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Spatial and Spatio-temporal Bayesian Models with R-INLA.

Spatial and Spatio-temporal Bayesian Models with R-INLA. R-INLAを用いた空間的・時空間的ベイジアン・モデル

・ISBN 978-1-118-32655-8 2015 hard US$ 95.95

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電子版あり 大学・学術機関向け電子ブック(eBook)ISBN 978-1-118-95020-3

著者・編者Blangiardo, Marta / Cameletti, M.,
出版社(Wiley, US)
ページ数xii, 308 pp.
言語ENG
ニュース番号<623-408>

解説

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