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Table 7 Performance comparison of different methods on the Yeast dataset

From: Sequence-based prediction of protein-protein interactions using weighted sparse representation model combined with global encoding

Model

Test set

Accu.(%)

Prec.(%)

Sen.(%)

MCC(%)

Guos’ work [35]

ACC

89.33 ± 2.67

88.87 ± 6.16

89.93 ± 3.68

N/A

AC

87.36 ± 1.38

87.82 ± 4.33

87.30 ± 4.68

N/A

Zhous’ work [36]

SVM + LD

88.56 ± 0.33

89.50 ± 0.60

87.37 ± 0.22

77.15 ± 0.68

Yangs’ work [37]

Cod1

75.08 ± 1.13

74.75 ± 1.23

75.81 ± 1.20

N/A

Cod2

80.04 ± 1.06

82.17 ± 1.35

76.77 ± 0.69

N/A

Cod3

80.41 ± 0.47

81.86 ± 0.99

78.14 ± 0.90

N/A

Cod4

86.15 ± 1.17

90.24 ± 1.34

81.03 ± 1.74

N/A

Proposed method

WSRC

96.82 ± 0.43

100.00 + 0.00

93.63 ± 0.87

93.83 ± 0.81