Table 5. The quartile and mean values of AUC accuracies of ESVM-RFE, SVM-RFE and BIRF on the four microarray datasets.
Dataset | Method | Min | 1st Qu | Median | Mean | 3rd Qu | Max |
---|---|---|---|---|---|---|---|
Colon | ESVM-RFE | 0.9 | 0.9 | 0.95 | 0.94 | 0.95 | 1 |
SVM-RFE | 0.85 | 0.9 | 0.9 | 0.89 | 0.9 | 0.95 | |
BIRF | 0.83 | 0.87 | 0.92 | 0.9 | 0.91 | 0.98 | |
Breast 2 | ESVM-RFE | 0.76 | 0.84 | 0.85 | 0.84 | 0.85 | 0.89 |
SVM-RFE | 0.67 | 0.73 | 0.78 | 0.77 | 0.78 | 0.84 | |
BIRF | 0.68 | 0.75 | 0.8 | 0.79 | 0.83 | 0.88 | |
Breast 3 | ESVM-RFE | 0.56 | 0.62 | 0.67 | 0.66 | 0.69 | 0.78 |
SVM-RFE | 0.48 | 0.63 | 0.66 | 0.66 | 0.68 | 0.74 | |
BIRF | 0.61 | 0.63 | 0.67 | 0.68 | 0.72 | 0.76 | |
NCI | ESVM-RFE | 0.71 | 0.78 | 0.81 | 0.81 | 0.84 | 0.89 |
SVM-RFE | 0.67 | 0.75 | 0.79 | 0.78 | 0.82 | 0.89 | |
BIRF | 0.68 | 0.73 | 0.77 | 0.76 | 0.81 | 0.83 |