From: Gene selection for cancer classification with the help of bees
Dataset name | Evaluation | EPSO | Â | IBPSO | Â | TS-BPSO | Â | BPSO-CGA | Â | Random forest | Â | mABC | |||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
 | Criteria | [37] |  | [43] |  | [42] |  | [44] |  | [55] |  | [This work] | |||||
 |  | Best | Avg. | S.D. |  | Best |  | Best |  | Best |  | Avg. | S.D. |  | Best | Avg. | S.D. |
9_Tumors | Accuracy | 76.67 | 75.00 | 1.11 | Â | 78.33 | Â | 81.63 | Â | - | Â | 88.0 | 0.037 | Â | 100 | 98.65 | 0.01 |
 | # Genes | 251 | 247.10 | 9.65 |  | 1280 |  | 2941 |  | - |  | 130 | - |  | 30 | 34.73 | 5.64 |
11_Tumors | Accuracy | 96.55 | 95.40 | 0.61 | Â | 93.10 | Â | 97.35 | Â | - | Â | - | - | Â | 100 | 99.50 | 0.00 |
 | # Genes | 243 | 237.70 | 9.66 |  | 2948 |  | 3206 |  | - |  | - | - |  | 42 | 47.27 | 7.79 |
Brain_Tumor1 | Accuracy | 93.33 | 92.11 | 0.82 | Â | 94.44 | Â | 95.89 | Â | 91.4 | Â | 93.6 | 0.007 | Â | 100 | 100 | 0.0 |
 | # Genes | 8 | 7.5 | 2.51 |  | 754 |  | 2913 |  | 456 |  | 86 | - |  | 12 | 16.87 | 2.85 |
Brain_Tumor2 | Accuracy | 94 | 92.4 | 1.27 | Â | 94.00 | Â | 92.65 | Â | - | Â | - | - | Â | 100 | 100 | 0.0 |
 | # Genes | 4 | 6.0 | 1.83 |  | 1197 |  | 5086 |  | - |  | - | - |  | 7 | 10.52 | 1.72 |
DLBCL | Accuracy | 100 | 100 | 0 | Â | 100 | Â | 100 | Â | - | Â | 94.6 | 0.021 | Â | 100 | 100 | 0.0 |
 | # Genes | 3 | 4.7 | 0.82 |  | 1042 |  | 2671 |  | - |  | 21 | - |  | 3 | 4.05 | 0.78 |
Leukemia1 | Accuracy | 100 | 100 | 0 | Â | 100 | Â | 100 | Â | 100 | Â | 98.1 | 0.006 | Â | 100 | 100 | 0.0 |
 | # Genes | 2 | 3.20 | 0.63 |  | 1034 |  | 2577 |  | 300 |  | 21 | - |  | 4 | 5.67 | 0.73 |
Leukemia2 | Accuracy | 100 | 100 | 0 | Â | 100 | Â | 100 | Â | - | Â | - | - | Â | 100 | 100 | 0.0 |
 | # Genes | 4 | 6.8 | 2.2 |  | 1292 |  | 5609 |  | - |  | - | - |  | 4 | 6.29 | 0.98 |
Lung_Cancer | Accuracy | 96.06 | 95.67 | 0.31 | Â | 96.55 | Â | 99.52 | Â | - | Â | - | - | Â | 100 | 100 | 0.0 |
 | # Genes | 7 | 8.3 | 2.11 |  | 1897 |  | 6958 |  | - |  | - | - |  | 14 | 23.31 | 5.14 |
Prostate_Tumor | Accuracy | 99.02 | 97.84 | 0.62 | Â | 92.16 | Â | 95.45 | Â | 93.7 | Â | - | - | Â | 100 | 100 | 0.0 |
 | # Genes | 5 | 6.6 | 2.17 |  | 1294 |  | 5320 |  | 795 |  | - | - |  | 5 | 10.73 | 3.15 |
SRBCT | Accuracy | 100 | 99.64 | 0.58 | Â | 100 | Â | 100 | Â | 100 | Â | 99.7 | 0.003 | Â | 100 | 100 | 0.0 |
 | # Genes | 7 | 14.90 | 13.03 |  | 431 |  | 1084 |  | 880 |  | 42 | - |  | 5 | 5.59 | 0.51 |