ABSTRACT
This chapter will introduce a special type of GMRFs, so-called intrinsic GMRFs (IGMRF). IGMRFs are improper, i.e., they have precision matrices not of full rank. We will use these quite extensively later on as prior distributions in various applications. Of particular importance are IGMRFs that are invariant to any trend that is a polynomial of the locations of the nodes up to a specific order.
