Automated Random Embedding for Practical Bayesian Optimization with Unknown Effective Dimension

Hong Qian, Xiang Shu, Xiang Xia +5

Bayesian optimization is widely employed for optimizing complex black-box functions but struggles with the curse of dimensionality. Random embedding, as a dimension reduction strat…