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HinDroid is an advanced system for combating Android malware. It leverages structured Heterogeneous Information Networks (HIN) for enhanced detection, analysing API relations and meta-paths for semantic insights. Using multi-kernel learning, it optimises malware identification. The architecture involves static API feature extraction, HIN construction, and kernel-based analysis. HinDroid efficiently processes large app datasets and outperforms existing detection methods, now integrated within...