Revisiting Penalized Likelihood Estimation for Deterministic Computer Experiments

Ayumi Mutoh, Annie S. Booth, Jonathan W. Stallrich

Gaussian processes (GPs) are popular as nonlinear regression models for expensive computer simulations, yet GP performance relies heavily on estimation of unknown covariance parame…