Cost-aware Bayesian Optimization via the Pandora's Box Gittins Index

Qian Xie, Raul Astudillo, Peter I. Frazier +2

Bayesian optimization is a technique for efficiently optimizing unknown functions in a black-box manner. To handle practical settings where gathering data requires use of finite re…