Statistical Physics Of Spin Glasses And Information Processing
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Author | : Hidetoshi Nishimori |
Publisher | : Clarendon Press |
Total Pages | : 264 |
Release | : 2001 |
Genre | : Computers |
ISBN | : 9780198509400 |
Download Statistical Physics of Spin Glasses and Information Processing Book 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
Author | : Hidetoshi Nishimori |
Publisher | : Clarendon Press |
Total Pages | : 260 |
Release | : 2001 |
Genre | : Science |
ISBN | : 9780198509417 |
Download Statistical Physics of Spin Glasses and Information Processing Book in PDF, Epub and Kindle
Spin glasses are magnetic materials. Statistical mechanics, a subfield of physics, has been a powerful tool to theoretically analyse various unique properties of spin glasses. A number of new analytical techniques have been developed to establish a theory of spin glasses. Surprisingly, thesetechniques have turned out to offer new tools and viewpoints for the understanding of information processing problems, including neural networks, error-correcting codes, image restoration, and optimization problems. This book is one of the first publications of the past ten years that provide abroad 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 probability theory. It provides the reader with a sound introduction to the field and to the analytical techniques necessary tofollow its most recent developments.
Author | : V Dotsenko |
Publisher | : World Scientific |
Total 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.
Author | : Pierluigi Contucci |
Publisher | : Cambridge University Press |
Total Pages | : 219 |
Release | : 2013 |
Genre | : Science |
ISBN | : 0521763347 |
Download Perspectives on Spin Glasses Book in PDF, Epub and Kindle
Presenting and developing the theory of spin glasses for mathematical physicists and probabilists working in disordered systems.
Author | : Daniel L. Stein |
Publisher | : Princeton University Press |
Total Pages | : 336 |
Release | : 2013-01-15 |
Genre | : Mathematics |
ISBN | : 0691147337 |
Download Spin Glasses and Complexity Book in PDF, Epub and Kindle
This primer builds the theory of spin glasses, starting with the real physical systems and experiments that inspired the theory.
Author | : Patrick Charbonneau |
Publisher | : World Scientific |
Total Pages | : 740 |
Release | : 2023-07-26 |
Genre | : Science |
ISBN | : 9811273936 |
Download Spin Glass Theory And Far Beyond: Replica Symmetry Breaking After 40 Years Book in PDF, Epub and Kindle
About sixty years ago, the anomalous magnetic response of certain magnetic alloys drew the attention of theoretical physicists. It soon became clear that understanding these systems, now called spin glasses, would give rise to a new branch of statistical physics. As physical materials, spin glasses were found to be as useless as they were exotic. They have nevertheless been recognized as paradigmatic examples of complex systems with applications to problems as diverse as neural networks, amorphous solids, biological molecules, social and economic interactions, information theory and constraint satisfaction problems.This book presents an encyclopaedic overview of the broad range of these applications. More than 30 contributions are compiled, written by many of the leading researchers who have contributed to these developments over the last few decades. Some timely and cutting-edge applications are also discussed. This collection serves well as an introduction and summary of disordered and glassy systems for advanced undergraduates, graduate students and practitioners interested in the topic.
Author | : Viktor Dotsenko |
Publisher | : World Scientific |
Total Pages | : 172 |
Release | : 1994 |
Genre | : Science |
ISBN | : 9789810218737 |
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.
Author | : K. H. Fischer |
Publisher | : Cambridge University Press |
Total Pages | : 404 |
Release | : 1993-05-27 |
Genre | : Science |
ISBN | : 9780521447775 |
Download Spin Glasses Book in PDF, Epub and Kindle
A comprehensive account of the theory, experimental work and computer modelling of spin glasses.
Author | : Michel Talagrand |
Publisher | : Springer Science & Business Media |
Total Pages | : 608 |
Release | : 2003-07-11 |
Genre | : Computers |
ISBN | : 9783540003564 |
Download Spin Glasses: A Challenge for Mathematicians Book in PDF, Epub and Kindle
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.
Author | : Daniel L Stein |
Publisher | : World Scientific |
Total Pages | : 277 |
Release | : 1992-08-11 |
Genre | : Science |
ISBN | : 9814507776 |
Download Spin Glasses And Biology Book in PDF, Epub and Kindle
This volume is an introduction to the application of techniques developed for the study of disordered systems to problems which arise in biology. Topics presented include neural networks, adaptation and evolution, maturation of the immune response, and protein dynamics and folding. This book will appeal to students and researchers interested in statistical and condensed matter physics, glasses and spin glasses, and biophysics.