Research Article
ACT-SVM: Prediction of Protein-Protein Interactions Based on Support Vector Basis Model
| Dataset | Classifier | Method | AUC | Acc | MCC | Sn | Sp |
| H. pylori | ANN | FCTP | 0.6772 | 0.6137 | 0.2337 | 0.5009 | 0.7268 | ACT | 0.7412 | 0.6738 | 0.3544 | 0.5780 | 0.7698 | SVM | FCTP | 0.7038 | 0.6549 | 0.3099 | 0.6535 | 0.6564 | ACT | 0.8010 | 0.7279 | 0.4558 | 0.7238 | 0.7320 | KNN | FCTP | 0.5747 | 0.5554 | 0.1148 | 0.6913 | 0.4192 | ACT | 0.7746 | 0.7056 | 0.4176 | 0.7942 | 0.6168 | RF | FCTP | 0.7553 | 0.6601 | 0.3372 | 0.5043 | 0.8162 | ACT | 0.7815 | 0.7030 | 0.4104 | 0.6312 | 0.7749 | LR | FCTP | 0.6866 | 0.62578 | 0.2547 | 0.5489 | 0.7027 | ACT | 0.6969 | 0.6266 | 0.2602 | 0.5129 | 0.7406 | NB | FCTP | 0.5186 | 0.5013 | 0.0024 | 0.6072 | 0.3952 | ACT | 0.6378 | 0.6043 | 0.2089 | 0.5780 | 0.6306 |
| Human | ANN | FCTP | 0.8980 | 0.8275 | 0.6541 | 0.8024 | 0.8504 | ACT | 0.8819 | 0.8008 | 0.6007 | 0.7883 | 0.8122 | SVM | FCTP | 0.8320 | 0.7582 | 0.5150 | 0.7274 | 0.7864 | ACT | 0.8938 | 0.8388 | 0.6791 | 0.7774 | 0.8950 | KNN | FCTP | 0.9373 | 0.8557 | 0.7181 | 0.7652 | 0.9384 | ACT | 0.9165 | 0.8118 | 0.6444 | 0.6575 | 0.9531 | RF | FCTP | 0.8950 | 0.8112 | 0.6247 | 0.7357 | 0.8803 | ACT | 0.8875 | 0.7849 | 0.5812 | 0.6511 | 0.9073 | LR | FCTP | 0.8180 | 0.7444 | 0.4873 | 0.7146 | 0.7717 | ACT | 0.8177 | 0.7505 | 0.5001 | 0.6915 | 0.8046 | NB | FCTP | 0.6472 | 0.6414 | 0.3525 | 0.2822 | 0.9701 | ACT | 0.6089 | 0.6105 | 0.2642 | 0.2527 | 0.9378 |
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