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

Table 5

Experimental results.

Fitness	Algorithm	Avgacc	Max	Min	Std	AvgN	SE	SP	Pre	F1	Dataset
	EHBCS	0.899	0.901	0.886	0.006	931.833	0.927	0.860	0.938	0.922	Colon Tumor
	BGA	0.893	0.901	0.885	0.008	905.000	0.927	0.860	0.925	0.922
	BPSO	0.877	0.886	0.868	0.008	984.300	0.927	0.753	0.888	0.901
	Avg	0.889	0.896	0.879	0.007	933.744	0.927	0.824	0.917	0.915
acc	EHBCS	0.898	0.903	0.886	0.006	1103.800	0.927	0.860	0.925	0.922
	BGA	0.893	0.903	0.886	0.011	1033.000	0.927	0.860	0.905	0.901
	BPSO	0.884	0.901	0.869	0.009	1632.100	0.927	0.793	0.910	0.913
	Avg	0.892	0.902	0.881	0.007	1256.300	0.927	0.838	0.913	0.912
	EHBCS	0.876	0.876	0.876	0	2776.200	0.920	0.600	0.931	0.916	Medulloblastomas
	BGA	0.807	0.842	0.783	0.022	2798.600	0.920	0.600	0.931	0.917
	BPSO	0.758	0.795	0.733	0.019	2927.800	0.910	0.600	0.921	0.912
	Avg	0.814	0.838	0.797	0.014	2834.200	0.917	0.600	0.928	0.915
acc	EHBCS	0.862	0.876	0.848	0.014	2899.800	0.910	0.550	0.915	0.907
	BGA	0.798	0.817	0.783	0.015	2960.100	0.900	0.600	0.931	0.941
	BPSO	0.764	0.767	0.762	0.002	3323.750	0.900	0.600	0.898	0.894
	Avg	0.808	0.820	0.798	0.010	3061.217	0.903	0.583	0.915	0.914
	EHBCS	0.740	0.750	0.733	0.008	3315.100	0.436	0.894	0.767	0.525	Central Nervous System
	BGA	0.672	0.700	0.650	0.017	3425.300	0.360	0.794	0.430	0.380
	BPSO	0.640	0.683	0.617	0.024	3569.100	0.360	0.737	0.396	0.360
	Avg	0.684	0.711	0.667	0.016	3436.500	0.385	0.808	0.532	0.422
acc	EHBCS	0.740	0.767	0.717	0.017	3693.600	0.500	0.894	0.787	0.572
	BGA	0.670	0.717	0.633	0.023	3561.400	0.360	0.786	0.706	0.369
	BPSO	0.643	0.650	0.633	0.008	4844.200	0.320	0.737	0.377	0.332
	Avg	0.684	0.711	0.661	0.016	4033.067	0.393	0.806	0.623	0.425
	EHBCS	0.971	0.973	0.960	0.005	3482.000	1	0.930	0.953	0.975	Relation Leukemia
	BGA	0.970	0.973	0.960	0.006	3401.400	1	0.885	0.922	0.955
	BPSO	0.952	0.960	0.947	0.007	3563.100	1	0.910	0.937	0.965
	Avg	0.962	0.969	0.956	0.006	3482.167	1	0.908	0.937	0.965
acc	EHBCS	0.973	0.987	0.960	0.006	4008.500	1	0.926	0.951	0.973
	BGA	0.971	0.973	0.960	0.005	3573.100	1	0.910	0.937	0.965
	BPSO	0.955	0.960	0.947	0.007	5661.200	1	0.910	0.937	0.965
	Avg	0.967	0.973	0.956	0.006	4414.267	1	0.915	0.942	0.968