Table 2 Prediction Performance (%) without Feature Selection (The last column lists the mean and standard deviation of the prediction performance (measured by the LOOCV average accuracy) over the permutation test (T = 1000))
Classifier | 52-20-split Validation (50 trials) | 12-fold CV (10 trials) | LOOCV | |||
|---|---|---|---|---|---|---|
Accuracy | Sensitivity | Specificity | Permutation Test Results | |||
SVM | 75.8 | 80.3 | 81.9 | 81.8 | 81.6 | 49.5 ± 7.3 |
SVM_NL | 76.3 | 81.7 | 83.3 | 86.5 | 80 | 49.5 ± 7.3 |