How Bayesian Should Bayesian Optimisation Be?

George De Ath, Richard Everson, Jonathan Fieldsend

Bayesian optimisation (BO) uses probabilistic surrogate models - usually Gaussian processes (GPs) - for the optimisation of expensive black-box functions. At each BO iteration, the…