PermGuard Android Malware Dataset

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Abstract 

The PermGuard dataset is a carefully crafted Android Malware dataset that maps Android permissions to exploitation techniques, providing valuable insights into how malware can exploit these permissions. It consists of 55,911 benign and 55,911 malware apps, creating a balanced dataset for analysis. APK files were sourced from AndroZoo, including applications scanned between January 1, 2019, and July 1, 2024. A novel construction method extracts Android permissions and links them to exploitation techniques, enabling a deeper understanding of permission misuse. This approach reduces feature complexity while maintaining comprehensive data, making PermGuard invaluable for malware detection and permission abuse research.

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Please cithe the original article related to PermGaurd dataset.

Comments

good

Submitted by lin ji on Tue, 11/26/2024 - 05:19

 

 

Submitted by ali karimian on Thu, 01/30/2025 - 23:52

good

 

Submitted by ali karimian on Thu, 01/30/2025 - 23:54