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 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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