Gaussian Process Regression with Soft Inequality and Monotonicity Constraints

Didem Kochan, Xiu Yang

Gaussian process (GP) regression is a non-parametric, Bayesian framework to approximate complex models. Standard GP regression can lead to an unbounded model in which some points c…