Table 2 Performance results of SVM_RFE and FW_SVM for lung cancer and normal tissue dataset
Method | N* | Sensitivity (%) | Specificity (%) | Accuracy (%) | Run Time |
|---|---|---|---|---|---|
SVM_RFE | 3.6 | 95.0 | 85.0 | 89.9 | 5.1 days |
FW_SVM with PCA | 2.6 | 89.1 | 94.3 | 91.7 | 8.7 minutes |
FW_SVM with individual feature ranking | 2.2 | 87.4 | 94.1 | 90.8 | 8.4 minutes |