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.

ClassifierFeature extraction methodACCSNSPMCCAUC

SVMAAC0.78930.82240.75820.58100.8586
ACT0.70040.67950.72000.39990.7492
CCT0.76780.73360.80000.53520.8309
AAC+ACT+CCT0.80340.81470.79270.60710.8717

RFAAC0.77720.81470.74180.55710.8600
ACT0.73690.73940.73450.47370.8022
CCT0.75660.78960.72550.51540.8232
AAC+ACT+CCT0.77810.82050.73820.55960.8437