MLP vs. MLP with penalty
| MLP (with penalty) | Dataset | MLP | |||||
|---|---|---|---|---|---|---|---|
| acc. | std. | #N | acc. | std. | #N | ||
| 87.7 | 8.7 | 1 | appendi | 87.6 | 9.3 | 0 | |
| 86.5 | 5.2 | 1 | australian-statlog | 87.0 | 5.6 | 1 | |
| 93.0 | 8.2 | 2 | bitsymetry15x100 | 85.0 | 10.8 | 2 | |
| 81.0 | 17.9 | 3 | bitsymetry20x100 | 76.0 | 15.1 | 2 | |
| 96.2 | 1.7 | 1 | breast-cancer-wisconsin-nomis | 96.6 | 1.4 | 0 | |
| 93.6 | 5.1 | 2 | czerniak-trs | 96.0 | 2.7 | 4 | |
| 70.1 | 8.0 | 11 | glass | 69.2 | 10.4 | 7 | |
| 82.6 | 8.9 | 1 | heart-statlog | 82.6 | 6.8 | 0 | |
| 84.4 | 7.1 | 2 | ionosphere | 89.4 | 8.1 | 3 | |
| 98.0 | 4.5 | 4 | iris | 94.7 | 8.2 | 0 | |
| 72.2 | 9.4 | 1 | lbreast-nomis | 75.8 | 5.6 | 2 | |
| 69.2 | 6.7 | 4 | led500 | 70.8 | 7.5 | 0 | |
| 99.0 | 1.3 | 9 | parity-10 | 97.6 | 1.3 | 8 | |
| 95.3 | 5.4 | 7 | parity-8 | 96.1 | 4.8 | 10 | |
| 95.2 | 2.9 | 1 | voting | 94.0 | 3.5 | 0 | |
| 97.2 | 4.8 | 0 | wine | 98.3 | 2.7 | 0 | |