LSTM-Based Hierarchical Denoising Network for Android Malware Detection

Table 4

The malware family classification results.

Methods	Features	Malware dataset	Malware	Accuracy (%)	Precision	Recall	1-score	TPR (%)	FPR (%)
DroidSIFT [34]	API dependency graph	BD1	1,260	93	-	-	-	-	-
HDN	Opcode patterns	BD1	1,260	99.04	0.991	0.989	0.99	97.79	0.5
Drebin [13]	API calls, intents, permissions, cmnds	BD2	5,560	-	-	-	-	93	1
HDN	Opcode patterns	BD2	5,560	98.32	0.986	0.981	0.984	97.08	0.5