Sub-linear Regret Bounds for Bayesian Optimisation in Unknown Search Spaces

Hung Tran-The, Sunil Gupta, Santu Rana +2

Bayesian optimisation is a popular method for efficient optimisation of expensive black-box functions. Traditionally, BO assumes that the search space is known. However, in many pr…