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