Maximum likelihood estimation and uncertainty quantification for Gaussian process approximation of deterministic functions

Toni Karvonen, George Wynne, Filip Tronarp +2

Despite the ubiquity of the Gaussian process regression model, few theoretical results are available that account for the fact that parameters of the covariance kernel typically ne…