Bhardwaj, S. , Rawat, S. and Maringanti, H.B. 2025. Effective intrusion detection approach with ant colony optimization based feature selection and XgBoost classifier. International Journal of Innovative Research and Scientific Studies. 8, 3 (Jun. 2025), 5117–5131. DOI:https://doi.org/10.53894/ijirss.v8i3.7710.