Computationally Efficient High-Dimensional Bayesian Optimization via Variable Selection

Yihang Shen, Carl Kingsford

Bayesian Optimization (BO) is a method for globally optimizing black-box functions. While BO has been successfully applied to many scenarios, developing effective BO algorithms tha…