Table 1 Results of the Method Comparison on the Regression Task
From: Predicting anticancer synergistic drug combinations based on multi-task learning
Method | MSE | RMSE | PCC |
|---|---|---|---|
MTLSynergy | 216.47±37.32 | 14.66±1.26 | 0.76±0.02 |
PRODeepSyn | 229.49±42.81 | 15.09±1.37 | 0.75±0.02 |
TranSynergy* | 231 ± 21 | – | 0.75±0.02 |
AuDnnSynergy | 241.12±43.52 | 15.46±1.44 | 0.74±0.03 |
DeepSynergy | 255.49 | 15.91±1.56 | 0.73±0.04 |
Gradient Tree Boosting | 274.88±44.97 | 16.53±1.33 | 0.69±0.02 |
Random Forest | 360.15±51.32 | 18.93±1.34 | 0.57±0.02 |