Cover image for Statistical mechanics of disordered systems : a mathematical perspective
Title:
Statistical mechanics of disordered systems : a mathematical perspective
Personal Author:
Series:
Cambridge series in statistical and probabilistic mathematics ; 18
Publication Information:
Cambridge, U.K. : Cambridge University Press, 2006
Physical Description:
xiv, 312 pages : illustrations ; 26 cm.
ISBN:
9781107405332
Abstract:
This self-contained book is a graduate-level introduction for mathematicians and for physicists interested in the mathematical foundations of the field, and can be used as a textbook for a two-semester course on mathematical statistical mechanics. It assumes only basic knowledge of classical physics and, on the mathematics side, a good working knowledge of graduate-level probability theory. The book starts with a concise introduction to statistical mechanics, proceeds to disordered lattice spin systems, and concludes with a presentation of the latest developments in the mathematical understanding of mean-field spin glass models. In particular, progress towards a rigorous understanding of the replica symmetry-breaking solutions of the Sherrington-Kirkpatrick spin glass models, due to Guerra, Aizenman-Sims-Starr and Talagrand, is reviewed in some detail.

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30000010345622 QC174.8 B685 2006 Open Access Book Book
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Summary

Summary

This self-contained book is a graduate-level introduction for mathematicians and for physicists interested in the mathematical foundations of the field, and can be used as a textbook for a two-semester course on mathematical statistical mechanics. It assumes only basic knowledge of classical physics and, on the mathematics side, a good working knowledge of graduate-level probability theory. The book starts with a concise introduction to statistical mechanics, proceeds to disordered lattice spin systems, and concludes with a presentation of the latest developments in the mathematical understanding of mean-field spin glass models. In particular, progress towards a rigorous understanding of the replica symmetry-breaking solutions of the Sherrington-Kirkpatrick spin glass models, due to Guerra, Aizenman-Sims-Starr and Talagrand, is reviewed in some detail.


Table of Contents

Preface
Part I Statistical Mechanics
1 Introduction
2 Principles of statistical mechanics
3 Lattice gases and spin systems
4 Gibbsian formalism
5 Cluster expansions
Part II Disordered Systems: Lattice Models
6 Gibbsian formalism and metastates
7 The random field Ising model
Part III Disordered Systems: Mean Field Models
8 Disordered mean field models
9 The random energy model
10 Derrida's generalised random energy models
11 The SK models and the Parisi solution
12 Hopfield models
13 The number partitioning problem
Bibliography
Index of notation
Index