Table 5.
P values of the Wilcoxon ranksum test over 20 runs for classification accuracy, Best Fitness and Selected Features of BDA and BDA-SA (P 0.05 have been underlined)
| Data set | Accuracy | Best fitness | Selected features |
|---|---|---|---|
| Breastcancer | 0.000080 | 0.000080 | N/A |
| BreastEW | 0.000080 | 0.000080 | 0.170680 |
| CongressEW | 0.000540 | 0.000320 | 0.107400 |
| Exactly | N/A | N/A | N/A |
| Exactly2 | 0.000140 | 0.000080 | N/A |
| HeartEW | 0.000080 | 0.000080 | 0.006140 |
| IonosphereEW | 0.024440 | 0.087260 | 0.123560 |
| KrvskpEW | 0.073460 | 0.067240 | 0.000500 |
| Lymphography | 0.00008 | 0.00008 | 0.047700 |
| M-of-n | N/A | N/A | N/A |
| PenglungEW | 0.013900 | 0.000100 | 0.000160 |
| SonarEW | 0.624140 | 0.204080 | 0.020880 |
| SpectEW | 0.023200 | 0.044440 | 0.968100 |
| Tic-tac-toe | 0.000080 | 0.000080 | N/A |
| Vote | 0.000200 | 0.000080 | 0.000420 |
| WaveformEW | 0.000080 | 0.000080 | 0.703940 |
| WineEW | 0.058760 | 0.779480 | 0.001000 |
| Zoo | 0.000640 | 0.000080 | 0.001420 |
The underline values mean that there is no significant difference