Edytuj stronę Odnośniki Fold/unfold all ODT export Ta strona jest tylko do odczytu. Możesz wyświetlić źródła tej strony ale nie możesz ich zmienić. ====== MLP Intemi/C++ ====== ===== MLP Settings ===== Initial value of learning rate 0.2 Reward factor 0 Penalty factor 0 Lambda factor 0 Regularization 0 Eps 0.1 No. of hidden neurons from 0 to 20 Max. number of iterations 1000 Max. number of initializations 10 Initial slope of sigmoid function 1 Initiation type random [-1,1] slope learning none Remove learned instances 0 Hamming Clustering 0 Network architecture static Network type MultiLayer Perceptorn Hidden neurons type sigmoid Output neurons type sigmoid ==== appendi ==== ^ neurons ^ acc. ^ std. ^ | 0 | **87.6** | 9.3 | | 1 | 85.0 | 8.7 | | 2 | 86.5 | 7.3 | | 3 | 84.7 | 10.7 | | 4 | 86.8 | 4.7 | | 5 | 87.0 | 12.7 | | 6 | 86.7 | 6.9 | | 7 | 86.9 | 9.1 | | 8 | 85.8 | 11.2 | | 9 | 86.5 | 11.8 | | 10 | 84.8 | 9.2 | | 11 | 86.6 | 9.4 | | 12 | 84.9 | 9.3 | | 13 | 85.8 | 5.0 | | 14 | 85.9 | 7.9 | | 15 | 87.0 | 6.2 | | 16 | 86.9 | 6.5 | | 17 | 87.8 | 9.7 | | 18 | 85.8 | 5.0 | | 19 | 84.8 | 10.2 | | 20 | 85.6 | 13.2 | ==== australian-statlog ==== ^ neurons ^ acc. ^ std. ^ | 0 | 85.8 | 1.8 | | 1 | **87.0** | 5.6 | | 2 | 85.8 | 4.1 | | 3 | 86.5 | 2.8 | | 4 | 84.9 | 2.8 | | 5 | 85.2 | 3.1 | | 6 | 82.8 | 5.0 | | 7 | 83.6 | 4.9 | | 8 | 84.8 | 4.5 | | 9 | 83.0 | 6.0 | | 10 | 82.9 | 3.5 | | 11 | 84.6 | 3.4 | | 12 | 84.6 | 4.1 | | 13 | 82.8 | 7.2 | | 14 | 83.6 | 3.8 | | 15 | 84.3 | 4.8 | | 16 | 82.9 | 4.9 | | 17 | 83.0 | 3.8 | | 18 | 83.0 | 3.8 | | 19 | 84.3 | 3.7 | | 20 | 83.3 | 5.2 | ==== bitsymetry15x100 ==== ^ neurons ^ acc. ^ std. ^ | 0 | 69.0 | 15.2 | | 1 | 70.0 | 8.2 | | 2 | **85.0** | 10.8 | | 3 | 80.0 | 18.9 | | 4 | 73.0 | 14.2 | | 5 | 77.0 | 15.7 | | 6 | 70.0 | 14.9 | | 7 | 70.0 | 17.6 | | 8 | 75.0 | 14.3 | | 9 | 72.0 | 13.2 | | 10 | 75.0 | 14.3 | | 11 | 77.0 | 16.4 | | 12 | 62.0 | 19.3 | | 13 | 68.0 | 16.2 | | 14 | 70.0 | 14.9 | | 15 | 75.0 | 13.5 | | 16 | 70.0 | 11.6 | | 17 | 70.0 | 20.6 | | 18 | 76.0 | 12.7 | | 19 | 70.0 | 14.1 | | 20 | 66.0 | 15.8 | ==== bitsymetry20x100 ==== ^ neurons ^ acc. ^ std. ^ | 0 | 51.0 | 17.9 | | 1 | 56.0 | 18.4 | | 2 | **76.0** | 15.1 | | 3 | 66.0 | 22.7 | | 4 | 72.0 | 14.0 | | 5 | 67.0 | 14.9 | | 6 | 66.0 | 12.7 | | 7 | 59.0 | 19.7 | | 8 | 59.0 | 16.6 | | 9 | 52.0 | 16.2 | | 10 | 56.0 | 20.7 | | 11 | 46.0 | 15.1 | | 12 | 52.0 | 13.2 | | 13 | 56.0 | 21.2 | | 14 | 51.0 | 18.5 | | 15 | 57.0 | 20.6 | | 16 | 48.0 | 17.5 | | 17 | 50.0 | 16.3 | | 18 | 63.0 | 14.9 | | 19 | 58.0 | 17.5 | | 20 | 54.0 | 14.3 | ==== breast-cancer-wisconsin-nomis ==== ^ neurons ^ acc. ^ std. ^ | 0 | **96.6** | 1.4 | | 1 | 96.0 | 2.8 | | 2 | 95.9 | 2.4 | | 3 | 96.9 | 1.9 | | 4 | 95.8 | 2.0 | | 5 | 96.3 | 2.6 | | 6 | 95.8 | 2.6 | | 7 | 96.2 | 2.3 | | 8 | 96.3 | 3.3 | | 9 | 96.3 | 2.1 | | 10 | 96.3 | 1.7 | | 11 | 96.3 | 2.3 | | 12 | 95.3 | 3.7 | | 13 | 96.5 | 1.4 | | 14 | 95.9 | 1.6 | | 15 | 95.6 | 3.2 | | 16 | 96.2 | 2.4 | | 17 | 96.8 | 2.1 | | 18 | 95.9 | 2.3 | | 19 | 96.5 | 2.4 | | 20 | 96.0 | 3.2 | ==== czerniak-trs ==== ^ neurons ^ acc. ^ std. ^ | 0 | 85.2 | 8.0 | | 1 | 73.6 | 9.8 | | 2 | 92.8 | 2.5 | | 3 | 94.4 | 5.4 | | 4 | **96.0** | 2.7 | | 5 | 95.2 | 5.3 | | 6 | 92.4 | 4.8 | | 7 | 92.4 | 4.0 | | 8 | 95.2 | 4.9 | | 9 | 94.8 | 6.3 | | 10 | 95.6 | 5.8 | | 11 | 93.6 | 3.9 | | 12 | 95.2 | 4.9 | | 13 | 93.2 | 4.2 | | 14 | 94.0 | 4.7 | | 15 | 94.4 | 5.4 | | 16 | 92.0 | 5.7 | | 17 | 95.2 | 3.7 | | 18 | 92.8 | 5.9 | | 19 | 92.8 | 5.6 | | 20 | 92.8 | 5.9 | ==== glass ==== ^ neurons ^ acc. ^ std. ^ | 0 | 62.3 | 12.7 | | 1 | 59.8 | 7.3 | | 2 | 61.7 | 9.6 | | 3 | 61.7 | 8.8 | | 4 | 64.6 | 10.2 | | 5 | 65.8 | 7.4 | | 6 | 67.9 | 8.9 | | 7 | **69.2** | 10.4 | | 8 | 67.8 | 9.2 | | 9 | 67.4 | 8.7 | | 10 | 69.7 | 8.9 | | 11 | 70.2 | 10.1 | | 12 | 69.7 | 7.2 | | 13 | 68.7 | 9.2 | | 14 | 69.2 | 10.3 | | 15 | 65.4 | 8.9 | | 16 | 70.6 | 7.6 | | 17 | 64.4 | 7.2 | | 18 | 68.3 | 4.2 | | 19 | 67.9 | 10.8 | | 20 | 69.2 | 7.0 | ==== heart-statlog ==== ^ neurons ^ acc. ^ std. ^ | 0 | **82.6** | 6.8 | | 1 | 80.0 | 7.7 | | 2 | 81.1 | 7.7 | | 3 | 80.0 | 6.1 | | 4 | 81.8 | 8.8 | | 5 | 79.3 | 8.8 | | 6 | 79.6 | 8.9 | | 7 | 77.4 | 4.8 | | 8 | 80.0 | 10.2 | | 9 | 81.8 | 9.3 | | 10 | 79.6 | 8.1 | | 11 | 80.7 | 6.0 | | 12 | 78.2 | 5.6 | | 13 | 79.6 | 8.6 | | 14 | 81.5 | 8.9 | | 15 | 80.7 | 6.5 | | 16 | 81.1 | 8.3 | | 17 | 77.4 | 6.2 | | 18 | 78.5 | 6.9 | | 19 | 76.7 | 6.1 | | 20 | 79.3 | 6.1 | ==== ionosphere ==== ^ neurons ^ acc. ^ std. ^ | 0 | 79.0 | 8.4 | | 1 | 76.5 | 6.6 | | 2 | 85.5 | 4.9 | | 3 | **89.4** | 8.1 | | 4 | 84.9 | 7.1 | | 5 | 87.0 | 7.1 | | 6 | 87.9 | 5.7 | | 7 | 85.3 | 7.6 | | 8 | 87.0 | 7.1 | | 9 | 84.5 | 9.6 | | 10 | 87.9 | 4.3 | | 11 | 81.9 | 9.8 | | 12 | 83.4 | 2.4 | | 13 | 83.9 | 6.7 | | 14 | 87.9 | 7.6 | | 15 | 86.5 | 5.3 | | 16 | 83.4 | 9.2 | | 17 | 86.4 | 6.7 | | 18 | 84.5 | 8.6 | | 19 | 84.0 | 7.7 | | 20 | 83.0 | 4.8 | ==== iris ==== ^ neurons ^ acc. ^ std. ^ | 0 | **94.7** | 8.2 | | 1 | 94.0 | 8.0 | | 2 | 96.7 | 6.5 | | 3 | 96.7 | 4.7 | | 4 | 96.0 | 4.7 | | 5 | 98.0 | 3.2 | | 6 | 97.3 | 6.4 | | 7 | 97.3 | 4.7 | | 8 | 98.0 | 3.2 | | 9 | 98.0 | 3.2 | | 10 | 97.3 | 4.7 | | 11 | 96.7 | 4.7 | | 12 | 98.0 | 3.2 | | 13 | 97.3 | 3.4 | | 14 | 96.7 | 5.7 | | 15 | 98.0 | 4.5 | | 16 | 96.7 | 5.7 | | 17 | 98.0 | 3.2 | | 18 | 97.3 | 3.4 | | 19 | 98.0 | 3.2 | | 20 | 96.7 | 4.7 | ==== lbreast-nomis ==== ^ neurons ^ acc. ^ std. ^ | 0 | 72.2 | 7.6 | | 1 | 72.6 | 5.8 | | 2 | **75.8** | 5.6 | | 3 | 72.6 | 6.6 | | 4 | 70.4 | 7.0 | | 5 | 68.7 | 5.7 | | 6 | 71.5 | 6.7 | | 7 | 72.2 | 4.1 | | 8 | 70.4 | 8.6 | | 9 | 65.4 | 7.5 | | 10 | 67.1 | 7.0 | | 11 | 71.1 | 9.2 | | 12 | 67.4 | 9.6 | | 13 | 68.6 | 8.0 | | 14 | 70.0 | 8.1 | | 15 | 69.3 | 6.6 | | 16 | 70.5 | 7.7 | | 17 | 70.0 | 4.6 | | 18 | 66.5 | 5.1 | | 19 | 66.8 | 11.7 | | 20 | 66.8 | 10.2 | ==== led500 ==== ^ neurons ^ acc. ^ std. ^ | 0 | **70.8** | 7.5 | | 1 | 27.8 | 5.0 | | 2 | 52.0 | 7.4 | | 3 | 64.6 | 8.9 | | 4 | 68.2 | 4.2 | | 5 | 70.4 | 6.8 | | 6 | 68.2 | 9.0 | | 7 | 69.2 | 5.3 | | 8 | 69.0 | 5.6 | | 9 | 70.2 | 5.5 | | 10 | 69.4 | 5.6 | | 11 | 69.2 | 7.7 | | 12 | 69.2 | 4.9 | | 13 | 68.8 | 5.3 | | 14 | 69.4 | 4.4 | | 15 | 68.4 | 4.5 | | 16 | 68.8 | 5.6 | | 17 | 68.8 | 7.1 | | 18 | 69.0 | 5.4 | | 19 | 69.0 | 5.1 | | 20 | 68.8 | 7.9 | ==== parity-10 ==== ^ neurons ^ acc. ^ std. ^ | 0 | 41.9 | 2.6 | | 1 | 39.3 | 8.7 | | 2 | 43.5 | 18.8 | | 3 | 50.6 | 23.6 | | 4 | 68.9 | 28.1 | | 5 | 72.2 | 27.2 | | 6 | 89.3 | 19.8 | | 7 | 95.7 | 2.5 | | 8 | **97.6** | 1.3 | | 9 | 91.8 | 13.7 | | 10 | 97.2 | 1.2 | | 11 | 98.6 | 1.4 | | 12 | 97.5 | 2.4 | | 13 | 98.5 | 0.8 | | 14 | 98.2 | 1.0 | | 15 | 98.2 | 1.6 | | 16 | 98.2 | 1.4 | | 17 | 98.5 | 1.1 | | 18 | 98.4 | 1.1 | | 19 | 98.8 | 1.2 | | 20 | 99.0 | 1.1 | ==== parity-8 ==== ^ neurons ^ acc. ^ std. ^ | 0 | 27.3 | 6.3 | | 1 | 24.2 | 10.7 | | 2 | 28.1 | 11.6 | | 3 | 39.4 | 23.9 | | 4 | 62.9 | 29.7 | | 5 | 76.5 | 22.9 | | 6 | 74.3 | 28.5 | | 7 | 71.8 | 29.3 | | 8 | 86.8 | 14.7 | | 9 | 81.2 | 25.4 | | 10 | **96.1** | 4.8 | | 11 | 91.4 | 7.3 | | 12 | 90.3 | 14.6 | | 13 | 90.7 | 12.4 | | 14 | 95.3 | 4.1 | | 15 | 91.0 | 7.3 | | 16 | 93.7 | 7.6 | | 17 | 88.2 | 8.5 | | 18 | 90.6 | 7.8 | | 19 | 93.0 | 5.7 | | 20 | 86.0 | 6.0 | ==== voting ==== ^ neurons ^ acc. ^ std. ^ | 0 | **94.0** | 3.5 | | 1 | 94.2 | 4.1 | | 2 | 94.0 | 4.6 | | 3 | 94.7 | 3.6 | | 4 | 94.9 | 3.0 | | 5 | 94.5 | 5.5 | | 6 | 95.2 | 3.8 | | 7 | 94.9 | 3.4 | | 8 | 95.9 | 2.6 | | 9 | 94.9 | 1.5 | | 10 | 96.1 | 2.2 | | 11 | 94.7 | 3.4 | | 12 | 95.2 | 3.0 | | 13 | 95.0 | 3.4 | | 14 | 94.7 | 2.5 | | 15 | 94.9 | 2.9 | | 16 | 95.2 | 4.0 | | 17 | 95.0 | 3.2 | | 18 | 95.2 | 2.7 | | 19 | 94.7 | 3.1 | | 20 | 95.0 | 2.8 | ==== wine ==== ^ neurons ^ acc. ^ std. ^ | 0 | **98.3** | 2.7 | | 1 | 83.2 | 6.4 | | 2 | 97.8 | 2.9 | | 3 | 98.3 | 3.8 | | 4 | 97.2 | 4.0 | | 5 | 97.7 | 3.0 | | 6 | 96.6 | 2.9 | | 7 | 97.2 | 3.9 | | 8 | 97.2 | 4.0 | | 9 | 98.3 | 2.7 | | 10 | 97.2 | 4.7 | | 11 | 98.3 | 2.7 | | 12 | 98.3 | 3.8 | | 13 | 97.8 | 3.9 | | 14 | 97.8 | 3.9 | | 15 | 97.8 | 3.9 | | 16 | 97.2 | 3.9 | | 17 | 97.2 | 3.0 | | 18 | 97.8 | 2.9 | | 19 | 97.8 | 3.9 | | 20 | 97.8 | 3.9 |