TinyDroid: A Lightweight and Efficient Model for Android Malware Detection and Classification
Table 12
The results on the classification of malware family using TinyDroid.
Malware family
TPR
FPR
Precision
Recall
F-Measure
AUC
Plankton
0.949
0.003
0.974
0.949
0.961
0.999
DroidKungF
0.833
0.003
0.972
0.833
0.897
0.996
GinMaster
1
0.037
0.755
1
0.86
0.997
FakeDoc
0.976
0
1
0.976
0.988
1
FakeInstalle
0.865
0.006
0.941
0.865
0.901
0.978
Opfake
1
0.019
0.882
1
0.938
0.997
BaseBridge
0.816
0
1
0.816
0.899
0.995
Kmin
1
0
1
1
1
1
Iconosys
1
0
1
1
1
1
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