Large deviations for performance analysis

queues, communications, and computing

1st ed.
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Last edited by MARC Bot
July 17, 2024 | History

Large deviations for performance analysis

queues, communications, and computing

1st ed.
  • 1 Want to read

This book consists of two synergistic parts.

The first half develops the theory of large deviations from the beginning (i.i.d. random variables) through recent results on the theory for processes with boundaries, keeping to a very narrow path: continuous-time, discrete-state processes. By developing only what is needed for the applications, the theory is kept to a manageable level, both in terms of length and in terms of difficulty. Within its scope, the treatment is detailed, comprehensive, and self-contained.

As the book shows, there are sufficiently many interesting applications of jump Markov processes to warrant a special treatment.

The second half is a collection of applications developed at AT&T Bell Laboratories. The applications cover large areas of the theory of communication networks: circuit-switched transmission, packet transmission, multiple access channels, and the M/M/1 queue.

Aspects of parallel computation are covered as well: basics of job allocation, rollback-based parallel simulation, assorted priority queuing models that may be used in performance models of various computer architectures, and asymptotic coupling of processors. These applications are thoroughly analyzed using the tools developed in the first half of the book.

  1. Advanced undergraduate and graduate students in engineering and applied mathematics will find this book to be an invaluable introduction to the theory and a compelling collection of real engineering applications. This book will also be an excellent resource for mathematicians, researchers, and engineers.
Publish Date
Publisher
Chapman & Hall
Language
English
Pages
556

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Book Details


Edition Notes

Includes bibliographical references (p. 539-549) and index.
Errata slip inserted.

Published in
London, New York
Series
Stochastic modeling series, Stochastic modeling.

Classifications

Dewey Decimal Class
003/.8
Library of Congress
QA273.67 .S48 1995, QA273.67.S48 1995

The Physical Object

Pagination
viii, 556 p. :
Number of pages
556

Edition Identifiers

Open Library
OL1114193M
ISBN 10
0412063115
LCCN
94040138
OCLC/WorldCat
31409575
Goodreads
1893720

Work Identifiers

Work ID
OL3515589W

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April 28, 2010 Edited by Open Library Bot Linked existing covers to the work.
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