An Android Malware Detection Leveraging Machine Learning

Table 6

The summary of results of test file.

Classifier	(a) Static feature result				(b) Dynamic feature result				(c) Hybrid feature result
	Accuracy	Precision	Recall	F1_score	Accuracy	Precision	Recall	F1_score	Accuracy	Precision	Recall	F1_score
Gradient boosting	0.995	0.994	0.9969	0.996	0.993	0.997	0.991	0.994	0.997	0.999	0.997	0.998
XGBoost	0.995	0.9946	0.997	0.9958	0.993	0.997	0.991	0.994	0.998	0.997	0.997	0.998
Decision tree	0.9941	0.994	0.9969	0.9942	0.987	0.991	0.988	0.987	0.995	0.997	0.996	0.996
Random forest	0.946	0.951	0.994	0.972	0.943	0.965	0.942	0.953	0.974	0.993	0.966	0.979