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Mathematical Aspects of Spin Glasses and Neural Networks

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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:

Mathematical Aspects of Spin Glasses and Neural Networks

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Author :
Release : 1998
Genre : Neural networks (Computer science)
Kind : eBook
Book Rating : 633/5 ( 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 1998. Available in PDF, EPUB and Kindle. Book excerpt:

Spin Glasses and Complexity

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Release : 2013-01-15
Genre : Science
Kind : eBook
Book Rating : 637/5 ( reviews)

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Book Synopsis Spin Glasses and Complexity by : Daniel L. Stein

Download or read book Spin Glasses and Complexity written by Daniel L. Stein. This book was released on 2013-01-15. Available in PDF, EPUB and Kindle. Book excerpt: 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.

An Introduction to the Theory of Spin Glasses and Neural Networks

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Author :
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

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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.

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