Table 7 Results comparison of the mean number of features selected (MeanFeat) based on the RF classifier for DESFO with other MH methods.
Benchmarks | DESFO | DE | SFO | ABC | PSO | BA | GWO | WOA | GOA | HHO | BSA | HGSO |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
PenglungEW | 155.6 | 160.7 | 153.3 | 183.7 | 156.3 | 161.1 | 159.9 | 155 | 158.8 | 160.2 | 160.2 | 184.7 |
IonosphereEW | 14.60 | 13.90 | 14.00 | 15.8 | 14.6 | 16.00 | 13.90 | 12.9 | 15.50 | 13.10 | 14.30 | 18.70 |
SonarEW | 27.60 | 30.20 | 28.70 | 34.7 | 27.6 | 31.50 | 28.30 | 29.9 | 28.20 | 29.30 | 30.10 | 34.90 |
WaveformEW | 20.90 | 19.30 | 20.10 | 21.1 | 20.0 | 20.20 | 19.80 | 21.7 | 21.70 | 19.10 | 17.50 | 24.20 |
KrVsKpEW | 17.10 | 18.00 | 18.00 | 18.3 | 18.2 | 19.90 | 16.40 | 17.2 | 17.10 | 15.90 | 18.20 | 20.60 |
BreastEW | 12.20 | 12.90 | 13.80 | 14.7 | 13.5 | 14.20 | 12.90 | 13.0 | 13.40 | 13.60 | 14.60 | 15.70 |
Lymphography | 9.100 | 9.500 | 8.600 | 10.6 | 9.40 | 8.800 | 9.500 | 9.00 | 8.100 | 8.900 | 9.000 | 9.900 |
Vote | 3.200 | 5.100 | 2.800 | 3.60 | 5.90 | 4.600 | 4.300 | 4.20 | 4.100 | 3.600 | 4.300 | 6.400 |
Zoo | 4.500 | 5.300 | 4.600 | 5.10 | 5.60 | 6.400 | 5.300 | 5.70 | 5.400 | 5.500 | 5.600 | 7.500 |
Exactly2 | 5.000 | 5.100 | 5.000 | 5.00 | 5.40 | 5.200 | 5.000 | 5.40 | 5.200 | 4.800 | 5.000 | 3.600 |
M-of-n | 6.300 | 7.300 | 6.300 | 6.50 | 8.30 | 7.500 | 6.600 | 6.80 | 7.100 | 6.800 | 7.200 | 8.700 |
WineEW | 3.000 | 3.500 | 3.000 | 3.50 | 3.70 | 4.500 | 3.400 | 3.30 | 3.600 | 3.800 | 3.400 | 5.700 |
BreastCancer | 5.100 | 5.300 | 5.000 | 5.00 | 5.70 | 5.500 | 5.600 | 5.50 | 5.500 | 6.000 | 5.300 | 5.900 |
Tic-tac-toe | 7.000 | 6.800 | 7.000 | 7.00 | 6.60 | 6.400 | 7.000 | 6.60 | 6.800 | 6.500 | 7.000 | 6.200 |
W Score T L | 2 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 |
3 | 0 | 3 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | |
9 | 14 | 9 | 13 | 13 | 14 | 14 | 13 | 13 | 13 | 13 | 12 |
