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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).