Research Article
HMMPred: Accurate Prediction of DNA-Binding Proteins Based on HMM Profiles and XGBoost Feature Selection
Table 3
Performance comparison before and after feature selection.
| Feature selection | CV methods | ACC | SN | SP | MCC | AUC |
| Before | 10-fold | 0.8034 | 0.8147 | 0.7927 | 0.6071 | 0.8720 | | Jackknife | 0.8015 | 0.8127 | 0.7909 | 0.6034 | 0.8805 | RF | 10-fold | 0.8221 | 0.8243 | 0.8200 | 0.6441 | 0.8819 | | Jackknife | 0.8267 | 0.8262 | 0.8272 | 0.6533 | 0.8946 | XGBoost | 10-fold | 0.8371 | 0.8301 | 0.8436 | 0.6738 | 0.8896 | | Jackknife | 0.8390 | 0.8398 | 0.8382 | 0.6778 | 0.9018 |
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