A Deep Learning Method for Android Application Classification Using Semantic Features

Table 7

The results of the investigations.

System	Dataset		Algorithm	ACC/F1
	Benign applications	Malware
Ours	Google play store: 18453	VirusShare + drebin: 18549	CNN	99.3538%/99.3534%
[33]	Google play store: 3000	Android malware genome project + Virusshare: 8000	DBN	NA/95.05%
[14]	Google play store: 19747	VirusShare: 13075 malgenome project: 1209	DNN	98%/NA
[34]	360 security company and wandoujia app store:10948	Drebin + VirusShare: 8652	CNN	96.54%/95.89%
[35]	AndroZoo: 5215	VirusShare + android malware genome project: 5442	DBN	98.71%/NA
[36]	Google play store: 8000	VirusShare: 8000	CNN	95.8%/NA