Modernizing full posterior inference for surrogate modeling of categorical-output simulation experiments

Andrew Cooper, Annie S. Booth, Robert B. Gramacy

Gaussian processes (GPs) are powerful tools for nonlinear classification in which latent GPs are combined with link functions. But GPs do not scale well to large training data. Thi…