Fast and Provably Accurate Sequential Designs using Hilbert Space Gaussian Processes

Huanyan Zhu, Cheng Li

Gaussian processes are widely used for accurate emulation of unknown surfaces in sequential design of expensive simulation experiments. Integrated mean squared error (IMSE) is an e…