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

Table 5

Experimental results of the eight algorithms.

Dataset	Algorithm	Best accuracy	Worst accuracy	Mean accuracy	STD
Musk_1	BSTABC-DCM	90.95	89.92	90.21	0.0043
	GABC	89.92	88.23	88.83	0.0065
	CLPSO	90.34	88.87	89.66	0.0054
	PSO	90.13	88.45	89.04	0.0069
	BSO	90.14	88.44	89.33	0.0071
	qABC	89.71	88.44	89.16	0.0059
	ABC	88.87	88.23	88.48	0.0023
	GWO	90.34	88.24	89.62	0.0087
BreastCancerCombiadataR2	BSTABC-DCM	86.99	85.43	86.08	0.0064
	GABC	86.30	84.41	85.08	0.0081
	CLPSO	86.20	84.44	85.02	0.0074
	PSO	85.43	77.57	82.11	0.0334
	BSO	86.11	81.8	84.31	0.0167
	qABC	86.19	83.54	85.08	0.0114
	ABC	86.23	80.74	83.94	0.0201
	GWO	86.30	83.69	84.92	0.0099
Lung cancer	BSTABC-DCM	82.38	76.67	80.48	0.0231
	GABC	78.38	72.86	75.81	0.021
	CLPSO	81.43	75.71	78.65	0.0238
	PSO	78.86	70.29	73.92	0.0327
	BSO	80.95	69.05	77.24	0.0468
	qABC	78.57	75.05	76.59	0.0164
	ABC	78.57	69.33	74.8	0.0401
	GWO	81.90	76.19	79.10	0.0235
Pdspeechfeatures	BSTABC-DCM	76.19	75.27	75.77	0.0034
	GABC	75.79	75.4	75.58	0.0015
	CLPSO	75.79	75.52	75.66	0.0045
	PSO	75.66	75.26	75.42	0.0017
	BSO	75.79	75.26	75.53	0.0018
	qABC	76.06	75.27	75.64	0.0034
	ABC	75.67	75.27	75.51	0.0017
	GWO	75.80	75.39	75.63	0.0018
Seeds	BSTABC-DCM	97.14	96.19	96.67	0.0034
	GABC	96.67	96.19	96.57	0.0021
	CLPSO	96.67	96.19	96.48	0.0026
	PSO	96.67	93.33	95.52	0.0129
	BSO	96.67	95.24	96.1	0.0062
	qABC	96.67	95.71	96.19	0.0048
	ABC	96.67	95.24	96.19	0.0058
	GWO	96.67	96.19	96.48	0.0026