Table 2 Performance comparison of algorithms on classifier SVM.

From: A new hybrid algorithm for three-stage gene selection based on whale optimization

Data	Measure	T	W	VE	EU	VE	VB	EB	VF	EF	VW	EW	VEW
ALL3	Acc	76	72	76	76	76	76	76	76	76	71.2	69.6	81.33
	SD	0	0	0	0	0	0	0	0	0	9.12	8.76	6.11
	Pre	57.76	66.73	57.76	57.76	57.76	57.76	57.76	57.76	57.76	62.45	63.83	81.76
	Recall	76	72	76	76	76	76	76	76	76	71.2	69.60	81.33
	F1	65.64	68.36	65.64	65.64	65.64	65.64	65.64	65.64	65.64	65.76	65.33	77.20
Gas1	Acc	93.10	93.10	93.10	93.10	93.10	93.10	93.10	93.10	93.10	87.07	90.52	93.96
	SD	0	0	0	0	0	0	0	0	0	7.65	5.17	1.73
	Pre	93.10	93.10	93.10	93.10	93.10	93.10	93.10	93.10	93.10	87.72	90.57	94.22
	Recall	93.10	93.10	93.10	93.10	93.10	93.10	93.10	93.10	93.10	87.07	90.52	93.96
	F1	93.10	93.10	93.10	93.10	93.10	93.10	93.10	93.10	93.10	86.99	90.52	93.95
T1D	Acc	61.90	57.14	57.14	57.14	57.14	52.38	59.52	61.9	60.71	53.57	57.14	67.86
	SD	0	0	0	0	3.89	0	6.15	3.89	4.56	7.14	3.37	7.15
	Pre	62.70	58.38	58.38	56.66	57.85	52.91	59.79	62.17	61.12	53.87	54.62	68.50
	Recall	61.90	57.14	57.14	57.14	57.14	52.38	59.52	61.90	60.71	53.57	54.28	67.86
	F1	61.73	56.55	56.55	56.99	56.89	52.16	59.47	61.82	60.67	53.36	53.52	67.59
Mye	Acc	77.14	80	71.43	82.86	76.43	77.14	77.86	78.57	80	80.72	74.86	84.29
	SD	0	0	0	0	2.73	2.33	4.88	4.95	0	6.33	10.18	3.69
	Pre	72.32	78.23	71.43	79.76	73.58	74.90	74.79	74.90	75.48	77.71	77.23	85.71
	Recall	77.14	80	71.43	82.86	76.43	77.14	77.86	78.57	80	80.72	74.86	84.29
	F1	74.65	79.05	71.43	80.99	74.96	75.98	76.18	76.56	77.62	78.75	75.00	84.88
Ovarian	Acc	100	100	100	100	100	100	100	100	100	97.55	100	100
	SD	0	0	0	0	0	0	0	0	0	4.90	0	0
	Pre	100	100	100	100	100	100	100	100	100	97.53	100	100
	Recall	100	100	100	100	100	100	100	100	100	96.77	100	100
	F1	100	100	100	100	100	100	100	100	100	97.53	100	100
Leuk	Acc	93.33	86.67	100	100	100	100	100	100	100	80	81.67	100
	SD	0	0	0	0	0	0	0	0	0	9.43	14.78	0
	Pre	94.13	90.48	100	100	100	100	100	100	100	84.06	83.14	100
	Recall	93.33	86.67	100	100	100	100	100	100	100	80	82.67	100
	F1	93.24	87.04	100	100	100	100	100	100	100	80.51	82.01	100
MLL	Acc	100	100	93.33	96.66	93.33	88.33	100	93.33	91.66	65	68.33	95.55
	SD	0	0	0	3.85	0	6.38	0	0	3.33	6.38	11.38	3.85
	Pre	100	100	94.44	97.22	94.44	89.03	100	94.44	94.50	68.01	70.68	96.29
	Recall	100	100	93.33	96.66	93.33	88.33	100	93.33	91.66	65	68.33	95.55
	F1	100	100	93.27	96.63	93.27	88.25	100	93.27	91.62	65.47	68.40	95.51
Winners	Acc	2	2	2	2	2	2	3	2	2	0	1	6
	Pre	2	2	2	2	2	2	3	2	2	0	1	6
	Recall	2	2	2	2	2	2	3	2	2	0	1	6
	F1	2	2	2	2	2	2	3	2	2	0	1	6
Mean	Acc	85.92	84.13	84.43	86.54	85.14	83.85	86.64	86.13	85.92	76.44	77.45	89.00

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Table 2 Performance comparison of algorithms on classifier SVM.

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