Andrew Pensoneault

Nonnegativity-enforced Gaussian process regression

2020 · Theoretical and Applied Mechanics Letters

Gaussian process (GP) regression is a flexible non-parametric approach to approximate complex models. In many cases, these models correspond to processes with bounded physical properties. Standard GP regression typically results in a proxy model which …