Covariance-based rational approximations of fractional SPDEs for computationally efficient Bayesian inference

David Bolin, Alexandre B. Simas, Zhen Xiong

The stochastic partial differential equation (SPDE) approach is widely used for modeling large spatial datasets. It is based on representing a Gaussian random field $u$ on $\mathbb…