Table 6

Average selected feature ratio by different algorithms.

DatasetHBBESPOBBAEPSOBGWO2BDABGAHBEPSOB
Zoo0.3180.5120.3560.4730.3310.4120.356
Wine EW0.3920.5380.40.5160.3380.3150.292
IonosphereEW0.3760.5260.3880.5410.3970.4020.426
WaveformEW0.6610.6640.70910.6660.6760.742
BreastEW0.3250.4800.2410.4700.2830.2900.270
Breastcancer0.4770.5110.5110.6440.4220.5660.500
Congress0.3180.4930.3250.5750.3370.4120.343
Exactly0.5000.5380.5070.5760.5070.5610.561
Exactly20.3920.5460.4920.8000.3920.4000.407
HeartEW0.3840.4920.4070.4300.4070.4150.391
KrvskpEW0.4670.5130.5020.6330.4750.5300.541
M-of-n0.4760.4460.4760.9230.5300.5760.546
SonarEW0.4130.5210.4630.5330.4130.420.45
SpectEW0.4240.4810.4630.5290.4540.4250.415
Tic-tac-toe0.5110.5770.6660.8660.5550.5110.622
Lymphography0.3550.4610.4160.5350.4380.40.388
Dermatology0.4700.4940.5110.5440.4110.4790.485
Echocardiogram0.2160.5080.2660.4830.2330.2830.218
Hepatitis0.2310.5150.3210.4310.2730.2310.273
LungCancer0.3480.4980.4230.5260.3530.3800.362
 
Average0.4030.5160.4420.6010.4110.4340.429

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