Android Malware Detection using Deep Learning on API Method Sequences

no code implementations • 25 Dec 2017 • ElMouatez Billah Karbab, Mourad Debbabi, Abdelouahid Derhab, Djedjiga Mouheb

We evaluate MalDozer on multiple Android malware datasets ranging from 1K to 33K malware apps, and 38K benign apps.

Android Malware Detection Attribute +1

DySign: Dynamic Fingerprinting for the Automatic Detection of Android Malware

no code implementations • 19 Feb 2017 • ElMouatez Billah Karbab, Mourad Debbabi, Saed Alrabaee, Djedjiga Mouheb

However, to the best of our knowledge, there is no such fingerprinting technique that leverages dynamic analysis and would act as the first defense against Android malware attacks.

Cryptography and Security