TinyDroid: A Lightweight and Efficient Model for Android Malware Detection and Classification

Table 6

The detection results based on 3-gram sequences.

Classifier	TPR	FPR	Precision	Recall	F-Measure	AUC
Random Forest	0.956	0.079	0.908	0.956	0.931	0.982
SVM	0.922	0.13	0.853	0.922	0.886	0.896
kNN	0.952	0.148	0.84	0.952	0.892	0.903
Naive Bayes	0.867	0.17	0.807	0.867	0.836	0.903