Table 2 Performance comparison between SBS and four existing feature selection methods
From: Computationally identifying hot spots in protein-DNA binding interfaces using an ensemble approach
Method | ACC | SEN | SPE | PRE | F1 | MCC | AUC |
|---|---|---|---|---|---|---|---|
RF (28) | 0.744 | 0.739 | 0.749 | 0.716 | 0.715 | 0.483 | 0.823 |
RFE (20) | 0.739 | 0.723 | 0.730 | 0.719 | 0.718 | 0.452 | 0.830 |
mRMR (25) | 0.755 | 0.787 | 0.746 | 0.766 | 0.761 | 0.531 | 0.835 |
HSIC Lasso (30) | 0.740 | 0.777 | 0.727 | 0.746 | 0.744 | 0.500 | 0.841 |
SBS (19) | 0.767 | 0.784 | 0.766 | 0.776 | 0.741 | 0.535 | 0.853 |