Abstract: This paper presents an application of using Optuna for hyperparameter optimization in a context of improving the performance of an XGBoost model. The starting point from the baseline XGBoost ...

Abstract: When training machine-learning models for brain–computer interface (BCI) decoding, practitioners often grapple with a large hyper-parameter space, where exhaustive tuning is hampered by ...