Peranginangin, A.P. 2026. Integrating Machine Learning into Portfolio Optimization: A Hybrid ARIMA–GARCH Predictive Model with Genetic Algorithm. International Journal of Community Service (IJCS). 5, 1 (Feb. 2026), 124–137. DOI:https://doi.org/10.55299/ijcs.v5i1.1824.