Gaussian Process Regression with Heteroscedastic or Non-Gaussian Residuals

Chunyi Wang, Radford M. Neal

Gaussian Process (GP) regression models typically assume that residuals are Gaussian and have the same variance for all observations. However, applications with input-dependent noi…