TinyDroid: A Lightweight and Efficient Model for Android Malware Detection and Classification
Table 7
The detection results based on 4-gram sequences.
Classifier
TPR
FPR
Precision
Recall
F-Measure
AUC
Random Forest
0.956
0.103
0.884
0.956
0.918
0.984
SVM
0.944
0.106
0.879
0.944
0.911
0.919
kNN
0.904
0.088
0.894
0.904
0.899
0.909
Naive Bayes
0.9
0.103
0.877
0.9
0.888
0.917
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