Provable Accelerated Bayesian Optimization with Knowledge Transfer

Haitao Lin, Boxin Zhao, Mladen Kolar +1

We study how to accelerate Bayesian optimization (BO) on a target task by transferring historical knowledge from related source tasks. Existing work on BO with knowledge transfer e…