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Table 9 Results for Classifier trained on Mus musculus 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

Rattus norvegicus

96.93

96.86

96.93

99.02

99.02

99.02

 

C.elegans

83.96

84.87

83.96

81.52

84.40

81.52

 

A.thaliana

92.83

92.67

92.83

95.66

95.84

95.66

C5.0

Rattus norvegicus

97.93

97.89

97.93

99.68

99.68

99.68

 

C.elegans

94.64

94.69

94.64

95.80

95.96

95.80

 

A.thaliana

97.13

97.06

97.13

99.37

99.37

99.37

KNN

Rattus norvegicus

94.64

94.36

94.64

99.72

99.43

99.72

 

C.elegans

91.50

91.63

91.50

91.68

92.31

91.68

 

A.thaliana

93.43

93.12

93.43

98.26

98.29

98.26

NB

Rattus norvegicus

65.63

47.83

65.63

79.26

74.37

79.26

 

C.elegans

57.06

33.21

57.06

69.10

67.95

69.10

 

A.thaliana

62.28

40.61

62.28

81.72

79.44

81.72