Kronodroid-2021

The KronoDroid-2021 dataset, utilized for Android malware research, contains 13,964 samples (53.17% malicious, 46.83% benign) with 485 features, blending static (permissions, intents) and dynamic (system calls, network activity) attributes. Spanning 2008–2020, it captures evolving malware trends, enabling concept drift analysis. Unlike emulator-based datasets like Drebin (static-only) or CICMalDroid, KronoDroid leverages real-device dynamic features for enhanced accuracy. Malware samples are labeled using trusted anti-malware libraries like VirusTotal, ensuring reliable ground truth. With 12,100 preprocessed entries and diverse features, it supports robust model training for advanced malware detection and behavioral analysis.