Table 10 Results comparison of the mean number of features selected (MeanFeat) based on the K-NN classifier for DESFO with other MH methods.
Benchmarks | DESFO | DE | SFO | ABC | PSO | BA | GWO | WOA | GOA | HHO | BSA | HGSO |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
PenglungEW | 108.2 | 149.2 | 149.9 | 150.6 | 153.7 | 159.5 | 148.2 | 151 | 152.4 | 131.8 | 147.6 | 167.2 |
IonosphereEW | 9.700 | 12.70 | 10.40 | 12.50 | 12.90 | 14.20 | 12.20 | 12.6 | 13.50 | 10.9 | 12.00 | 17.70 |
SonarEW | 23.60 | 28.10 | 24.40 | 27.40 | 30.20 | 24.60 | 26.40 | 26.1 | 27.30 | 22.2 | 24.60 | 32.40 |
WaveformEW | 23.20 | 25.00 | 24.50 | 24.20 | 22.50 | 25.70 | 23.80 | 21.3 | 23.00 | 23.7 | 23.90 | 23.90 |
KrVsKpEW | 20.10 | 22.20 | 24.20 | 22.40 | 22.40 | 20.20 | 22.10 | 21.2 | 22.10 | 20.3 | 22.30 | 25.10 |
BreastEW | 6.300 | 11.70 | 8.000 | 9.900 | 12.10 | 12.50 | 10.00 | 10.4 | 9.800 | 8.50 | 10.30 | 14.70 |
Lymphography | 8.500 | 8.300 | 7.100 | 7.600 | 8.900 | 8.300 | 7.800 | 7.90 | 8.000 | 7.30 | 8.200 | 10.50 |
Vote | 4.100 | 5.900 | 3.500 | 4.900 | 5.600 | 5.200 | 5.100 | 4.20 | 5.500 | 5.20 | 4.900 | 6.500 |
Zoo | 5.200 | 5.900 | 5.100 | 5.500 | 6.300 | 7.800 | 5.900 | 6.50 | 6.000 | 6.30 | 6.000 | 9.000 |
Exactly2 | 6.300 | 5.800 | 6.100 | 7.500 | 5.700 | 5.400 | 6.700 | 7.20 | 6.700 | 6.40 | 7.200 | 7.900 |
M-of-n | 6.100 | 7.900 | 6.500 | 6.500 | 8.200 | 8.100 | 6.500 | 6.70 | 6.900 | 6.60 | 6.700 | 8.500 |
WineEW | 4.000 | 4.500 | 4.000 | 4.400 | 5.500 | 5.900 | 4.200 | 4.60 | 4.800 | 4.50 | 4.300 | 7.400 |
BreastCancer | 6.000 | 7.100 | 6.000 | 6.000 | 6.300 | 6.200 | 6.200 | 6.60 | 6.300 | 6.00 | 6.300 | 7.200 |
Tic-tac-toe | 9.000 | 9.000 | 9.000 | 9.000 | 8.200 | 7.100 | 9.000 | 9.00 | 8.800 | 7.600 | 9.000 | 8.000 |
W Score T L | 5 | 0 | 3 | 0 | 0 | 2 | 0 | 0 | 0 | 1 | 0 | 0 |
2 | 0 | 2 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | |
7 | 14 | 9 | 13 | 14 | 12 | 14 | 13 | 14 | 12 | 14 | 14 |
