Table 4 Comparison of different classifiers using a synergy score [− 5, 5] range.
From: Harnessing machine learning to find synergistic combinations for FDA-approved cancer drugs
Method | Accuracy | Precision | Recall | F1-score |
---|---|---|---|---|
NB | 92.537 | 77.874 | 89.727 | 82.157 |
RF | 99.916 | 99.693 | 98.785 | 99.600 |
KNN | 96.758 | 95.000 | 92.001 | 93.225 |
LR | 91.085 | 84.426 | 82.161 | 81.785 |