Table 6 Comparison of the classification accuracies for HBSA-SVM(Biased), HBSA-SVM(Unbiased) and HBSA-KNN methods with the top-ranked genes
Dataset | HBSA-SVM (Biased) | HBSA-SVM (Unbiased) | HBSA-KNN | |||
|---|---|---|---|---|---|---|
#TG* | Acc.% | #TG* | Acc.% | #TG* | Acc.% | |
Leukemia | 2 | 88.46 | 3 | 82.69 | 2 | 84.62 |
3 | 92.31 | 5 | 86.54 | 5 | 90.38 | |
71 | 96.15 (H) | 15 | 92.31 (H) | 24 | 96.15 (H) | |
DLBCL | 2 | 95.24 | 2 | 80.95 | 2 | 80.95 |
3 | 100 (H) | 9 | 95.24 (H) | 3 | 90.48 (H) | |
Prostate | 1 | 94.12 | 1 | 91.18 (H) | 2 | 88.24 (H) |
2 | 97.06 (H) | 4 | 88.24 | 5 | 85.29 | |
SRBCT | 4 | 75 | 4 | 70 | 3 | 75 |
5 | 95 | 5 | 90 | 4 | 95 | |
24 | 100 (H) | 28 | 100 (H) | 5 | 100 (H) | |
ALL | 6 | 97 | 6 | 96 | 5 | 94 |
7 | 96 | 10 | 97 | 9 | 96 | |
112 | 100 (H) | 111 | 99 (H) | 85 | 100 (H) | |
Colon | 2 | 75 | 2 | 65 | 3 | 70 (H) |
3 | 80 (H) | 7 | 70 | 4 | 80 (H) | |
| Â | 4 | 80 | 15 | 80(H) | 7 | 80 |