Table 2 Results of the Method Comparison on the Classification Task
From: Predicting anticancer synergistic drug combinations based on multi-task learning
Method | ROC-AUC | PR-AUC | ACC |
|---|---|---|---|
MTLSynergy | 0.90±0.02 | 0.62±0.05 | 0.94±0.01 |
PRODeepSyn | 0.90±0.03 | 0.63±0.05 | 0.93±0.01 |
TranSynergy* | 0.91±0.01 | 0.63±0.01 | – |
AuDnnSynergy | 0.91±0.02 | 0.63±0.06 | 0.93±0.01 |
DeepSynergy | 0.90±0.03 | 0.59±0.06 | 0.92±0.03 |
Gradient Tree Boosting | 0.90±0.01 | 0.56±0.05 | 0.93±0.01 |
Random Forest | 0.87±0.02 | 0.52±0.05 | 0.91±0.01 |