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The Ergodic Theory of Discrete Sample Paths
Paul C. Shields
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Graduate Studies in Mathematics
1996; 249 pp; hardcover
Volume: 13
ISBN-10: 0-8218-0477-4
ISBN-13: 978-0-8218-0477-3
List Price: US$47
Member Price: US$37.60
Order Code: GSM/13
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This book is about finite-alphabet stationary processes, which are important in physics, engineering, and data compression. The focus is on the combinatorial properties of typical finite sample paths drawn from a stationary, ergodic process. A primary goal, only partially realized, is to develop a theory based directly on sample path arguments with minimal appeals to the probability formalism. A secondary goal is to give a careful presentation of the many models for stationary finite-alphabet processes that have been developed in probability theory, ergodic theory, and information theory.

Features:

  • Emphasis on recent combinatorial results about sample paths.
  • Careful treatment of many models found to be useful in engineering.
  • Applications of entropy ideas to coding, sample path structure, distribution estimation, recurrence times, waiting times, and prefix trees.
  • Simplification, adaptation, and updating to the process setting of Ornstein isomorphism theory.

Readership

Graduate students and faculty members in mathematics, engineering, statistics, and physics who are interested in measure theory and probability theory.

Reviews

"A very original book on a topic of current interest written by an experienced author."

-- Zentralblatt MATH

"This is a well-written book. Being an expert in the field, the author has chosen his own way of organization and presentation of the material. The result is a unique book with many interesting details for the expert and a text for the graduate student which is well thought out ... covers important and useful aspects of probabilistic discrete-sample-paths theory."

-- Mathematical Reviews

"This is an interesting and well-written account of the ergodic theory of stationary processes from the viewpoint of entropy theory. This book is a beautiful and very readable treatment of an important part of ergodic theory. It is written by an expert in the field who has made very significant contributions and who has an excellent knowledge of the great relevance of the theory to other fields such as information theory ... strongly recommend this book to anyone who is interested in ergodic theory, stochastic processes or information theory."

-- Bulletin of the London Mathematical Society

Table of Contents

  • Basic concepts (Chapter I)
  • Entropy-related properties (Chapter II)
  • Entropy for restricted classes (Chapter III)
  • B-processes (Chapter IV)
  • Bibliography
  • Index
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