Combat Mobile Evasive Malware via Skip-Gram-Based Malware Detection

Table 6

Comparison of our model against commercial antimalware software; we used VirusTotal API to evaluate our test dataset. Our proposed method bested 7 of 10 commercial antimalware software applications.

Commercial software	True positive	False negative	Accuracy
Avast	2900	4422	0.39
AVG	2902	4420	0.39
Avira	6797	525	0.92
Comodo	6367	955	0.86
Eset-Nod32	7304	18	0.99
F-secure	6311	1011	0.86
Kaspersky	4144	3178	0.56
McAfee	7265	57	0.99
Microsoft	4075	3247	0.55
Sophos	7074	248	0.96
Symantec	7225	97	0.98
Proposed model	7066	256	0.96