Data-driven Prior Learning for Bayesian Optimisation

Sigrid Passano Hellan, Christopher G. Lucas, Nigel H. Goddard

Transfer learning for Bayesian optimisation has generally assumed a strong similarity between optimisation tasks, with at least a subset having similar optimal inputs. This assumpt…