Ustawienia
Method lvq
Initialization 5
LVQ learnign rate 0.010000
K range 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
Precision (eps) 0.010000
| Dataset | Model |
| | acc. | std. | #K |
| appendi | 86.6 | 6.8 | 2 |
| appendi | 84.6 | 11.0 | 3 |
| appendi | 88.6 | 8.5 | 4 |
| appendi | 88.7 | 7.2 | 5 |
| appendi | 87.7 | 9.6 | 6 |
| appendi | 85.9 | 11.4 | 7 |
| appendi | 86.3 | 10.4 | 8 |
| appendi | 86.8 | 4.5 | 9 |
| appendi | 86.8 | 7.3 | 10 |
| appendi | 87.5 | 11.0 | 11 |
| appendi | 89.4 | 5.5 | 12 |
| appendi | 80.1 | 6.5 | 13 |
| appendi | 86.9 | 8.4 | 14 |
| appendi | 83.8 | 11.9 | 15 |
| appendi | 88.8 | 5.4 | 16 |
| appendi | 85.1 | 7.0 | 17 |
| appendi | 84.8 | 9.2 | 18 |
| appendi | 84.8 | 7.5 | 19 |
| appendi | 83.9 | 11.1 | 20 |
| australian-statlog | 85.6 | 4.6 | 2 |
| australian-statlog | 85.5 | 5.5 | 3 |
| australian-statlog | 84.5 | 3.9 | 4 |
| australian-statlog | 86.5 | 3.1 | 5 |
| australian-statlog | 85.7 | 3.6 | 6 |
| australian-statlog | 85.5 | 4.5 | 7 |
| australian-statlog | 84.9 | 5.7 | 8 |
| australian-statlog | 84.9 | 3.4 | 9 |
| australian-statlog | 86.3 | 5.4 | 10 |
| australian-statlog | 85.1 | 4.4 | 11 |
| australian-statlog | 85.2 | 4.3 | 12 |
| australian-statlog | 86.6 | 5.2 | 13 |
| australian-statlog | 85.1 | 2.2 | 14 |
| australian-statlog | 84.1 | 4.1 | 15 |
| australian-statlog | 86.4 | 2.6 | 16 |
| australian-statlog | 84.7 | 6.1 | 17 |
| australian-statlog | 84.6 | 4.1 | 18 |
| australian-statlog | 84.7 | 3.6 | 19 |
| australian-statlog | 85.4 | 2.7 | 20 |
| bitsymmetry20x1000 | 51.0 | 3.8 | 2 |
| bitsymmetry20x1000 | 61.8 | 3.9 | 3 |
| bitsymmetry20x1000 | 70.4 | 5.6 | 4 |
| bitsymmetry20x1000 | 68.9 | 5.1 | 5 |
| bitsymmetry20x1000 | 70.7 | 5.5 | 6 |
| bitsymmetry20x1000 | 70.3 | 4.1 | 7 |
| bitsymmetry20x1000 | 73.0 | 4.9 | 8 |
| bitsymmetry20x1000 | 72.6 | 3.6 | 9 |
| bitsymmetry20x1000 | 74.3 | 4.1 | 10 |
| bitsymmetry20x1000 | 75.1 | 4.0 | 11 |
| bitsymmetry20x1000 | 75.7 | 4.3 | 12 |
| bitsymmetry20x1000 | 74.0 | 4.1 | 13 |
| bitsymmetry20x1000 | 74.3 | 4.6 | 14 |
| bitsymmetry20x1000 | 75.1 | 3.8 | 15 |
| bitsymmetry20x1000 | 74.4 | 4.1 | 16 |
| bitsymmetry20x1000 | 74.3 | 5.5 | 17 |
| bitsymmetry20x1000 | 73.8 | 5.8 | 18 |
| bitsymmetry20x1000 | 73.8 | 4.1 | 19 |
| bitsymmetry20x1000 | 74.7 | 3.5 | 20 |
| bitsymetry15x100 | 53.0 | 11.9 | 2 |
| bitsymetry15x100 | 54.0 | 13.6 | 3 |
| bitsymetry15x100 | 58.0 | 9.8 | 4 |
| bitsymetry15x100 | 53.0 | 14.9 | 5 |
| bitsymetry15x100 | 48.0 | 17.8 | 6 |
| bitsymetry15x100 | 57.0 | 13.5 | 7 |
| bitsymetry15x100 | 55.0 | 16.9 | 8 |
| bitsymetry15x100 | 56.0 | 15.6 | 9 |
| bitsymetry15x100 | 59.0 | 13.7 | 10 |
| bitsymetry15x100 | 62.0 | 17.2 | 11 |
| bitsymetry15x100 | 58.0 | 16.6 | 12 |
| bitsymetry15x100 | 62.0 | 16.6 | 13 |
| bitsymetry15x100 | 58.0 | 11.7 | 14 |
| bitsymetry15x100 | 66.0 | 16.2 | 15 |
| bitsymetry15x100 | 59.0 | 12.2 | 16 |
| bitsymetry15x100 | 65.0 | 6.7 | 17 |
| bitsymetry15x100 | 68.0 | 12.5 | 18 |
| bitsymetry15x100 | 63.0 | 14.9 | 19 |
| bitsymetry15x100 | 63.0 | 15.5 | 20 |
| bitsymetry20x100 | 40.0 | 11.8 | 2 |
| bitsymetry20x100 | 52.0 | 11.7 | 3 |
| bitsymetry20x100 | 53.0 | 9.0 | 4 |
| bitsymetry20x100 | 50.0 | 13.4 | 5 |
| bitsymetry20x100 | 52.0 | 15.4 | 6 |
| bitsymetry20x100 | 53.0 | 15.5 | 7 |
| bitsymetry20x100 | 59.0 | 15.8 | 8 |
| bitsymetry20x100 | 54.0 | 8.0 | 9 |
| bitsymetry20x100 | 53.0 | 15.5 | 10 |
| bitsymetry20x100 | 54.0 | 8.0 | 11 |
| bitsymetry20x100 | 53.0 | 14.2 | 12 |
| bitsymetry20x100 | 61.0 | 14.5 | 13 |
| bitsymetry20x100 | 63.0 | 19.0 | 14 |
| bitsymetry20x100 | 56.0 | 12.8 | 15 |
| bitsymetry20x100 | 55.0 | 15.7 | 16 |
| bitsymetry20x100 | 60.0 | 8.9 | 17 |
| bitsymetry20x100 | 65.0 | 12.0 | 18 |
| bitsymetry20x100 | 62.0 | 15.4 | 19 |
| bitsymetry20x100 | 60.0 | 15.5 | 20 |
| breast-cancer-wisconsin-nomis | 96.5 | 2.5 | 2 |
| breast-cancer-wisconsin-nomis | 96.5 | 1.2 | 3 |
| breast-cancer-wisconsin-nomis | 95.8 | 1.5 | 4 |
| breast-cancer-wisconsin-nomis | 97.1 | 1.4 | 5 |
| breast-cancer-wisconsin-nomis | 96.5 | 1.3 | 6 |
| breast-cancer-wisconsin-nomis | 97.2 | 1.5 | 7 |
| breast-cancer-wisconsin-nomis | 96.5 | 3.2 | 8 |
| breast-cancer-wisconsin-nomis | 96.2 | 1.9 | 9 |
| breast-cancer-wisconsin-nomis | 96.9 | 1.8 | 10 |
| breast-cancer-wisconsin-nomis | 96.9 | 2.1 | 11 |
| breast-cancer-wisconsin-nomis | 97.1 | 1.8 | 12 |
| breast-cancer-wisconsin-nomis | 96.6 | 2.2 | 13 |
| breast-cancer-wisconsin-nomis | 96.5 | 2.2 | 14 |
| breast-cancer-wisconsin-nomis | 96.3 | 2.1 | 15 |
| breast-cancer-wisconsin-nomis | 96.6 | 1.9 | 16 |
| breast-cancer-wisconsin-nomis | 96.6 | 2.3 | 17 |
| breast-cancer-wisconsin-nomis | 96.6 | 3.2 | 18 |
| breast-cancer-wisconsin-nomis | 96.6 | 2.1 | 19 |
| breast-cancer-wisconsin-nomis | 96.2 | 2.1 | 20 |
| czerniak-trs | 74.4 | 7.9 | 4 |
| czerniak-trs | 76.8 | 7.2 | 4 |
| czerniak-trs | 74.9 | 7.5 | 4 |
| czerniak-trs | 71.5 | 7.6 | 5 |
| czerniak-trs | 74.8 | 7.7 | 6 |
| czerniak-trs | 69.2 | 7.8 | 7 |
| czerniak-trs | 73.7 | 9.9 | 8 |
| czerniak-trs | 77.3 | 8.3 | 9 |
| czerniak-trs | 71.6 | 6.2 | 10 |
| czerniak-trs | 77.2 | 6.4 | 11 |
| czerniak-trs | 73.7 | 8.3 | 12 |
| czerniak-trs | 71.5 | 6.2 | 13 |
| czerniak-trs | 69.7 | 9.2 | 14 |
| czerniak-trs | 70.4 | 4.0 | 15 |
| czerniak-trs | 72.4 | 11.3 | 16 |
| czerniak-trs | 71.8 | 9.5 | 17 |
| czerniak-trs | 72.8 | 7.9 | 18 |
| czerniak-trs | 73.2 | 8.0 | 19 |
| czerniak-trs | 72.4 | 9.1 | 20 |
| glass | 56.6 | 7.4 | 6 |
| glass | 57.0 | 6.3 | 6 |
| glass | 58.6 | 8.7 | 6 |
| glass | 58.5 | 11.0 | 6 |
| glass | 58.4 | 9.6 | 6 |
| glass | 66.3 | 10.5 | 7 |
| glass | 61.6 | 9.9 | 8 |
| glass | 61.8 | 9.9 | 9 |
| glass | 63.4 | 11.1 | 10 |
| glass | 59.2 | 7.8 | 11 |
| glass | 61.2 | 6.7 | 12 |
| glass | 64.0 | 7.2 | 13 |
| glass | 61.6 | 6.3 | 14 |
| glass | 59.1 | 11.4 | 15 |
| glass | 60.7 | 5.9 | 16 |
| glass | 61.7 | 5.4 | 17 |
| glass | 58.6 | 10.2 | 18 |
| glass | 59.6 | 10.6 | 19 |
| glass | 67.1 | 9.7 | 20 |
| heart-statlog | 82.2 | 8.6 | 2 |
| heart-statlog | 80.7 | 7.0 | 3 |
| heart-statlog | 81.1 | 7.1 | 4 |
| heart-statlog | 81.5 | 9.9 | 5 |
| heart-statlog | 82.2 | 4.3 | 6 |
| heart-statlog | 79.3 | 6.2 | 7 |
| heart-statlog | 78.9 | 5.3 | 8 |
| heart-statlog | 80.0 | 6.0 | 9 |
| heart-statlog | 81.5 | 6.8 | 10 |
| heart-statlog | 82.6 | 6.8 | 11 |
| heart-statlog | 77.4 | 5.4 | 12 |
| heart-statlog | 83.7 | 7.3 | 13 |
| heart-statlog | 81.1 | 11.0 | 14 |
| heart-statlog | 80.4 | 4.1 | 15 |
| heart-statlog | 78.1 | 8.0 | 16 |
| heart-statlog | 80.7 | 3.6 | 17 |
| heart-statlog | 79.6 | 8.2 | 18 |
| heart-statlog | 78.5 | 13.6 | 19 |
| heart-statlog | 80.7 | 5.9 | 20 |
| ionosphere | 77.9 | 10.2 | 2 |
| ionosphere | 80.5 | 6.5 | 3 |
| ionosphere | 81.9 | 7.0 | 4 |
| ionosphere | 82.0 | 6.4 | 5 |
| ionosphere | 76.1 | 7.9 | 6 |
| ionosphere | 78.5 | 9.5 | 7 |
| ionosphere | 82.0 | 7.8 | 8 |
| ionosphere | 79.5 | 6.5 | 9 |
| ionosphere | 78.5 | 6.7 | 10 |
| ionosphere | 78.4 | 7.6 | 11 |
| ionosphere | 81.5 | 6.3 | 12 |
| ionosphere | 79.5 | 7.8 | 13 |
| ionosphere | 80.5 | 8.1 | 14 |
| ionosphere | 80.4 | 9.2 | 15 |
| ionosphere | 81.6 | 10.3 | 16 |
| ionosphere | 76.9 | 9.5 | 17 |
| ionosphere | 79.5 | 10.1 | 18 |
| ionosphere | 78.5 | 8.8 | 19 |
| ionosphere | 81.0 | 9.4 | 20 |
| iris | 97.3 | 3.3 | 3 |
| iris | 90.7 | 6.1 | 3 |
| iris | 94.7 | 5.8 | 4 |
| iris | 95.3 | 5.2 | 5 |
| iris | 94.7 | 6.5 | 6 |
| iris | 92.7 | 4.7 | 7 |
| iris | 92.7 | 7.0 | 8 |
| iris | 94.7 | 5.8 | 9 |
| iris | 96.7 | 6.1 | 10 |
| iris | 93.3 | 5.2 | 11 |
| iris | 93.3 | 5.2 | 12 |
| iris | 95.3 | 5.2 | 13 |
| iris | 95.3 | 5.2 | 14 |
| iris | 96.0 | 5.3 | 15 |
| iris | 96.0 | 3.3 | 16 |
| iris | 93.3 | 6.0 | 17 |
| iris | 93.3 | 4.2 | 18 |
| iris | 96.0 | 5.3 | 19 |
| iris | 94.0 | 5.5 | 20 |
| lbreast-nomis | 71.5 | 4.8 | 2 |
| lbreast-nomis | 74.7 | 6.0 | 3 |
| lbreast-nomis | 75.1 | 3.6 | 4 |
| lbreast-nomis | 74.7 | 6.0 | 5 |
| lbreast-nomis | 71.9 | 4.0 | 6 |
| lbreast-nomis | 74.0 | 6.7 | 7 |
| lbreast-nomis | 72.3 | 6.8 | 8 |
| lbreast-nomis | 70.3 | 9.4 | 9 |
| lbreast-nomis | 71.1 | 5.7 | 10 |
| lbreast-nomis | 74.0 | 5.8 | 11 |
| lbreast-nomis | 73.3 | 6.4 | 12 |
| lbreast-nomis | 71.8 | 9.9 | 13 |
| lbreast-nomis | 71.1 | 7.3 | 14 |
| lbreast-nomis | 70.1 | 5.2 | 15 |
| lbreast-nomis | 71.9 | 4.7 | 16 |
| lbreast-nomis | 72.5 | 6.3 | 17 |
| lbreast-nomis | 70.8 | 7.0 | 18 |
| lbreast-nomis | 70.7 | 4.6 | 19 |
| lbreast-nomis | 72.6 | 4.0 | 20 |
| led500 | 72.0 | 5.1 | 10 |
| led500 | 70.7 | 7.4 | 10 |
| led500 | 70.7 | 9.0 | 10 |
| led500 | 71.4 | 5.4 | 10 |
| led500 | 69.6 | 7.1 | 10 |
| led500 | 68.3 | 6.4 | 10 |
| led500 | 69.8 | 5.1 | 10 |
| led500 | 68.7 | 7.5 | 10 |
| led500 | 70.3 | 5.4 | 10 |
| led500 | 70.6 | 6.6 | 11 |
| led500 | 68.3 | 6.4 | 12 |
| led500 | 69.5 | 6.3 | 13 |
| led500 | 69.0 | 5.9 | 14 |
| led500 | 69.2 | 11.1 | 15 |
| led500 | 68.8 | 7.9 | 16 |
| led500 | 67.4 | 4.6 | 17 |
| led500 | 69.0 | 7.4 | 18 |
| led500 | 67.0 | 6.0 | 19 |
| led500 | 66.3 | 8.6 | 20 |
| monks1 | 73.4 | 9.5 | 2 |
| monks1 | 73.3 | 7.4 | 3 |
| monks1 | 75.3 | 11.6 | 4 |
| monks1 | 62.6 | 13.1 | 5 |
| monks1 | 70.3 | 9.3 | 6 |
| monks1 | 69.6 | 12.6 | 7 |
| monks1 | 67.6 | 12.8 | 8 |
| monks1 | 65.3 | 14.1 | 9 |
| monks1 | 64.7 | 16.5 | 10 |
| monks1 | 69.3 | 11.1 | 11 |
| monks1 | 63.7 | 9.9 | 12 |
| monks1 | 67.8 | 14.3 | 13 |
| monks1 | 62.8 | 15.5 | 14 |
| monks1 | 65.8 | 12.0 | 15 |
| monks1 | 67.2 | 14.8 | 16 |
| monks1 | 66.7 | 7.6 | 17 |
| monks1 | 61.1 | 12.3 | 18 |
| monks1 | 70.9 | 15.3 | 19 |
| monks1 | 70.1 | 12.0 | 20 |
| monks2 | 63.4 | 7.1 | 2 |
| monks2 | 65.0 | 9.4 | 3 |
| monks2 | 59.7 | 9.9 | 4 |
| monks2 | 62.8 | 10.0 | 5 |
| monks2 | 62.6 | 7.5 | 6 |
| monks2 | 63.8 | 9.6 | 7 |
| monks2 | 56.8 | 5.1 | 8 |
| monks2 | 59.8 | 5.7 | 9 |
| monks2 | 62.0 | 10.8 | 10 |
| monks2 | 58.1 | 11.5 | 11 |
| monks2 | 63.4 | 15.0 | 12 |
| monks2 | 63.4 | 9.5 | 13 |
| monks2 | 59.6 | 10.5 | 14 |
| monks2 | 64.7 | 8.0 | 15 |
| monks2 | 58.8 | 18.3 | 16 |
| monks2 | 63.2 | 13.5 | 17 |
| monks2 | 68.0 | 11.4 | 18 |
| monks2 | 59.1 | 14.3 | 19 |
| monks2 | 65.1 | 9.7 | 20 |
| monks3 | 72.2 | 6.2 | 2 |
| monks3 | 69.6 | 16.3 | 3 |
| monks3 | 81.2 | 10.5 | 4 |
| monks3 | 74.5 | 11.0 | 5 |
| monks3 | 78.6 | 13.6 | 6 |
| monks3 | 63.8 | 15.5 | 7 |
| monks3 | 71.5 | 13.3 | 8 |
| monks3 | 78.6 | 6.7 | 9 |
| monks3 | 74.6 | 9.3 | 10 |
| monks3 | 71.5 | 16.1 | 11 |
| monks3 | 72.8 | 14.6 | 12 |
| monks3 | 73.0 | 7.0 | 13 |
| monks3 | 69.6 | 15.3 | 14 |
| monks3 | 62.4 | 14.7 | 15 |
| monks3 | 65.7 | 10.9 | 16 |
| monks3 | 71.9 | 11.0 | 17 |
| monks3 | 74.5 | 9.6 | 18 |
| monks3 | 74.7 | 11.7 | 19 |
| monks3 | 72.8 | 10.8 | 20 |
| parity-10 | 42.5 | 3.9 | 2 |
| parity-10 | 45.5 | 5.1 | 3 |
| parity-10 | 47.8 | 6.3 | 4 |
| parity-10 | 45.3 | 6.3 | 5 |
| parity-10 | 47.9 | 7.4 | 6 |
| parity-10 | 48.9 | 5.1 | 7 |
| parity-10 | 51.3 | 4.9 | 8 |
| parity-10 | 45.7 | 3.9 | 9 |
| parity-10 | 47.9 | 5.4 | 10 |
| parity-10 | 45.4 | 5.2 | 11 |
| parity-10 | 46.2 | 4.9 | 12 |
| parity-10 | 46.7 | 4.0 | 13 |
| parity-10 | 48.1 | 2.1 | 14 |
| parity-10 | 47.6 | 3.5 | 15 |
| parity-10 | 50.6 | 4.5 | 16 |
| parity-10 | 48.0 | 3.1 | 17 |
| parity-10 | 50.0 | 5.6 | 18 |
| parity-10 | 51.1 | 4.5 | 19 |
| parity-10 | 49.7 | 5.6 | 20 |
| parity-8 | 39.8 | 5.4 | 2 |
| parity-8 | 42.6 | 8.5 | 3 |
| parity-8 | 42.6 | 10.7 | 4 |
| parity-8 | 43.4 | 6.7 | 5 |
| parity-8 | 37.6 | 6.5 | 6 |
| parity-8 | 48.4 | 13.5 | 7 |
| parity-8 | 49.6 | 9.4 | 8 |
| parity-8 | 52.0 | 8.0 | 9 |
| parity-8 | 45.5 | 13.1 | 10 |
| parity-8 | 46.5 | 8.5 | 11 |
| parity-8 | 50.3 | 6.9 | 12 |
| parity-8 | 49.2 | 8.2 | 13 |
| parity-8 | 52.5 | 9.0 | 14 |
| parity-8 | 50.0 | 9.0 | 15 |
| parity-8 | 44.6 | 5.7 | 16 |
| parity-8 | 40.3 | 7.8 | 17 |
| parity-8 | 44.8 | 5.5 | 18 |
| parity-8 | 37.5 | 8.2 | 19 |
| parity-8 | 39.5 | 3.2 | 20 |
| thyr-train | 93.0 | 0.7 | 3 |
| thyr-train | 93.1 | 0.6 | 3 |
| thyr-train | 92.9 | 0.8 | 4 |
| thyr-train | 93.0 | 0.5 | 5 |
| thyr-train | 93.2 | 0.4 | 6 |
| thyr-train | 93.1 | 0.7 | 7 |
| thyr-train | 92.9 | 0.6 | 8 |
| thyr-train | 93.0 | 0.4 | 9 |
| thyr-train | 93.3 | 0.6 | 10 |
| thyr-train | 93.2 | 0.4 | 11 |
| thyr-train | 93.3 | 0.5 | 12 |
| thyr-train | 93.2 | 0.5 | 13 |
| thyr-train | 92.9 | 0.5 | 14 |
| thyr-train | 92.9 | 0.4 | 15 |
| thyr-train | 93.1 | 0.6 | 16 |
| thyr-train | 92.8 | 0.4 | 17 |
| thyr-train | 92.5 | 0.7 | 18 |
| thyr-train | 92.4 | 0.5 | 19 |
| thyr-train | 92.7 | 0.6 | 20 |
| voting | 89.9 | 3.2 | 2 |
| voting | 91.9 | 4.8 | 3 |
| voting | 92.9 | 3.2 | 4 |
| voting | 93.8 | 2.7 | 5 |
| voting | 93.1 | 4.1 | 6 |
| voting | 92.7 | 2.8 | 7 |
| voting | 92.6 | 2.2 | 8 |
| voting | 93.6 | 3.6 | 9 |
| voting | 92.9 | 3.6 | 10 |
| voting | 92.8 | 5.2 | 11 |
| voting | 93.6 | 3.4 | 12 |
| voting | 94.0 | 4.0 | 13 |
| voting | 94.3 | 3.1 | 14 |
| voting | 93.4 | 4.6 | 15 |
| voting | 92.2 | 2.8 | 16 |
| voting | 91.7 | 3.6 | 17 |
| voting | 91.5 | 5.2 | 18 |
| voting | 89.9 | 6.1 | 19 |
| voting | 91.0 | 2.6 | 20 |
| wine | 96.7 | 5.1 | 3 |
| wine | 95.5 | 4.2 | 3 |
| wine | 97.7 | 2.8 | 4 |
| wine | 93.2 | 4.9 | 5 |
| wine | 94.4 | 5.0 | 6 |
| wine | 96.0 | 5.3 | 7 |
| wine | 93.8 | 3.1 | 8 |
| wine | 95.5 | 4.3 | 9 |
| wine | 96.6 | 3.8 | 10 |
| wine | 94.4 | 4.2 | 11 |
| wine | 93.2 | 7.1 | 12 |
| wine | 94.8 | 4.8 | 13 |
| wine | 92.7 | 5.6 | 14 |
| wine | 94.3 | 4.4 | 15 |
| wine | 96.1 | 4.4 | 16 |
| wine | 94.9 | 5.3 | 17 |
| wine | 96.6 | 2.8 | 18 |
| wine | 93.4 | 5.8 | 19 |
| wine | 96.1 | 4.4 | 20 |