A Binary Superior Tracking Artificial Bee Colony with Dynamic Cauchy Mutation for Feature Selection

Table 4

Experimental results of the eight algorithms.

Dataset	Algorithm	Best accuracy	Worst accuracy	Mean accuracy	STD
Breastcancerwisconsin	BSTABC-DCM	98.10	97.95	98.04	0.0008
	GABC	97.95	97.66	97.89	0.0013
	CLPSO	98.10	97.95	97.98	0.0006
	PSO	97.95	97.66	97.83	0.0012
	BSO	97.95	97.81	97.92	0.0006
	qABC	97.95	97.80	97.83	0.0007
	ABC	97.95	97.66	97.81	0.001
	GWO	98.10	97.80	97.92	0.0012
Diabetic retinopathy	BSTABC-DCM	72.03	69.07	70.69	0.0136
	GABC	70.98	69.94	70.29	0.0041
	CLPSO	70.98	70.11	70.6	0.0033
	PSO	70.72	68.12	69.73	0.0119
	BSO	71.15	69.51	70.25	0.0073
	qABC	71.41	69.59	70.51	0.0079
	ABC	70.81	70.2	70.53	0.0025
	GWO	71.85	69.06	71.05	0.0116
Glass identification	BSTABC-DCM	73.87	72.88	73.29	0.0043
	GABC	73.03	70.99	72.17	0.0075
	CLPSO	72.99	72.40	72.63	0.003
	PSO	72.53	71.54	72	0.0046
	BSO	73.84	72.41	73.1	0.0065
	qABC	72	70.56	71.42	0.0052
	ABC	72.46	71.00	71.7	0.0071
	GWO	73.31	70.06	72.28	0.0133
Ionosphere	BSTABC-DCM	90.6	88.62	89.58	0.0087
	GABC	89.74	87.19	88.33	0.0094
	CLPSO	88.05	87.19	87.69	0.0037
	PSO	88.62	86.92	87.59	0.0062
	BSO	89.46	88.31	89.06	0.0043
	qABC	89.17	87.19	88.26	0.0073
	ABC	88.89	87.19	87.76	0.0066
	GWO	90.02	88.05	88.95	0.0081
Movementlibras	BSTABC-DCM	78.89	78.21	78.48	0.003
	GABC	78.03	77.23	77.61	0.0037
	CLPSO	78	77.55	77.77	0.0016
	PSO	78.57	76.93	77.54	0.0081
	BSO	78.38	77.18	77.8	0.0042
	qABC	78.12	77.59	77.8	0.0027
	ABC	77.79	77.28	77.65	0.0022
	GWO	79.16	77.28	78.22	0.008