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 |