math.ST, stat.ME, stat.ML, stat.TH

Fast and Provably Accurate Sequential Designs using Hilbert Space Gaussian Processes

arXiv:2604.20414v1 Announce Type: cross
Abstract: 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 effective acquisition …