Set of notes on Gaussian Markov Random Fields, particular in image analysis/spatial statistics applications.
-
Everything you want to know about GMRF in a book: Gaussian Markov Random Fields: Theory and Applications by Håvard Rue and Leonhard Held
-
One lecture overview of GMRF.
-
PhD course on GMRF.
-
Spatial Statistics with Image Analysis course, beside notes has matlab code.
-
A. Gelfand P. Diggle P. Guttorp M. Fuentes (Eds), Handbook of Spatial Statistics. Puts GMRF in perspective to other spatial statistics methodology.
-
Bayesian Computing with INLA Håvard Rue lecture on INLA, much better than reading slides.
-
Advanced Spatial Modeling with Stochastic Partial Differential Equations Using R and INLA