Bayesian Optimistic Optimisation with Exponentially Decaying Regret

              Hung Tran-The 1 Sunil Gupta 1 Santu Rana 1 Svetha Venkatesh 1

             Abstract                 transform a global optimisation problem into a sequence
                                  of auxiliary optimisation problems of a surrogate function
   Bayesian optimisation (BO) is a well-known ef-
                                  called the acquisition function. The acquisition function
   ficient algorithm for  ...