Statistical analysis of environmental space-time processes

Nhu D. Le, James V. Zidek

This book provides a broad introduction to the subject of environmental space-time processes, addressing the role of uncertainty. It covers a spectrum of technical matters from measurement to environmental epidemiology to risk assessment. It showcases non-stationary vector-valued processes, while treating stationarity as a special case. In particular, with members of their research group the authors developed within a hierarchical Bayesian framework, the new statistical approaches presented in the book for analyzing, modeling, and monitoring environmental spatio-temporal processes. Furthermore they indicate new directions for development.

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[目次]

  • Environmental Processes.- First Encounters.- Case Study.- Uncertainty.- Measurement.- Modeling.- Space-Time Modeling.- Covariances.- Spatial Prediction: Classical Approaches.- Bayesian Kriging.- Hierarchical Bayesian Kriging.- Design and Risk Assessment.- Multivariate Modeling***.- Environmental Network Design.- Extremes.- Implementation.- Risk Assessment.- A Tutorial in R.- Appendices.- References.

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この本の情報

書名 Statistical analysis of environmental space-time processes
著作者等 Le Nhu D. (BC Cancer Research Centre)
Zidek James V.
Le Nhu D.
シリーズ名 Springer series in statistics
出版元 Springer
刊行年月 c2006
ページ数 xv, 341 p.
大きさ 24 cm
ISBN 0387262091
NCID BA77479377
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言語 英語
出版国 アメリカ合衆国
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