Title :
Automatically combining static malware detection techniques
Author :
David De Lille;Bart Coppens;Daan Raman;Bjorn De Sutter
Author_Institution :
Computer Systems Lab Ghent University, Belgium
Abstract :
Malware detection techniques come in many different flavors, and cover different effectiveness and efficiency trade-offs. This paper evaluates a number of machine learning techniques to combine multiple static Android malware detection techniques using automatically constructed decision trees. We identify the best methods to construct the trees. We demonstrate that those trees classify sample apps better and faster than individual techniques alone.
Keywords :
"Malware","Training","Google","Androids","Humanoid robots","Measurement","Computers"
Conference_Titel :
Malicious and Unwanted Software (MALWARE), 2015 10th International Conference on
Print_ISBN :
978-1-5090-0317-4
DOI :
10.1109/MALWARE.2015.7413684