Table 9 Average size of selected gene subset by each method
Dataset | Proposed feature selection Framework | CER-ABC | MBEGA | ||
|---|---|---|---|---|---|
Iso-GA | MDS-GA | GA | |||
Breast | 51.4 (4.5) | 53.8 (3.3) | 56.4 (3.8) | 127.4 (8.3) | 14.5 (4.2) |
CNS | 4.0 (1.4) | 7.0 (1.4) | 8.2 (0.8) | 18.4 (2.9) | 20.5 (6.9) |
Colon | 11.8 (2.5) | 17 (2.0) | 18.4 (2.7) | 19.6 (4.0) | 24.5 (7.0) |
Leukemia | 43.2 (3.3) | 52.4 (3.0) | 54 (4.9) | 144.2 (18.3) | 12.8 (4.9) |
Lung | 18 (8.0) | 32.4 (4.9) | 37.2 (5.3) | 998.6 (30.02) | 14.1 (7.0) |
Lymphoma | 48.4 (3.7) | 66.6 (4.5) | 71.2 (1.1) | 112 (7.7) | 34.3 (8) |
MLL | 21 (4.1) | 31.8 (5.6) | 38.2 (7.9) | 1538.4 (56.0) | 32.1 (10.6) |
SRBCT | 17.6 (1.9) | 30.4 (1.8) | 32 (2.9) | 568.2 (8.3) | 60.7 (11.7) |