Monotonic warpings for additive and deep Gaussian processes

Steven D. Barnett, Lauren J. Beesley, Annie S. Booth +2

Gaussian processes (GPs) are canonical as surrogates for computer experiments because they enjoy a degree of analytic tractability. But that breaks when the response surface is con…