MMO Simplex, Max cost = 150, Iter RND = ON, Full RND = OFF, LRN = 1x10-CV, Test = 5 X 10 CV, 4 first metrics, k=1, RAW, cukrzyca-białystok Number of function evaluations: 151 Weights: 0.562940 0.195294 0.721263 0.245763 **************************************************************************************************** Results with optimal weights on CV test partition 1 **************************************************************************************************** Output Created: Thu Dec 25 09:15:33 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 **************************************************************************************************** Weights: 0.562940 0.195294 0.721263 0.245763 Number of function evaluations: 152 Weights: 0.656482 0.226244 0.355667 0.516868 **************************************************************************************************** Results with optimal weights on CV test partition 2 **************************************************************************************************** Output Created: Thu Dec 25 09:15:51 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: 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 **************************************************************************************************** Weights: 0.656482 0.226244 0.355667 0.516868 Number of function evaluations: 152 Weights: 0.356017 0.688574 0.876215 0.958656 **************************************************************************************************** Results with optimal weights on CV test partition 3 **************************************************************************************************** Output Created: Thu Dec 25 09:16:10 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 73.22% 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 **************************************************************************************************** Weights: 0.356017 0.688574 0.876215 0.958656 Number of function evaluations: 154 Weights: 0.032800 1.131949 0.034370 1.128094 **************************************************************************************************** Results with optimal weights on CV test partition 4 **************************************************************************************************** Output Created: Thu Dec 25 09:16:28 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 76.89% 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 **************************************************************************************************** Weights: 0.032800 1.131949 0.034370 1.128094 Number of function evaluations: 151 Weights: 0.449151 0.867394 0.778549 0.335971 **************************************************************************************************** Results with optimal weights on CV test partition 5 **************************************************************************************************** Output Created: Thu Dec 25 09:16:46 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 69.89% 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 **************************************************************************************************** Weights: 0.449151 0.867394 0.778549 0.335971 Number of function evaluations: 151 Weights: 0.757150 0.954786 0.113084 0.673347 **************************************************************************************************** Results with optimal weights on CV test partition 6 **************************************************************************************************** Output Created: Thu Dec 25 09:17:06 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 68.89% 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 **************************************************************************************************** Weights: 0.757150 0.954786 0.113084 0.673347 Number of function evaluations: 151 Weights: 0.139324 0.921573 0.785223 0.736262 **************************************************************************************************** Results with optimal weights on CV test partition 7 **************************************************************************************************** Output Created: Thu Dec 25 09:17:24 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 72.00% 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 **************************************************************************************************** Weights: 0.139324 0.921573 0.785223 0.736262 Number of function evaluations: 152 Weights: 0.909368 0.642415 0.088975 0.961846 **************************************************************************************************** Results with optimal weights on CV test partition 8 **************************************************************************************************** Output Created: Thu Dec 25 09:17:42 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 74.00% 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 **************************************************************************************************** Weights: 0.909368 0.642415 0.088975 0.961846 Number of function evaluations: 2 Weights: 0.757050 0.031647 0.747009 0.241730 **************************************************************************************************** Results with optimal weights on CV test partition 9 **************************************************************************************************** Output Created: Thu Dec 25 09:17:43 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 77.44% 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 **************************************************************************************************** Weights: 0.757050 0.031647 0.747009 0.241730 Number of function evaluations: 152 Weights: 1.039404 0.301374 -0.032153 0.143358 **************************************************************************************************** Results with optimal weights on CV test partition 10 **************************************************************************************************** Output Created: Thu Dec 25 09:18:01 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 **************************************************************************************************** Weights: 1.039404 0.301374 -0.032153 0.143358 **************************************************************************************************** Run 1. Final 10 - fold Cross-Validation Results. Average Training Accuracy : 73.54% **************************************************************************************************** Output Created: Thu Dec 25 09:18:01 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 73.54% 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 **************************************************************************************************** Indexes of wrongly classfied cases are given below: 72 [] 51 [] 56 [] 84 [] 107 [] 45 [] 79 [] 50 [] 27 [] 99 [] 39 [] 22 [] 14 [] 43 [] 67 [] 7 [] 106 [] 87 [] 88 [] 20 [] 69 [] 34 [] 97 [] 104 [] 25 [] 46 [] 85 [] Cross Validation Confusion Matrix (Rows represent real class, columns: predicted class) 1 2 1 | 36 15 2 | 12 44 Number of function evaluations: 152 Weights: 0.558961 0.664180 0.107178 0.042938 **************************************************************************************************** Results with optimal weights on CV test partition 1 **************************************************************************************************** Output Created: Thu Dec 25 09:18:19 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: 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 **************************************************************************************************** Weights: 0.558961 0.664180 0.107178 0.042938 Number of function evaluations: 151 Weights: 1.098584 0.200205 0.402014 0.874810 **************************************************************************************************** Results with optimal weights on CV test partition 2 **************************************************************************************************** Output Created: Thu Dec 25 09:18:38 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 73.11% 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 **************************************************************************************************** Weights: 1.098584 0.200205 0.402014 0.874810 Number of function evaluations: 152 Weights: 0.394344 0.725611 0.648184 0.739682 **************************************************************************************************** Results with optimal weights on CV test partition 3 **************************************************************************************************** Output Created: Thu Dec 25 09:18:56 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: 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 **************************************************************************************************** Weights: 0.394344 0.725611 0.648184 0.739682 Number of function evaluations: 151 Weights: 0.779806 0.627096 0.127918 0.703680 **************************************************************************************************** Results with optimal weights on CV test partition 4 **************************************************************************************************** Output Created: Thu Dec 25 09:19:14 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 74.00% 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 **************************************************************************************************** Weights: 0.779806 0.627096 0.127918 0.703680 Number of function evaluations: 151 Weights: 0.395658 0.298008 0.868671 0.834920 **************************************************************************************************** Results with optimal weights on CV test partition 5 **************************************************************************************************** Output Created: Thu Dec 25 09:19:32 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 68.67% 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 **************************************************************************************************** Weights: 0.395658 0.298008 0.868671 0.834920 Number of function evaluations: 151 Weights: 0.189774 0.360568 0.195254 0.300586 **************************************************************************************************** Results with optimal weights on CV test partition 6 **************************************************************************************************** Output Created: Thu Dec 25 09:19:50 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 71.56% 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 **************************************************************************************************** Weights: 0.189774 0.360568 0.195254 0.300586 Number of function evaluations: 154 Weights: 0.188823 0.716323 0.008843 0.859811 **************************************************************************************************** Results with optimal weights on CV test partition 7 **************************************************************************************************** Output Created: Thu Dec 25 09:20:08 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 79.11% 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 **************************************************************************************************** Weights: 0.188823 0.716323 0.008843 0.859811 Number of function evaluations: 154 Weights: 0.511113 0.281249 0.126828 0.249999 **************************************************************************************************** Results with optimal weights on CV test partition 8 **************************************************************************************************** Output Created: Thu Dec 25 09:20:26 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: 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 **************************************************************************************************** Weights: 0.511113 0.281249 0.126828 0.249999 Number of function evaluations: 151 Weights: 0.015031 0.505197 0.836759 0.955021 **************************************************************************************************** Results with optimal weights on CV test partition 9 **************************************************************************************************** Output Created: Thu Dec 25 09:20:44 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 68.89% 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 **************************************************************************************************** Weights: 0.015031 0.505197 0.836759 0.955021 Number of function evaluations: 151 Weights: 0.555281 -0.190167 0.429017 0.691095 **************************************************************************************************** Results with optimal weights on CV test partition 10 **************************************************************************************************** Output Created: Thu Dec 25 09:21:02 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: 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 **************************************************************************************************** Weights: 0.555281 -0.190167 0.429017 0.691095 **************************************************************************************************** Run 2. Final 10 - fold Cross-Validation Results. Average Training Accuracy : 72.89% **************************************************************************************************** Output Created: Thu Dec 25 09:21:02 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 72.89% 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 **************************************************************************************************** Indexes of wrongly classfied cases are given below: 67 [] 39 [] 99 [] 34 [] 106 [] 50 [] 85 [] 22 [] 104 [] 92 [] 7 [] 88 [] 72 [] 51 [] 66 [] 83 [] 107 [] 45 [] 87 [] 26 [] 32 [] 79 [] 14 [] 46 [] 56 [] 69 [] 25 [] 84 [] Cross Validation Confusion Matrix (Rows represent real class, columns: predicted class) 1 2 1 | 36 15 2 | 13 43 Number of function evaluations: 154 Weights: 0.214500 0.430428 0.477810 0.424641 **************************************************************************************************** Results with optimal weights on CV test partition 1 **************************************************************************************************** Output Created: Thu Dec 25 09:21:21 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 74.22% 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 **************************************************************************************************** Weights: 0.214500 0.430428 0.477810 0.424641 Number of function evaluations: 153 Weights: 0.843472 0.885884 0.682335 0.922234 **************************************************************************************************** Results with optimal weights on CV test partition 2 **************************************************************************************************** Output Created: Thu Dec 25 09:21:39 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 74.11% 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 **************************************************************************************************** Weights: 0.843472 0.885884 0.682335 0.922234 Number of function evaluations: 151 Weights: 0.730075 0.708723 0.543716 0.592175 **************************************************************************************************** Results with optimal weights on CV test partition 3 **************************************************************************************************** Output Created: Thu Dec 25 09:21:58 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 72.00% 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 **************************************************************************************************** Weights: 0.730075 0.708723 0.543716 0.592175 Number of function evaluations: 152 Weights: 0.552361 0.089646 0.177090 0.801490 **************************************************************************************************** Results with optimal weights on CV test partition 4 **************************************************************************************************** Output Created: Thu Dec 25 09:22:16 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 77.11% 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 **************************************************************************************************** Weights: 0.552361 0.089646 0.177090 0.801490 Number of function evaluations: 151 Weights: 0.254586 0.824988 0.567938 0.645179 **************************************************************************************************** Results with optimal weights on CV test partition 5 **************************************************************************************************** Output Created: Thu Dec 25 09:22:34 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: 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 **************************************************************************************************** Weights: 0.254586 0.824988 0.567938 0.645179 Number of function evaluations: 154 Weights: 0.909836 0.613245 0.607139 0.937598 **************************************************************************************************** Results with optimal weights on CV test partition 6 **************************************************************************************************** Output Created: Thu Dec 25 09:22:52 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 67.44% 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 **************************************************************************************************** Weights: 0.909836 0.613245 0.607139 0.937598 Number of function evaluations: 152 Weights: 0.429903 0.745838 0.721447 0.420222 **************************************************************************************************** Results with optimal weights on CV test partition 7 **************************************************************************************************** Output Created: Thu Dec 25 09:23:10 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 66.44% 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 **************************************************************************************************** Weights: 0.429903 0.745838 0.721447 0.420222 Number of function evaluations: 151 Weights: 0.695242 0.369126 0.415891 0.543218 **************************************************************************************************** Results with optimal weights on CV test partition 8 **************************************************************************************************** Output Created: Thu Dec 25 09:23:28 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 71.56% 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 **************************************************************************************************** Weights: 0.695242 0.369126 0.415891 0.543218 Number of function evaluations: 151 Weights: 0.134899 0.852421 -0.062461 0.548955 **************************************************************************************************** Results with optimal weights on CV test partition 9 **************************************************************************************************** Output Created: Thu Dec 25 09:23:46 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 71.67% 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 **************************************************************************************************** Weights: 0.134899 0.852421 -0.062461 0.548955 Number of function evaluations: 154 Weights: 0.797699 0.280204 0.668847 0.792974 **************************************************************************************************** Results with optimal weights on CV test partition 10 **************************************************************************************************** Output Created: Thu Dec 25 09:24:04 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 72.00% 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 **************************************************************************************************** Weights: 0.797699 0.280204 0.668847 0.792974 **************************************************************************************************** Run 3. Final 10 - fold Cross-Validation Results. Average Training Accuracy : 72.49% **************************************************************************************************** Output Created: Thu Dec 25 09:24:04 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 72.49% 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 **************************************************************************************************** Indexes of wrongly classfied cases are given below: 107 [] 39 [] 72 [] 50 [] 45 [] 67 [] 69 [] 7 [] 25 [] 26 [] 88 [] 14 [] 27 [] 104 [] 56 [] 34 [] 32 [] 106 [] 79 [] 87 [] 85 [] 46 [] 97 [] 84 [] 22 [] 20 [] 86 [] 51 [] Cross Validation Confusion Matrix (Rows represent real class, columns: predicted class) 1 2 1 | 35 16 2 | 12 44 Number of function evaluations: 151 Weights: 0.422320 0.139886 0.380270 0.810772 **************************************************************************************************** Results with optimal weights on CV test partition 1 **************************************************************************************************** Output Created: Thu Dec 25 09:24:23 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 75.56% 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 **************************************************************************************************** Weights: 0.422320 0.139886 0.380270 0.810772 Number of function evaluations: 151 Weights: 0.452039 -0.039483 0.485348 0.496286 **************************************************************************************************** Results with optimal weights on CV test partition 2 **************************************************************************************************** Output Created: Thu Dec 25 09:24:42 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 72.22% 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 **************************************************************************************************** Weights: 0.452039 -0.039483 0.485348 0.496286 Number of function evaluations: 152 Weights: 0.622195 0.917920 0.484887 0.546576 **************************************************************************************************** Results with optimal weights on CV test partition 3 **************************************************************************************************** Output Created: Thu Dec 25 09:25:02 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 68.33% 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 **************************************************************************************************** Weights: 0.622195 0.917920 0.484887 0.546576 Number of function evaluations: 152 Weights: 0.630376 0.307651 0.006152 0.088897 **************************************************************************************************** Results with optimal weights on CV test partition 4 **************************************************************************************************** Output Created: Thu Dec 25 09:25:23 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 68.78% 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 **************************************************************************************************** Weights: 0.630376 0.307651 0.006152 0.088897 Number of function evaluations: 152 Weights: 0.920142 0.510481 0.391486 0.791339 **************************************************************************************************** Results with optimal weights on CV test partition 5 **************************************************************************************************** Output Created: Thu Dec 25 09:25:42 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 75.00% 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 **************************************************************************************************** Weights: 0.920142 0.510481 0.391486 0.791339 Number of function evaluations: 151 Weights: 0.800006 0.345187 0.471448 0.610752 **************************************************************************************************** Results with optimal weights on CV test partition 6 **************************************************************************************************** Output Created: Thu Dec 25 09:26:02 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 69.11% 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 **************************************************************************************************** Weights: 0.800006 0.345187 0.471448 0.610752 Number of function evaluations: 152 Weights: 0.926600 0.255329 0.638154 0.351033 **************************************************************************************************** Results with optimal weights on CV test partition 7 **************************************************************************************************** Output Created: Thu Dec 25 09:26:21 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 71.56% 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 **************************************************************************************************** Weights: 0.926600 0.255329 0.638154 0.351033 Number of function evaluations: 152 Weights: -0.048349 0.309123 0.761045 1.496431 **************************************************************************************************** Results with optimal weights on CV test partition 8 **************************************************************************************************** Output Created: Thu Dec 25 09:26:40 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: 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 **************************************************************************************************** Weights: -0.048349 0.309123 0.761045 1.496431 Number of function evaluations: 152 Weights: 0.231983 0.065017 0.185425 0.695008 **************************************************************************************************** Results with optimal weights on CV test partition 9 **************************************************************************************************** Output Created: Thu Dec 25 09:26:58 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 72.89% 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 **************************************************************************************************** Weights: 0.231983 0.065017 0.185425 0.695008 Number of function evaluations: 152 Weights: 0.902224 0.647527 -0.195193 0.738127 **************************************************************************************************** Results with optimal weights on CV test partition 10 **************************************************************************************************** Output Created: Thu Dec 25 09:27:16 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: 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 **************************************************************************************************** Weights: 0.902224 0.647527 -0.195193 0.738127 **************************************************************************************************** Run 4. Final 10 - fold Cross-Validation Results. Average Training Accuracy : 72.54% **************************************************************************************************** Output Created: Thu Dec 25 09:27:16 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 72.54% Accuracy: 73.09% Error: 26.91% 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: 29 Number of correctly classified cases: 78/78 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 **************************************************************************************************** Indexes of wrongly classfied cases are given below: 51 [] 39 [] 72 [] 26 [] 25 [] 99 [] 88 [] 45 [] 67 [] 47 [] 84 [] 32 [] 97 [] 107 [] 106 [] 85 [] 22 [] 86 [] 69 [] 87 [] 34 [] 104 [] 7 [] 46 [] 79 [] 14 [] 56 [] 50 [] 20 [] Cross Validation Confusion Matrix (Rows represent real class, columns: predicted class) 1 2 1 | 35 16 2 | 13 43 Number of function evaluations: 154 Weights: 0.239801 0.328007 0.144607 0.524542 **************************************************************************************************** Results with optimal weights on CV test partition 1 **************************************************************************************************** Output Created: Thu Dec 25 09:27:35 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 73.22% 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 **************************************************************************************************** Weights: 0.239801 0.328007 0.144607 0.524542 Number of function evaluations: 152 Weights: 0.567395 0.457769 0.357806 0.392749 **************************************************************************************************** Results with optimal weights on CV test partition 2 **************************************************************************************************** Output Created: Thu Dec 25 09:27:54 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 73.11% Accuracy: 100.00% Error: 0.00% 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: 0 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 **************************************************************************************************** Weights: 0.567395 0.457769 0.357806 0.392749 Number of function evaluations: 154 Weights: 0.629008 0.528862 0.735261 0.818792 **************************************************************************************************** Results with optimal weights on CV test partition 3 **************************************************************************************************** Output Created: Thu Dec 25 09:28:12 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 69.56% 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 **************************************************************************************************** Weights: 0.629008 0.528862 0.735261 0.818792 Number of function evaluations: 152 Weights: 0.965942 0.564835 0.425018 0.771286 **************************************************************************************************** Results with optimal weights on CV test partition 4 **************************************************************************************************** Output Created: Thu Dec 25 09:28:30 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 67.78% 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 **************************************************************************************************** Weights: 0.965942 0.564835 0.425018 0.771286 Number of function evaluations: 151 Weights: 0.412035 0.338668 0.303240 0.665544 **************************************************************************************************** Results with optimal weights on CV test partition 5 **************************************************************************************************** Output Created: Thu Dec 25 09:28:48 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 70.78% 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 **************************************************************************************************** Weights: 0.412035 0.338668 0.303240 0.665544 Number of function evaluations: 152 Weights: 1.403991 1.307448 0.356753 0.085215 **************************************************************************************************** Results with optimal weights on CV test partition 6 **************************************************************************************************** Output Created: Thu Dec 25 09:29:06 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 70.33% 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 **************************************************************************************************** Weights: 1.403991 1.307448 0.356753 0.085215 Number of function evaluations: 151 Weights: 0.364807 0.373474 0.551177 0.274171 **************************************************************************************************** Results with optimal weights on CV test partition 7 **************************************************************************************************** Output Created: Thu Dec 25 09:29:24 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 72.89% 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 **************************************************************************************************** Weights: 0.364807 0.373474 0.551177 0.274171 Number of function evaluations: 151 Weights: 0.077827 0.025682 0.886069 0.465579 **************************************************************************************************** Results with optimal weights on CV test partition 8 **************************************************************************************************** Output Created: Thu Dec 25 09:29:42 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 81.22% 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 **************************************************************************************************** Weights: 0.077827 0.025682 0.886069 0.465579 Number of function evaluations: 151 Weights: 0.775073 0.695665 0.390107 0.550788 **************************************************************************************************** Results with optimal weights on CV test partition 9 **************************************************************************************************** Output Created: Thu Dec 25 09:30:00 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 77.00% 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 **************************************************************************************************** Weights: 0.775073 0.695665 0.390107 0.550788 Number of function evaluations: 154 Weights: 0.685598 0.316097 1.124796 0.238789 **************************************************************************************************** Results with optimal weights on CV test partition 10 **************************************************************************************************** Output Created: Thu Dec 25 09:30:18 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: 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 **************************************************************************************************** Weights: 0.685598 0.316097 1.124796 0.238789 **************************************************************************************************** Run 5. Final 10 - fold Cross-Validation Results. Average Training Accuracy : 73.11% **************************************************************************************************** Output Created: Thu Dec 25 09:30:18 2008 Method Used: Weights Optimization Training Set: C:\Users\kagru\Documents\Dokumenty\CI\data\classifiction\cukrz_org.d k: 1 Training Accuracy: 73.11% Accuracy: 74.09% Error: 25.91% 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 **************************************************************************************************** Indexes of wrongly classfied cases are given below: 88 [] 39 [] 47 [] 44 [] 67 [] 46 [] 51 [] 69 [] 84 [] 20 [] 87 [] 45 [] 85 [] 72 [] 106 [] 56 [] 104 [] 34 [] 25 [] 99 [] 7 [] 50 [] 32 [] 27 [] 107 [] 79 [] 26 [] 97 [] Cross Validation Confusion Matrix (Rows represent real class, columns: predicted class) 1 2 1 | 34 17 2 | 11 45 Final average results: Run 1. | Training Accuracy: 73.54%, Test Accuracy: 74.73% __________________________________________________________________________ CV 1.: Train Acc.: 75.44% Test Acc.: 70.00% CV 2.: Train Acc.: 73.89% Test Acc.: 70.00% CV 3.: Train Acc.: 73.22% Test Acc.: 80.00% CV 4.: Train Acc.: 76.89% Test Acc.: 63.64% CV 5.: Train Acc.: 69.89% Test Acc.: 81.82% CV 6.: Train Acc.: 68.89% Test Acc.: 81.82% CV 7.: Train Acc.: 72.00% Test Acc.: 90.91% CV 8.: Train Acc.: 74.00% Test Acc.: 72.73% CV 9.: Train Acc.: 77.44% Test Acc.: 72.73% CV 10.: Train Acc.: 73.78% Test Acc.: 63.64% __________________________________________________________________________ Run 2. | Training Accuracy: 72.89%, Test Accuracy: 73.82% __________________________________________________________________________ CV 1.: Train Acc.: 75.22% Test Acc.: 70.00% CV 2.: Train Acc.: 73.11% Test Acc.: 60.00% CV 3.: Train Acc.: 73.33% Test Acc.: 90.00% CV 4.: Train Acc.: 74.00% Test Acc.: 63.64% CV 5.: Train Acc.: 68.67% Test Acc.: 100.00% CV 6.: Train Acc.: 71.56% Test Acc.: 63.64% CV 7.: Train Acc.: 79.11% Test Acc.: 72.73% CV 8.: Train Acc.: 73.78% Test Acc.: 81.82% CV 9.: Train Acc.: 68.89% Test Acc.: 63.64% CV 10.: Train Acc.: 71.22% Test Acc.: 72.73% __________________________________________________________________________ Run 3. | Training Accuracy: 72.49%, Test Accuracy: 73.82% __________________________________________________________________________ CV 1.: Train Acc.: 74.22% Test Acc.: 80.00% CV 2.: Train Acc.: 74.11% Test Acc.: 70.00% CV 3.: Train Acc.: 72.00% Test Acc.: 70.00% CV 4.: Train Acc.: 77.11% Test Acc.: 63.64% CV 5.: Train Acc.: 78.33% Test Acc.: 72.73% CV 6.: Train Acc.: 67.44% Test Acc.: 72.73% CV 7.: Train Acc.: 66.44% Test Acc.: 72.73% CV 8.: Train Acc.: 71.56% Test Acc.: 81.82% CV 9.: Train Acc.: 71.67% Test Acc.: 63.64% CV 10.: Train Acc.: 72.00% Test Acc.: 90.91% __________________________________________________________________________ Run 4. | Training Accuracy: 72.54%, Test Accuracy: 73.09% __________________________________________________________________________ CV 1.: Train Acc.: 75.56% Test Acc.: 80.00% CV 2.: Train Acc.: 72.22% Test Acc.: 80.00% CV 3.: Train Acc.: 68.33% Test Acc.: 80.00% CV 4.: Train Acc.: 68.78% Test Acc.: 81.82% CV 5.: Train Acc.: 75.00% Test Acc.: 72.73% CV 6.: Train Acc.: 69.11% Test Acc.: 81.82% CV 7.: Train Acc.: 71.56% Test Acc.: 54.55% CV 8.: Train Acc.: 73.78% Test Acc.: 81.82% CV 9.: Train Acc.: 72.89% Test Acc.: 63.64% CV 10.: Train Acc.: 78.22% Test Acc.: 54.55% __________________________________________________________________________ Run 5. | Training Accuracy: 73.11%, Test Accuracy: 74.09% __________________________________________________________________________ CV 1.: Train Acc.: 73.22% Test Acc.: 80.00% CV 2.: Train Acc.: 73.11% Test Acc.: 100.00% CV 3.: Train Acc.: 69.56% Test Acc.: 70.00% CV 4.: Train Acc.: 67.78% Test Acc.: 81.82% CV 5.: Train Acc.: 70.78% Test Acc.: 72.73% CV 6.: Train Acc.: 70.33% Test Acc.: 72.73% CV 7.: Train Acc.: 72.89% Test Acc.: 72.73% CV 8.: Train Acc.: 81.22% Test Acc.: 54.55% CV 9.: Train Acc.: 77.00% Test Acc.: 72.73% CV 10.: Train Acc.: 75.22% Test Acc.: 63.64% __________________________________________________________________________ Average Train Acc. : 72.92%, std. 3.25% (+/- 10.59%), Average Test Acc. : 73.91%, std. 10.40%, (+/- 108.12%) [over 50 runs] Average Train Acc. : 72.92% std. 0.43% (+/- 0.19%), Average Test Acc. : 73.91%, std. 0.59% (+/- 0.35%), [over 5 runs]