Budiman, M.A. and Manurung, J. 2026. Enhancing XGBoost performance for classification tasks using particle swarm optimization and SHAP-based model interpretability. International Journal of Basic and Applied Science. 14, 4 (Mar. 2026), 162–174. DOI:https://doi.org/10.35335/ijobas.v14i4.771.