MalInsight: A systematic profiling based malware detection framework

Weijie Han, Jingfeng Xue, Yong Wang, Zhenyan Liu, Zixiao Kong

Abstract: Highlights•Build an accurate and effective malware detection framework for IoT security by systematic profiling from three aspects.•MalInsight can detect not only complicated and obfuscated malware but also unseen 0-day malware effectively.•Conduct comprehensive experiments on a real-world malware dataset to evaluate the performance of MalInsight.•Evaluate and sort the importance of the profiling characteristics and their influences on classification.