Android Malware Detection via Graph Representation Learning

Table 5

Malware detection performance of CGDroid.

Approach	Precision (%)	Recall (%)	FPR (%)	ACC (%)	F1 (%)
Baseline	91.10	91.64	6.7	91.20	91.37
CGDroid-KNN	97.86	98.56	1.16	98.20	98.21
CGDroid-SVM	98.32	98.90	1.69	98.60	98.61
CGDroid-NB	98.67	98.08	1.33	98.78	98.88
CGDroid-DT	98.85	99.08	1.12	98.20	98.97
CGDroid-RF	98.90	99.12	1.10	98.92	98.99
CGDroid	99.21	99.44	0.90	99.22	99.33