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Table 3 Predictive performance metrics of our models

From: Prediction of HIV-1 protease cleavage site from octapeptide sequence information using selected classifiers and hybrid descriptors

Model

Performance on testing set

10-Fold CV

B. Acc

AUC

Spec

Sen

F-Index

JI

B. Acc

AUC

Spec

Sen

F-Index

JI

LSVM

92.8

0.97

0.93

0.92

0.88

0.80

79.2

0.96

0.94

0.64

0.80

0.70

LDA

88.4

0.96

0.96

0.80

0.88

0.80

84.7

0.95

0.95

0.74

0.85

0.75

GBC

89.8

0.97

0.97

0.83

0.90

0.82

80.1

0.91

0.95

0.65

0.81

0.71

KNN

69.0

0.78

0.91

0.47

0.69

0.57

68.5*

0.77

0.91

0.46

0.69

0.57

NBC

87.0

0.94

0.97

0.77

0.88

0.79

83.0

0.90

0.92

0.74

0.84

0.77

DTC

73.6

0.75

0.90

0.57

0.73

0.59

75.9

0.76

0.92

0.60

0.75

0.64

MLPC

92.0

0.97

0.95

0.89

0.90

0.82

87.5

0.96

0.95

0.75

0.86

0.78

PC

50.3

0.89

1.00

0.00

0.46

0.42

60.0*

0.82

0.85

0.35

0.53

0.46

LR

90.9

0.97

0.97

0.84

0.91

0.83

86.4

0.96

0.97

0.76

0.88

0.79

  1. Values represented in the 10-Fold Experiment table are the averages across the 10-folds; *Significant at p < 0.05