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Table 4 The performance of feature-selection method and ensemble learning

From: An improved sequence based prediction protocol for DNA-binding proteins using SVM and comprehensive feature analysis

Method DNAdset DNAaset
  Acc AUC F-score Sen Sp MCC Acc AUC F-score Sen Sp MCC
mRMR-IFS 0.940 0.973 0.940 0.964 0.917 0.881 0.789 0.864 0.793 0.819 0.766 0.575
Ensemble-voting 0.898 N/A 0.900 0.905 0.892 0.797 0.789 N/A 0.792 0.801 0.778 0.579
Ensemble-stacking 0.907 0.965 0.910 0.935 0.878 0.819 0.811 0.885 0.808 0.814 0.799 0.614
  1. N/A - not available.