value 250.493507
## iter 80 value 250.189477
## iter 90 value 249.789928
## iter 100 value 249.279196
## final value 249.279196
## stopped after 100 iterations
## # weights: 46
## initial value 495.938477
## iter 10 value 271.614247
## iter 20 value 230.045716
## iter 30 value 215.097084
## iter 40 value 207.584901
## iter 50 value 204.568592
## iter 60 value 192.723010
## iter 70 value 169.712991
## iter 80 value 160.512484
## iter 90 value 159.852807
## iter 100 value 159.296284
## final value 159.296284
## stopped after 100 iterations
## # weights: 10
## initial value 550.639062
## iter 10 value 325.468176
## iter 20 value 295.084581
## iter 30 value 288.312083
## iter 40 value 288.092773
## iter 40 value 288.092773
## iter 40 value 288.092773
## final value 288.092773
## converged
## # weights: 28
## initial value 530.587476
## iter 10 value 290.670726
## iter 20 value 254.341746
## iter 30 value 247.885208
## iter 40 value 242.258610
## iter 50 value 240.467765
## iter 60 value 240.295237
## iter 70 value 240.278553
## iter 80 value 240.276847
## final value 240.276787
## converged
## # weights: 46
## initial value 533.241073
## iter 10 value 277.696874
## iter 20 value 247.680535
## iter 30 value 234.827578
## iter 40 value 229.765073
## iter 50 value 228.535912
## iter 60 value 228.345650
## iter 70 value 228.273523
## iter 80 value 228.239169
## iter 90 value 228.217595
## iter 100 value 228.214632
## final value 228.214632
## stopped after 100 iterations
## # weights: 10
## initial value 525.940214
## iter 10 value 317.440826
## iter 20 value 311.365672
## iter 30 value 295.585156
## iter 40 value 281.134672
## iter 50 value 280.049992
## iter 60 value 278.647975
## iter 70 value 278.305681
## iter 80 value 278.153957
## iter 90 value 278.092449
## iter 100 value 278.076258
## final value 278.076258
## stopped after 100 iterations
## # weights: 28
## initial value 573.321364
## iter 10 value 314.553155
## iter 20 value 271.208172
## iter 30 value 233.522205
## iter 40 value 229.025913
## iter 50 value 227.204506
## iter 60 value 223.580286
## iter 70 value 223.104160
## iter 80 value 222.523849
## iter 90 value 220.879560
## iter 100 value 219.954174
## final value 219.954174
## stopped after 100 iterations
## # weights: 46
## initial value 645.973467
## iter 10 value 272.611322
## iter 20 value 226.905878
## iter 30 value 208.428992
## iter 40 value 179.121030
## iter 50 value 170.757057
## iter 60 value 166.069094
## iter 70 value 163.804157
## iter 80 value 163.081426
## iter 90 value 162.361524
## iter 100 value 162.239499
## final value 162.239499
## stopped after 100 iterations
## # weights: 10
## initial value 536.630567
## iter 10 value 285.232550
## iter 20 value 277.728497
## iter 30 value 276.278875
## iter 40 value 275.256517
## iter 50 value 275.158761
## iter 60 value 275.026357
## iter 70 value 274.977068
## iter 80 value 274.945016
## iter 90 value 274.915003
## iter 100 value 274.908708
## final value 274.908708
## stopped after 100 iterations
## # weights: 28
## initial value 619.609168
## iter 10 value 310.509202
## iter 20 value 249.294275
## iter 30 value 234.219192
## iter 40 value 225.304108
## iter 50 value 219.490112
## iter 60 value 217.472629
## iter 70 value 217.450225
## iter 80 value 217.443535
## final value 217.441769
## converged
## # weights: 46
## initial value 514.352531
## iter 10 value 263.462040
## iter 20 value 227.722123
## iter 30 value 211.523443
## iter 40 value 198.983496
## iter 50 value 184.846455
## iter 60 value 176.212684
## iter 70 value 169.073298
## iter 80 value 166.851196
## iter 90 value 165.743727
## iter 100 value 165.563687
## final value 165.563687
## stopped after 100 iterations
## # weights: 10
## initial value 567.917505
## iter 10 value 304.057530
## iter 20 value 285.948828
## iter 30 value 284.677892
## final value 284.538845
## converged
## # weights: 28
## initial value 536.821300
## iter 10 value 290.188843
## iter 20 value 251.465348
## iter 30 value 247.711531
## iter 40 value 245.436009
## iter 50 value 245.300615
## iter 60 value 245.292011
## iter 70 value 245.291806
## final value 245.291791
## converged
## # weights: 46
## initial value 575.509752
## iter 10 value 327.076024
## iter 20 value 266.331556
## iter 30 value 235.117351
## iter 40 value 228.633161
## iter 50 value 227.661966
## iter 60 value 227.133253
## iter 70 value 226.438160
## iter 80 value 225.761097
## iter 90 value 224.943860
## iter 100 value 224.857342
## final value 224.857342
## stopped after 100 iterations
## # weights: 10
## initial value 530.478660
## iter 10 value 314.524427
## iter 20 value 288.469740
## iter 30 value 278.122030
## iter 40 value 275.703516
## iter 50 value 275.401730
## iter 60 value 275.159058
## iter 70 value 275.089275
## iter 80 value 275.060626
## iter 90 value 275.024802
## iter 100 value 275.019292
## final value 275.019292
## stopped after 100 iterations
## # weights: 28
## initial value 521.891682
## iter 10 value 279.982706
## iter 20 value 227.542094
## iter 30 value 216.014076
## iter 40 value 210.287465
## iter 50 value 205.092153
## iter 60 value 203.550042
## iter 70 value 203.365114
## iter 80 value 202.957153
## iter 90 value 202.541908
## iter 100 value 202.405578
## final value 202.405578
## stopped after 100 iterations
## # weights: 46
## initial value 555.682053
## iter 10 value 265.273455
## iter 20 value 215.371580
## iter 30 value 190.903358
## iter 40 value 171.413607
## iter 50 value 160.602532
## iter 60 value 159.726770
## iter 70 value 158.564498
## iter 80 value 158.393648
## iter 90 value 158.328225
## iter 100 value 158.299836
## final value 158.299836
## stopped after 100 iterations
## # weights: 10
## initial value 528.791279
## iter 10 value 334.609225
## iter 20 value 294.014568
## iter 30 value 287.996114
## iter 40 value 287.498035
## iter 50 value 282.424295
## iter 60 value 280.237903
## iter 70 value 279.515911
## iter 80 value 279.352070
## iter 90 value 279.315685
## iter 100 value 279.269064
## final value 279.269064
## stopped after 100 iterations
## # weights: 28
## initial value 690.812116
## iter 10 value 342.829762
## iter 20 value 263.203846
## iter 30 value 246.807455
## iter 40 value 234.310330
## iter 50 value 222.466358
## iter 60 value 215.669726
## iter 70 value 214.484743
## iter 80 value 214.471475
## final value 214.471447
## converged
## # weights: 46
## initial value 691.316027
## iter 10 value 279.688523
## iter 20 value 236.358767
## iter 30 value 203.286004
## iter 40 value 182.172424
## iter 50 value 172.717993
## iter 60 value 169.690874
## iter 70 value 167.247904
## iter 80 value 166.715500
## iter 90 value 166.641520
## iter 100 value 166.636234
## final value 166.636234
## stopped after 100 iterations
## # weights: 10
## initial value 524.248427
## iter 10 value 306.320843
## iter 20 value 291.908524
## iter 30 value 288.817499
## final value 288.766819
## converged
## # weights: 28
## initial value 535.840577
## iter 10 value 323.938478
## iter 20 value 269.749759
## iter 30 value 258.395051
## iter 40 value 254.665855
## iter 50 value 253.357997
## iter 60 value 253.226239
## iter 70 value 253.225882
## final value 253.225839
## converged
## # weights: 46
## initial value 554.751792
## iter 10 value 309.106201
## iter 20 value 267.109139
## iter 30 value 253.966129
## iter 40 value 249.294333
## iter 50 value 246.447838
## iter 60 value 241.954965
## iter 70 value 229.419894
## iter 80 value 226.873240
## iter 90 value 226.257797
## iter 100 value 225.559519
## final value 225.559519
## stopped after 100 iterations
## # weights: 10
## initial value 512.394385
## iter 10 value 315.679251
## iter 20 value 286.805913
## iter 30 value 282.419727
## iter 40 value 279.673595
## iter 50 value 279.562200
## iter 60 value 279.386617
## iter 70 value 279.331652
## iter 80 value 279.312243
## final value 279.307371
## converged
## # weights: 28
## initial value 543.182351
## iter 10 value 323.927196
## iter 20 value 242.475744
## iter 30 value 231.872503
## iter 40 value 226.666243
## iter 50 value 224.034333
## iter 60 value 223.077349
## iter 70 value 222.798615
## iter 80 value 222.227926
## iter 90 value 220.878740
## iter 100 value 219.841342
## final value 219.841342
## stopped after 100 iterations
## # weights: 46
## initial value 540.801692
## iter 10 value 313.637209
## iter 20 value 222.453195
## iter 30 value 206.654874
## iter 40 value 199.133497
## iter 50 value 197.438878
## iter 60 value 197.221453
## iter 70 value 197.090207
## iter 80 value 196.943800
## iter 90 value 196.565074
## iter 100 value 196.433054
## final value 196.433054
## stopped after 100 iterations
## # weights: 10
## initial value 521.915810
## iter 10 value 303.209495
## iter 20 value 280.238174
## iter 30 value 278.367558
## iter 40 value 277.599054
## iter 50 value 277.532151
## iter 60 value 277.475419
## iter 70 value 277.459263
## iter 80 value 277.447726
## iter 90 value 277.424362
## iter 100 value 277.422113
## final value 277.422113
## stopped after 100 iterations
## # weights: 28
## initial value 556.058354
## iter 10 value 303.623388
## iter 20 value 247.901598
## iter 30 value 235.622687
## iter 40 value 229.863452
## iter 50 value 226.149782
## iter 60 value 223.256442
## iter 70 value 222.886485
## iter 80 value 222.528537
## iter 90 value 222.303496
## iter 100 value 222.059100
## final value 222.059100
## stopped after 100 iterations
## # weights: 46
## initial value 504.408809
## iter 10 value 314.088586
## iter 20 value 258.148345
## iter 30 value 235.002623
## iter 40 value 220.713606
## iter 50 value 211.884870
## iter 60 value 209.323331
## iter 70 value 202.657453
## iter 80 value 198.025243
## iter 90 value 190.124234
## iter 100 value 186.103315
## final value 186.103315
## stopped after 100 iterations
## # weights: 10
## initial value 504.068504
## iter 10 value 338.365360
## iter 20 value 301.076320
## iter 30 value 287.475941
## iter 40 value 287.120893
## final value 287.120564
## converged
## # weights: 28
## initial value 555.370059
## iter 10 value 320.025881
## iter 20 value 268.886136
## iter 30 value 261.817121
## iter 40 value 256.721431
## iter 50 value 256.485058
## iter 60 value 256.346122
## iter 70 value 256.317936
## iter 80 value 256.223480
## iter 90 value 254.624628
## iter 100 value 254.166378
## final value 254.166378
## stopped after 100 iterations
## # weights: 46
## initial value 499.845773
## iter 10 value 348.228373
## iter 20 value 275.134766
## iter 30 value 252.496294
## iter 40 value 245.940887
## iter 50 value 242.806504
## iter 60 value 241.108500
## iter 70 value 239.109532
## iter 80 value 238.047265
## iter 90 value 236.485567
## iter 100 value 235.519803
## final value 235.519803
## stopped after 100 iterations
## # weights: 10
## initial value 530.363781
## iter 10 value 327.484604
## iter 20 value 285.764194
## iter 30 value 280.747968
## iter 40 value 278.383856
## iter 50 value 277.695084
## iter 60 value 277.651603
## iter 70 value 277.535054
## iter 80 value 277.530370
## iter 90 value 277.511082
## iter 100 value 277.510593
## final value 277.510593
## stopped after 100 iterations
## # weights: 28
## initial value 517.845206
## iter 10 value 299.802851
## iter 20 value 267.188215
## iter 30 value 250.098992
## iter 40 value 246.491366
## iter 50 value 244.522100
## iter 60 value 242.613602
## iter 70 value 236.013767
## iter 80 value 233.922712
## iter 90 value 233.000440
## iter 100 value 230.394483
## final value 230.394483
## stopped after 100 iterations
## # weights: 46
## initial value 552.948847
## iter 10 value 279.152552
## iter 20 value 220.582024
## iter 30 value 200.395535
## iter 40 value 182.520929
## iter 50 value 178.474424
## iter 60 value 176.705955
## iter 70 value 174.655975
## iter 80 value 171.238109
## iter 90 value 167.199766
## iter 100 value 166.121213
## final value 166.121213
## stopped after 100 iterations
## # weights: 10
## initial value 511.055909
## iter 10 value 297.423089
## iter 20 value 288.215179
## iter 30 value 287.235950
## iter 40 value 286.929715
## iter 50 value 286.714364
## iter 60 value 286.675188
## iter 70 value 286.604390
## iter 80 value 286.595733
## iter 90 value 286.552999
## iter 100 value 286.549286
## final value 286.549286
## stopped after 100 iterations
## # weights: 28
## initial value 528.735665
## iter 10 value 324.912991
## iter 20 value 260.673792
## iter 30 value 247.709700
## iter 40 value 242.338593
## iter 50 value 237.931082
## iter 60 value 234.725611
## iter 70 value 234.453364
## iter 80 value 234.063633
## iter 90 value 233.682659
## iter 100 value 233.477352
## final value 233.477352
## stopped after 100 iterations
## # weights: 46
## initial value 534.593166
## iter 10 value 290.465977
## iter 20 value 235.655960
## iter 30 value 199.431925
## iter 40 value 190.462230
## iter 50 value 186.214014
## iter 60 value 183.328433
## iter 70 value 181.275036
## iter 80 value 178.786055
## iter 90 value 177.675759
## iter 100 value 176.757219
## final value 176.757219
## stopped after 100 iterations
## # weights: 10
## initial value 509.901608
## iter 10 value 360.317586
## iter 20 value 307.060867
## iter 30 value 297.263741
## iter 40 value 295.532059
## final value 295.531096
## converged
## # weights: 28
## initial value 538.328420
## iter 10 value 335.755482
## iter 20 value 271.231792
## iter 30 value 259.454522
## iter 40 value 255.294553
## iter 50 value 246.814362
## iter 60 value 246.136754
## iter 70 value 246.135108
## final value 246.134738
## converged
## # weights: 46
## initial value 522.192410
## iter 10 value 328.280277
## iter 20 value 281.021214
## iter 30 value 255.472362
## iter 40 value 249.642728
## iter 50 value 248.247614
## iter 60 value 247.665759
## iter 70 value 244.664762
## iter 80 value 243.255830
## iter 90 value 240.730476
## iter 100 value 238.556563
## final value 238.556563
## stopped after 100 iterations
## # weights: 10
## initial value 574.583988
## iter 10 value 334.028998
## iter 20 value 301.551985
## iter 30 value 290.070133
## iter 40 value 287.552081
## iter 50 value 287.234737
## iter 60 value 286.891897
## iter 70 value 286.808402
## iter 80 value 286.746196
## iter 90 value 286.704510
## iter 100 value 286.692057
## final value 286.692057
## stopped after 100 iterations
## # weights: 28
## initial value 554.822563
## iter 10 value 288.738364
## iter 20 value 259.561516
## iter 30 value 250.741970
## iter 40 value 245.297900
## iter 50 value 242.313186
## iter 60 value 240.420772
## iter 70 value 236.487367
## iter 80 value 235.092143
## iter 90 value 235.024385
## iter 100 value 235.006136
## final value 235.006136
## stopped after 100 iterations
## # weights: 46
## initial value 497.052158
## iter 10 value 279.079150
## iter 20 value 240.750081
## iter 30 value 213.874843
## iter 40 value 201.344310
## iter 50 value 193.812328
## iter 60 value 191.066415
## iter 70 value 189.668922
## iter 80 value 188.723574
## iter 90 value 187.192520
## iter 100 value 186.804007
## final value 186.804007
## stopped after 100 iterations
## # weights: 10
## initial value 511.194331
## iter 10 value 299.348204
## iter 20 value 285.494181
## iter 30 value 285.255001
## iter 40 value 282.275464
## iter 50 value 279.685586
## iter 60 value 271.306540
## iter 70 value 271.049570
## iter 80 value 271.032859
## iter 90 value 271.026012
## iter 100 value 271.002306
## final value 271.002306
## stopped after 100 iterations
## # weights: 28
## initial value 522.088363
## iter 10 value 285.717344
## iter 20 value 244.390380
## iter 30 value 229.525946
## iter 40 value 227.812860
## iter 50 value 225.150552
## iter 60 value 220.817775
## iter 70 value 216.850159
## iter 80 value 211.806290
## iter 90 value 206.737122
## iter 100 value 206.535450
## final value 206.535450
## stopped after 100 iterations
## # weights: 46
## initial value 556.301078
## iter 10 value 278.381912
## iter 20 value 222.024037
## iter 30 value 203.232936
## iter 40 value 190.316769
## iter 50 value 180.078590
## iter 60 value 174.311745
## iter 70 value 167.760305
## iter 80 value 162.984110
## iter 90 value 160.439859
## iter 100 value 159.982639
## final value 159.982639
## stopped after 100 iterations
## # weights: 10
## initial value 526.854725
## iter 10 value 373.573611
## iter 20 value 293.752054
## iter 30 value 286.300489
## iter 40 value 285.659594
## iter 40 value 285.659592
## iter 40 value 285.659592
## final value 285.659592
## converged
## # weights: 28
## initial value 499.639439
## iter 10 value 291.190725
## iter 20 value 251.644378
## iter 30 value 245.151949
## iter 40 value 244.327035
## iter 50 value 244.088638
## final value 244.080614
## converged
## # weights: 46
## initial value 581.442555
## iter 10 value 303.089042
## iter 20 value 256.335681
## iter 30 value 245.579611
## iter 40 value 241.582444
## iter 50 value 239.192518
## iter 60 value 237.006983
## iter 70 value 233.922792
## iter 80 value 232.750072
## iter 90 value 232.144620
## iter 100 value 232.058126
## final value 232.058126
## stopped after 100 iterations
## # weights: 10
## initial value 533.312609
## iter 10 value 296.074350
## iter 20 value 288.942327
## iter 30 value 288.491153
## iter 40 value 280.900233
## iter 50 value 280.827932
## iter 60 value 280.815381
## final value 280.815342
## converged
## # weights: 28
## initial value 492.982031
## iter 10 value 270.964095
## iter 20 value 240.098333
## iter 30 value 233.605745
## iter 40 value 222.902927
## iter 50 value 216.902564
## iter 60 value 214.495782
## iter 70 value 214.198831
## iter 80 value 213.257967
## iter 90 value 211.161133
## iter 100 value 210.601320
## final value 210.601320
## stopped after 100 iterations
## # weights: 46
## initial value 545.428803
## iter 10 value 266.245084
## iter 20 value 224.250232
## iter 30 value 204.331266
## iter 40 value 194.173034
## iter 50 value 186.811434
## iter 60 value 185.419050
## iter 70 value 185.247120
## iter 80 value 185.087408
## iter 90 value 185.034344
## iter 100 value 184.905561
## final value 184.905561
## stopped after 100 iterations
## # weights: 10
## initial value 523.466417
## iter 10 value 355.207639
## iter 20 value 302.535216
## iter 30 value 279.282554
## iter 40 value 278.870913
## iter 50 value 274.714743
## iter 60 value 270.645170
## iter 70 value 270.243200
## iter 80 value 269.809062
## iter 90 value 269.789587
## iter 100 value 269.671839
## final value 269.671839
## stopped after 100 iterations
## # weights: 28
## initial value 544.573567
## iter 10 value 265.832358
## iter 20 value 230.569307
## iter 30 value 223.528831
## iter 40 value 219.046308
## iter 50 value 208.488162
## iter 60 value 203.003802
## iter 70 value 201.332245
## iter 80 value 200.519503
## iter 90 value 199.346325
## iter 100 value 199.125048
## final value 199.125048
## stopped after 100 iterations
## # weights: 46
## initial value 538.744110
## iter 10 value 298.218975
## iter 20 value 242.801558
## iter 30 value 222.559774
## iter 40 value 216.017704
## iter 50 value 209.545658
## iter 60 value 206.900239
## iter 70 value 206.601868
## iter 80 value 206.412111
## iter 90 value 205.998437
## iter 100 value 205.458293
## final value 205.458293
## stopped after 100 iterations
## # weights: 10
## initial value 521.248221
## iter 10 value 332.086607
## iter 20 value 289.625933
## iter 30 value 281.033103
## iter 40 value 280.146197
## final value 280.146102
## converged
## # weights: 28
## initial value 544.916531
## iter 10 value 331.589414
## iter 20 value 269.982734
## iter 30 value 255.692620
## iter 40 value 247.435411
## iter 50 value 245.738743
## iter 60 value 245.028348
## iter 70 value 244.705052
## iter 80 value 244.684876
## final value 244.684745
## converged
## # weights: 46
## initial value 520.823192
## iter 10 value 281.796194
## iter 20 value 254.804120
## iter 30 value 241.025761
## iter 40 value 234.615593
## iter 50 value 229.291338
## iter 60 value 226.284313
## iter 70 value 223.651960
## iter 80 value 223.290530
## iter 90 value 221.321423
## iter 100 value 218.556245
## final value 218.556245
## stopped after 100 iterations
## # weights: 10
## initial value 514.119703
## iter 10 value 372.899614
## iter 20 value 305.390526
## iter 30 value 280.749614
## iter 40 value 275.988802
## iter 50 value 272.105993
## iter 60 value 270.339176
## iter 70 value 270.067491
## iter 80 value 269.825238
## iter 90 value 269.779859
## iter 100 value 269.748883
## final value 269.748883
## stopped after 100 iterations
## # weights: 28
## initial value 539.912112
## iter 10 value 269.275029
## iter 20 value 240.173475
## iter 30 value 226.840611
## iter 40 value 222.564038
## iter 50 value 222.339335
## iter 60 value 222.106451
## iter 70 value 221.924980
## iter 80 value 221.523015
## iter 90 value 219.768713
## iter 100 value 218.181615
## final value 218.181615
## stopped after 100 iterations
## # weights: 46
## initial value 688.400386
## iter 10 value 270.870078
## iter 20 value 225.368588
## iter 30 value 210.692104
## iter 40 value 197.519372
## iter 50 value 193.012449
## iter 60 value 191.119481
## iter 70 value 189.554830
## iter 80 value 188.510781
## iter 90 value 187.058533
## iter 100 value 186.925965
## final value 186.925965
## stopped after 100 iterations
## # weights: 10
## initial value 520.871797
## iter 10 value 317.665280
## iter 20 value 297.413907
## iter 30 value 286.859495
## iter 40 value 281.631471
## iter 50 value 281.185786
## iter 60 value 280.923023
## iter 70 value 280.668793
## iter 80 value 280.590639
## iter 90 value 280.460454
## iter 100 value 280.453951
## final value 280.453951
## stopped after 100 iterations
## # weights: 28
## initial value 511.720484
## iter 10 value 311.163308
## iter 20 value 261.451839
## iter 30 value 228.847985
## iter 40 value 223.296471
## iter 50 value 217.437357
## iter 60 value 216.030735
## iter 70 value 215.042864
## iter 80 value 214.939500
## iter 90 value 214.680738
## iter 100 value 214.551081
## final value 214.551081
## stopped after 100 iterations
## # weights: 46
## initial value 488.349923
## iter 10 value 276.940377
## iter 20 value 234.087737
## iter 30 value 207.045121
## iter 40 value 195.915386
## iter 50 value 187.728960
## iter 60 value 184.732988
## iter 70 value 182.638798
## iter 80 value 179.768869
## iter 90 value 178.421416
## iter 100 value 177.659825
## final value 177.659825
## stopped after 100 iterations
## # weights: 10
## initial value 519.424909
## iter 10 value 331.335597
## iter 20 value 298.835313
## iter 30 value 293.122156
## iter 40 value 292.123314
## final value 292.123303
## converged
## # weights: 28
## initial value 553.790388
## iter 10 value 319.478535
## iter 20 value 275.567000
## iter 30 value 257.413167
## iter 40 value 251.430078
## iter 50 value 250.581301
## iter 60 value 250.367335
## iter 70 value 250.367123
## final value 250.367036
## converged
## # weights: 46
## initial value 528.421896
## iter 10 value 382.271254
## iter 20 value 295.691799
## iter 30 value 262.439551
## iter 40 value 248.019692
## iter 50 value 238.699268
## iter 60 value 233.661078
## iter 70 value 232.488786
## iter 80 value 231.926494
## iter 90 value 231.404918
## iter 100 value 231.041024
## final value 231.041024
## stopped after 100 iterations
## # weights: 10
## initial value 518.435195
## iter 10 value 319.397620
## iter 20 value 289.941678
## iter 30 value 283.173781
## iter 40 value 281.274613
## iter 50 value 280.890877
## iter 60 value 280.609919
## iter 70 value 280.556060
## iter 80 value 280.503864
## iter 90 value 280.471898
## iter 100 value 280.468154
## final value 280.468154
## stopped after 100 iterations
## # weights: 28
## initial value 529.917309
## iter 10 value 294.109527
## iter 20 value 260.036401
## iter 30 value 228.783562
## iter 40 value 206.338319
## iter 50 value 200.248295
## iter 60 value 196.152816
## iter 70 value 195.568506
## iter 80 value 195.310218
## iter 90 value 194.088579
## iter 100 value 193.559442
## final value 193.559442
## stopped after 100 iterations
## # weights: 46
## initial value 537.192637
## iter 10 value 272.273471
## iter 20 value 231.581892
## iter 30 value 201.948366
## iter 40 value 182.286078
## iter 50 value 173.455937
## iter 60 value 170.390030
## iter 70 value 169.572526
## iter 80 value 168.837779
## iter 90 value 168.557384
## iter 100 value 168.379531
## final value 168.379531
## stopped after 100 iterations
## # weights: 10
## initial value 568.588627
## iter 10 value 420.898809
## iter 20 value 325.886848
## iter 30 value 316.053037
## iter 40 value 315.382005
## final value 315.381996
## converged
## # weights: 28
## initial value 555.338735
## iter 10 value 306.094990
## iter 20 value 261.663063
## iter 30 value 241.882517
## iter 40 value 235.766881
## iter 50 value 233.394451
## iter 60 value 227.179066
## iter 70 value 224.876903
## iter 80 value 223.559315
## iter 90 value 223.294940
## iter 100 value 222.948096
## final value 222.948096
## stopped after 100 iterations
## # weights: 46
## initial value 528.262109
## iter 10 value 290.386830
## iter 20 value 240.580424
## iter 30 value 227.819022
## iter 40 value 213.613249
## iter 50 value 202.327737
## iter 60 value 196.756418
## iter 70 value 193.116938
## iter 80 value 192.736068
## iter 90 value 192.660568
## iter 100 value 192.653330
## final value 192.653330
## stopped after 100 iterations
## # weights: 10
## initial value 512.848785
## iter 10 value 355.152259
## iter 20 value 301.243032
## iter 30 value 295.563901
## final value 295.154251
## converged
## # weights: 28
## initial value 540.145796
## iter 10 value 333.332362
## iter 20 value 285.300039
## iter 30 value 262.723591
## iter 40 value 259.428605
## iter 50 value 259.234455
## iter 60 value 259.223718
## final value 259.223573
## converged
## # weights: 46
## initial value 547.226201
## iter 10 value 290.824791
## iter 20 value 260.758642
## iter 30 value 249.398013
## iter 40 value 242.039682
## iter 50 value 238.234569
## iter 60 value 236.678711
## iter 70 value 234.869041
## iter 80 value 233.648488
## iter 90 value 233.192082
## iter 100 value 232.879849
## final value 232.879849
## stopped after 100 iterations
## # weights: 10
## initial value 515.895763
## iter 10 value 335.451567
## iter 20 value 326.224902
## iter 30 value 323.600300
## iter 40 value 322.238409
## final value 322.224830
## converged
## # weights: 28
## initial value 537.333303
## iter 10 value 291.048369
## iter 20 value 246.076995
## iter 30 value 233.109839
## iter 40 value 226.338955
## iter 50 value 223.588924
## iter 60 value 222.544488
## iter 70 value 222.324556
## iter 80 value 222.289559
## iter 90 value 222.110469
## iter 100 value 222.099406
## final value 222.099406
## stopped after 100 iterations
## # weights: 46
## initial value 710.225641
## iter 10 value 286.620474
## iter 20 value 233.174512
## iter 30 value 216.779122
## iter 40 value 203.535588
## iter 50 value 199.115602
## iter 60 value 195.749426
## iter 70 value 194.306031
## iter 80 value 193.494895
## iter 90 value 193.452778
## iter 100 value 193.377748
## final value 193.377748
## stopped after 100 iterations
## # weights: 10
## initial value 522.632438
## iter 10 value 301.871737
## iter 20 value 282.915420
## iter 30 value 279.499153
## iter 40 value 274.951722
## iter 50 value 274.695723
## iter 60 value 274.598530
## iter 70 value 274.573201
## iter 80 value 274.551412
## iter 90 value 274.520065
## iter 100 value 274.514131
## final value 274.514131
## stopped after 100 iterations
## # weights: 28
## initial value 486.109736
## iter 10 value 284.576656
## iter 20 value 255.939204
## iter 30 value 247.685164
## iter 40 value 231.240469
## iter 50 value 222.445346
## iter 60 value 217.703434
## iter 70 value 214.042275
## iter 80 value 209.534838
## iter 90 value 208.110106
## iter 100 value 207.165286
## final value 207.165286
## stopped after 100 iterations
## # weights: 46
## initial value 545.197713
## iter 10 value 291.591385
## iter 20 value 238.055730
## iter 30 value 194.707965
## iter 40 value 183.119605
## iter 50 value 174.129454
## iter 60 value 166.298942
## iter 70 value 160.841463
## iter 80 value 156.740625
## iter 90 value 156.087055
## iter 100 value 155.956618
## final value 155.956618
## stopped after 100 iterations
## # weights: 10
## initial value 515.175918
## iter 10 value 296.425184
## iter 20 value 285.558699
## iter 30 value 285.246314
## final value 285.183526
## converged
## # weights: 28
## initial value 508.976808
## iter 10 value 330.408630
## iter 20 value 280.202298
## iter 30 value 264.960423
## iter 40 value 254.479276
## iter 50 value 250.545461
## iter 60 value 248.078567
## iter 70 value 247.409639
## iter 80 value 247.311239
## final value 247.310687
## converged
## # weights: 46
## initial value 505.966675
## iter 10 value 279.987771
## iter 20 value 242.056941
## iter 30 value 231.827312
## iter 40 value 228.794672
## iter 50 value 227.518735
## iter 60 value 227.125129
## iter 70 value 227.096269
## iter 80 value 227.092170
## final value 227.092162
## converged
## # weights: 10
## initial value 512.213837
## iter 10 value 323.639499
## iter 20 value 287.719202
## iter 30 value 279.910146
## iter 40 value 275.871113
## iter 50 value 275.438423
## iter 60 value 274.925875
## iter 70 value 274.786789
## iter 80 value 274.690002
## iter 90 value 274.665004
## iter 100 value 274.642928
## final value 274.642928
## stopped after 100 iterations
## # weights: 28
## initial value 589.348960
## iter 10 value 278.741765
## iter 20 value 252.008900
## iter 30 value 239.859235
## iter 40 value 234.193387
## iter 50 value 224.224994
## iter 60 value 223.223653
## iter 70 value 222.951992
## iter 80 value 222.624298
## iter 90 value 222.420173
## iter 100 value 222.195237
## final value 222.195237
## stopped after 100 iterations
## # weights: 46
## initial value 504.679821
## iter 10 value 274.268885
## iter 20 value 227.907735
## iter 30 value 206.400418
## iter 40 value 195.295373
## iter 50 value 186.170522
## iter 60 value 181.538579
## iter 70 value 181.305630
## iter 80 value 181.223875
## iter 90 value 181.018438
## iter 100 value 180.914365
## final value 180.914365
## stopped after 100 iterations
## # weights: 10
## initial value 503.249578
## iter 10 value 302.651458
## iter 20 value 284.396998
## iter 30 value 280.960413
## iter 40 value 279.553256
## iter 50 value 279.331622
## iter 60 value 279.124648
## iter 70 value 279.073477
## iter 80 value 279.002226
## iter 90 value 278.970397
## iter 100 value 278.955720
## final value 278.955720
## stopped after 100 iterations
## # weights: 28
## initial value 561.849449
## iter 10 value 292.877227
## iter 20 value 268.619552
## iter 30 value 259.718317
## iter 40 value 252.271189
## iter 50 value 245.828603
## iter 60 value 238.818607
## iter 70 value 234.468776
## iter 80 value 226.518277
## iter 90 value 223.344479
## iter 100 value 222.914926
## final value 222.914926
## stopped after 100 iterations
## # weights: 46
## initial value 604.970349
## iter 10 value 294.839269
## iter 20 value 235.525265
## iter 30 value 214.293005
## iter 40 value 193.145942
## iter 50 value 188.926515
## iter 60 value 182.646932
## iter 70 value 177.795513
## iter 80 value 172.817196
## iter 90 value 168.167926
## iter 100 value 164.056547
## final value 164.056547
## stopped after 100 iterations
## # weights: 10
## initial value 509.621495
## iter 10 value 367.932911
## iter 20 value 301.913122
## iter 30 value 289.721006
## final value 289.420072
## converged
## # weights: 28
## initial value 558.002839
## iter 10 value 339.500737
## iter 20 value 292.210798
## iter 30 value 269.898735
## iter 40 value 261.886051
## iter 50 value 257.809921
## iter 60 value 255.348194
## iter 70 value 250.815476
## iter 80 value 250.034325
## iter 90 value 249.973825
## iter 90 value 249.973824
## iter 90 value 249.973824
## final value 249.973824
## converged
## # weights: 46
## initial value 567.191699
## iter 10 value 307.390939
## iter 20 value 266.279625
## iter 30 value 252.675044
## iter 40 value 245.841204
## iter 50 value 240.237783
## iter 60 value 233.875694
## iter 70 value 231.115838
## iter 80 value 228.438305
## iter 90 value 227.419160
## iter 100 value 226.959113
## final value 226.959113
## stopped after 100 iterations
## # weights: 10
## initial value 542.200351
## iter 10 value 297.221067
## iter 20 value 287.225021
## iter 30 value 281.986016
## iter 40 value 279.807356
## iter 50 value 279.427883
## iter 60 value 279.203285
## iter 70 value 279.105035
## iter 80 value 279.082156
## iter 90 value 279.027955
## iter 100 value 279.023246
## final value 279.023246
## stopped after 100 iterations
## # weights: 28
## initial value 514.726310
## iter 10 value 301.210152
## iter 20 value 249.583369
## iter 30 value 227.394165
## iter 40 value 218.213485
## iter 50 value 211.327745
## iter 60 value 207.044891
## iter 70 value 205.350500
## iter 80 value 202.835293
## iter 90 value 201.662729
## iter 100 value 200.936198
## final value 200.936198
## stopped after 100 iterations
## # weights: 46
## initial value 503.972626
## iter 10 value 266.968746
## iter 20 value 240.370611
## iter 30 value 225.920010
## iter 40 value 217.967322
## iter 50 value 211.955604
## iter 60 value 208.359201
## iter 70 value 206.922094
## iter 80 value 206.511210
## iter 90 value 205.984819
## iter 100 value 205.740464
## final value 205.740464
## stopped after 100 iterations
## # weights: 10
## initial value 550.476424
## iter 10 value 326.722636
## iter 20 value 305.495276
## iter 30 value 300.085006
## iter 40 value 290.621825
## iter 50 value 275.895892
## iter 60 value 275.236418
## iter 70 value 275.195600
## iter 80 value 275.133686
## iter 90 value 275.113970
## iter 100 value 274.937593
## final value 274.937593
## stopped after 100 iterations
## # weights: 28
## initial value 531.227470
## iter 10 value 299.928238
## iter 20 value 264.395755
## iter 30 value 256.451516
## iter 40 value 245.850740
## iter 50 value 244.369571
## iter 60 value 242.603736
## iter 70 value 241.210502
## iter 80 value 240.595794
## iter 90 value 240.297363
## iter 100 value 239.268347
## final value 239.268347
## stopped after 100 iterations
## # weights: 46
## initial value 535.105108
## iter 10 value 266.624468
## iter 20 value 228.814725
## iter 30 value 207.876208
## iter 40 value 197.706690
## iter 50 value 186.901310
## iter 60 value 177.372456
## iter 70 value 173.702492
## iter 80 value 171.586738
## iter 90 value 166.427460
## iter 100 value 165.382880
## final value 165.382880
## stopped after 100 iterations
## # weights: 10
## initial value 568.217625
## iter 10 value 317.883022
## iter 20 value 288.559535
## iter 30 value 282.936143
## iter 40 value 282.932940
## final value 282.932889
## converged
## # weights: 28
## initial value 577.066825
## iter 10 value 293.479708
## iter 20 value 261.136733
## iter 30 value 255.060918
## iter 40 value 251.683902
## iter 50 value 249.961683
## iter 60 value 249.469140
## iter 70 value 247.769382
## iter 80 value 246.470354
## iter 90 value 246.456443
## final value 246.456437
## converged
## # weights: 46
## initial value 586.674000
## iter 10 value 308.076484
## iter 20 value 257.729980
## iter 30 value 244.405631
## iter 40 value 241.050381
## iter 50 value 238.123652
## iter 60 value 236.502948
## iter 70 value 236.169385
## iter 80 value 234.486580
## iter 90 value 234.202427
## iter 100 value 234.169568
## final value 234.169568
## stopped after 100 iterations
## # weights: 10
## initial value 542.497140
## iter 10 value 332.984301
## iter 20 value 285.616061
## iter 30 value 277.676890
## iter 40 value 273.047199
## iter 50 value 272.567616
## iter 60 value 272.504458
## iter 70 value 272.351750
## iter 80 value 272.301242
## iter 90 value 272.277196
## iter 100 value 272.274499
## final value 272.274499
## stopped after 100 iterations
## # weights: 28
## initial value 537.281066
## iter 10 value 281.964052
## iter 20 value 248.841403
## iter 30 value 231.033645
## iter 40 value 225.454608
## iter 50 value 219.796867
## iter 60 value 217.590970
## iter 70 value 216.112289
## iter 80 value 204.191096
## iter 90 value 195.702883
## iter 100 value 192.572967
## final value 192.572967
## stopped after 100 iterations
## # weights: 46
## initial value 641.821818
## iter 10 value 267.313121
## iter 20 value 219.282532
## iter 30 value 192.739577
## iter 40 value 182.490627
## iter 50 value 176.671520
## iter 60 value 171.736012
## iter 70 value 167.307671
## iter 80 value 165.263378
## iter 90 value 164.731410
## iter 100 value 164.232443
## final value 164.232443
## stopped after 100 iterations
## # weights: 10
## initial value 569.944521
## iter 10 value 312.029115
## iter 20 value 286.206090
## iter 30 value 281.195338
## iter 40 value 277.653116
## iter 50 value 277.180757
## iter 60 value 276.727007
## iter 70 value 276.664140
## iter 80 value 276.588035
## iter 90 value 276.549304
## iter 100 value 276.530352
## final value 276.530352
## stopped after 100 iterations
## # weights: 28
## initial value 514.581810
## iter 10 value 305.768843
## iter 20 value 248.068644
## iter 30 value 238.934987
## iter 40 value 227.559364
## iter 50 value 216.627232
## iter 60 value 213.843326
## iter 70 value 213.813350
## iter 80 value 213.629263
## iter 90 value 212.951175
## iter 100 value 212.919312
## final value 212.919312
## stopped after 100 iterations
## # weights: 46
## initial value 631.129454
## iter 10 value 281.220750
## iter 20 value 224.184821
## iter 30 value 194.244515
## iter 40 value 181.522492
## iter 50 value 178.693297
## iter 60 value 178.548087
## iter 70 value 178.538771
## iter 80 value 178.192109
## iter 90 value 178.129443
## final value 178.129314
## converged
## # weights: 10
## initial value 551.819624
## iter 10 value 352.813110
## iter 20 value 287.746220
## iter 30 value 285.906907
## final value 285.741541
## converged
## # weights: 28
## initial value 522.232620
## iter 10 value 320.681790
## iter 20 value 263.312884
## iter 30 value 257.681620
## iter 40 value 255.797301
## iter 50 value 251.431194
## iter 60 value 249.021910
## iter 70 value 248.856562
## iter 80 value 248.838835
## final value 248.838806
## converged
## # weights: 46
## initial value 496.461753
## iter 10 value 293.742992
## iter 20 value 255.931781
## iter 30 value 243.451656
## iter 40 value 233.628683
## iter 50 value 232.205821
## iter 60 value 231.801419
## iter 70 value 231.785382
## iter 80 value 231.782841
## iter 90 value 231.782619
## final value 231.782572
## converged
## # weights: 10
## initial value 513.461249
## iter 10 value 344.880823
## iter 20 value 301.473639
## iter 30 value 280.139739
## iter 40 value 277.609253
## iter 50 value 277.141536
## iter 60 value 276.782513
## iter 70 value 276.747225
## iter 80 value 276.650528
## iter 90 value 276.646094
## iter 100 value 276.616741
## final value 276.616741
## stopped after 100 iterations
## # weights: 28
## initial value 532.466376
## iter 10 value 312.740174
## iter 20 value 247.518598
## iter 30 value 224.781905
## iter 40 value 211.682249
## iter 50 value 206.897919
## iter 60 value 205.587990
## iter 70 value 205.334390
## iter 80 value 204.150383
## iter 90 value 201.694119
## iter 100 value 198.417944
## final value 198.417944
## stopped after 100 iterations
## # weights: 46
## initial value 529.805050
## iter 10 value 302.830622
## iter 20 value 241.032973
## iter 30 value 211.019328
## iter 40 value 193.957710
## iter 50 value 181.468465
## iter 60 value 175.949752
## iter 70 value 172.472077
## iter 80 value 168.357416
## iter 90 value 162.641740
## iter 100 value 161.752689
## final value 161.752689
## stopped after 100 iterations
## # weights: 10
## initial value 515.463250
## iter 10 value 326.330744
## iter 20 value 292.455236
## iter 30 value 290.489186
## iter 40 value 286.283162
## iter 50 value 285.252111
## iter 60 value 284.389253
## iter 70 value 284.212571
## iter 80 value 284.085743
## iter 90 value 284.052552
## iter 100 value 284.036717
## final value 284.036717
## stopped after 100 iterations
## # weights: 28
## initial value 512.679236
## iter 10 value 322.262030
## iter 20 value 276.420493
## iter 30 value 250.944268
## iter 40 value 241.805816
## iter 50 value 233.060802
## iter 60 value 226.869348
## iter 70 value 226.627481
## iter 80 value 226.601949
## iter 90 value 226.533870
## iter 100 value 226.405308
## final value 226.405308
## stopped after 100 iterations
## # weights: 46
## initial value 520.035121
## iter 10 value 278.258447
## iter 20 value 237.380199
## iter 30 value 211.426257
## iter 40 value 198.150259
## iter 50 value 192.254092
## iter 60 value 190.331713
## iter 70 value 189.171584
## iter 80 value 186.852889
## iter 90 value 183.685800
## iter 100 value 182.721313
## final value 182.721313
## stopped after 100 iterations
## # weights: 10
## initial value 507.486151
## iter 10 value 328.686070
## iter 20 value 293.776557
## iter 30 value 293.147050
## final value 293.108515
## converged
## # weights: 28
## initial value 561.431336
## iter 10 value 307.289081
## iter 20 value 270.730327
## iter 30 value 256.575618
## iter 40 value 252.464382
## iter 50 value 250.626497
## iter 60 value 250.265994
## iter 70 value 250.255924
## iter 80 value 250.255472
## iter 80 value 250.255472
## iter 80 value 250.255472
## final value 250.255472
## converged
## # weights: 46
## initial value 649.030518
## iter 10 value 309.275389
## iter 20 value 273.333173
## iter 30 value 263.643688
## iter 40 value 253.429167
## iter 50 value 247.665311
## iter 60 value 244.762635
## iter 70 value 237.078836
## iter 80 value 234.114179
## iter 90 value 232.609492
## iter 100 value 231.425543
## final value 231.425543
## stopped after 100 iterations
## # weights: 10
## initial value 520.595374
## iter 10 value 342.045057
## iter 20 value 293.858807
## iter 30 value 287.230298
## iter 40 value 284.569985
## iter 50 value 284.310037
## iter 60 value 284.151671
## iter 70 value 284.131876
## iter 80 value 284.103927
## iter 90 value 284.080291
## iter 100 value 284.074481
## final value 284.074481
## stopped after 100 iterations
## # weights: 28
## initial value 608.328158
## iter 10 value 287.910445
## iter 20 value 282.438807
## iter 30 value 253.492460
## iter 40 value 235.778533
## iter 50 value 225.491272
## iter 60 value 223.437420
## iter 70 value 221.900005
## iter 80 value 220.691920
## iter 90 value 220.359545
## iter 100 value 220.276237
## final value 220.276237
## stopped after 100 iterations
## # weights: 46
## initial value 509.750276
## iter 10 value 284.933166
## iter 20 value 231.275890
## iter 30 value 212.579957
## iter 40 value 204.120998
## iter 50 value 199.321726
## iter 60 value 194.802832
## iter 70 value 192.702044
## iter 80 value 189.755844
## iter 90 value 187.550080
## iter 100 value 187.287495
## final value 187.287495
## stopped after 100 iterations
## # weights: 10
## initial value 496.033742
## iter 10 value 330.750310
## iter 20 value 315.623498
## iter 30 value 315.511839
## iter 40 value 310.500769
## iter 50 value 310.162850
## final value 310.129087
## converged
## # weights: 28
## initial value 550.722587
## iter 10 value 280.464833
## iter 20 value 240.667125
## iter 30 value 221.657868
## iter 40 value 215.659088
## iter 50 value 212.549709
## iter 60 value 211.680608
## iter 70 value 211.645189
## iter 80 value 211.641524
## iter 90 value 211.640704
## final value 211.640433
## converged
## # weights: 46
## initial value 694.328552
## iter 10 value 271.162480
## iter 20 value 227.477768
## iter 30 value 203.419401
## iter 40 value 188.037199
## iter 50 value 175.346985
## iter 60 value 168.469768
## iter 70 value 166.714121
## iter 80 value 166.118214
## iter 90 value 166.057084
## iter 100 value 166.051248
## final value 166.051248
## stopped after 100 iterations
## # weights: 10
## initial value 518.408115
## iter 10 value 323.213298
## iter 20 value 289.303622
## iter 30 value 282.019630
## iter 40 value 281.937834
## final value 281.937128
## converged
## # weights: 28
## initial value 527.181156
## iter 10 value 312.367564
## iter 20 value 272.528197
## iter 30 value 242.581260
## iter 40 value 238.147724
## iter 50 value 236.858779
## iter 60 value 236.614532
## iter 70 value 236.517611
## iter 80 value 236.506938
## final value 236.506933
## converged
## # weights: 46
## initial value 536.563234
## iter 10 value 311.568036
## iter 20 value 255.206484
## iter 30 value 234.914836
## iter 40 value 232.817241
## iter 50 value 232.651466
## final value 232.649299
## converged
## # weights: 10
## initial value 509.240433
## iter 10 value 341.522152
## iter 20 value 296.232379
## iter 30 value 276.666315
## iter 40 value 274.083444
## iter 50 value 273.749412
## iter 60 value 273.550325
## iter 70 value 273.496742
## iter 80 value 273.482556
## final value 273.477624
## converged
## # weights: 28
## initial value 510.408818
## iter 10 value 285.969896
## iter 20 value 233.094755
## iter 30 value 208.592945
## iter 40 value 200.668594
## iter 50 value 198.079651
## iter 60 value 197.359386
## iter 70 value 196.928662
## iter 80 value 196.884860
## iter 90 value 196.843252
## iter 100 value 196.434133
## final value 196.434133
## stopped after 100 iterations
## # weights: 46
## initial value 594.567654
## iter 10 value 285.917099
## iter 20 value 233.540814
## iter 30 value 205.872355
## iter 40 value 190.308886
## iter 50 value 182.459117
## iter 60 value 176.671122
## iter 70 value 166.278082
## iter 80 value 163.410345
## iter 90 value 162.046387
## iter 100 value 161.689332
## final value 161.689332
## stopped after 100 iterations
## # weights: 10
## initial value 523.161389
## iter 10 value 326.393324
## iter 20 value 324.072439
## iter 30 value 322.254406
## iter 40 value 316.835738
## iter 50 value 316.226704
## iter 60 value 316.207596
## final value 316.185716
## converged
## # weights: 28
## initial value 514.905572
## iter 10 value 286.665602
## iter 20 value 254.172774
## iter 30 value 238.702617
## iter 40 value 235.117454
## iter 50 value 226.095522
## iter 60 value 214.654761
## iter 70 value 212.169046
## iter 80 value 210.466195
## iter 90 value 206.761983
## iter 100 value 206.134298
## final value 206.134298
## stopped after 100 iterations
## # weights: 46
## initial value 542.892796
## iter 10 value 268.414883
## iter 20 value 222.114664
## iter 30 value 212.113569
## iter 40 value 205.444761
## iter 50 value 198.048613
## iter 60 value 194.401154
## iter 70 value 193.437616
## iter 80 value 193.162050
## iter 90 value 193.121809
## iter 100 value 193.121066
## final value 193.121066
## stopped after 100 iterations
## # weights: 10
## initial value 515.062200
## iter 10 value 421.862010
## iter 20 value 320.810730
## iter 30 value 295.306973
## iter 40 value 293.245279
## iter 50 value 293.231313
## iter 50 value 293.231313
## iter 50 value 293.231313
## final value 293.231313
## converged
## # weights: 28
## initial value 588.790175
## iter 10 value 293.848639
## iter 20 value 265.181538
## iter 30 value 251.832116
## iter 40 value 247.636072
## iter 50 value 244.357698
## iter 60 value 239.628033
## iter 70 value 238.459390
## iter 80 value 238.201519
## final value 238.199605
## converged
## # weights: 46
## initial value 484.161987
## iter 10 value 284.690959
## iter 20 value 254.355963
## iter 30 value 242.935945
## iter 40 value 235.463866
## iter 50 value 233.603548
## iter 60 value 233.204971
## iter 70 value 232.043580
## iter 80 value 229.586164
## iter 90 value 229.122929
## iter 100 value 229.121820
## final value 229.121820
## stopped after 100 iterations
## # weights: 10
## initial value 549.633767
## iter 10 value 304.841262
## iter 20 value 291.384589
## iter 30 value 290.216565
## iter 40 value 286.991674
## iter 50 value 276.096593
## iter 60 value 275.963031
## iter 70 value 275.754386
## final value 275.750057
## converged
## # weights: 28
## initial value 511.183410
## iter 10 value 294.573726
## iter 20 value 261.320707
## iter 30 value 245.327583
## iter 40 value 239.303864
## iter 50 value 237.679941
## iter 60 value 237.419723
## iter 70 value 237.406458
## iter 80 value 237.348960
## iter 90 value 237.220827
## iter 100 value 237.007574
## final value 237.007574
## stopped after 100 iterations
## # weights: 46
## initial value 580.525923
## iter 10 value 279.296818
## iter 20 value 223.311448
## iter 30 value 203.687067
## iter 40 value 194.125518
## iter 50 value 189.373952
## iter 60 value 185.953237
## iter 70 value 185.483292
## iter 80 value 185.304920
## iter 90 value 185.200567
## iter 100 value 185.122953
## final value 185.122953
## stopped after 100 iterations
## # weights: 46
## initial value 578.007994
## iter 10 value 289.484321
## iter 20 value 241.625595
## iter 30 value 225.508749
## iter 40 value 210.832894
## iter 50 value 203.721621
## iter 60 value 201.995407
## iter 70 value 198.604126
## iter 80 value 198.138971
## iter 90 value 197.884040
## iter 100 value 197.713604
## final value 197.713604
## stopped after 100 iterationsgbm.ada.1## Neural Network
##
## 820 samples
## 5 predictor
## 2 classes: 'Healthy', 'Heart.Disease'
##
## No pre-processing
## Resampling: Cross-Validated (10 fold, repeated 10 times)
## Summary of sample sizes: 738, 737, 738, 738, 738, 738, ...
## Resampling results across tuning parameters:
##
## size decay ROC Sens Spec
## 1 0e+00 0.8873818 0.8132885 0.8572924
## 1 1e-04 0.8895341 0.8168397 0.8482558
## 1 1e-01 0.9033646 0.8035513 0.8829125
## 3 0e+00 0.9230757 0.8234679 0.8842968
## 3 1e-04 0.9250854 0.8213462 0.8910022
## 3 1e-01 0.9260744 0.8118333 0.8875969
## 5 0e+00 0.9439748 0.8430385 0.9009468
## 5 1e-04 0.9469135 0.8465897 0.8994574
## 5 1e-01 0.9380939 0.8305321 0.8952215
##
## ROC was used to select the optimal model using the largest value.
## The final values used for the model were size = 5 and decay = 1e-04.Variable importance
varImp(gbm.ada.1)## nnet variable importance
##
## Overall
## sexMale 100.00
## exangExercise Induced Angina 92.05
## ca 78.23
## oldpeak 53.44
## cpChest Pain Type 3 26.27
## cpChest Pain Type 2 22.55
## cpChest Pain Type 1 0.00pred <- predict(gbm.ada.1,ValidSet)
levels(pred)[2] <- "Heart Disease"
t<-table(ValidSet$target, pred)
t.df<-as.data.frame(t)
res<-caret::confusionMatrix(t, positive="Heart Disease")
res## Confusion Matrix and Statistics
##
## pred
## Healthy Heart Disease
## Healthy 69 31
## Heart Disease 8 97
##
## Accuracy : 0.8098
## 95% CI : (0.7492, 0.8611)
## No Information Rate : 0.6244
## P-Value [Acc > NIR] : 6.903e-09
##
## Kappa : 0.6172
##
## Mcnemar's Test P-Value : 0.000427
##
## Sensitivity : 0.7578
## Specificity : 0.8961
## Pos Pred Value : 0.9238
## Neg Pred Value : 0.6900
## Prevalence : 0.6244
## Detection Rate : 0.4732
## Detection Prevalence : 0.5122
## Balanced Accuracy : 0.8270
##
## 'Positive' Class : Heart Disease
## Confusion Matrix
ggplot(data = t.df, aes(x = Var1, y = pred, label=Freq)) +
geom_tile(aes(fill = Freq)) +
scale_fill_gradient(low = "#97BE11",high = "#DC1E0B") +
theme_clean() +
xlab("Actual Heart Disease") +
ylab("Predicted Heart Disease") +
geom_text(size=8) +
ggtitle("Neural Network")