A completely random T-tessellation model ...
Document type :
Pré-publication ou Document de travail
Title :
A completely random T-tessellation model and Gibbsian extensions
Author(s) :
Kiêu, Kiên [Auteur]
Unité de recherche Mathématiques et Informatique Appliquées [MIA]
Adamczyk-Chauvat, Katarzyna [Auteur]
Unité de recherche Mathématiques et Informatique Appliquées [MIA]
Monod, Hervé [Auteur]
Unité de recherche Mathématiques et Informatique Appliquées [MIA]
Stoica, Radu [Auteur]
Laboratoire Paul Painlevé - UMR 8524 [LPP]
Institut de Mécanique Céleste et de Calcul des Ephémérides [IMCCE]
Unité de recherche Mathématiques et Informatique Appliquées [MIA]
Adamczyk-Chauvat, Katarzyna [Auteur]
Unité de recherche Mathématiques et Informatique Appliquées [MIA]
Monod, Hervé [Auteur]
Unité de recherche Mathématiques et Informatique Appliquées [MIA]
Stoica, Radu [Auteur]
Laboratoire Paul Painlevé - UMR 8524 [LPP]
Institut de Mécanique Céleste et de Calcul des Ephémérides [IMCCE]
English keyword(s) :
Stochastic geometry
random tessellation
Gibbs model
simulation
Metropolis-Hastings algorithm
random tessellation
Gibbs model
simulation
Metropolis-Hastings algorithm
HAL domain(s) :
Mathématiques [math]/Statistiques [math.ST]
Statistiques [stat]/Théorie [stat.TH]
Statistiques [stat]/Théorie [stat.TH]
English abstract : [en]
In their 1993 paper, Arak, Clifford and Surgailis discussed a new model of random planar graph. As a particular case, that model yields tessellations with only T-vertices (T-tessellations). Using a similar approach involving ...
Show more >In their 1993 paper, Arak, Clifford and Surgailis discussed a new model of random planar graph. As a particular case, that model yields tessellations with only T-vertices (T-tessellations). Using a similar approach involving Poisson lines, a new model of random T-tessellations is proposed. Campbell measures, Papangelou kernels and Georgii-Nguyen-Zessin formulae are translated from point process theory to random T-tessellations. It is shown that the new model shows properties similar to the Poisson point process and can therefore be considered as a completely random T-tessellation. Gibbs variants are introduced leading to models of random T-tessellations where selected features are controlled. Gibbs random T-tessellations are expected to better represent observed tessellations. As numerical experiments are a key tool for investigating Gibbs models, we derive a simulation algorithm of the Metropolis-Hastings-Green family.Show less >
Show more >In their 1993 paper, Arak, Clifford and Surgailis discussed a new model of random planar graph. As a particular case, that model yields tessellations with only T-vertices (T-tessellations). Using a similar approach involving Poisson lines, a new model of random T-tessellations is proposed. Campbell measures, Papangelou kernels and Georgii-Nguyen-Zessin formulae are translated from point process theory to random T-tessellations. It is shown that the new model shows properties similar to the Poisson point process and can therefore be considered as a completely random T-tessellation. Gibbs variants are introduced leading to models of random T-tessellations where selected features are controlled. Gibbs random T-tessellations are expected to better represent observed tessellations. As numerical experiments are a key tool for investigating Gibbs models, we derive a simulation algorithm of the Metropolis-Hastings-Green family.Show less >
Language :
Anglais
Comment :
A revised version of this paper has been published in Spatial Statistics, 2013, volume 6, pages 118- 138.
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