Table 7 Results of classifiers trained on reduced train sets.

From: AndroMalPack: enhancing the ML-based malware classification by detection and removal of repacked apps for Android systems

 

SVM

LR

DT

RF

XGB

AB

KNN

Drebin

Accuracy

96.28

96.24

94.88

96.02

96.09

92.27

96.33

Recall

95.6

95.6

95.4

96.1

95.5

87.9

94.9

Precision

95.7

95.7

93.1

94.8

95.5

93.9

96.6

F-measure

95.7

95.7

94.2

95.5

95.5

90.8

95.8

AMD

Accuracy

96.61

96.26

96.43

96.89

95.85

94.61

95.43

Recall

97.4

97

97.6

97.9

97.4

95.5

96

Precision

97.7

97.7

97.4

97.8

96.8

96.9

97.6

F-measure

97.6

97.4

97.5

97.8

97.1

96.2

96.8

Androzoo

Accuracy

97

97.05

96.55

97.53

96.39

95.61

97.31

Recall

98.7

98.8

98.5

99.5

99.3

98.1

99.5

Precision

96.9

96.9

96.4

97

97.4

95.5

98

F-measure

97.8

97.8

97.5

98.2

97.4

96.8

98