Table 6.

Comparison of the gene selection algorithms on ten selected datasets. Bold font indicates the best results

		IBPSO	IG-GA	IG-ISSO	EPSO	mABC	SVM	GSP
11_Tumors	AC avg.	95.06	92.53	95.92	95.4	99.5	89.08	99.88
	AC std.	0.3	_____	1.31	0.61	0	---------	0.01
	N avg.	240.9	479	19.8	237.7	47.27	12533	17.9
	N std.	9.55	____	2.57	9.66	7.79	-------	1.2
9_Tumors	AC avg.	75.5	85	91.67	75	98.65	53.33	98.88
	AC std.	1.58	____	2.48	1.11	0.01	-------	0.02
	N avg.	240	52	15.7	247.1	34.73	5726	13.8
	N std.	7.95	____	2.2136	9.65	5.54	--------	1.02
Brain_Tumor1	AC avg.	92.56	93.33	98	92.11	100	90	99.8
	AC std.	0.54	____	0.88	0.82	0	--------	0.31
	N avg.	11.2	244	10.1	7.5	16.87	5920	9.2
	N std.	7.15	____	1.73	2.51	2.85	--------	1.5
Brain_Tumor2	AC avg.	91	88	99.8	92.4	100	80	99.9
	AC std.	0.05	____	0.63	1.27	0	--------	0.1
	N avg.	6.4	489	10.4	6	10.52	10367	9.8
	N std.	1.9	____	1.08	1.83	1.72	--------	0.4
Lung_ Cancer	AC avg.	95.86	95.57	99.41	95.67	100	95.07	100
	AC std.	0.53	____	0.45	8.3	0	--------	0
	N avg.	14.9	2101	10.4	8.5	23.31	12600	8.3
	N std.	10.57	____	1.08	2.11	5.14	--------	0.82
Leukemia1	AC avg.	100	100	100	100	100	100	100
	AC std.	0	____	0	0	0	--------	0
	N avg.	3.5	82	4.6	3.2	5.67	7129	2.9
	N std.	0.71	____	0.52	0.63	0.73	--------	0.73
Leukemia2	AC avg.	100	98.61	100	100	100	97.22	100
	AC std.	0	____	0	0	0	--------	0
	N avg.	6.7	782	4.2	6.8	6.29	11225	4.1
	N std.	1.5	____	0.42	2.2	0.98	--------	0.73
SRBCT	AC avg.	100	100	100	99.64	100	98.41	100
	AC std.	0	____	0	0.58	0	--------	0
	N avg.	17.5	56	4.3	14.9	5.59	2308	4
	N std.	8.32	____	0.48	13.03	0.51	--------	0.67
Prostate	AC avg.	97.94	96	98.82	97	100	93.4	99.87
	AC std.	0.31	____	0.41	0.62	0	--------	0.52
	N avg.	13.6	343	8.4	6.6	10.73	10509	8.2
	N std.	7.68	____	1.78	2.17	3.15	--------	0.79
DLBCL	AC avg.	100	100	100	100	100	97.42	100
	AC std.	0	____	0	0	0	--------	0
	N avg.	6	107	3.9	4.7	4.05	5469	3.5
	N std.	1.25	____	0.32	0.82	0.78	--------Ftable	0.5