Research Article
HMMPred: Accurate Prediction of DNA-Binding Proteins Based on HMM Profiles and XGBoost Feature Selection
Table 1
Prediction results of SVM and RF classifiers based on the 10-fold CV.
| Classifier | Feature extraction method | ACC | SN | SP | MCC | AUC |
| SVM | AAC | 0.7893 | 0.8224 | 0.7582 | 0.5810 | 0.8586 | ACT | 0.7004 | 0.6795 | 0.7200 | 0.3999 | 0.7492 | CCT | 0.7678 | 0.7336 | 0.8000 | 0.5352 | 0.8309 | AAC+ACT+CCT | 0.8034 | 0.8147 | 0.7927 | 0.6071 | 0.8717 |
| RF | AAC | 0.7772 | 0.8147 | 0.7418 | 0.5571 | 0.8600 | ACT | 0.7369 | 0.7394 | 0.7345 | 0.4737 | 0.8022 | CCT | 0.7566 | 0.7896 | 0.7255 | 0.5154 | 0.8232 | AAC+ACT+CCT | 0.7781 | 0.8205 | 0.7382 | 0.5596 | 0.8437 |
|
|