Table 3.
ID | Data source | Features | Sample size | Features Removed (%) | Classification Accuracy (%) | ||
---|---|---|---|---|---|---|---|
Class 1 | Class 0 | Reduced data | Full data | ||||
1 | Alon et al.16 | 6,584 | 40 | 21 | 70.05 | 95.12 | 95.95 |
2 | Beer et al.17 | 5,372 | 69 | 17 | 84.07 | 92.08 | 81.6 |
3 | Bhattacharjee et al.18 | 5,372 | 17 | 52 | 92.68 | 85.71 | 73.1 |
4 | Golub, et al.19 | 7,129 | 25 | 47 | 67.91 | 96.61 | 92.41 |
5 | Hedenfalk et al.20 | 7,464 | 18 | 18 | 74.81 | 97.5 | 39.58 |
6 | Iizuka, Oka et al.21 | 7,129 | 20 | 40 | 90.19 | 81.67 | 70 |
7 | Pomeroy, et al.22 | 7,129 | 21 | 39 | 93.08 | 76.67 | 60.83 |
8 | Rosenwald, et al.24 | 7,399 | 102 | 138 | 85.35 | 68.13 | 62.71 |
9 | Singh, et al.25 | 12,599 | 52 | 50 | 46.72 | 64.23 | 57.55 |
10 | Van’t Veer, et al.26 | 24,481 | 34 | 44 | 82.64 | 77.14 | 67.59 |
11 | Yeoh, et al.27 | 12,625 | 48 | 201 | 90.76 | 87.94 | 80.55 |
12 | Pusztai, et al.23 | 11,170 | 101 | 58 | 32.51 | 71.69 | 70.13 |