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Table 4 Analyze the performance of MMI and NMBAC on S.cerevisiae dataset by RF Classifier

From: Predicting protein-protein interactions via multivariate mutual information of protein sequences

Feature

ACC(%)

SN(%)

Spec(%)

PPV(%)

NPV(%)

F1(%)

MCC(%)

MMI

94.23 ±0.36

91.01 ±0.45

97.44 ±0.40

97.27 ±0.38

91.55 ±0.48

94.03 ±0.35

88.63 ±0.71

NMBAC

92.76 ±0.35

90.99 ±0.59

94.53 ±0.50

94.34 ±0.37

91.30 ±0.68

92.63 ±0.26

85.57 ±0.70

MMI+NMBAC(A-B order)

95.01 ±0.46

92.67 ±0.50

97.31 ±0.61

97.16 ±0.55

93.06 ±0.48

94.26 ±1.18

90.10 ±0.92

MMI+NMBAC(B-A order)

94.90 ±0.24

92.60 ±0.47

97.22 ±0.58

97.10 ±0.44

92.89 ±0.55

94.79 ±0.78

89.91 ±1.1