Empirical Process Techniques for Dependent Data
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About the Book
Empirical process techniques for independent data have been used for many years in statistics and probability theory. These techniques have proved very useful for studying asymptotic properties of parametric as well as non-parametric statistical procedures. Recently, the need to model the dependence structure in data sets from many different subject areas such as finance, insurance, and telecommunications has led to new developments concerning the empirical distribution function and the empirical process for dependent, mostly stationary sequences. This work gives an introduction to this new theory of empirical process techniques, which has so far been scattered in the statistical and probabilistic literature, and surveys the most recent developments in various related fields. Key features: A thorough and comprehensive introduction to the existing theory of empirical process techniques for dependent data * Accessible surveys by leading experts of the most recent developments in various related fields * Examines empirical process techniques for dependent data, useful for studying parametric and non-parametric statistical procedures * Comprehensive bibliographies * An overview of applications in various fields related to empirical processes: e.g., spectral analysis of time-series, the bootstrap for stationary sequences, extreme value theory, and the empirical process for mixing dependent observations, including the case of strong dependence. To date this book is the only comprehensive treatment of the topic in book literature. It is an ideal introductory text that will serve as a reference or resource for classroom use in the areas of statistics, time-series analysis, extreme value theory, point process theory, and applied probability theory. Contributors: P. Ango Nze, M.A. Arcones, I. Berkes, R. Dahlhaus, J. Dedecker, H.G. Dehling,
Book Details
ISBN-13: 9780817642013
EAN: 9780817642013
Publisher Date: 01 Sep 2002
Binding: HARDCOVER
Continuations: English
Dewey: 519.5
Height: 254 mm
Language: English
MediaMail: Y
PrintOnDemand: N
Series Title: English
Width: 178 mm
ISBN-10: 0817642013
Publisher: Birkhauser
Acedemic Level: English
Book Type: English
Depth: 19
Edition: 2002
Illustration: Y
LCCN: 2002071106
No of Pages: 381
Returnable: N
Spine Width: 24 mm