Peptide-protein interaction prediction (five-fold cross-validation)
0.88PrecisionConGA-PepPI
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ConGA-PepPIvalidation_strategy=five-fold cross-validation2026.04 | 0.88 | 0.785 | 0.682 | 0.839 | 0.83 | 0.921 | 0.915 | |
| IIDL-PepPIvalidation_strategy=five-fold cross-validation2026.04 | 0.794 | 0.809 | 0.614 | 0.807 | 0.807 | 0.889 | 0.882 | |
| CPIvalidation_strategy=five-fold cross-validation2026.04 | 0.771 | 0.762 | 0.51 | 0.754 | 0.756 | 0.843 | 0.825 | |
| CAMPvalidation_strategy=five-fold cross-validation2026.04 | 0.767 | 0.775 | 0.536 | 0.767 | 0.769 | 0.85 | 0.838 | |
| BridgeDPIvalidation_strategy=five-fold cross-validation2026.04 | 0.761 | 0.677 | 0.473 | 0.733 | 0.715 | 0.822 | 0.807 | |
| DeepPepPIvalidation_strategy=five-fold cross-validation2026.04 | 0.74 | 0.796 | 0.519 | 0.759 | 0.767 | 0.835 | 0.835 | |
| RFvalidation_strategy=five-fold cross-validation2026.04 | 0.739 | 0.712 | 0.461 | 0.73 | 0.725 | 0.8 | 0.817 | |
| DeepDTAvalidation_strategy=five-fold cross-validation2026.04 | 0.728 | 0.715 | 0.448 | 0.723 | 0.721 | 0.796 | 0.777 | |
| SVMvalidation_strategy=five-fold cross-validation2026.04 | 0.725 | 0.517 | 0.335 | 0.66 | 0.604 | 0.76 | 0.773 | |
| PIPRvalidation_strategy=five-fold cross-validation2026.04 | 0.72 | 0.717 | 0.439 | 0.719 | 0.718 | 0.788 | 0.769 | |
| XGBoostvalidation_strategy=five-fold cross-validation2026.04 | 0.718 | 0.699 | 0.425 | 0.712 | 0.708 | 0.783 | 0.797 | |
| DrugBANvalidation_strategy=five-fold cross-validation2026.04 | 0.65 | 0.666 | 0.305 | 0.651 | 0.655 | 0.715 | 0.701 | |
| LRvalidation_strategy=five-fold cross-validation2026.04 | 0.615 | 0.563 | 0.203 | 0.598 | 0.579 | 0.632 | 0.663 |