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Classification Performance with and without selected feature set by Filter FS algorithms.
| Feature Set Selection | Acc (%) | Sn (%) | Sp (%) | MCC (%) | Pre (%) | Rec (%) | F1 (%) | ROC (%) | K-Folds (%) | LOSO (%) | Time (S) |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Full set | 98.2 | 98 | 97 | 97 | 99.8 | 98 | 98.6 | 98 | 99.2 | 99.6 | 0.006 |
| ID3 | 99 | 100 | 98 | 99 | 100 | 100 | 100 | 99.8 | 99.8 | 99.9 | 0.005 |
| Ada Boost | 98.5 | 98 | 99 | 98 | 98 | 98 | 99 | 98.6 | 99.3 | 99.6 | 0.004 |
| Random Forest | 98.3 | 98 | 98 | 98 | 95 | 98 | 99 | 98.7 | 99.4 | 99.7 | 0.006 |
