Table 5.
Datasets | Search space | Classifier | time (seconds) | # of gene selected | Accuracy (%) |
---|---|---|---|---|---|
Leukemia | 200 | NB | 13 | 4 | 100 |
200 | J4.8 | 13 | 2 | 95.83 | |
200 | SVM | 896 | 3 | 98.61 | |
100 | NB | 7 | 4 | 100 | |
100 | J4.8 | 7 | 2 | 95.83 | |
100 | SVM | 566 | 4 | 98.61 | |
50 | NB | 4 | 4 | 100 | |
50 | J4.8 | 4 | 2 | 95.83 | |
50 | SVM | 273 | 4 | 98.61 | |
Lung cancer | 200 | NB | 16 | 3 | 100 |
200 | J4.8 | 30 | 2 | 99.45 | |
200 | SVM | 652 | 3 | 100 | |
100 | NB | 8 | 3 | 100 | |
100 | J4.8 | 16 | 2 | 99.45 | |
100 | SVM | 327 | 3 | 100 | |
50 | NB | 4 | 3 | 100 | |
50 | J4.8 | 8 | 2 | 99.45 | |
50 | SVM | 157 | 3 | 100 | |
Breast cancer | 200 | NB | 34 | 6 | 84.54 |
200 | J4.8 | 84 | 4 | 86.60 | |
200 | SVM | 1032 | 3 | 82.47 | |
100 | NB | 13 | 5 | 86.60 | |
100 | J4.8 | 42 | 4 | 85.57 | |
100 | SVM | 886 | 6 | 88.66 | |
50 | NB | 7 | 5 | 86.60 | |
50 | J4.8 | 15 | 3 | 85.57 | |
50 | SVM | 427 | 6 | 88.66 | |
Colon cancer | 200 | NB | 12 | 5 | 91.94 |
200 | J4.8 | 36 | 3 | 96.77 | |
200 | SVM | 1079 | 5 | 90.32 | |
100 | NB | 6 | 5 | 91.94 | |
100 | J4.8 | 16 | 3 | 90.32 | |
100 | SVM | 539 | 5 | 90.32 | |
50 | NB | 4 | 5 | 90.32 | |
50 | J4.8 | 8 | 3 | 90.32 | |
50 | SVM | 246 | 4 | 87.09 |