Spatiotemporal Random Fields

Theory and Applications

Nonfiction, Science & Nature, Science, Earth Sciences, Geology, Mathematics
Cover of the book Spatiotemporal Random Fields by George Christakos, Elsevier Science
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Author: George Christakos ISBN: 9780128030325
Publisher: Elsevier Science Publication: July 26, 2017
Imprint: Elsevier Language: English
Author: George Christakos
ISBN: 9780128030325
Publisher: Elsevier Science
Publication: July 26, 2017
Imprint: Elsevier
Language: English

Spatiotemporal Random Fields: Theory and Applications, Second Edition*,* provides readers with a new and updated edition of the text that explores the application of spatiotemporal random field models to problems in ocean, earth, and atmospheric sciences, spatiotemporal statistics, and geostatistics, among others.

The new edition features considerable detail of spatiotemporal random field theory, including ordinary and generalized models, as well as space-time homostationary, isostationary and hetrogeneous approaches. Presenting new theoretical and applied results, with particular emphasis on space-time determination and interpretation, spatiotemporal analysis and modeling, random field geometry, random functionals, probability law, and covariance construction techniques, this book highlights the key role of space-time metrics, the physical interpretation of stochastic differential equations, higher-order space-time variability functions, the validity of major theoretical assumptions in real-world practice (covariance positive-definiteness, metric-adequacy etc.), and the emergence of interdisciplinary phenomena in conditions of multi-sourced real-world uncertainty.

  • Contains applications in the form of examples and case studies, providing readers with first-hand experiences
  • Presents an easy to follow narrative which progresses from simple concepts to more challenging ideas
  • Includes significant updates from the previous edition, including a focus on new theoretical and applied results
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

Spatiotemporal Random Fields: Theory and Applications, Second Edition*,* provides readers with a new and updated edition of the text that explores the application of spatiotemporal random field models to problems in ocean, earth, and atmospheric sciences, spatiotemporal statistics, and geostatistics, among others.

The new edition features considerable detail of spatiotemporal random field theory, including ordinary and generalized models, as well as space-time homostationary, isostationary and hetrogeneous approaches. Presenting new theoretical and applied results, with particular emphasis on space-time determination and interpretation, spatiotemporal analysis and modeling, random field geometry, random functionals, probability law, and covariance construction techniques, this book highlights the key role of space-time metrics, the physical interpretation of stochastic differential equations, higher-order space-time variability functions, the validity of major theoretical assumptions in real-world practice (covariance positive-definiteness, metric-adequacy etc.), and the emergence of interdisciplinary phenomena in conditions of multi-sourced real-world uncertainty.

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