Android malware concept drift using system calls: Detection, characterization and challenges
Expert Systems with Applications(2022)
摘要
•Demonstrates the existence of concept drift issues in Android malware detection.•Proposes a novel detection system to address concept drift in Android malware.•Demonstrates the usefulness of a small set of system calls as detection features.•Compares the impact and usefulness of different timestamps to handle concept drift.•Performs the characterization of the observed concept drift.
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关键词
Concept drift,Android malware,System calls,Mobile malware,Malware characterization,Malware detection,Malware evolution,Malware behavior
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