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Large Deviations For Performance Analysis: QUEUES, Communication and Computing (Stochastic Modeling Series)
 
 
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Large Deviations For Performance Analysis: QUEUES, Communication and Computing (Stochastic Modeling Series) [Hardcover]

Adam Shwartz (Author), Alan Weiss (Author)

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Book Description

0412063115 978-0412063114 September 1, 1995 1
This book consists of two synergistic parts. The first half develops the theory of large deviations from the beginning (iid 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 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 queueing models that might 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.
Features: A transient analysis of the M/M/1 queue; a new analysis of an Aloha model using Markov modulated theory; new results for Erlang's model; new results for the AMS model; analysis of "serve the longer queue", "join the shorter queue" and other simple priority queues; and a simple analysis of the Flatto-Hahn-Wright model of processor-sharing.

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This book is a successful attempt to apply a sophisticated new mathematic technique, the theory of large deviations, to a broad class of problems in performance analysis of large systems.
--Zentralblatt

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Inside This Book (learn more)
First Sentence:
This chapter can be viewed as a guided tour through basic large deviations. Read the first page
Key Phrases - Statistically Improbable Phrases (SIPs): (learn more)
local rate function, watermark model, twisted rates, constant coefficient process, good rate function, large deviations upper bound, positive cone spanned, large deviations principle, large deviations for processes, large deviations lower bound, preemptive priority queue, allocating independent subtasks, bounding model, branching random walk, level crossing problem, retry queue, finite population model, unique optimal path, cheapest path, minimal cost path, probability that the channel, trunk reservation, jump rates, jump directions, large deviations analysis
Key Phrases - Capitalized Phrases (CAPs): (learn more)
Kurtz's Theorem, Principle of Smooth Fit, Chemoff's Theorem, Armand Makowski, Marty Reiman, Leo Flatto, Prove Corollary, Suppose Assumptions, Therefore Theorem
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