2025. Forecasting realized volatility of stock indices using the extra trees algorithm: an ablation study of hyperparameters. Acta Education. 2, 2 (Jun. 2025), 29–39. DOI:https://doi.org/10.61587/ActaEducation-2025-3-00002.