Table 4. Performance of TranSynergy and DeepSyenrgy on leave cell out scenario and leave drug out scenario for the classification task.
Model | Leave cells out | Leave drugs out | ||
---|---|---|---|---|
ROC-AUC | PR-AUC | ROC-AUC | PR-AUC | |
TranSynergy | 0.808 ± 0.017 | 0.372 ± 0.022 | 0.778 ± 0.032 | 0.406 ± 0.106 |
DeepSynergy | 0.805 ± 0.017 | 0.360 ± 0.022 | 0.753 ± 0.030 | 0.378 ± 0.075 |
Statistical significance (p-value) | 0.3328 | 0.0908 | 0.0034 | 0.1379 |