====== 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 |