Gaussian Markov Random Field (GMRF) models are most widely used in spatial statistics - a very active area of research in which few up-to-date reference works are available. This is the first book on the subject that provides a unified framework of GMRFs with particular emphasis on the computational aspects.This book includes extensive case-studies and online a c-library for fast and exact simulation. With chapters contributed by leading researchers in the field this volume is essential reading