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Table 10 Results for Classifier trained on Rattus norvegicus and tested on remaining datasets

From: Improved prediction of missing protein interactome links via anomaly detection

Classifier

Networks

Without anomaly detection

With anomaly detection

  

Accuracy

F-measure

AUC

Accuracy

F-measure

AUC

SVM

Mus-Musculus

90.89

90.68

90.89

92.81

93.29

92.81

 

C.elegans

77.71

80.01

77.71

74.33

79.57

74.33

 

A.thaliana

90.91

90.76

90.91

92.57

93.07

92.57

C5.0

Mus-Musculus

84.24

81.46

84.24

98.61

98.62

98.61

 

C.elegans

82.43

79.73

82.43

94.31

94.59

94.31

 

A.thaliana

82.03

78.25

82.03

98.75

98.75

98.75

KNN

Mus-Musculus

84.38

81.85

84.38

96.63

96.72

96.63

 

C.elegans

81.45

79.86

81.45

85.88

87.57

85.88

 

A.thaliana

83.11

80.19

83.11

96.57

96.66

96.57

NB

Mus-Musculus

65.93

50.25

65.93

85.73

84.82

85.73

 

C.elegans

60.12

48.44

60.12

71.98

74.68

71.98

 

A.thaliana

68.10

56.24

68.10

87.29

87.10

87.29