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Statistics for Spatio-Temporal Data

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ISBN-10: 0471692743

ISBN-13: 9780471692744

Edition: 2011

Authors: Christopher K. Wikle, Noel A. C. Cressie

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Description:

Despite the flurry of relatively recent research activity in spatio-temporal statistics, there are no books on spatio-temporal statistical modeling that consider the modern hierarchal perspective. The state of the literature is similar to the spatial statistics literature in the late 1980's before the introduction of Cressie's STATISTICS FOR SPATIAL DATA. The authors' goal is to present an overview of traditional spatio-temporal modeling approaches as well as the modern hierarchal perspective.
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Book details

Copyright year: 2011
Publisher: John Wiley & Sons, Limited
Publication date: 4/19/2011
Binding: Hardcover
Pages: 624
Size: 6.75" wide x 10.00" long x 1.75" tall
Weight: 2.420
Language: English

Space-Time: The Next Frontier
Statistical Preliminaries
Fundamentals of Temporal Processes
Fundamentals of Spatial Random Processes
Exploratory Methods for Spatio-Temporal Data
Spatio-Temporal Statistical Models
Hierarchical Dynamical Spatio-Temporal Models
Hierarchical DSTMs: Implementation and Inference
Hierarchical DSTMs: Examples
Epilogue
References
Index