Accurate breast cancer diagnosis using a stable feature ranking algorithm

Yu, Shaode; Jin, Mingxue; Wen, Tianhang; Zhao, Linlin; Zou, Xuechao; Liang, Xiaokun; Xie, Yaoqin; Pan, Wanlong; Piao, Chenghao

doi:10.1186/s12911-023-02142-2

BMC Medical Informatics and Decision Making

Table 5 Estimated FR stability values on gene expression datasets (GSE10810 and GSE15852)

From: Accurate breast cancer diagnosis using a stable feature ranking algorithm

		top-3	top-4	top-5	top-6	top-7	top-8	top-9	top-10
GSE10810	[25]	0.44	0.55	0.54	0.52	0.52	0.51	0.50	0.50
	[26]		0.87	0.81	0.77	0.73	0.71	0.72	0.73
	[27]	0.44	0.52	0.52	0.49	0.49	0.50	0.50	0.49
	[28]	0.52	0.51	0.46	0.44	0.43	0.44	0.47	0.47
	[29]	0.21	0.26	0.25	0.25	0.25	0.25	0.25	0.26
	[30]	0.43	0.42	0.41	0.41	0.41	0.41	0.42	0.41
	[31]	0.15	0.20	0.20	0.20	0.21	0.23	0.24	0.24
	[32]	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00
	[33]		0.50	0.49	0.48	0.48	0.47	0.49	0.48
	[34]	0.52	0.51	0.46	0.44	0.43	0.44	0.47	0.47
	[35]	0.31	0.40	0.39	0.39	0.37	0.39	0.39	0.41
	[36]		0.77	0.82	0.85	0.86	0.84	0.84	0.85
	[37]	0.11	0.12	0.13	0.16	0.18	0.21	0.22	0.24
	[38]	0.00	0.00	0.01	0.01	0.01	0.01	0.01	0.01
	[39]	0.46	0.51	0.59	0.66	0.73	0.78	0.80	0.82
	[40]	0.00	0.00	0.00	0.00	0.00	0.00	0.01	0.01
	[41]		0.56	0.52	0.50	0.46	0.45	0.44	0.43
	[42]	0.46	0.50	0.59	0.66	0.71	0.78	0.80	0.81
	[43]	0.25	0.28	0.30	0.30	0.33	0.35	0.36	0.37
	[44]		0.64	0.64	0.65	0.67	0.66	0.66	0.67
	[45]	0.05	0.05	0.07	0.09	0.09	0.09	0.09	0.10
	[46]	0.51	0.52	0.50	0.48	0.51	0.54	0.57	0.59
	[47]	0.17	0.18	0.18	0.21	0.22	0.23	0.24	0.26
GSE15852	[25]	0.40	0.49	0.51	0.52	0.59	0.61	0.61	0.61
	[26]	0.51	0.51	0.56	0.60	0.61	0.60	0.62	0.63
	[27]	0.47	0.51	0.57	0.59	0.58	0.57	0.57	0.58
	[28]	0.28	0.33	0.38	0.40	0.40	0.42	0.44	0.47
	[29]	0.48	0.52	0.59	0.65	0.70	0.73	0.76	0.76
	[30]	0.31	0.41	0.46	0.52	0.55	0.58	0.60	0.61
	[31]	0.16	0.21	0.21	0.20	0.20	0.21	0.21	0.22
	[32]	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00
	[33]		0.56	0.57	0.61	0.66	0.71	0.75	0.73
	[34]	0.21	0.24	0.26	0.30	0.32	0.35	0.38	0.40
	[35]		0.62	0.62	0.67	0.73	0.78	0.81	0.83
	[36]		0.88	0.88	0.86	0.88	0.88	0.89	0.90
	[37]	0.24	0.26	0.24	0.26	0.27	0.28	0.30	0.31
	[38]	0.53	0.46	0.44	0.42	0.43	0.42	0.43	0.42
	[39]		0.97	0.89	0.88	0.85	0.87	0.86	0.89
	[40]	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00
	[41]	0.25	0.28	0.27	0.29	0.31	0.31	0.32	0.32
	[42]		0.96	0.89	0.89	0.86	0.86	0.88	0.89
	[43]		0.65	0.66	0.74	0.80	0.88	0.87	0.82
	[44]		0.54	0.56	0.57	0.59	0.60	0.61	0.63
	[45]	0.05	0.05	0.06	0.07	0.06	0.07	0.07	0.07
	[46]	0.54	0.58	0.56	0.55	0.55	0.55	0.55	0.55
	[47]	0.16	0.18	0.22	0.24	0.26	0.27	0.29	0.31

Values with \(S \geq 0.55\) when \(m = 3\) are highlighted with red color

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