PermGuard Android Malware Dataset

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.

PermGuard 数据集乃一项精心构建的安卓恶意软件数据集，该数据集将安卓权限与利用技术进行映射，为恶意软件如何利用这些权限提供了宝贵的见解。该数据集包含 55,911 个良性应用和 55,911 个恶意应用，形成了一个平衡的分析数据集。APK 文件源自 AndroZoo，包括 2019 年 1 月 1 日至 2024 年 7 月 1 日期间扫描的应用程序。一种新颖的构建方法提取了安卓权限并将其与利用技术相联系，从而促进了对此类权限滥用的深入理解。该方法在降低特征复杂性的同时保持了数据的全面性，使得 PermGuard 在恶意软件检测和权限滥用研究中显得尤为珍贵。