An Introduction to the Theory of Spin Glasses and Neural Networks

An Introduction to the Theory of Spin Glasses and Neural Networks
Title An Introduction to the Theory of Spin Glasses and Neural Networks PDF eBook
Author Viktor Dotsenko
Publisher World Scientific
Pages 172
Release 1994
Genre Science
ISBN 9789810218737

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This book aims to describe in simple terms the new area of statistical mechanics known as spin-glasses, encompassing systems in which quenched disorder is the dominant factor. The book begins with a non-mathematical explanation of the problem, and the modern understanding of the physics of the spin-glass state is formulated in general terms. Next, the 'magic' of the replica symmetry breaking scheme is demonstrated and the physics behind it discussed. Recent experiments on real spin-glass materials are briefly described to demonstrate how this somewhat abstract physics can be studied in the laboratory. The final chapters of the book are devoted to statistical models of neural networks.The material here is self-contained and should be accessible to students with a basic knowledge of theoretical physics and statistical mechanics. It has been used for a one-term graduate lecture course at the Landau Institute for Theoretical Physics.

An Introduction To The Theory Of Spin Glasses And Neural Networks

An Introduction To The Theory Of Spin Glasses And Neural Networks
Title An Introduction To The Theory Of Spin Glasses And Neural Networks PDF eBook
Author V Dotsenko
Publisher World Scientific
Pages 166
Release 1995-01-16
Genre Science
ISBN 9814501654

Download An Introduction To The Theory Of Spin Glasses And Neural Networks Book in PDF, Epub and Kindle

This book aims to describe in simple terms the new area of statistical mechanics known as spin-glasses, encompassing systems in which quenched disorder is the dominant factor. The book begins with a non-mathematical explanation of the problem, and the modern understanding of the physics of the spin-glass state is formulated in general terms. Next, the 'magic' of the replica symmetry breaking scheme is demonstrated and the physics behind it discussed. Recent experiments on real spin-glass materials are briefly described to demonstrate how this somewhat abstract physics can be studied in the laboratory. The final chapters of the book are devoted to statistical models of neural networks.The material here is self-contained and should be accessible to students with a basic knowledge of theoretical physics and statistical mechanics. It has been used for a one-term graduate lecture course at the Landau Institute for Theoretical Physics.

Spin Glasses and Complexity

Spin Glasses and Complexity
Title Spin Glasses and Complexity PDF eBook
Author Daniel L. Stein
Publisher Princeton University Press
Pages 336
Release 2013-01-15
Genre Science
ISBN 1400845637

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Spin glasses are disordered magnetic systems that have led to the development of mathematical tools with an array of real-world applications, from airline scheduling to neural networks. Spin Glasses and Complexity offers the most concise, engaging, and accessible introduction to the subject, fully explaining what spin glasses are, why they are important, and how they are opening up new ways of thinking about complexity. This one-of-a-kind guide to spin glasses begins by explaining the fundamentals of order and symmetry in condensed matter physics and how spin glasses fit into--and modify--this framework. It then explores how spin-glass concepts and ideas have found applications in areas as diverse as computational complexity, biological and artificial neural networks, protein folding, immune response maturation, combinatorial optimization, and social network modeling. Providing an essential overview of the history, science, and growing significance of this exciting field, Spin Glasses and Complexity also features a forward-looking discussion of what spin glasses may teach us in the future about complex systems. This is a must-have book for students and practitioners in the natural and social sciences, with new material even for the experts.

Spin Glass Theory And Beyond: An Introduction To The Replica Method And Its Applications

Spin Glass Theory And Beyond: An Introduction To The Replica Method And Its Applications
Title Spin Glass Theory And Beyond: An Introduction To The Replica Method And Its Applications PDF eBook
Author Marc Mezard
Publisher World Scientific Publishing Company
Pages 477
Release 1987-11-01
Genre Science
ISBN 9813103914

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This book contains a detailed and self-contained presentation of the replica theory of infinite range spin glasses. The authors also explain recent theoretical developments, paying particular attention to new applications in the study of optimization theory and neural networks. About two-thirds of the book are a collection of the most interesting and pedagogical articles on the subject.

Statistical Physics of Spin Glasses and Information Processing

Statistical Physics of Spin Glasses and Information Processing
Title Statistical Physics of Spin Glasses and Information Processing PDF eBook
Author Hidetoshi Nishimori
Publisher Clarendon Press
Pages 264
Release 2001
Genre Computers
ISBN 9780198509400

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This superb new book is one of the first publications in recent years to provide a broad overview of this interdisciplinary field. Most of the book is written in a self contained manner, assuming only a general knowledge of statistical mechanics and basic probabilty theory . It provides the reader with a sound introduction to the field and to the analytical techniques necessary to follow its most recent developments

Spin Glasses: A Challenge for Mathematicians

Spin Glasses: A Challenge for Mathematicians
Title Spin Glasses: A Challenge for Mathematicians PDF eBook
Author Michel Talagrand
Publisher Springer Science & Business Media
Pages 608
Release 2003-07-11
Genre Computers
ISBN 9783540003564

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In the eighties, a group of theoretical physicists introduced several models for certain disordered systems, called "spin glasses". These models are simple and rather canonical random structures, that physicists studied by non-rigorous methods. They predicted spectacular behaviors, previously unknown in probability theory. They believe these behaviors occur in many models of considerable interest for several branches of science (statistical physics, neural networks and computer science). This book introduces in a rigorous manner this exciting new area to the mathematically minded reader. It requires no knowledge whatsoever of any physics, and contains proofs in complete detail of much of what is rigorously known on spin glasses at the time of writing.

Spin Glasses

Spin Glasses
Title Spin Glasses PDF eBook
Author K. H. Fischer
Publisher Cambridge University Press
Pages 404
Release 1993-05-27
Genre Science
ISBN 9780521447775

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A comprehensive account of the theory, experimental work and computer modelling of spin glasses.