Table 5 Average performance of the...

Table 5

Average performance of the selected features by different algorithms.

Dataset	HBBESPO	BBA	EPSO	BGWO2	BDA	BGA	HBEPSOB
Zoo	0.873	0.799	0.791	0.851	0.788	0.863	0.852
Wine EW	0.901	0.726	0.881	0.896	0.923	0.886	0.908
IonosphereEW	0.831	0.817	0.829	0.824	0.799	0.828	0.819
WaveformEW	0.829	0.779	0.809	0.819	0.807	0.806	0.809
BreastEW	0.945	0.842	0.931	0.908	0.944	0.892	0.94
Breastcancer	0.958	0.957	0.956	0.957	0.956	0.957	0.952
Congress	0.944	0.893	0.943	0.928	0.931	0.915	0.927
Exactly	0.835	0.647	0.884	0.680	0.798	0.687	0.952
Exactly2	0.760	0.711	0.738	0.732	0.739	0.734	0.726
HeartEW	0.813	0.648	0.776	0.702	0.81	0.711	0.783
KrvskpEW	0.959	0.772	0.958	0.917	0.954	0.906	0.956
M-of-n	0.980	0.719	0.975	0.843	0.949	0.892	0.942
SonarEW	0.704	0.678	0.682	0.682	0.658	0.694	0.694
SpectEW	0.764	0.755	0.757	0.777	0.752	0.750	0.759
Tic-tac-toe	0.745	0.647	0.740	0.713	0.745	0.734	0.733
Lymphography	0.422	0.422	0.354	0.379	0.417	0.416	0.422
Dermatology	0.933	0.802	0.952	0.908	0.940	0.950	0.957
Echocardiogram	0.888	0.861	0.906	0.877	0.893	0.852	0.859
Hepatitis	0.825	0.788	0.813	0.788	0.788	0.798	0.792
LungCancer	0.454	0.343	0.390	0.345	0.427	0.409	0.484

Average	0.818	0.730	0.803	0.776	0.801	0.784	0.813

Dataset	HBBESPO	BBA	EPSO	BGWO2	BDA	BGA	HBEPSOB
Zoo	0.873	0.799	0.791	0.851	0.788	0.863	0.852
Wine EW	0.901	0.726	0.881	0.896	0.923	0.886	0.908
IonosphereEW	0.831	0.817	0.829	0.824	0.799	0.828	0.819
WaveformEW	0.829	0.779	0.809	0.819	0.807	0.806	0.809
BreastEW	0.945	0.842	0.931	0.908	0.944	0.892	0.94
Breastcancer	0.958	0.957	0.956	0.957	0.956	0.957	0.952
Congress	0.944	0.893	0.943	0.928	0.931	0.915	0.927
Exactly	0.835	0.647	0.884	0.680	0.798	0.687	0.952
Exactly2	0.760	0.711	0.738	0.732	0.739	0.734	0.726
HeartEW	0.813	0.648	0.776	0.702	0.81	0.711	0.783
KrvskpEW	0.959	0.772	0.958	0.917	0.954	0.906	0.956
M-of-n	0.980	0.719	0.975	0.843	0.949	0.892	0.942
SonarEW	0.704	0.678	0.682	0.682	0.658	0.694	0.694
SpectEW	0.764	0.755	0.757	0.777	0.752	0.750	0.759
Tic-tac-toe	0.745	0.647	0.740	0.713	0.745	0.734	0.733
Lymphography	0.422	0.422	0.354	0.379	0.417	0.416	0.422
Dermatology	0.933	0.802	0.952	0.908	0.940	0.950	0.957
Echocardiogram	0.888	0.861	0.906	0.877	0.893	0.852	0.859
Hepatitis	0.825	0.788	0.813	0.788	0.788	0.798	0.792
LungCancer	0.454	0.343	0.390	0.345	0.427	0.409	0.484

Average	0.818	0.730	0.803	0.776	0.801	0.784	0.813

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