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Spatial and Spatio-temporal Bayesian Models with R - INLA

Spatial and Spatio-temporal Bayesian Models with R - INLA

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Spatial and Spatio-temporal Bayesian Models with R - INLA

Marta Blangiardo | Michela Cameletti

Mathematics / Probability & Statistics / Bayesian Analysis

Spatial and Spatio-Temporal Bayesian Models with R-INLA provides a much needed, practically oriented & innovative presentation of the combination of Bayesian methodology and spatial statistics. The authors combine an introduction to Bayesian theory and methodology with a focus on the spatial and spatio­-temporal models used within the Bayesian framework and a series of practical examples which allow the reader to link the statistical theory presented to real data problems. The numerous examples from the fields of epidemiology, biostatistics and social science all are coded in the R package R-INLA, which has proven to be a valid alternative to the commonly used Markov Chain Monte Carlo simulations

Marta Blangiardo, MRC-PHE Centre for Environment and Health, Department of Epidemiology and Biostatistics, Imperial College London, UK

Michela Cameletti, Department of Management, Economics and Quantitative Methods, University of Bergamo, Italy


Publication Date: 09 June 2015
Publisher: Wiley
Imprint: Wiley
ISBN-13: 9781118326558
Format: Hardback
Page Count: 320
Weight (oz): 18.88

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