An Introduction to the Theory of Spin Glasses and Neural Networks

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

An Introduction to the Theory of Spin Glasses and Neural Networks - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook An Introduction to the Theory of Spin Glasses and Neural Networks write by Viktor Dotsenko. This book was released on 1994. An Introduction to the Theory of Spin Glasses and Neural Networks available 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.

An Introduction To The Theory Of Spin Glasses And Neural Networks

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

An Introduction To The Theory Of Spin Glasses And Neural Networks - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook An Introduction To The Theory Of Spin Glasses And Neural Networks write by V Dotsenko. This book was released on 1995-01-16. An Introduction To The Theory Of Spin Glasses And Neural Networks available 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.

Statistical Physics of Spin Glasses and Information Processing

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

Statistical Physics of Spin Glasses and Information Processing - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Statistical Physics of Spin Glasses and Information Processing write by Hidetoshi Nishimori. This book was released on 2001. Statistical Physics of Spin Glasses and Information Processing available in PDF, EPUB and Kindle. 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

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

Mathematical Aspects of Spin Glasses and Neural Networks - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Mathematical Aspects of Spin Glasses and Neural Networks write by Anton Bovier. This book was released on 2012-12-06. Mathematical Aspects of Spin Glasses and Neural Networks available in PDF, EPUB and Kindle.

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

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

Spin Glass Theory And Beyond: An Introduction To The Replica Method And Its Applications - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Spin Glass Theory And Beyond: An Introduction To The Replica Method And Its Applications write by Marc Mezard. This book was released on 1987-11-01. Spin Glass Theory And Beyond: An Introduction To The Replica Method And Its Applications available in PDF, EPUB and Kindle. 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.