Table 6 Statistics on the Average Number of Important Features of the Models Described in Table 5
Classifier | Feature Selection | 52-20-split Validation (50 trials) | 12-fold CV (10 trials) | LOOCV |
|---|---|---|---|---|
SVM | SVMRFE | 22 ± 9 | 27 ± 9 | 28 ± 7 |
SVM | L1SVM | 34 ± 2 | 41 ± 2 | 43 ± 1 |
SVM_NL | SVMRFE_NL | 26 ± 8 | 31 ± 8 | 38 ± 9 |
SVM_NL | SVMRW | 29 ± 9 | 36 ± 8 | 40 ± 5 |