Asif Ali Syed, Dr. Manav Thakur. “Hybrid Machine Learning Approaches for Efficient Network Outlier Detection: A Review of LightGBM-Based Frameworks”. International Journal of Engineering Science & Humanities, vol. 15, no. 2, June 2025, pp. 565-78, https://www.ijesh.com/j/article/view/1263.