Randomized Kriging Believer for Parallel Bayesian Optimization with Regret Bounds

Shuhei Sugiura, Ichiro Takeuchi, Shion Takeno

We consider the optimization problem of an expensive-to-evaluate black-box function, in which we can obtain noisy function values in parallel. For this problem, parallel Bayesian o…