Regret Bounds for Transfer Learning in Bayesian Optimisation

Alistair Shilton, Sunil Gupta, Santu Rana, Svetha Venkatesh

Abstract: This paper studies the regret bound of two transfer learning algorithms in Bayesian optimisation. The first algorithm models any difference between the source and target functions as a noise proces...