Muhammad Akram Khan, Muhammad Nadeem, Mehrullah Soomro, Muhammad Ayub, Muhammad Abbas Khan, and Misbah Rani. 2026. “A Baseline Machine Learning Benchmark for Permission-Based Android Ransomware Detection: Comparative Evaluation of Random Forest, XGBoost, Support Vector Machines, Neural Networks, Decision Trees, and Linear Regression”. Kashmir Journal of Academic Research and Development 2 (10): 257-75. https://doi.org/10.71317/kjard.2.10.2026.919.