2026. A Dual-Phase Hyperparameter Tuning Approach for Emotion Detection Using Boosting-Based Machine Learning Algorithms. International Journal of Latest Technology in Engineering Management & Applied Science. 15, 5 (Jun. 2026), 2428–2439. DOI:https://doi.org/10.51583/IJLTEMAS.2026.150500194.