Limit Theorems for Random Fields with Singular Spectrum (Mathematics and Its Applications, 465)

Leonenko, Nicolai

ISBN 10: 9401059470 ISBN 13: 9789401059473
Published by Springer, 2012
New Soft cover

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Synopsis:

This book presents limit theorems for nonlinear functionals of random fields with singular spectrum on the basis of various asymptotic expansions.
The first chapter treats basic concepts of the spectral theory of random fields, some important examples of random processes and fields with singular spectrum, and Tauberian and Abelian theorems for covariance function of long-memory random fields. Chapter 2 is devoted to limit theorems for spherical averages of nonlinear transformations of Gaussian and chi-square random fields. Chapter 3 summarises some limit theorems for geometric type functionals of random fields. Limit theorems for the solutions of Burgers' equation with random data via parabolic and hyperbolic rescaling are demonstrated in Chapter 4. Lastly, Chapter 5 deals with some problems for statistical analysis of random fields with singular spectrum.
Audience: This book will be of interest to mathematicians who use random fields in engineering or other applications.

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Bibliographic Details

Title: Limit Theorems for Random Fields with ...
Publisher: Springer
Publication Date: 2012
Binding: Soft cover
Condition: New

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