Improving performances of MCMC for Nearest Neighbor Gaussian Process models with full data augmentation

Sébastien Coube-Sisqueille, Benoît Liquet

Even though Nearest Neighbor Gaussian Processes (NNGP) alleviate considerably MCMC implementation of Bayesian space-time models, they do not solve the convergence problems caused b…