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Inverses of Matern Covariances on Grids - MaRDI portal

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Inverses of Matern Covariances on Grids

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Publication:6331851

DOI10.1093/BIOMET/ASAB017arXiv1912.11914MaRDI QIDQ6331851

Author name not available (Why is that?)

Publication date: 26 December 2019

Abstract: We conduct a study of the aliased spectral densities of Mat'ern covariance functions on a regular grid of points, providing clarity on the properties of a popular approximation based on stochastic partial differential equations; while others have shown that it can approximate the covariance function well, we find that it assigns too much power at high frequencies and does not provide increasingly accurate approximations to the inverse as the grid spacing goes to zero, except in the one-dimensional exponential covariance case. We provide numerical results to support our theory, and in a simulation study, we investigate the implications for parameter estimation, finding that the SPDE approximation tends to overestimate spatial range parameters.





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