Feature Selection on Elite Hybrid Binary Cuckoo Search in Binary Label Classification

Table 4

Experimental results.

Fitness	Algorithm	Avgacc	Max	Min	Std	AvgN	SE	SP	Pre	F1	Dataset
	EHBCS	0.937	0.920	0.948	0.011	6.000	0.840	0.966	0.895	0.854	Cervical Cancer Behavior Risk
	BGA	0.954	0.975	0.934	0.015	5.000	0.917	0.952	0.906	0.893
	BPSO	0.925	0.946	0.896	0.014	4.400	0.700	0.978	0.967	0.775
	Avg	0.937	0.947	0.926	0.013	5.133	0.819	0.965	0.908	0.841
acc	EHBCS	0.924	0.932	0.906	0.011	6.600	0.785	0.960	0.821	0.793
	BGA	0.960	0.973	0.945	0.009	5.600	0.883	0.981	0.943	0.896
	BPSO	0.920	0.948	0.896	0.017	5.300	0.753	0.917	0.800	0.754
	Avg	0.935	0.951	0.916	0.012	5.833	0.807	0.953	0.854	0.814
	EHBCS	0.957	0.961	0.953	0.003	6.000	0.947	0.960	0.936	0.940	Breast Cancer Wisconsin (diagnostic)
	BGA	0.968	0.975	0.960	0.005	3.100	0.970	0.955	0.926	0.947
	BPSO	0.962	0.972	0.954	0.006	5.600	0.954	0.941	0.907	0.930
	Avg	0.962	0.969	0.956	0.005	4.900	0.953	0.952	0.923	0.939
acc	EHBCS	0.966	0.968	0.963	0.001	8.200	0.957	0.969	0.950	0.952
	BGA	0.973	0.977	0.968	0.003	7.900	0.954	0.959	0.940	0.952
	BPSO	0.911	0.935	0.879	0.020	16.400	0.957	0.961	0.937	0.946
	Avg	0.950	0.960	0.937	0.008	10.833	0.956	0.963	0.942	0.948
	EHBCS	0.787	0.793	0.778	0.007	10.200	0.294	0.926	0.604	0.371	Breast Cancer Wisconsin (prognosis)
	BGA	0.831	0.848	0.808	0.010	9.500	0.200	0.958	0.593	0.277
	BPSO	0.814	0.825	0.793	0.014	10.800	0.216	0.936	0.583	0.286
	Avg	0.811	0.822	0.793	0.010	10.167	0.236	0.940	0.593	0.311
acc	EHBCS	0.797	0.803	0.793	0.005	13.800	0.220	0.974	0.750	0.322
	BGA	0.822	0.863	0.788	0.020	13.500	0.210	0.981	0.735	0.302
	BPSO	0.806	0.829	0.793	0.010	15.200	0.191	0.968	0.733	0.289
	Avg	0.808	0.832	0.791	0.012	14.167	0.207	0.974	0.739	0.304
	EHBCS	0.755	0.778	0.735	0.017	15.200	0.947	0.960	0.936	0.940	Sonar
	BGA	0.816	0.880	0.778	0.036	11.000	0.970	0.955	0.926	0.947
	BPSO	0.637	0.663	0.610	0.018	25.200	0.954	0.941	0.907	0.930
	Avg	0.736	0.774	0.708	0.024	17.133	0.952	0.502	0.704	0.789
acc	EHBCS	0.752	0.773	0.730	0.014	16.600	0.957	0.969	0.950	0.952
	BGA	0.800	0.865	0.760	0.035	13.400	0.954	0.959	0.940	0.945
	BPSO	0.631	0.644	0.620	0.009	27.600	0.967	0.961	0.937	0.946
	Avg	0.728	0.761	0.703	0.019	19.200	0.974	0.451	0.684	0.788