Linear Embedding-based High-dimensional Batch Bayesian Optimization without Reconstruction Mappings

Shuhei A. Horiguchi, Tomoharu Iwata, Taku Tsuzuki +1

The optimization of high-dimensional black-box functions is a challenging problem. When a low-dimensional linear embedding structure can be assumed, existing Bayesian optimization…