From: MDDI-SCL: predicting multi-type drug-drug interactions via supervised contrastive learning
 | ACC | AUPR | AUC | F1 | Precision | Recall |
---|---|---|---|---|---|---|
Task1 | ||||||
 MDDI-SCL | 0.9516 | 0.9862 | 0.9995 | 0.9321 | 0.9162 | 0.9500 |
 MDF-SA-DDI | 0.9291 | 0.9773 | 0.9996 | 0.9117 | 0.9381 | 0.8910 |
 DDIMDL | 0.9229 | 0.9637 | 0.9993 | 0.9105 | 0.9212 | 0.9039 |
 Lee et al.'s methods | 0.9370 | 0.9791 | 0.9991 | 0.9181 | 0.9226 | 0.9153 |
 DeepDDI | 0.7211 | 0.7724 | 0.9914 | 0.6854 | 0.6654 | 0.7183 |
 DNN | 0.7908 | 0.8539 | 0.9949 | 0.7649 | 0.7560 | 0.8046 |
 RF | 0.6956 | 0.7567 | 0.9892 | 0.5760 | 0.6694 | 0.5426 |
 KNN | 0.5797 | 0.5964 | 0.8998 | 0.3805 | 0.4758 | 0.3347 |
 LR | 0.5229 | 0.5288 | 0.9805 | 0.2373 | 0.3128 | 0.2185 |
Task2 | ||||||
 MDDI-SCL | 0.6595 | 0.6794 | 0.9757 | 0.5578 | 0.5605 | 0.5712 |
 MDF-SA-DDI | 0.6664 | 0.6820 | 0.9862 | 0.5919 | 0.6526 | 0.5518 |
 DDIMDL | 0.6720 | 0.7086 | 0.9885 | 0.5817 | 0.6680 | 0.5295 |
 Lee et al.'s methods | 0.6917 | 0.7119 | 0.9687 | 0.5934 | 0.6144 | 0.5848 |
 DeepDDI | 0.5883 | 0.5851 | 0.9746 | 0.4709 | 0.5250 | 0.4361 |
 DNN | 0.6687 | 0.6838 | 0.9818 | 0.6164 | 0.7279 | 0.5479 |
Task3 | ||||||
 MDDI-SCL | 0.4696 | 0.4261 | 0.9315 | 0.2838 | 0.3160 | 0.2773 |
 MDF-SA-DDI | 0.4794 | 0.4450 | 0.9686 | 0.2937 | 0.3667 | 0.2659 |
 DDIMDL | 0.4699 | 0.4386 | 0.9685 | 0.3032 | 0.3773 | 0.2729 |
 Lee et al.'s methods | 0.4867 | 0.4349 | 0.9093 | 0.3082 | 0.3355 | 0.3066 |
 DeepDDI | 0.3611 | 0.2820 | 0.9264 | 0.1868 | 0.2301 | 0.1711 |
 DNN | 0.4570 | 0.4129 | 0.9565 | 0.2997 | 0.4345 | 0.2508 |