Amna Ilyas, Fahim Uz Zaman, Muqaddas Salahuddin, Faraz Ahmad Zia, Muhammad Zohaib Khan, Sammia Hira, and Muhammad Ather Ameen. “AI-DRIVEN INTRUSION DETECTION USING MACHINE LEARNING AN ANOMALY-BASED ANALYSIS OF NETWORK TRAFFIC”. Spectrum of Engineering Sciences 3, no. 12 (December 23, 2025): 664–679. Accessed June 25, 2026. https://thesesjournal.com/index.php/1/article/view/1708.