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 4 Estimated FR stability values on medical image datasets (BCDR-F03 and WDBC)

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
BCDR-F03	[25]		0.85	0.77	0.76	0.77	0.78	0.74	0.71
	[26]		0.81	0.80	0.69	0.66	0.68	0.64	0.63
	[27]		0.82	0.80	0.68	0.66	0.67	0.63	0.63
	[28]		0.79	0.89	0.79	0.73	0.71	0.71	0.79
	[29]		0.76	0.84	0.80	0.82	0.93	0.84	0.78
	[30]	0.46	0.39	0.37	0.39	0.39	0.40	0.39	0.36
	[31]		0.59	0.54	0.50	0.46	0.43	0.47	0.47
	[32]	0.06	0.08	0.07	0.10	0.11	0.14	0.14	0.12
	[33]		0.74	0.77	0.83	0.84	0.80	0.86	0.80
	[34]		0.82	0.77	0.73	0.63	0.59	0.59	0.61
	[35]		0.81	1.00	1.00	1.00	1.00	1.00	1.00
	[36]		0.89	0.90	0.91	0.92	0.92	0.99	0.90
	[37]	0.24	0.27	0.35	0.36	0.35	0.36	0.38	0.36
	[38]		0.89	0.85	0.91	1.00	0.92	0.91	0.80
	[39]		1.00	0.88	0.75	0.70	0.73	0.73	0.79
	[40]	0.52	0.62	0.63	0.62	0.62	0.54	0.48	0.44
	[41]		0.82	0.79	0.84	0.75	0.68	0.71	0.71
	[42]		1.00	0.87	0.78	0.78	0.79	0.83	0.80
	[43]		1.00	0.93	0.89	1.00	0.99	0.92	0.88
	[44]		0.80	0.94	0.85	0.99	0.88	0.88	0.99
	[45]		0.80	0.82	0.78	0.82	0.79	0.69	0.66
	[46]		0.90	0.93	0.94	0.87	0.91	0.89	0.86
	[47]		0.85	1.00	1.00	1.00	0.96	0.89	1.00
WDBC	[25]		1.00	1.00	0.95	0.92	0.89	0.92	1.00
	[26]		0.76	0.78	0.86	0.88	0.86	0.85	0.88
	[27]		0.71	0.84	1.00	0.88	0.95	0.94	0.92
	[28]		0.87	1.00	0.94	0.90	0.89	0.97	0.93
	[29]		1.00	0.88	0.86	0.80	0.86	0.91	1.00
	[30]		0.59	0.56	0.53	0.53	0.51	0.50	0.48
	[31]		0.63	0.57	0.54	0.50	0.47	0.47	0.45
	[32]	0.08	0.12	0.14	0.17	0.21	0.22	0.25	0.27
	[33]		0.98	0.97	0.91	0.92	0.95	0.97	1.00
	[34]		0.78	1.00	0.88	0.82	0.85	0.88	0.90
	[35]		0.97	1.00	0.89	1.00	0.94	1.00	0.96
	[36]		1.00	1.00	1.00	1.00	1.00	1.00	0.92
	[37]		0.95	0.96	1.00	0.91	1.00	0.98	0.90
	[38]		0.86	0.90	0.83	0.80	0.78	0.80	0.84
	[39]		1.00	0.88	0.99	1.00	0.96	0.98	0.98
	[40]		0.97	0.91	0.85	0.87	0.95	0.93	0.99
	[41]	0.19	0.22	0.23	0.23	0.23	0.23	0.25	0.26
	[42]		1.00	0.88	0.98	1.00	0.96	0.97	0.98
	[43]		0.87	1.00	0.98	1.00	0.98	0.95	0.98
	[44]		1.00	0.90	0.90	0.96	1.00	1.00	0.98
	[45]	0.47	0.57	0.66	0.72	0.77	0.81	0.83	0.88
	[46]		0.87	1.00	1.00	1.00	0.98	0.92	1.00
	[47]		0.86	0.77	0.75	0.73	0.80	0.82	0.86

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

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