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 selectionCV methodsACCSNSPMCCAUC

Before10-fold0.80340.81470.79270.60710.8720
Jackknife0.80150.81270.79090.60340.8805
RF10-fold0.82210.82430.82000.64410.8819
Jackknife0.82670.82620.82720.65330.8946
XGBoost10-fold0.83710.83010.84360.67380.8896
Jackknife0.83900.83980.83820.67780.9018