FGL_Droid: An Efficient Android Malware Detection Method Based on Hybrid Analysis

Table 4

Effectiveness of translating dynamic APIs into graph.

Process method	Approach	ACC	Precision	Recall	F1	MTTD (ms)
SF	DNN	0.925	0.933	0.933	0.933	0.208
FLS	LSTM	0.702	0.952	0.662	0.781	1.406
FCG + Permission	GCN + LR	0.975	0.979	0.976	0.978	0.141

SF: statistical features of dynamic API call sequence; FLS: fix_length subsequence of the dynamic API call sequence; FCG: function call graph.