Large Deviations ( Fields Institute Monographs )

Publication series :Fields Institute Monographs

Author: Frank den Hollander  

Publisher: American Mathematical Society‎

Publication year: 2008

E-ISBN: 9781470431419

P-ISBN(Hardback):  9780821844359

Subject: O211.4 Limit Theory

Keyword: 暂无分类

Language: ENG

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Large Deviations

Description

This book is an introduction to the theory and applications of large deviations, a branch of probability theory that describes the probability of rare events in terms of variational problems. By focusing the theory, in Part A of the book, on random sequences, the author succeeds in conveying the main ideas behind large deviations without a need for technicalities, thus providing a concise and accessible entry to this challenging and captivating subject. The selection of modern applications, described in Part B of the book, offers a good sample of what large deviation theory is able to achieve in various different contexts: statistical hypothesis testing, random walk in random environment, heat conduction with random sources and sinks, polymer chains, and interacting diffusions. With its 60 exercises and solutions, this book can be used as a text for graduate students who have had some exposure to mathematical analysis and measure-theoretic probability.

Chapter

Title page

Contents

Preface

Part A. Theory

Chapter I. Large deviations for i.i.d. sequences: Part 1

Chapter II. Large deviations for i.i.d. sequences: Part 2

Chapter III. General theory

Chapter IV. Large deviations for Markov sequences

Chapter V. Large deviations for dependent sequences

Part B. Applications

Chapter VI. Statistical hypothesis testing

Chapter VII. Random walk in random environment

Chapter VIII. Heat conduction with random sources and sinks

Chapter IX. Polymer chains

Chapter X. Interacting diffusions

Appendix. Solutions to the exercises

Bibliography

Index

Glossary of symbols

Errata

Errata for the Reprinted Edition

Back Cover

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