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A hierarchical bayesian model for spatial prediction of multivariate non-gaussian random fields

Chagneau Pierrette, Mortier Frédéric, Picard Nicolas, Braco Jean-noël. 2011. A hierarchical bayesian model for spatial prediction of multivariate non-gaussian random fields. Biometrics, 67 (1) : pp. 97-105.

Journal article ; Article de revue à facteur d'impact
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Quartile : Q1, Sujet : STATISTICS & PROBABILITY / Quartile : Q2, Sujet : BIOLOGY / Quartile : Q2, Sujet : MATHEMATICAL & COMPUTATIONAL BIOLOGY

Abstract : As most georeferenced data sets are multivariate and concern variables of different types, spatial mapping methods must be able to deal with such data. The main difficulties are the prediction of non-Gaussian variables and the modeling of the dependence between processes. The aim of this article is to present a new hierarchical Bayesian approach that permits simultaneous modeling of dependent Gaussian, count, and ordinal spatial fields. This approach is based on spatial generalized linear mixed models. We use a moving average approach to model the spatial dependence between the processes. The method is first validated through a simulation study. We show that the multivariate model has better predictive abilities than the univariate one. Then the multivariate spatial hierarchical model is applied to a real data set collected in French Guiana to predict topsoil patterns. (Résumé d'auteur)

Mots-clés Agrovoc : Modèle mathématique, Cartographie, Terre arable, Sciences du sol

Mots-clés géographiques Agrovoc : Guyane française

Classification Agris : U10 - Mathematical and statistical methods
P31 - Soil surveys and mapping
P11 - Drainage

Champ stratégique Cirad : Axe 6 (2005-2013) - Agriculture, environnement, nature et sociétés

Auteurs et affiliations

  • Chagneau Pierrette, CIRAD-ES-UPR BSef (FRA)
  • Mortier Frédéric, CIRAD-ES-UPR BSef (FRA)
  • Picard Nicolas, CIRAD-ES-UPR BSef (GAB)
  • Braco Jean-noël

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Source : Cirad - Agritrop (https://agritrop.cirad.fr/559948/)

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