Sequential Optimization in Locally Important Dimensions

Munir A. Winkel, Jonathan W. Stallings, Curt B. Storlie +1

Optimizing an expensive, black-box function $f(\cdot )$ is challenging when its input space is high-dimensional. Sequential design frameworks first model $f(\cdot )$ with a surrogate…