Table 5.
The results of different methods over independent test dataset Check390.
| Method | Sn (%) | Sp (%) | Acc (%) | Str (%) | Matthews correlation coefficient | Threshold |
|---|---|---|---|---|---|---|
| IGPCR-drug | 80.8 | 66.9 | 71.6 | 73.9 | 0.45 | N/A |
| OET-KNN | 67.7 | 84.2 | 78.7 | 76.9 | 0.52 | 0.5 |
| QuickRBF | 76.2 | 77.7 | 77.2 | 77.6 | 0.52 | 0.45 |
| SVM | 76.2 | 78.9 | 78.0 | 77.6 | 0.53 | 0.42 |
| RF | 78.5 | 78.1 | 78.2 | 78.3 | 0.54 | 0.51 |
| RF + PPP | 83.1 | 79.6 | 80.8 | 81.3 | 0.6 | 0.51 |
| DWKNN | 83.9 | 80.0 | 81.3 | 81.9 | 0.61 | 0.5 |
| DWKNN (ensemble) | 83.1 | 82.7 | 82.8 | 82.9 | 0.63 | 0.5 |
| BOW-GBDT | 80.0 | 90.0 | 86.7 | 85.0 | 0.70 | 0.5 |
Italic mean that they are the best scores compared with other methods.