where β is an explicit hyperparameter to balance the ratio between exploitation and exploration, higher beta values will result in the prioritization of zones for which the model is uncertain, i.e., exploration is favored, while lower values will result in the prioritization of sampling data points with high predicted performance, i.e., exploitation is favored.