WNN Simplex, Max cost = 150, Iter RND = ON, Full RND = OFF, LRN = 10-CV, Test = 5 X 10 CV, Euclidean, k=1, RAW, cukrzyca-białystok Number of function evaluations: 157 Weights: 0.539097 0.208090 0.878960 0.546666 0.994528 0.106882 1.118307 1.260586 0.512265 0.729764 1.042318 0.267444 **************************************************************************************************** Results with optimal weights on CV test partition 1 **************************************************************************************************** Output Created: Thu Dec 25 08:45:52 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 78.22% Accuracy: 70.00% Error: 30.00% Number of test cases: 10/10 (0 missing) Number of training cases: 97/97 (0 missing) Number of discarded cases: 0 Number of classification errors: 3 Number of correctly classified cases: 7/7 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.539097 0.208090 0.878960 0.546666 0.994528 0.106882 1.118307 1.260586 0.512265 0.729764 1.042318 0.267444 **************************************************************************************************** Weights: 0.539097 0.208090 0.878960 0.546666 0.994528 0.106882 1.118307 1.260586 0.512265 0.729764 1.042318 0.267444 Number of function evaluations: 151 Weights: 0.875704 0.470358 0.931709 0.631734 0.403574 0.654479 0.461231 0.539137 0.433860 0.133497 0.787250 0.629942 **************************************************************************************************** Results with optimal weights on CV test partition 2 **************************************************************************************************** Output Created: Thu Dec 25 08:45:54 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 74.89% Accuracy: 80.00% Error: 20.00% Number of test cases: 10/10 (0 missing) Number of training cases: 97/97 (0 missing) Number of discarded cases: 0 Number of classification errors: 2 Number of correctly classified cases: 8/8 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.875704 0.470358 0.931709 0.631734 0.403574 0.654479 0.461231 0.539137 0.433860 0.133497 0.787250 0.629942 **************************************************************************************************** Weights: 0.875704 0.470358 0.931709 0.631734 0.403574 0.654479 0.461231 0.539137 0.433860 0.133497 0.787250 0.629942 Number of function evaluations: 152 Weights: 0.543742 -0.133260 0.716765 0.940711 0.327186 1.508650 0.492856 0.467616 0.762892 1.179576 0.063002 1.209912 **************************************************************************************************** Results with optimal weights on CV test partition 3 **************************************************************************************************** Output Created: Thu Dec 25 08:45:55 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 77.33% Accuracy: 80.00% Error: 20.00% Number of test cases: 10/10 (0 missing) Number of training cases: 97/97 (0 missing) Number of discarded cases: 0 Number of classification errors: 2 Number of correctly classified cases: 8/8 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.543742 -0.133260 0.716765 0.940711 0.327186 1.508650 0.492856 0.467616 0.762892 1.179576 0.063002 1.209912 **************************************************************************************************** Weights: 0.543742 -0.133260 0.716765 0.940711 0.327186 1.508650 0.492856 0.467616 0.762892 1.179576 0.063002 1.209912 Number of function evaluations: 151 Weights: 0.806976 0.729280 0.878351 0.343744 0.433808 0.658665 0.402668 0.114515 0.674803 0.062066 0.303518 0.493580 **************************************************************************************************** Results with optimal weights on CV test partition 4 **************************************************************************************************** Output Created: Thu Dec 25 08:45:57 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 79.44% Accuracy: 36.36% Error: 63.64% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 7 Number of correctly classified cases: 4/4 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.806976 0.729280 0.878351 0.343744 0.433808 0.658665 0.402668 0.114515 0.674803 0.062066 0.303518 0.493580 **************************************************************************************************** Weights: 0.806976 0.729280 0.878351 0.343744 0.433808 0.658665 0.402668 0.114515 0.674803 0.062066 0.303518 0.493580 Number of function evaluations: 158 Weights: 1.372561 0.433155 0.582275 0.150532 0.877013 0.941553 0.094072 0.509864 0.828027 1.039929 0.641729 0.765450 **************************************************************************************************** Results with optimal weights on CV test partition 5 **************************************************************************************************** Output Created: Thu Dec 25 08:45:58 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 79.33% Accuracy: 81.82% Error: 18.18% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 2 Number of correctly classified cases: 9/9 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 1.372561 0.433155 0.582275 0.150532 0.877013 0.941553 0.094072 0.509864 0.828027 1.039929 0.641729 0.765450 **************************************************************************************************** Weights: 1.372561 0.433155 0.582275 0.150532 0.877013 0.941553 0.094072 0.509864 0.828027 1.039929 0.641729 0.765450 Number of function evaluations: 151 Weights: 0.483963 0.559326 0.439514 0.529373 0.329102 0.436737 0.327469 0.687057 0.538086 0.087189 0.805618 0.303711 **************************************************************************************************** Results with optimal weights on CV test partition 6 **************************************************************************************************** Output Created: Thu Dec 25 08:46:00 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 79.00% Accuracy: 54.55% Error: 45.45% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 5 Number of correctly classified cases: 6/6 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.483963 0.559326 0.439514 0.529373 0.329102 0.436737 0.327469 0.687057 0.538086 0.087189 0.805618 0.303711 **************************************************************************************************** Weights: 0.483963 0.559326 0.439514 0.529373 0.329102 0.436737 0.327469 0.687057 0.538086 0.087189 0.805618 0.303711 Number of function evaluations: 152 Weights: 0.081782 0.254132 0.318950 0.462485 -0.179909 0.640385 1.082803 0.698006 -0.209507 0.084825 0.877761 0.509276 **************************************************************************************************** Results with optimal weights on CV test partition 7 **************************************************************************************************** Output Created: Thu Dec 25 08:46:01 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 78.89% Accuracy: 90.91% Error: 9.09% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 1 Number of correctly classified cases: 10/10 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.081782 0.254132 0.318950 0.462485 -0.179909 0.640385 1.082803 0.698006 -0.209507 0.084825 0.877761 0.509276 **************************************************************************************************** Weights: 0.081782 0.254132 0.318950 0.462485 -0.179909 0.640385 1.082803 0.698006 -0.209507 0.084825 0.877761 0.509276 Number of function evaluations: 156 Weights: 0.572065 0.281507 0.636079 -0.027684 0.759083 0.570397 0.443966 0.851914 0.832243 0.189729 0.719876 0.471766 **************************************************************************************************** Results with optimal weights on CV test partition 8 **************************************************************************************************** Output Created: Thu Dec 25 08:46:02 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 80.11% Accuracy: 54.55% Error: 45.45% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 5 Number of correctly classified cases: 6/6 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.572065 0.281507 0.636079 -0.027684 0.759083 0.570397 0.443966 0.851914 0.832243 0.189729 0.719876 0.471766 **************************************************************************************************** Weights: 0.572065 0.281507 0.636079 -0.027684 0.759083 0.570397 0.443966 0.851914 0.832243 0.189729 0.719876 0.471766 Number of function evaluations: 155 Weights: 0.492615 0.640306 0.402490 0.483335 0.579173 0.429786 0.502194 0.837252 0.291963 0.068338 0.576453 0.934060 **************************************************************************************************** Results with optimal weights on CV test partition 9 **************************************************************************************************** Output Created: Thu Dec 25 08:46:04 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 77.67% Accuracy: 63.64% Error: 36.36% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 4 Number of correctly classified cases: 7/7 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.492615 0.640306 0.402490 0.483335 0.579173 0.429786 0.502194 0.837252 0.291963 0.068338 0.576453 0.934060 **************************************************************************************************** Weights: 0.492615 0.640306 0.402490 0.483335 0.579173 0.429786 0.502194 0.837252 0.291963 0.068338 0.576453 0.934060 Number of function evaluations: 162 Weights: 0.932719 0.329997 0.758260 0.274638 0.803950 0.654907 0.059321 1.050359 0.482676 0.565791 0.247009 0.604701 **************************************************************************************************** Results with optimal weights on CV test partition 10 **************************************************************************************************** Output Created: Thu Dec 25 08:46:05 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 79.00% Accuracy: 63.64% Error: 36.36% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 4 Number of correctly classified cases: 7/7 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.932719 0.329997 0.758260 0.274638 0.803950 0.654907 0.059321 1.050359 0.482676 0.565791 0.247009 0.604701 **************************************************************************************************** Weights: 0.932719 0.329997 0.758260 0.274638 0.803950 0.654907 0.059321 1.050359 0.482676 0.565791 0.247009 0.604701 **************************************************************************************************** Run 1. Final 10 - fold Cross-Validation Results. Average Training Accuracy : 78.39% **************************************************************************************************** Output Created: Thu Dec 25 08:46:05 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 78.39% Accuracy: 67.55% Error: 32.45% Number of test cases: 107/107 (0 missing) Number of training cases: 963/963 (0 missing) Number of discarded cases: 0 Number of classification errors: 35 Number of correctly classified cases: 72/72 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.932719 0.329997 0.758260 0.274638 0.803950 0.654907 0.059321 1.050359 0.482676 0.565791 0.247009 0.604701 **************************************************************************************************** Indexes of wrongly classfied cases are given below: 47 [] 31 [] 56 [] 107 [] 26 [] 51 [] 24 [] 57 [] 27 [] 79 [] 88 [] 45 [] 66 [] 40 [] 91 [] 99 [] 25 [] 97 [] 50 [] 83 [] 104 [] 7 [] 87 [] 18 [] 22 [] 85 [] 72 [] 69 [] 65 [] 86 [] 5 [] 34 [] 84 [] 67 [] 39 [] Cross Validation Confusion Matrix (Rows represent real class, columns: predicted class) 1 2 1 | 32 19 2 | 16 40 Number of function evaluations: 161 Weights: 0.449292 0.273130 1.037919 0.138737 -0.168552 0.324915 0.660887 1.036303 0.935996 -0.037252 1.090889 0.539005 **************************************************************************************************** Results with optimal weights on CV test partition 1 **************************************************************************************************** Output Created: Thu Dec 25 08:46:07 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 84.67% Accuracy: 80.00% Error: 20.00% Number of test cases: 10/10 (0 missing) Number of training cases: 97/97 (0 missing) Number of discarded cases: 0 Number of classification errors: 2 Number of correctly classified cases: 8/8 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.449292 0.273130 1.037919 0.138737 -0.168552 0.324915 0.660887 1.036303 0.935996 -0.037252 1.090889 0.539005 **************************************************************************************************** Weights: 0.449292 0.273130 1.037919 0.138737 -0.168552 0.324915 0.660887 1.036303 0.935996 -0.037252 1.090889 0.539005 Number of function evaluations: 151 Weights: 0.459375 0.242981 0.596392 0.466126 0.367993 0.669196 0.283566 0.604725 0.515258 0.389932 0.719793 0.206844 **************************************************************************************************** Results with optimal weights on CV test partition 2 **************************************************************************************************** Output Created: Thu Dec 25 08:46:08 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 75.22% Accuracy: 60.00% Error: 40.00% Number of test cases: 10/10 (0 missing) Number of training cases: 97/97 (0 missing) Number of discarded cases: 0 Number of classification errors: 4 Number of correctly classified cases: 6/6 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.459375 0.242981 0.596392 0.466126 0.367993 0.669196 0.283566 0.604725 0.515258 0.389932 0.719793 0.206844 **************************************************************************************************** Weights: 0.459375 0.242981 0.596392 0.466126 0.367993 0.669196 0.283566 0.604725 0.515258 0.389932 0.719793 0.206844 Number of function evaluations: 152 Weights: 0.852402 0.077541 0.560574 0.026029 0.741598 0.307997 0.461050 0.378560 0.846025 0.265530 0.098398 0.149079 **************************************************************************************************** Results with optimal weights on CV test partition 3 **************************************************************************************************** Output Created: Thu Dec 25 08:46:10 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 74.33% Accuracy: 80.00% Error: 20.00% Number of test cases: 10/10 (0 missing) Number of training cases: 97/97 (0 missing) Number of discarded cases: 0 Number of classification errors: 2 Number of correctly classified cases: 8/8 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.852402 0.077541 0.560574 0.026029 0.741598 0.307997 0.461050 0.378560 0.846025 0.265530 0.098398 0.149079 **************************************************************************************************** Weights: 0.852402 0.077541 0.560574 0.026029 0.741598 0.307997 0.461050 0.378560 0.846025 0.265530 0.098398 0.149079 Number of function evaluations: 152 Weights: 0.790696 0.340481 0.486973 0.875839 0.255109 0.766308 0.749850 0.677270 0.538227 0.225252 0.868023 0.564256 **************************************************************************************************** Results with optimal weights on CV test partition 4 **************************************************************************************************** Output Created: Thu Dec 25 08:46:11 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 80.89% Accuracy: 63.64% Error: 36.36% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 4 Number of correctly classified cases: 7/7 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.790696 0.340481 0.486973 0.875839 0.255109 0.766308 0.749850 0.677270 0.538227 0.225252 0.868023 0.564256 **************************************************************************************************** Weights: 0.790696 0.340481 0.486973 0.875839 0.255109 0.766308 0.749850 0.677270 0.538227 0.225252 0.868023 0.564256 Number of function evaluations: 152 Weights: 0.596324 0.060058 0.327895 0.642349 0.303665 0.499165 0.092093 0.597964 0.033650 0.790829 0.240238 0.303398 **************************************************************************************************** Results with optimal weights on CV test partition 5 **************************************************************************************************** Output Created: Thu Dec 25 08:46:13 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 80.00% Accuracy: 72.73% Error: 27.27% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 3 Number of correctly classified cases: 8/8 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.596324 0.060058 0.327895 0.642349 0.303665 0.499165 0.092093 0.597964 0.033650 0.790829 0.240238 0.303398 **************************************************************************************************** Weights: 0.596324 0.060058 0.327895 0.642349 0.303665 0.499165 0.092093 0.597964 0.033650 0.790829 0.240238 0.303398 Number of function evaluations: 151 Weights: 0.653733 0.114685 0.645094 0.423119 0.209641 0.351077 0.485699 0.773324 0.382884 0.394834 0.268150 0.455463 **************************************************************************************************** Results with optimal weights on CV test partition 6 **************************************************************************************************** Output Created: Thu Dec 25 08:46:14 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 83.11% Accuracy: 81.82% Error: 18.18% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 2 Number of correctly classified cases: 9/9 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.653733 0.114685 0.645094 0.423119 0.209641 0.351077 0.485699 0.773324 0.382884 0.394834 0.268150 0.455463 **************************************************************************************************** Weights: 0.653733 0.114685 0.645094 0.423119 0.209641 0.351077 0.485699 0.773324 0.382884 0.394834 0.268150 0.455463 Number of function evaluations: 159 Weights: 1.000387 0.113087 0.648921 0.493302 0.295358 0.779497 0.829646 0.283739 0.536717 0.557634 0.054699 1.006299 **************************************************************************************************** Results with optimal weights on CV test partition 7 **************************************************************************************************** Output Created: Thu Dec 25 08:46:16 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 78.33% Accuracy: 81.82% Error: 18.18% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 2 Number of correctly classified cases: 9/9 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 1.000387 0.113087 0.648921 0.493302 0.295358 0.779497 0.829646 0.283739 0.536717 0.557634 0.054699 1.006299 **************************************************************************************************** Weights: 1.000387 0.113087 0.648921 0.493302 0.295358 0.779497 0.829646 0.283739 0.536717 0.557634 0.054699 1.006299 Number of function evaluations: 151 Weights: 0.469063 0.347734 0.572675 0.272620 0.100909 0.631610 0.763333 0.943162 0.947293 0.132786 0.880046 0.578448 **************************************************************************************************** Results with optimal weights on CV test partition 8 **************************************************************************************************** Output Created: Thu Dec 25 08:46:18 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 79.22% Accuracy: 72.73% Error: 27.27% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 3 Number of correctly classified cases: 8/8 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.469063 0.347734 0.572675 0.272620 0.100909 0.631610 0.763333 0.943162 0.947293 0.132786 0.880046 0.578448 **************************************************************************************************** Weights: 0.469063 0.347734 0.572675 0.272620 0.100909 0.631610 0.763333 0.943162 0.947293 0.132786 0.880046 0.578448 Number of function evaluations: 154 Weights: 0.666061 0.373407 0.299650 0.025414 1.074867 0.257300 0.439976 0.976387 0.257788 0.585220 0.467452 0.448327 **************************************************************************************************** Results with optimal weights on CV test partition 9 **************************************************************************************************** Output Created: Thu Dec 25 08:46:19 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 74.78% Accuracy: 72.73% Error: 27.27% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 3 Number of correctly classified cases: 8/8 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.666061 0.373407 0.299650 0.025414 1.074867 0.257300 0.439976 0.976387 0.257788 0.585220 0.467452 0.448327 **************************************************************************************************** Weights: 0.666061 0.373407 0.299650 0.025414 1.074867 0.257300 0.439976 0.976387 0.257788 0.585220 0.467452 0.448327 Number of function evaluations: 156 Weights: 0.522524 0.101034 0.201790 0.260223 0.639498 0.350196 0.599013 0.335235 0.271224 0.328542 0.447737 0.616337 **************************************************************************************************** Results with optimal weights on CV test partition 10 **************************************************************************************************** Output Created: Thu Dec 25 08:46:21 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 81.33% Accuracy: 72.73% Error: 27.27% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 3 Number of correctly classified cases: 8/8 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.522524 0.101034 0.201790 0.260223 0.639498 0.350196 0.599013 0.335235 0.271224 0.328542 0.447737 0.616337 **************************************************************************************************** Weights: 0.522524 0.101034 0.201790 0.260223 0.639498 0.350196 0.599013 0.335235 0.271224 0.328542 0.447737 0.616337 **************************************************************************************************** Run 2. Final 10 - fold Cross-Validation Results. Average Training Accuracy : 79.19% **************************************************************************************************** Output Created: Thu Dec 25 08:46:21 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 79.19% Accuracy: 73.82% Error: 26.18% Number of test cases: 107/107 (0 missing) Number of training cases: 963/963 (0 missing) Number of discarded cases: 0 Number of classification errors: 28 Number of correctly classified cases: 79/79 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.522524 0.101034 0.201790 0.260223 0.639498 0.350196 0.599013 0.335235 0.271224 0.328542 0.447737 0.616337 **************************************************************************************************** Indexes of wrongly classfied cases are given below: 45 [] 11 [] 79 [] 18 [] 72 [] 39 [] 107 [] 97 [] 62 [] 88 [] 50 [] 20 [] 105 [] 99 [] 34 [] 83 [] 66 [] 69 [] 32 [] 87 [] 85 [] 65 [] 25 [] 100 [] 3 [] 93 [] 84 [] 22 [] Cross Validation Confusion Matrix (Rows represent real class, columns: predicted class) 1 2 1 | 37 14 2 | 14 42 Number of function evaluations: 151 Weights: 0.709339 -0.177135 0.905830 0.245059 0.311886 0.700303 0.741428 0.304973 0.467436 -0.017328 0.884365 0.649297 **************************************************************************************************** Results with optimal weights on CV test partition 1 **************************************************************************************************** Output Created: Thu Dec 25 08:46:22 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 78.56% Accuracy: 80.00% Error: 20.00% Number of test cases: 10/10 (0 missing) Number of training cases: 97/97 (0 missing) Number of discarded cases: 0 Number of classification errors: 2 Number of correctly classified cases: 8/8 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.709339 -0.177135 0.905830 0.245059 0.311886 0.700303 0.741428 0.304973 0.467436 -0.017328 0.884365 0.649297 **************************************************************************************************** Weights: 0.709339 -0.177135 0.905830 0.245059 0.311886 0.700303 0.741428 0.304973 0.467436 -0.017328 0.884365 0.649297 Number of function evaluations: 152 Weights: 0.522997 0.688579 0.827960 0.421052 0.357386 0.654024 0.402263 0.542946 0.554790 0.428260 0.472311 0.743436 **************************************************************************************************** Results with optimal weights on CV test partition 2 **************************************************************************************************** Output Created: Thu Dec 25 08:46:24 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 73.33% Accuracy: 70.00% Error: 30.00% Number of test cases: 10/10 (0 missing) Number of training cases: 97/97 (0 missing) Number of discarded cases: 0 Number of classification errors: 3 Number of correctly classified cases: 7/7 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.522997 0.688579 0.827960 0.421052 0.357386 0.654024 0.402263 0.542946 0.554790 0.428260 0.472311 0.743436 **************************************************************************************************** Weights: 0.522997 0.688579 0.827960 0.421052 0.357386 0.654024 0.402263 0.542946 0.554790 0.428260 0.472311 0.743436 Number of function evaluations: 158 Weights: 0.664403 0.214601 0.704865 0.553636 0.479814 0.330566 0.603662 0.818021 0.452804 0.735880 0.711356 0.599032 **************************************************************************************************** Results with optimal weights on CV test partition 3 **************************************************************************************************** Output Created: Thu Dec 25 08:46:25 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 75.44% Accuracy: 70.00% Error: 30.00% Number of test cases: 10/10 (0 missing) Number of training cases: 97/97 (0 missing) Number of discarded cases: 0 Number of classification errors: 3 Number of correctly classified cases: 7/7 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.664403 0.214601 0.704865 0.553636 0.479814 0.330566 0.603662 0.818021 0.452804 0.735880 0.711356 0.599032 **************************************************************************************************** Weights: 0.664403 0.214601 0.704865 0.553636 0.479814 0.330566 0.603662 0.818021 0.452804 0.735880 0.711356 0.599032 Number of function evaluations: 151 Weights: 0.721392 0.206336 0.656463 0.566934 0.390457 0.557048 0.291375 0.861300 0.413441 0.199620 0.531505 0.130750 **************************************************************************************************** Results with optimal weights on CV test partition 4 **************************************************************************************************** Output Created: Thu Dec 25 08:46:27 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 79.22% Accuracy: 72.73% Error: 27.27% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 3 Number of correctly classified cases: 8/8 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.721392 0.206336 0.656463 0.566934 0.390457 0.557048 0.291375 0.861300 0.413441 0.199620 0.531505 0.130750 **************************************************************************************************** Weights: 0.721392 0.206336 0.656463 0.566934 0.390457 0.557048 0.291375 0.861300 0.413441 0.199620 0.531505 0.130750 Number of function evaluations: 151 Weights: 0.710624 0.096498 0.342257 0.709940 0.755447 0.313795 0.432760 0.563772 0.679340 0.921684 0.260772 0.411145 **************************************************************************************************** Results with optimal weights on CV test partition 5 **************************************************************************************************** Output Created: Thu Dec 25 08:46:28 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 81.44% Accuracy: 72.73% Error: 27.27% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 3 Number of correctly classified cases: 8/8 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.710624 0.096498 0.342257 0.709940 0.755447 0.313795 0.432760 0.563772 0.679340 0.921684 0.260772 0.411145 **************************************************************************************************** Weights: 0.710624 0.096498 0.342257 0.709940 0.755447 0.313795 0.432760 0.563772 0.679340 0.921684 0.260772 0.411145 Number of function evaluations: 158 Weights: 0.743792 0.114054 0.577862 0.079718 0.212541 0.884830 0.056127 0.811414 0.626775 0.503280 0.549064 0.477067 **************************************************************************************************** Results with optimal weights on CV test partition 6 **************************************************************************************************** Output Created: Thu Dec 25 08:46:30 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 83.00% Accuracy: 54.55% Error: 45.45% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 5 Number of correctly classified cases: 6/6 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.743792 0.114054 0.577862 0.079718 0.212541 0.884830 0.056127 0.811414 0.626775 0.503280 0.549064 0.477067 **************************************************************************************************** Weights: 0.743792 0.114054 0.577862 0.079718 0.212541 0.884830 0.056127 0.811414 0.626775 0.503280 0.549064 0.477067 Number of function evaluations: 161 Weights: 0.554668 0.191535 0.327810 0.317337 0.880725 0.502958 -0.059124 0.218278 -0.069796 0.513841 0.513109 -0.247050 **************************************************************************************************** Results with optimal weights on CV test partition 7 **************************************************************************************************** Output Created: Thu Dec 25 08:46:31 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 73.56% Accuracy: 63.64% Error: 36.36% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 4 Number of correctly classified cases: 7/7 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.554668 0.191535 0.327810 0.317337 0.880725 0.502958 -0.059124 0.218278 -0.069796 0.513841 0.513109 -0.247050 **************************************************************************************************** Weights: 0.554668 0.191535 0.327810 0.317337 0.880725 0.502958 -0.059124 0.218278 -0.069796 0.513841 0.513109 -0.247050 Number of function evaluations: 153 Weights: 0.493389 0.084211 -0.310075 0.110726 0.889181 0.802065 0.347440 0.306958 0.480317 0.102518 1.348563 0.568668 **************************************************************************************************** Results with optimal weights on CV test partition 8 **************************************************************************************************** Output Created: Thu Dec 25 08:46:33 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 81.00% Accuracy: 63.64% Error: 36.36% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 4 Number of correctly classified cases: 7/7 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.493389 0.084211 -0.310075 0.110726 0.889181 0.802065 0.347440 0.306958 0.480317 0.102518 1.348563 0.568668 **************************************************************************************************** Weights: 0.493389 0.084211 -0.310075 0.110726 0.889181 0.802065 0.347440 0.306958 0.480317 0.102518 1.348563 0.568668 Number of function evaluations: 151 Weights: 0.518594 0.285076 1.047390 0.604719 0.237532 0.592645 0.098028 0.730791 0.761908 0.426444 0.369889 0.586919 **************************************************************************************************** Results with optimal weights on CV test partition 9 **************************************************************************************************** Output Created: Thu Dec 25 08:46:34 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 73.78% Accuracy: 63.64% Error: 36.36% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 4 Number of correctly classified cases: 7/7 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.518594 0.285076 1.047390 0.604719 0.237532 0.592645 0.098028 0.730791 0.761908 0.426444 0.369889 0.586919 **************************************************************************************************** Weights: 0.518594 0.285076 1.047390 0.604719 0.237532 0.592645 0.098028 0.730791 0.761908 0.426444 0.369889 0.586919 Number of function evaluations: 154 Weights: 0.327771 0.829092 1.054034 0.946564 0.214748 0.797041 0.623808 0.432704 0.062490 0.264550 0.502360 0.624630 **************************************************************************************************** Results with optimal weights on CV test partition 10 **************************************************************************************************** Output Created: Thu Dec 25 08:46:36 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 76.00% Accuracy: 72.73% Error: 27.27% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 3 Number of correctly classified cases: 8/8 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.327771 0.829092 1.054034 0.946564 0.214748 0.797041 0.623808 0.432704 0.062490 0.264550 0.502360 0.624630 **************************************************************************************************** Weights: 0.327771 0.829092 1.054034 0.946564 0.214748 0.797041 0.623808 0.432704 0.062490 0.264550 0.502360 0.624630 **************************************************************************************************** Run 3. Final 10 - fold Cross-Validation Results. Average Training Accuracy : 77.53% **************************************************************************************************** Output Created: Thu Dec 25 08:46:36 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 77.53% Accuracy: 68.36% Error: 31.64% Number of test cases: 107/107 (0 missing) Number of training cases: 963/963 (0 missing) Number of discarded cases: 0 Number of classification errors: 34 Number of correctly classified cases: 73/73 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.327771 0.829092 1.054034 0.946564 0.214748 0.797041 0.623808 0.432704 0.062490 0.264550 0.502360 0.624630 **************************************************************************************************** Indexes of wrongly classfied cases are given below: 34 [] 45 [] 26 [] 106 [] 101 [] 79 [] 20 [] 56 [] 107 [] 51 [] 105 [] 47 [] 62 [] 99 [] 25 [] 88 [] 85 [] 50 [] 69 [] 14 [] 27 [] 17 [] 21 [] 87 [] 31 [] 39 [] 11 [] 18 [] 83 [] 91 [] 28 [] 67 [] 72 [] 92 [] Cross Validation Confusion Matrix (Rows represent real class, columns: predicted class) 1 2 1 | 34 17 2 | 17 39 Number of function evaluations: 151 Weights: 0.442420 0.331247 0.926283 0.141550 0.027870 0.504008 0.227274 1.133403 -0.274011 0.200257 0.949239 0.263965 **************************************************************************************************** Results with optimal weights on CV test partition 1 **************************************************************************************************** Output Created: Thu Dec 25 08:46:37 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 80.33% Accuracy: 90.00% Error: 10.00% Number of test cases: 10/10 (0 missing) Number of training cases: 97/97 (0 missing) Number of discarded cases: 0 Number of classification errors: 1 Number of correctly classified cases: 9/9 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.442420 0.331247 0.926283 0.141550 0.027870 0.504008 0.227274 1.133403 -0.274011 0.200257 0.949239 0.263965 **************************************************************************************************** Weights: 0.442420 0.331247 0.926283 0.141550 0.027870 0.504008 0.227274 1.133403 -0.274011 0.200257 0.949239 0.263965 Number of function evaluations: 151 Weights: 0.675568 0.197479 0.169556 0.884033 0.590118 0.263611 0.163635 0.936218 0.749237 0.724609 0.658844 0.686432 **************************************************************************************************** Results with optimal weights on CV test partition 2 **************************************************************************************************** Output Created: Thu Dec 25 08:46:39 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 78.33% Accuracy: 70.00% Error: 30.00% Number of test cases: 10/10 (0 missing) Number of training cases: 97/97 (0 missing) Number of discarded cases: 0 Number of classification errors: 3 Number of correctly classified cases: 7/7 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.675568 0.197479 0.169556 0.884033 0.590118 0.263611 0.163635 0.936218 0.749237 0.724609 0.658844 0.686432 **************************************************************************************************** Weights: 0.675568 0.197479 0.169556 0.884033 0.590118 0.263611 0.163635 0.936218 0.749237 0.724609 0.658844 0.686432 Number of function evaluations: 151 Weights: 0.672098 0.713638 0.936029 0.625689 0.576066 0.252349 0.114129 0.473134 0.285543 0.060171 0.745824 0.472624 **************************************************************************************************** Results with optimal weights on CV test partition 3 **************************************************************************************************** Output Created: Thu Dec 25 08:46:40 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 77.56% Accuracy: 60.00% Error: 40.00% Number of test cases: 10/10 (0 missing) Number of training cases: 97/97 (0 missing) Number of discarded cases: 0 Number of classification errors: 4 Number of correctly classified cases: 6/6 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.672098 0.713638 0.936029 0.625689 0.576066 0.252349 0.114129 0.473134 0.285543 0.060171 0.745824 0.472624 **************************************************************************************************** Weights: 0.672098 0.713638 0.936029 0.625689 0.576066 0.252349 0.114129 0.473134 0.285543 0.060171 0.745824 0.472624 Number of function evaluations: 159 Weights: 0.531871 0.506067 0.450513 0.465001 0.614008 0.477811 0.220816 0.368964 0.036913 0.549059 0.376000 0.600429 **************************************************************************************************** Results with optimal weights on CV test partition 4 **************************************************************************************************** Output Created: Thu Dec 25 08:46:42 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 73.78% Accuracy: 100.00% Error: 0.00% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 0 Number of correctly classified cases: 11/11 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.531871 0.506067 0.450513 0.465001 0.614008 0.477811 0.220816 0.368964 0.036913 0.549059 0.376000 0.600429 **************************************************************************************************** Weights: 0.531871 0.506067 0.450513 0.465001 0.614008 0.477811 0.220816 0.368964 0.036913 0.549059 0.376000 0.600429 Number of function evaluations: 151 Weights: -0.090595 0.202331 1.106982 0.598212 0.563809 0.672615 0.440095 0.740585 0.772697 0.141374 0.097256 0.762589 **************************************************************************************************** Results with optimal weights on CV test partition 5 **************************************************************************************************** Output Created: Thu Dec 25 08:46:43 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 75.89% Accuracy: 81.82% Error: 18.18% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 2 Number of correctly classified cases: 9/9 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: -0.090595 0.202331 1.106982 0.598212 0.563809 0.672615 0.440095 0.740585 0.772697 0.141374 0.097256 0.762589 **************************************************************************************************** Weights: -0.090595 0.202331 1.106982 0.598212 0.563809 0.672615 0.440095 0.740585 0.772697 0.141374 0.097256 0.762589 Number of function evaluations: 159 Weights: 0.825832 0.231952 0.851044 0.864808 0.455612 0.787326 0.778687 0.924169 0.302483 0.565472 0.197175 0.869677 **************************************************************************************************** Results with optimal weights on CV test partition 6 **************************************************************************************************** Output Created: Thu Dec 25 08:46:45 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 78.11% Accuracy: 81.82% Error: 18.18% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 2 Number of correctly classified cases: 9/9 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.825832 0.231952 0.851044 0.864808 0.455612 0.787326 0.778687 0.924169 0.302483 0.565472 0.197175 0.869677 **************************************************************************************************** Weights: 0.825832 0.231952 0.851044 0.864808 0.455612 0.787326 0.778687 0.924169 0.302483 0.565472 0.197175 0.869677 Number of function evaluations: 160 Weights: 0.757189 0.220022 1.176961 -0.062677 1.018935 0.647202 0.766335 0.728219 0.037425 0.343666 1.037420 0.764945 **************************************************************************************************** Results with optimal weights on CV test partition 7 **************************************************************************************************** Output Created: Thu Dec 25 08:46:46 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 78.11% Accuracy: 63.64% Error: 36.36% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 4 Number of correctly classified cases: 7/7 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.757189 0.220022 1.176961 -0.062677 1.018935 0.647202 0.766335 0.728219 0.037425 0.343666 1.037420 0.764945 **************************************************************************************************** Weights: 0.757189 0.220022 1.176961 -0.062677 1.018935 0.647202 0.766335 0.728219 0.037425 0.343666 1.037420 0.764945 Number of function evaluations: 161 Weights: 0.664544 0.225698 0.404564 0.381608 0.683291 0.728524 0.750746 0.975969 0.915066 0.530310 0.884918 0.446871 **************************************************************************************************** Results with optimal weights on CV test partition 8 **************************************************************************************************** Output Created: Thu Dec 25 08:46:48 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 82.33% Accuracy: 45.45% Error: 54.55% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 6 Number of correctly classified cases: 5/5 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.664544 0.225698 0.404564 0.381608 0.683291 0.728524 0.750746 0.975969 0.915066 0.530310 0.884918 0.446871 **************************************************************************************************** Weights: 0.664544 0.225698 0.404564 0.381608 0.683291 0.728524 0.750746 0.975969 0.915066 0.530310 0.884918 0.446871 Number of function evaluations: 151 Weights: 0.502531 0.377921 0.860302 0.538921 0.604838 0.917462 0.130224 0.775207 0.820025 0.268045 0.872176 0.761104 **************************************************************************************************** Results with optimal weights on CV test partition 9 **************************************************************************************************** Output Created: Thu Dec 25 08:46:49 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 73.89% Accuracy: 90.91% Error: 9.09% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 1 Number of correctly classified cases: 10/10 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.502531 0.377921 0.860302 0.538921 0.604838 0.917462 0.130224 0.775207 0.820025 0.268045 0.872176 0.761104 **************************************************************************************************** Weights: 0.502531 0.377921 0.860302 0.538921 0.604838 0.917462 0.130224 0.775207 0.820025 0.268045 0.872176 0.761104 Number of function evaluations: 151 Weights: 0.683122 0.583011 0.896651 0.073172 0.139445 0.509741 0.059516 0.656504 0.399112 -0.150720 0.768968 1.171302 **************************************************************************************************** Results with optimal weights on CV test partition 10 **************************************************************************************************** Output Created: Thu Dec 25 08:46:51 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 82.56% Accuracy: 63.64% Error: 36.36% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 4 Number of correctly classified cases: 7/7 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.683122 0.583011 0.896651 0.073172 0.139445 0.509741 0.059516 0.656504 0.399112 -0.150720 0.768968 1.171302 **************************************************************************************************** Weights: 0.683122 0.583011 0.896651 0.073172 0.139445 0.509741 0.059516 0.656504 0.399112 -0.150720 0.768968 1.171302 **************************************************************************************************** Run 4. Final 10 - fold Cross-Validation Results. Average Training Accuracy : 78.09% **************************************************************************************************** Output Created: Thu Dec 25 08:46:51 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 78.09% Accuracy: 74.73% Error: 25.27% Number of test cases: 107/107 (0 missing) Number of training cases: 963/963 (0 missing) Number of discarded cases: 0 Number of classification errors: 27 Number of correctly classified cases: 80/80 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.683122 0.583011 0.896651 0.073172 0.139445 0.509741 0.059516 0.656504 0.399112 -0.150720 0.768968 1.171302 **************************************************************************************************** Indexes of wrongly classfied cases are given below: 101 [] 107 [] 88 [] 62 [] 67 [] 106 [] 69 [] 50 [] 5 [] 43 [] 72 [] 27 [] 34 [] 100 [] 39 [] 99 [] 46 [] 31 [] 22 [] 85 [] 56 [] 51 [] 80 [] 84 [] 25 [] 20 [] 45 [] Cross Validation Confusion Matrix (Rows represent real class, columns: predicted class) 1 2 1 | 37 14 2 | 13 43 Number of function evaluations: 152 Weights: 1.074577 -0.055817 0.335261 1.048360 0.419440 0.121550 0.351502 0.379815 0.886722 0.573762 0.930652 0.648189 **************************************************************************************************** Results with optimal weights on CV test partition 1 **************************************************************************************************** Output Created: Thu Dec 25 08:46:52 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 80.22% Accuracy: 70.00% Error: 30.00% Number of test cases: 10/10 (0 missing) Number of training cases: 97/97 (0 missing) Number of discarded cases: 0 Number of classification errors: 3 Number of correctly classified cases: 7/7 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 1.074577 -0.055817 0.335261 1.048360 0.419440 0.121550 0.351502 0.379815 0.886722 0.573762 0.930652 0.648189 **************************************************************************************************** Weights: 1.074577 -0.055817 0.335261 1.048360 0.419440 0.121550 0.351502 0.379815 0.886722 0.573762 0.930652 0.648189 Number of function evaluations: 151 Weights: 0.524117 0.323518 0.706039 0.628143 0.551224 0.581541 0.447398 0.372777 0.638625 0.415342 0.773289 0.491866 **************************************************************************************************** Results with optimal weights on CV test partition 2 **************************************************************************************************** Output Created: Thu Dec 25 08:46:54 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 71.22% Accuracy: 80.00% Error: 20.00% Number of test cases: 10/10 (0 missing) Number of training cases: 97/97 (0 missing) Number of discarded cases: 0 Number of classification errors: 2 Number of correctly classified cases: 8/8 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.524117 0.323518 0.706039 0.628143 0.551224 0.581541 0.447398 0.372777 0.638625 0.415342 0.773289 0.491866 **************************************************************************************************** Weights: 0.524117 0.323518 0.706039 0.628143 0.551224 0.581541 0.447398 0.372777 0.638625 0.415342 0.773289 0.491866 Number of function evaluations: 160 Weights: 1.184354 -0.138234 0.436973 0.219126 0.904423 0.060093 -0.104023 0.861720 0.707190 0.305623 0.850944 0.775310 **************************************************************************************************** Results with optimal weights on CV test partition 3 **************************************************************************************************** Output Created: Thu Dec 25 08:46:55 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 84.33% Accuracy: 60.00% Error: 40.00% Number of test cases: 10/10 (0 missing) Number of training cases: 97/97 (0 missing) Number of discarded cases: 0 Number of classification errors: 4 Number of correctly classified cases: 6/6 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 1.184354 -0.138234 0.436973 0.219126 0.904423 0.060093 -0.104023 0.861720 0.707190 0.305623 0.850944 0.775310 **************************************************************************************************** Weights: 1.184354 -0.138234 0.436973 0.219126 0.904423 0.060093 -0.104023 0.861720 0.707190 0.305623 0.850944 0.775310 Number of function evaluations: 151 Weights: 0.322305 0.734037 0.723112 0.046432 0.361918 0.147700 0.426521 0.665110 0.039972 1.104057 0.681880 0.468884 **************************************************************************************************** Results with optimal weights on CV test partition 4 **************************************************************************************************** Output Created: Thu Dec 25 08:46:57 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 80.11% Accuracy: 72.73% Error: 27.27% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 3 Number of correctly classified cases: 8/8 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.322305 0.734037 0.723112 0.046432 0.361918 0.147700 0.426521 0.665110 0.039972 1.104057 0.681880 0.468884 **************************************************************************************************** Weights: 0.322305 0.734037 0.723112 0.046432 0.361918 0.147700 0.426521 0.665110 0.039972 1.104057 0.681880 0.468884 Number of function evaluations: 162 Weights: 0.884413 0.589829 0.300039 0.593191 0.100759 0.049090 0.773786 0.485514 0.517770 0.473014 0.491871 0.774442 **************************************************************************************************** Results with optimal weights on CV test partition 5 **************************************************************************************************** Output Created: Thu Dec 25 08:46:58 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 77.33% Accuracy: 54.55% Error: 45.45% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 5 Number of correctly classified cases: 6/6 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.884413 0.589829 0.300039 0.593191 0.100759 0.049090 0.773786 0.485514 0.517770 0.473014 0.491871 0.774442 **************************************************************************************************** Weights: 0.884413 0.589829 0.300039 0.593191 0.100759 0.049090 0.773786 0.485514 0.517770 0.473014 0.491871 0.774442 Number of function evaluations: 152 Weights: 0.889446 0.082493 0.382800 0.981737 0.733082 0.654334 0.619823 0.757653 0.294342 0.404195 0.738532 0.498511 **************************************************************************************************** Results with optimal weights on CV test partition 6 **************************************************************************************************** Output Created: Thu Dec 25 08:47:00 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 78.00% Accuracy: 81.82% Error: 18.18% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 2 Number of correctly classified cases: 9/9 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.889446 0.082493 0.382800 0.981737 0.733082 0.654334 0.619823 0.757653 0.294342 0.404195 0.738532 0.498511 **************************************************************************************************** Weights: 0.889446 0.082493 0.382800 0.981737 0.733082 0.654334 0.619823 0.757653 0.294342 0.404195 0.738532 0.498511 Number of function evaluations: 152 Weights: 0.090600 0.646775 0.537190 0.539860 0.086118 0.470304 0.523915 0.786059 0.517907 0.978862 0.863217 -0.097096 **************************************************************************************************** Results with optimal weights on CV test partition 7 **************************************************************************************************** Output Created: Thu Dec 25 08:47:01 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 81.00% Accuracy: 72.73% Error: 27.27% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 3 Number of correctly classified cases: 8/8 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.090600 0.646775 0.537190 0.539860 0.086118 0.470304 0.523915 0.786059 0.517907 0.978862 0.863217 -0.097096 **************************************************************************************************** Weights: 0.090600 0.646775 0.537190 0.539860 0.086118 0.470304 0.523915 0.786059 0.517907 0.978862 0.863217 -0.097096 Number of function evaluations: 154 Weights: 1.066130 0.265085 0.937747 0.144645 0.608362 0.425158 0.540303 1.234932 1.175903 0.262969 0.895157 0.545617 **************************************************************************************************** Results with optimal weights on CV test partition 8 **************************************************************************************************** Output Created: Thu Dec 25 08:47:03 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 80.67% Accuracy: 81.82% Error: 18.18% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 2 Number of correctly classified cases: 9/9 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 1.066130 0.265085 0.937747 0.144645 0.608362 0.425158 0.540303 1.234932 1.175903 0.262969 0.895157 0.545617 **************************************************************************************************** Weights: 1.066130 0.265085 0.937747 0.144645 0.608362 0.425158 0.540303 1.234932 1.175903 0.262969 0.895157 0.545617 Number of function evaluations: 153 Weights: 1.006588 0.322020 1.014317 0.180693 0.516176 0.510430 0.945539 0.977748 -0.601129 0.474472 0.927639 0.152355 **************************************************************************************************** Results with optimal weights on CV test partition 9 **************************************************************************************************** Output Created: Thu Dec 25 08:47:04 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 80.56% Accuracy: 81.82% Error: 18.18% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 2 Number of correctly classified cases: 9/9 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 1.006588 0.322020 1.014317 0.180693 0.516176 0.510430 0.945539 0.977748 -0.601129 0.474472 0.927639 0.152355 **************************************************************************************************** Weights: 1.006588 0.322020 1.014317 0.180693 0.516176 0.510430 0.945539 0.977748 -0.601129 0.474472 0.927639 0.152355 Number of function evaluations: 151 Weights: 0.755752 0.137014 0.752421 0.367468 0.320544 0.480696 0.393586 0.379029 0.765081 0.042250 0.489978 0.717988 **************************************************************************************************** Results with optimal weights on CV test partition 10 **************************************************************************************************** Output Created: Thu Dec 25 08:47:06 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 81.11% Accuracy: 90.91% Error: 9.09% Number of test cases: 11/11 (0 missing) Number of training cases: 96/96 (0 missing) Number of discarded cases: 0 Number of classification errors: 1 Number of correctly classified cases: 10/10 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.755752 0.137014 0.752421 0.367468 0.320544 0.480696 0.393586 0.379029 0.765081 0.042250 0.489978 0.717988 **************************************************************************************************** Weights: 0.755752 0.137014 0.752421 0.367468 0.320544 0.480696 0.393586 0.379029 0.765081 0.042250 0.489978 0.717988 **************************************************************************************************** Run 5. Final 10 - fold Cross-Validation Results. Average Training Accuracy : 79.46% **************************************************************************************************** Output Created: Thu Dec 25 08:47:06 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 79.46% Accuracy: 74.64% Error: 25.36% Number of test cases: 107/107 (0 missing) Number of training cases: 963/963 (0 missing) Number of discarded cases: 0 Number of classification errors: 27 Number of correctly classified cases: 80/80 Average Total number of impasses: 0 Average Percentage of total number of impasses: 0.00% Average Number of correctly broken impasses: 0 Average Percentage of number of correctly broken impasses: 0.00% -------------------------------------------------- Turned Off Attributes: Standardization [Training Set]: False Similarity Function: Euclidean Weights: 0.755752 0.137014 0.752421 0.367468 0.320544 0.480696 0.393586 0.379029 0.765081 0.042250 0.489978 0.717988 **************************************************************************************************** Indexes of wrongly classfied cases are given below: 96 [] 107 [] 79 [] 39 [] 91 [] 47 [] 69 [] 56 [] 85 [] 34 [] 78 [] 50 [] 26 [] 46 [] 41 [] 32 [] 45 [] 84 [] 99 [] 67 [] 72 [] 25 [] 88 [] 101 [] 18 [] 87 [] 51 [] Cross Validation Confusion Matrix (Rows represent real class, columns: predicted class) 1 2 1 | 35 16 2 | 11 45 Final average results: Run 1. | Training Accuracy: 78.39%, Test Accuracy: 67.55% __________________________________________________________________________ CV 1.: Train Acc.: 78.22% Test Acc.: 70.00% CV 2.: Train Acc.: 74.89% Test Acc.: 80.00% CV 3.: Train Acc.: 77.33% Test Acc.: 80.00% CV 4.: Train Acc.: 79.44% Test Acc.: 36.36% CV 5.: Train Acc.: 79.33% Test Acc.: 81.82% CV 6.: Train Acc.: 79.00% Test Acc.: 54.55% CV 7.: Train Acc.: 78.89% Test Acc.: 90.91% CV 8.: Train Acc.: 80.11% Test Acc.: 54.55% CV 9.: Train Acc.: 77.67% Test Acc.: 63.64% CV 10.: Train Acc.: 79.00% Test Acc.: 63.64% __________________________________________________________________________ Run 2. | Training Accuracy: 79.19%, Test Accuracy: 73.82% __________________________________________________________________________ CV 1.: Train Acc.: 84.67% Test Acc.: 80.00% CV 2.: Train Acc.: 75.22% Test Acc.: 60.00% CV 3.: Train Acc.: 74.33% Test Acc.: 80.00% CV 4.: Train Acc.: 80.89% Test Acc.: 63.64% CV 5.: Train Acc.: 80.00% Test Acc.: 72.73% CV 6.: Train Acc.: 83.11% Test Acc.: 81.82% CV 7.: Train Acc.: 78.33% Test Acc.: 81.82% CV 8.: Train Acc.: 79.22% Test Acc.: 72.73% CV 9.: Train Acc.: 74.78% Test Acc.: 72.73% CV 10.: Train Acc.: 81.33% Test Acc.: 72.73% __________________________________________________________________________ Run 3. | Training Accuracy: 77.53%, Test Accuracy: 68.36% __________________________________________________________________________ CV 1.: Train Acc.: 78.56% Test Acc.: 80.00% CV 2.: Train Acc.: 73.33% Test Acc.: 70.00% CV 3.: Train Acc.: 75.44% Test Acc.: 70.00% CV 4.: Train Acc.: 79.22% Test Acc.: 72.73% CV 5.: Train Acc.: 81.44% Test Acc.: 72.73% CV 6.: Train Acc.: 83.00% Test Acc.: 54.55% CV 7.: Train Acc.: 73.56% Test Acc.: 63.64% CV 8.: Train Acc.: 81.00% Test Acc.: 63.64% CV 9.: Train Acc.: 73.78% Test Acc.: 63.64% CV 10.: Train Acc.: 76.00% Test Acc.: 72.73% __________________________________________________________________________ Run 4. | Training Accuracy: 78.09%, Test Accuracy: 74.73% __________________________________________________________________________ CV 1.: Train Acc.: 80.33% Test Acc.: 90.00% CV 2.: Train Acc.: 78.33% Test Acc.: 70.00% CV 3.: Train Acc.: 77.56% Test Acc.: 60.00% CV 4.: Train Acc.: 73.78% Test Acc.: 100.00% CV 5.: Train Acc.: 75.89% Test Acc.: 81.82% CV 6.: Train Acc.: 78.11% Test Acc.: 81.82% CV 7.: Train Acc.: 78.11% Test Acc.: 63.64% CV 8.: Train Acc.: 82.33% Test Acc.: 45.45% CV 9.: Train Acc.: 73.89% Test Acc.: 90.91% CV 10.: Train Acc.: 82.56% Test Acc.: 63.64% __________________________________________________________________________ Run 5. | Training Accuracy: 79.46%, Test Accuracy: 74.64% __________________________________________________________________________ CV 1.: Train Acc.: 80.22% Test Acc.: 70.00% CV 2.: Train Acc.: 71.22% Test Acc.: 80.00% CV 3.: Train Acc.: 84.33% Test Acc.: 60.00% CV 4.: Train Acc.: 80.11% Test Acc.: 72.73% CV 5.: Train Acc.: 77.33% Test Acc.: 54.55% CV 6.: Train Acc.: 78.00% Test Acc.: 81.82% CV 7.: Train Acc.: 81.00% Test Acc.: 72.73% CV 8.: Train Acc.: 80.67% Test Acc.: 81.82% CV 9.: Train Acc.: 80.56% Test Acc.: 81.82% CV 10.: Train Acc.: 81.11% Test Acc.: 90.91% __________________________________________________________________________ Average Train Acc. : 78.53%, std. 3.08% (+/- 9.48%), Average Test Acc. : 71.82%, std. 12.41%, (+/- 153.96%) [over 50 runs] Average Train Acc. : 78.53% std. 0.79% (+/- 0.62%), Average Test Acc. : 71.82%, std. 3.56% (+/- 12.65%), [over 5 runs]