Spatial Poisson models for areal count data use nonstationary "intrinsic autoregressions," also often referred to as "conditionally autoregressive" (CAR) models. Bayesian inference for these models ...

Gaussian process (GP) models encounter computational difficulties with large spatial data sets, because the models’ computational complexity grows cubically with the sample size n. Although a ...