Article ID: | iaor201523677 |
Volume: | 40 |
Issue: | 4 |
Start Page Number: | 734 |
End Page Number: | 751 |
Publication Date: | Dec 2013 |
Journal: | Scandinavian Journal of Statistics |
Authors: | Lieshout M N M |
Keywords: | markov processes |
We introduce a class of random fields that can be understood as discrete versions of multicolour polygonal fields built on regular linear tessellations. We focus first on a subclass of consistent polygonal fields, for which we show Markovianity and solvability by means of a dynamic representation. This representation is used to design new sampling techniques for Gibbsian modifications of such fields, a class which covers lattice‐based random fields. A flux‐based modification is applied to the extraction of the field tracks network from a Synthetic Aperture Radar image of a rural area.