Long-memory processes : probabilistic properties and statistical methods /

Saved in:
Bibliographic Details
Imprint:Berlin ; New York : Springer, c2013.
Description:1 online resource.
Language:English
Subject:
Format: E-Resource Book
URL for this record:http://pi.lib.uchicago.edu/1001/cat/bib/9851054
Hidden Bibliographic Details
Other authors / contributors:Beran, Jan.
ISBN:9783642355127 (electronic bk.)
3642355129 (electronic bk.)
9783642355110
Notes:Includes bibliographical references and index.
Summary:Long-memory processes are known to play an important part in many areas of science and technology, including physics, geophysics, hydrology, telecommunications, economics, finance, climatology, and network engineering. In the last 20 years enormous progress has been made in understanding the probabilistic foundations and statistical principles of such processes. This book provides a timely and comprehensive review, including a thorough discussion of mathematical and probabilistic foundations and statistical methods, emphasizing their practical motivation and mathematical justification. Proofs of the main theorems are provided and data examples illustrate practical aspects. This book will be a valuable resource for researchers and graduate students in statistics, mathematics, econometrics and other quantitative areas, as well as for practitioners and applied researchers who need to analyze data in which long memory, power laws, self-similar scaling or fractal properties are relevant.