Research Article

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 familyTPRFPRPrecisionRecallF-MeasureAUC

Plankton0.9490.0030.9740.9490.9610.999
DroidKungF0.8330.0030.9720.8330.8970.996
GinMaster10.0370.75510.860.997
FakeDoc0.976010.9760.9881
FakeInstalle0.8650.0060.9410.8650.9010.978
Opfake10.0190.88210.9380.997
BaseBridge0.816010.8160.8990.995
Kmin101111
Iconosys101111