Title :
Dynamic Malware Detection by Similarity Measures between Behavioral Profiles: An Introduction in French
Author :
Borello, Jean-Marie ; Mé, Ludovic ; Filiol, Éric
Abstract :
In we have proposed a advance code obfuscation technique for metamorphic codes. In we have shown that the detection of such obfuscated codes was a problem for classical nowadays static detection tools. In this new paper, written in French, we focus on a new dynamic detection approach which allows to detect variants produced by our metamorphic engine. In addition, our approach can detect unknown malware as long as their behavior approaches that of a known malware. For this, we propose to use a measure of similarity between program behaviors. This measure is obtained by lossless compression of execution traces in terms of system calls. This article describes our approach in detail and provides experimental results of detection, first on our own metamorphic sample codes, secondly and more broadly, on a public 5000-malware database.
Keywords :
authorisation; invasive software; advance code obfuscation technique; behavioral profile; dynamic malware detection; lossless compression; metamorphic engine; metamorphic sample code; obfuscated code detection; program behavior; public 5000-malware database; static detection tool; Approximation algorithms; Approximation methods; Gold; Loss measurement; Malware; Monitoring; Software;
Conference_Titel :
Network and Information Systems Security (SAR-SSI), 2011 Conference on
Conference_Location :
La Rochelle
Print_ISBN :
978-1-4577-0735-3
DOI :
10.1109/SAR-SSI.2011.5931398