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Large deviation techniques in decision, simulation, and estimation
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ISBN: 047161856X Year: 1990 Publisher: New York (N.Y.): Wiley

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Large deviations and applications
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ISBN: 0898711894 Year: 1984 Volume: 46 Publisher: Philadelphia (Pa.): Society for industrial and applied mathematics

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Large deviations
Authors: ---
ISBN: 0122131509 9780080874579 0080874576 1281763322 9781281763327 9786611763329 6611763325 9780122131509 082182757X Year: 1989 Publisher: Boston : Academic Press,


Book
Large deviations for additive functionals of Markov chains.
Authors: ---
ISBN: 9780821890899 Year: 2014 Publisher: Providence American Mathematical Society

Limit theorems for functionals of ergodic Markov chains with general state space
Author:
ISSN: 00659266 ISBN: 082181060X Year: 1999 Publisher: Providence (R.I.): American Mathematical Society

Entropy, large deviations, and statistical mechanics
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ISBN: 9783540290599 3540290591 9783540290605 9786610461233 1280461233 3540290605 9787510035111 7510035112 Year: 2006 Publisher: Berlin ; New York : Springer,

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From the reviews: "... Besides the fact that the author's treatment of large deviations is a nice contribution to the literature on the subject, his book has the virue that it provides a beautifully unified and mathematically appealing account of certain aspects of statistical mechanics. ... Furthermore, he does not make the mistake of assuming that his mathematical audience will be familiar with the physics and has done an admireable job of explaining the necessary physical background. Finally, it is clear that the author's book is the product of many painstaking hours of work; and the reviewer is confident that its readers will benefit from his efforts." D. Stroock in Mathematical Reviews 1985 "... Each chapter of the book is followed by a notes section and by a problems section. There are over 100 problems, many of which have hints. The book may be recommended as a text, it provides a completly self-contained reading ..." S. Pogosian in


Book
Large deviations, free energy functional and quasi-potential for a mean field model of interacting diffusions
Authors: ---
ISBN: 0821824619 Year: 1989 Publisher: Providence (R.I.): American Mathematical Society


Book
Large deviations and adiabatic transitions for dynamical systems and Markov processes in fully coupled averaging.
Author:
ISBN: 9780821844250 0821844253 Year: 2009 Publisher: Providence American Mathematical Society


Book
Lectures on Gaussian processes
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ISBN: 3642249388 3642249396 9786613576958 1280399031 Year: 2012 Publisher: Heidelberg : Springer,

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Abstract

Gaussian processes can be viewed as a  far-reaching infinite-dimensional extension of classical normal random variables. Their theory presents a powerful range of tools for probabilistic modelling in various academic and technical domains such as Statistics, Forecasting, Finance, Information Transmission, Machine Learning - to mention just a few. The objective of these Briefs is to present a quick and condensed treatment of the core theory that a reader must understand in order to make his own independent contributions. The primary intended readership are PhD/Masters students and researchers working in pure or applied mathematics. The first chapters introduce essentials of the classical theory of Gaussian processes and measures with the core notions of reproducing kernel, integral representation, isoperimetric property, large deviation principle. The brevity being a priority for teaching and learning purposes, certain technical details and proofs are omitted. The later chapters touch important recent issues not sufficiently reflected in the literature, such as small deviations, expansions, and quantization of processes. In university teaching, one can build a one-semester advanced course upon these Briefs.

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