Shaik, S. 2026. LightGBM-Based Intrusion Detection on the UNSW-NB15 Dataset: Feature Selection and Evaluation Across Validation Protocols. International Journal of Intelligent Systems and Data Science. 1, 4 (Aug. 2026). DOI:https://doi.org/10.67231/f3fc1g20.