Utility Maximization.
Utility_Max(DT_bounds, GP, acq = "ucb", y_max, kappa, eps)The arg max of the acquisition function
hyperparameters lower and upper bounds to limit the search of the acq max
an object of class GP
Acquisition function type to be used
The current maximum known value of the target utility function
tunable parameter kappa to balance exploitation against exploration
tunable parameter epsilon to balance exploitation against exploration