High-Level Malware Behavioural Patterns: Extractability Evaluation

Abstract

Abstract-Many promising malware research projects focus on malware behaviour analysis, however, in the end they tend to build new detection systems and stick to measuring detection ratios. Our approach focuses on malware behavioural analysis for defining (characterising) malicious software on rather high level of abstraction, in order to break the endless cycle of evolving malware and malware analysts trying to catch up on new threats. As our research outlines, even such high-level behavioural information as numbers of occurrences of some behavioural events, can be successfully extracted from program samples and interpreted for extraction of repeating behavioural patterns. While this may seem simple at the first glance, there are plenty variables entering the process of behavioural data acquisition and pattern extraction.