Improving sample efficiency of high dimensional Bayesian optimization with MCMC

Zeji Yi, Yunyue Wei, Chu Xin Cheng +2

Sequential optimization methods are often confronted with the curse of dimensionality in high-dimensional spaces. Current approaches under the Gaussian process framework are still…