An Improved Hybrid Feature Selection Algorithm for Electric Charge Recovery Risk

Table 5

Results of NBPSOSEE-SBS and contrast algorithms for ECR risk in June 2018.

Algorithms		High risk				Medium risk				Low risk
		Acc	Pre	Rec	F1	Acc	Pre	Rec	F1	Acc	Pre	Rec	F1
Without selected features	748	1.0	1.0	1.0	1.0	0.736	0.824	0.843	0.833	0.779	0.210	0.742	0.327
BWOA	252	1.0	1.0	1.0	1.0	0.859	0.996	0.861	0.924	0.928	0.526	0.921	0.669
BABC	395	1.0	1.0	1.0	1.0	0.761	0.901	0.818	0.858	0.912	0.549	0.720	0.623
BGA	349	1.0	1.0	1.0	1.0	0.828	0.982	0.824	0.896	0.924	0.499	0.905	0.643
BGWO	328	1.0	1.0	1.0	1.0	0.838	0.996	0.839	0.911	0.925	0.514	0.900	0.655
BPSO	378	1.0	1.0	1.0	1.0	0.855	0.986	0.858	0.917	0.914	0.426	0.978	0.594
CBPSO	380	1.0	1.0	1.0	1.0	0.832	0.989	0.837	0.907	0.924	0.450	0.869	0.634
HI-BQPSO	242	1.0	1.0	1.0	1.0	0.803	1.0	0.802	0.890	0.945	0.618	0.903	0.734
LBPSOSEE	216	1.0	1.0	1.0	1.0	0.789	0.975	0.806	0.882	0.961	0.759	0.804	0.781
NBPSOSEE	205	1.0	1.0	1.0	1.0	0.771	1.0	0.771	0.870	0.981	0.886	0.912	0.899
BWOA-SBS	243	1.0	1.0	1.0	1.0	0.778	1.0	0.778	0.875	0.957	0.680	0.960	0.796
BABC-SBS	389	1.0	1.0	1.0	1.0	0.764	0.905	0.819	0.860	0.913	0.558	0.714	0.626
BGA-SBS	341	1.0	1.0	1.0	1.0	0.748	1.0	0.748	0.856	0.955	0.686	0.925	0.788
BGWO-SBS	307	1.0	1.0	1.0	1.0	0.844	1.0	0.843	0.915	0.930	0.539	0.930	0.683
BPSO-SBS	356	1.0	1.0	1.0	1.0	0.886	0.991	0.889	0.938	0.922	0.465	0.982	0.631
CBPSO-SBS	371	1.0	1.0	1.0	1.0	0.845	0.989	0.851	0.915	0.927	0.512	0.875	0.646
HI-BQPSO-SBS	207	1.0	1.0	1.0	1.0	0.797	1.0	0.797	0.887	0.965	0.748	0.933	0.831
LBPSOSEE-SBS	202	1.0	1.0	1.0	1.0	0.804	0.974	0.821	0.891	0.963	0.780	0.811	0.795
NBPSOSEE-SBS	194	1.0	1.0	1.0	1.0	0.782	1.0	0.782	0.878	0.982	0.897	0.914	0.905