Efficient Deep Gaussian Process Surrogates via Mini-Batch Latent MAP Estimation

Chun-Yi Chang, Chih-Li Sung

Deep Gaussian processes (DGPs) are flexible surrogate models for computer experiments with nonstationary response surfaces, but inference over their latent representations remains…