Gaussian Process Sampling and Optimization with Approximate Upper and Lower Bounds

Vu Nguyen, Marc Peter Deisenroth, Michael A. Osborne

Many functions have approximately-known upper and/or lower bounds, potentially aiding the modeling of such functions. In this paper, we introduce Gaussian process models for functi…