Feature selection methods | Classifiers | Serial num. of features | No of selected features | Accuracy (%) |
---|---|---|---|---|
SFS | SVM | 18 | 1–6, 8–14, 17, 19, 20, 22, 25 | 97.2 |
KNN | 13 | 1–5, 9–11, 18–20, 23, 25 | 94.4 | |
D-Tree | 7 | 2, 4, 5, 6, 17, 18, 19 | 93.1 | |
SBS | SVM | 3 | 13, 19, 22 | 96.8 |
KNN | 5 | 7, 12, 17, 19, 20 | 94.9 | |
D-Tree | 2 | 8, 20 | 92.3 | |
Relief-F | SVM | 12 | 2, 4, 10, 11, 17–21, 23–25 | 98.6 |
KNN | 99.1 | |||
D-Tree | 95.5 |