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Table 3 Selected features wise performance measures using different classifier

From: Identification of infectious disease-associated host genes using machine learning techniques

Features set

Methods

Vector length

P(+): N(−)

Sensitivity (%)

Specificity (%)

Accuracy (%)

PPV (%)

MCC

F1 score (%)

AUC

Selected Features For PAAC_Network properties

DNN

16

1: 1

85.61

86.57

86.33

86.91

0.73

86.15

0.899

Selected Features For PAAC_Network properties

SVM

16

1: 1

78.03

87.87

82.95

86.40

0.66

81.81

0.862

Selected Features For PAAC_Network properties

RF

16

1: 1

83.93

88.03

85.98

87.52

0.72

85.69

0.916

Selected Features For PAAC_Network properties

NB

16

1: 1

78.03

88.03

83.03

86.70

0.66

82.14

0.904

Selected Features For AAC_PAAC_Network properties

DNN

24

1: 1

84.72

88.08

86.60

87.97

0.73

86.18

0.907

Selected Features For AAC_PAAC_Network properties

SVM

24

1: 1

80.00

87.87

83.93

86.64

0.68

83.01

0.881

Selected Features For AAC_PAAC_Network properties

RF

24

1: 1

82.62

87.70

85.16

87.05

0.70

84.78

0.918

Selected Features For AAC_PAAC_Network properties

NB

24

1: 1

78.52

88.36

83.44

87.09

0.67

82.59

0.911

Selected Features For Normalized And Filtered PAAC_Network properties

DNN

10

1: 1

84.62

87.63

86.44

88.06

0.73

86.00

0.894

Selected Features For Normalized And Filtered PAAC_Network properties

SVM

10

1: 1

77.54

87.70

82.62

86.34

0.66

81.48

0.880

Selected Features For Normalized And Filtered PAAC_Network properties

RF

10

1: 1

81.15

86.39

83.77

85.64

0.68

83.33

0.910

Selected Features For Normalized And Filtered PAAC_Network properties

NB

10

1: 1

76.23

91.31

83.77

89.77

0.68

82.45

0.896

Selected Features For Normalized And Filtered AAC_PAAC_Network properties

DNN

25

1: 1

87.03

85.07

86.45

86.77

0.73

86.66

0.908

Selected Features For Normalized And Filtered AAC_PAAC_Network properties

SVM

25

1: 1

78.85

88.52

83.69

87.07

0.68

82.56

0.889

Selected Features For Normalized And Filtered AAC_PAAC_Network properties

RF

25

1: 1

81.64

86.72

84.18

86.01

0.68

83.77

0.911

Selected Features For Normalized And Filtered AAC_PAAC_Network properties

NB

25

1: 1

77.38

89.67

83.52

88.22

0.68

82.45

0.908

  1. The notable performances are indicated by bold