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In this way, you are comparing the results obtained from the same model.
For smaller models, INLA provide its own MCMC-samplerwhich you can use; see .
Journal of the Royal Statistical Society, Series B, 73(4):423–498, 2011.
An explicit link between Gaussian ﬁelds and Gaussian Markovrandom ﬁelds: The SPDE approach (with discussion).
The Gaussian Process Round Table meeting in Sheffield, June 9-10, 2005. The Bibliography of Gaussian Process Models in Dynamic Systems Modelling web site maintained by Juš Kocijan.
Andreas Geiger has written a simple Gaussian process regression Java applet, illustrating the behaviour of covariance functions and hyperparameters.
Especially, this is awkward for intrinsic models where there are sum-to-zero constraints.
Although Gaussian processes have a long history in the field of statistics, they seem to have been employed extensively only in niche areas. In this post I explain how to use the likelihood to update a prior into a posterior.