From: Recursive gene selection based on maximum margin criterion: a comparison with SVM-RFE
Classifier+Selection criterion | Number of genes | ||||
---|---|---|---|---|---|
 | 10 | 20 | 30 | 50 | 100 |
MLL | Â | Â | Â | Â | Â |
NMC+BW | 11.5 ± 0.7 | 8.8 ± 0.6 | 7.4 ± 0.5 | 6.1 ± 0.5 | 5.6 ± 0.5 |
NMC+MMC-RFE(U) | 7.0 ± 0.6 | 5.8 ± 0.5 | 5.1 ± 0.5 | 4.9 ± 0.5 | 4.0 ± 0.4 |
NMC+MMC-RFE(O) | 6.4 ± 0.5 | 5.9 ± 0.5 | 5.6 ± 0.5 | 4.9 ± 0.4 | 4.4 ± 0.4 |
NMC+SVM-RFE(H) | 26.9 ± 1.4 | 19.3 ± 1.2 | 15.5 ± 1.1 | 12.0 ± 0.8 | 9.1 ± 0.7 |
NMC+SVM-RFE(S) | 28.0 ± 1.3 | 21.4 ± 1.1 | 16.6 ± 1.0 | 11.9 ± 0.8 | 7.9 ± 0.7 |
MMC+MMC-RFE(U) | 6.8 ± 0.5 | 6.0 ± 0.5 | 5.2 ± 0.5 | 4.9 ± 0.5 | 4.0 ± 0.4 |
MMC+MMC-RFE(O) | 6.4 ± 0.5 | 5.8 ± 0.5 | 5.6 ± 0.5 | 4.9 ± 0.4 | 4.5 ± 0.4 |
SVM+SVM-RFE(H) | 31.3 ± 1.5 | 24.0 ± 1.4 | 18.3 ± 1.1 | 12.9 ± 0.8 | 7.9 ± 0.6 |
SVM+SVM-RFE(S) | 26.2 ± 1.2 | 20.2 ± 1.1 | 14.4 ± 1.0 | 10.6 ± 0.8 | 6.8 ± 0.6 |
SRBCT | Â | Â | Â | Â | Â |
NMC+BW | 35.2 ± 1.4 | 22.1 ± 0.7 | 19.3 ± 0.7 | 10.5 ± 0.7 | 7.6 ± 0.6 |
NMC+MMC-RFE(U) | 5.0 ± 0.5 | 3.0 ± 0.4 | 2.4 ± 0.3 | 2.2 ± 0.3 | 2.7 ± 0.3 |
NMC+MMC-RFE(O) | 8.9 ± 0.7 | 6.0 ± 0.5 | 6.5 ± 0.5 | 6.8 ± 0.5 | 6.4 ± 0.5 |
NMC+SVM-RFE(H) | 29.2 ± 1.2 | 22.9 ± 1.1 | 19.5 ± 1.0 | 15.7 ± 0.9 | 11.6 ± 0.7 |
NMC+SVM-RFE(S) | 27.2 ± 1.2 | 21.9 ± 1.2 | 18.3 ± 1.0 | 14.2 ± 0.7 | 11.1 ± 0.8 |
MMC+MMC-RFE(U) | 4.4 ± 0.5 | 2.5 ± 0.3 | 2.0 ± 0.3 | 1.7 ± 0.3 | 1.3 ± 0.2 |
MMC+MMC-RFE(O) | 4.7 ± 0.5 | 4.1 ± 0.4 | 4.4 ± 0.4 | 3.5 ± 0.4 | 3.3 ± 0.4 |
SVM+SVM-RFE(H) | 24.0 ± 1.3 | 14.2 ± 1.0 | 9.6 ± 0.7 | 6.3 ± 0.5 | 3.6 ± 0.4 |
SVM+SVM-RFE(S) | 24.8 ± 1.4 | 12.7 ± 1.1 | 8.8 ± 0.8 | 5.1 ± 0.5 | 3.4 ± 0.4 |