Statistics for Spatio-Temporal Data (Wiley Desktop Editions)

Statistics for Spatio-Temporal Data (Wiley Desktop Editions)

Noel Cressie, Christopher K. Wikle


A state of the art presentation of spatio-temporal processes, bridging vintage principles with smooth hierarchical statistical modeling strategies and the newest computational methods
This book has been commemorated with the 2011 PROSE Award in the Mathematics category by the yankee Publishers for pro and Scholarly Excellence.

From knowing environmental techniques and weather tendencies to constructing new applied sciences for mapping public-health facts and the unfold of invasive-species, there's a excessive call for for statistical analyses of knowledge that take spatial, temporal, and spatio-temporal details under consideration. Statistics for Spatio-Temporal Data offers a scientific method of key quantitative ideas that contain the newest advances in statistical computing in addition to hierarchical, rather Bayesian, statistical modeling, with an emphasis on dynamical spatio-temporal models.

Cressie and Wikle supply a distinct presentation that comes with principles from the components of time sequence and spatial information in addition to stochastic procedures. starting with separate remedies of temporal facts and spatial facts, the publication combines those recommendations to debate spatio-temporal statistical equipment for realizing advanced processes.

Topics of insurance include:
* Exploratory tools for spatio-temporal facts, together with visualization, spectral research, empirical orthogonal functionality research, and LISAs
* Spatio-temporal covariance services, spatio-temporal kriging, and time sequence of spatial strategies
* improvement of hierarchical dynamical spatio-temporal versions (DSTMs), with dialogue of linear and nonlinear DSTMs and computational algorithms for his or her implementation
* Quantifying and exploring spatio-temporal variability in clinical purposes, together with case stories in line with real-world environmental info

Throughout the publication, attention-grabbing purposes reveal the relevance of the awarded techniques. shiny, full-color snap shots emphasize the visible nature of the subject, and a similar FTP web site comprises supplementary fabric. Statistics for Spatio-Temporal Data is a superb publication for a graduate-level direction on spatio-temporal facts. it's also a priceless reference for researchers and practitioners within the fields of utilized arithmetic, engineering, and the environmental and future health sciences.

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