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An Introduction to the Theory of Spin Glasses and Neural Networks

1994 Science
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Release : 1994
Genre : Science
Kind : eBook
Book Rating : 737/5 ( reviews)

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Book Synopsis An Introduction to the Theory of Spin Glasses and Neural Networks by : Viktor Dotsenko

Download or read book An Introduction to the Theory of Spin Glasses and Neural Networks written by Viktor Dotsenko. This book was released on 1994. Available in PDF, EPUB and Kindle. Book excerpt: 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

1995-01-16 Science
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Release : 1995-01-16
Genre : Science
Kind : eBook
Book Rating : 654/5 ( reviews)

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Book Synopsis An Introduction To The Theory Of Spin Glasses And Neural Networks by : V Dotsenko

Download or read book An Introduction To The Theory Of Spin Glasses And Neural Networks written by V Dotsenko. This book was released on 1995-01-16. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Statistical Physics of Spin Glasses and Information Processing

2001 Computers
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Release : 2001
Genre : Computers
Kind : eBook
Book Rating : 400/5 ( reviews)

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Book Synopsis Statistical Physics of Spin Glasses and Information Processing by : Hidetoshi Nishimori

Download or read book Statistical Physics of Spin Glasses and Information Processing written by Hidetoshi Nishimori. This book was released on 2001. Available in PDF, EPUB and Kindle. Book excerpt: 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

Mathematical Aspects of Spin Glasses and Neural Networks

2012-12-06 Mathematics
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Release : 2012-12-06
Genre : Mathematics
Kind : eBook
Book Rating : 022/5 ( reviews)

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Book Synopsis Mathematical Aspects of Spin Glasses and Neural Networks by : Anton Bovier

Download or read book Mathematical Aspects of Spin Glasses and Neural Networks written by Anton Bovier. This book was released on 2012-12-06. Available in PDF, EPUB and Kindle. Book excerpt:

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

1987-11-01 Science
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Release : 1987-11-01
Genre : Science
Kind : eBook
Book Rating : 914/5 ( reviews)

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Book Synopsis Spin Glass Theory And Beyond: An Introduction To The Replica Method And Its Applications by : Marc Mezard

Download or read book Spin Glass Theory And Beyond: An Introduction To The Replica Method And Its Applications written by Marc Mezard. This book was released on 1987-11-01. Available in PDF, EPUB and Kindle. Book excerpt: 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.

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