An Adaptive Dimension Reduction Estimation Method for High-dimensional Bayesian Optimization

Shouri Hu, Jiawei Li, Zhibo Cai

Bayesian optimization (BO) has shown impressive results in a variety of applications within low-to-moderate dimensional Euclidean spaces. However, extending BO to high-dimensional…