Approximate Inference for Nonstationary Heteroscedastic Gaussian process Regression

Ville Tolvanen, Pasi Jylänki, Aki Vehtari

This paper presents a novel approach for approximate integration over the uncertainty of noise and signal variances in Gaussian process (GP) regression. Our efficient and straightf…