Spatiotemporal Random Fields, Second Edition: Theory and Applications 1st edition George Christakos

Spatiotemporal Random Fields, Second Edition: Theory and Applications 1st edition George Christakos – Ebook Instant Download/Delivery ISBN(s): 9780128030127,9780128030325,0128030127,0128030321

Product details:

• ISBN 10:0128030321
• ISBN 13:9780128030325
• Author: George Christakos

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.

Table contents:

Chapter I. Space, Time, Space–Time, Randomness, and Probability

Chapter II. Spatiotemporal Random Fields

Chapter III. Space–Time Metrics

Chapter IV. Space–Time Correlation Theory

Chapter V. Transformations of Spatiotemporal Random Fields

Chapter VI. Geometrical Properties of Spatiotemporal Random Fields

Chapter VII. Auxiliary Hypotheses of Spatiotemporal Variation

Chapter VIII. Isostationary Scalar Spatiotemporal Random Fields

Chapter IX. Vector and Multivariate Random Fields

Chapter X. Special Classes of Spatiotemporal Random Fields

Chapter XI. Construction of Spatiotemporal Probability Laws

Chapter XII. Spatiotemporal Random Functionals

Chapter XIII. Generalized Spatiotemporal Random Fields

Chapter XIV. Physical Considerations

Chapter XV. Permissibility in Space–Time

Chapter XVI. Construction of Spatiotemporal Covariance Models

People also search:

spatio-temporal patterns

bayesian modeling of spatio-temporal data with r

bayesian spatiotemporal model

statistics for spatio-temporal data pdf

spatio-temporal conditional random fields