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Table 2 Performance comparison of seven approaches on both the S.erevisiae and Human datasets

From: Prediction of protein self-interactions using stacked long short-term memory from protein sequences information

Methods

S.erevisiae

Human

ACC (%)

SPC (%)

TPR (%)

MCC (%)

AUC

ACC (%)

SPC (%)

TPR (%)

MCC (%)

AUC

SLIPPER

71.90

72.18

69.72

28.42

0.7723

91.10

95.06

47.26

41.97

0.8723

DXECPPI

87.46

94.93

29.44

28.25

0.6934

30.90

25.83

87.08

8.25

0.5806

PPIevo

66.28

87.46

60.14

18.01

0.6728

78.04

25.82

87.83

20.82

0.7329

LocFuse

66.66

68.10

55.49

15.77

0.7087

80.66

80.50

50.83

20.26

0.7087

CRS

72.69

74.37

59.58

23.68

0.7115

91.54

96.72

34.17

36.33

0.8196

SPAR

76.96

80.02

53.24

24.84

0.7455

92.09

97.40

33.33

38.36

0.8229

ZM-SLSTM

95.69

95.94

92.97

77.43

0.9828

97.88

98.70

88.00

85.60

0.9908