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Table 4 Results for SVMs trained excluding one feature

From: Prediction of hot spot residues at protein-protein interfaces by combining machine learning and energy-based methods

Excluded feature Precision Recall F1 score MCC
Side-chain van der Waals 0.49 ± 0.04 0.62 ± 0.03 0.54 ± 0.02 0.39 ± 0.02
Side-chain hydrogen bond 0.50 ± 0.04 0.58 ± 0.05 0.54 ± 0.02 0.39 ± 0.03
Side-chain desolvation 0.49 ± 0.03 0.63 ± 0.04 0.55 ± 0.02 0.40 ± 0.03
Environment desolvation 0.50 ± 0.05 0.59 ± 0.05 0.54 ± 0.04 0.39 ± 0.04
  1. Here, only features that if omitted lead to a decrease in performance are reported (see Additional file 2: Supplemental Table S3 for all features).