High dimensional Bayesian Optimization via Condensing-Expansion Projection

Jiaming Lu, Rong J. B. Zhu

In high-dimensional settings, Bayesian optimization (BO) can be expensive and infeasible. The random embedding Bayesian optimization algorithm is commonly used to address high-dime…