Mathematical Aspects of Spin Glasses and Neural Networks

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Publisher : Springer Science & Business Media
ISBN 13 : 1461241022
Total Pages : 381 pages
Book Rating : 4.4/5 (612 download)

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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 and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 381 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Mathematical Aspects of Spin Glasses and Neural Networks

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Author :
Publisher : Birkhauser
ISBN 13 : 9783764338633
Total Pages : 382 pages
Book Rating : 4.3/5 (386 download)

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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 and published by Birkhauser. This book was released on 1998 with total page 382 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Spin Glasses and Complexity

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Publisher : Princeton University Press
ISBN 13 : 1400845637
Total Pages : 336 pages
Book Rating : 4.4/5 (8 download)

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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 and published by Princeton University Press. This book was released on 2013-01-15 with total page 336 pages. 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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Publisher : World Scientific
ISBN 13 : 9789810218737
Total Pages : 172 pages
Book Rating : 4.2/5 (187 download)

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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 and published by World Scientific. This book was released on 1994 with total page 172 pages. 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.

Spin Glasses: A Challenge for Mathematicians

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Publisher : Springer Science & Business Media
ISBN 13 : 9783540003564
Total Pages : 608 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Spin Glasses: A Challenge for Mathematicians by : Michel Talagrand

Download or read book Spin Glasses: A Challenge for Mathematicians written by Michel Talagrand and published by Springer Science & Business Media. This book was released on 2003-07-11 with total page 608 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Mean Field Models for Spin Glasses

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Publisher : Springer Science & Business Media
ISBN 13 : 3642152023
Total Pages : 494 pages
Book Rating : 4.6/5 (421 download)

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Book Synopsis Mean Field Models for Spin Glasses by : Michel Talagrand

Download or read book Mean Field Models for Spin Glasses written by Michel Talagrand and published by Springer Science & Business Media. This book was released on 2010-11-10 with total page 494 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is a new, completely revised, updated and enlarged edition of the author's Ergebnisse vol. 46: "Spin Glasses: A Challenge for Mathematicians". This new edition will appear in two volumes, the present first volume presents the basic results and methods, the second volume is expected to appear in 2011. 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, of considerable interest for several branches of science (statistical physics, neural networks and computer science). The physicists studied them by non-rigorous methods and predicted spectacular behaviors. This book introduces in a rigorous manner this exciting new area to the mathematically minded reader. It requires no knowledge whatsoever of any physics. The first volume of this new and completely rewritten edition presents six fundamental models and the basic techniques to study them.

Spin Glasses: Statics and Dynamics

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Publisher : Springer Science & Business Media
ISBN 13 : 3764398914
Total Pages : 281 pages
Book Rating : 4.7/5 (643 download)

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Book Synopsis Spin Glasses: Statics and Dynamics by : Anne Boutet de Monvel

Download or read book Spin Glasses: Statics and Dynamics written by Anne Boutet de Monvel and published by Springer Science & Business Media. This book was released on 2009-12-15 with total page 281 pages. Available in PDF, EPUB and Kindle. Book excerpt: Over the last decade, spin glass theory has turned from a fascinating part of t- oretical physics to a ?ourishing and rapidly growing subject of probability theory as well. These developments have been triggered to a large part by the mathem- ical understanding gained on the fascinating and previously mysterious “Parisi solution” of the Sherrington–Kirkpatrick mean ?eld model of spin glasses, due to the work of Guerra, Talagrand, and others. At the same time, new aspects and applications of the methods developed there have come up. The presentvolumecollects a number of reviewsaswellas shorterarticlesby lecturers at a summer school on spin glasses that was held in July 2007 in Paris. These articles range from pedagogical introductions to state of the art papers, covering the latest developments. In their whole, they give a nice overview on the current state of the ?eld from the mathematical side. The review by Bovier and Kurkova gives a concise introduction to mean ?eld models, starting with the Curie–Weiss model and moving over the Random Energymodels up to the Parisisolutionof the Sherrington–Kirkpatrikmodel. Ben Arous and Kuptsov present a more recent view and disordered systems through the so-called local energy statistics. They emphasize that there are many ways to look at Hamiltonians of disordered systems that make appear the Random Energy model (or independent random variables) as a universal mechanism for describing certain rare events. An important tool in the analysis of spin glasses are correlation identities.

Spin Glasses

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Publisher : Springer
ISBN 13 : 3540409084
Total Pages : 190 pages
Book Rating : 4.5/5 (44 download)

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Book Synopsis Spin Glasses by : Erwin Bolthausen

Download or read book Spin Glasses written by Erwin Bolthausen and published by Springer. This book was released on 2007-01-11 with total page 190 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book serves as a concise introduction to the state-of-the-art of spin glass theory. The collection of review papers are written by leading experts in the field and cover the topic from a wide variety of angles. The book will be useful to both graduate students and young researchers, as well as to anyone curious to know what is going on in this exciting area of mathematical physics.

Statistical Physics of Spin Glasses and Information Processing

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Publisher : Clarendon Press
ISBN 13 : 9780198509400
Total Pages : 264 pages
Book Rating : 4.5/5 (94 download)

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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 and published by Clarendon Press. This book was released on 2001 with total page 264 pages. 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 Physics and Stochastic Analysis

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Publisher : World Scientific
ISBN 13 : 9789810244408
Total Pages : 466 pages
Book Rating : 4.2/5 (444 download)

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Book Synopsis Mathematical Physics and Stochastic Analysis by : Sergio Albeverio

Download or read book Mathematical Physics and Stochastic Analysis written by Sergio Albeverio and published by World Scientific. This book was released on 2000 with total page 466 pages. Available in PDF, EPUB and Kindle. Book excerpt: In October 1998 a conference was held in Lisbon to celebrate Ludwig Streit's 60th birthday. This book collects some of the papers presented at the conference as well as other essays contributed by the many friends and collaborators who wanted to honor Ludwig Streit's scientific career and personality.The contributions cover many aspects of contemporary mathematical physics. Of particular importance are new results on infinite-dimensional stochastic analysis and its applications to a wide range of physical domains.List of Contributors: S Albeverio, T Hida, L Accardi, I Ya Aref'eva, I V Volovich; A Daletskii, Y Kondratiev, W Karwowski, N Asai, I Kubo, H-H Kuo, J Beckers, Ph Blanchard, G F Dell'Antonio, D Gandolfo, M Sirugue-Collin, A Bohm, H Kaldass, D Boll‚, G Jongen, G M Shim, J Bornales, C C Bernido, M V Carpio-Bernido, G Burdet, Ph Combe, H Nencka, P Cartier, C DeWitt-Morette, H Ezawa, K Nakamura, K Watanabe, Y Yamanaka, R Figari, F Gesztesy, H Holden, R Gielerak, G A Goldin, Z Haba, M-O Hongler, Y Hu, B Oksendal, A Sulem, J R Klauder, C B Lang, V I Man'ko, H Ouerdiane, J Potthoff, E Smajlovic, M R”ckner, E Scacciatelli, J L Silva, J Stochel, F H Szafraniec, L V zquez, D N Kozakevich, S Jim‚nez, V R Vieira, P D Sacramento, R Vilela Mendes, D Voln?, P Samek.

Geometric Aspects of Functional Analysis

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Publisher : Springer
ISBN 13 : 3540444890
Total Pages : 299 pages
Book Rating : 4.5/5 (44 download)

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Book Synopsis Geometric Aspects of Functional Analysis by : Vitali D. Milman

Download or read book Geometric Aspects of Functional Analysis written by Vitali D. Milman and published by Springer. This book was released on 2004-08-30 with total page 299 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Israeli GAFA seminar (on Geometric Aspect of Functional Analysis) during the years 2002-2003 follows the long tradition of the previous volumes. It reflects the general trends of the theory. Most of the papers deal with different aspects of the Asymptotic Geometric Analysis. In addition the volume contains papers on related aspects of Probability, classical Convexity and also Partial Differential Equations and Banach Algebras. There are also two expository papers on topics which proved to be very much related to the main topic of the seminar. One is Statistical Learning Theory and the other is Models of Statistical Physics. All the papers of this collection are original research papers.

Statistical Mechanics of Disordered Systems

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Publisher : Cambridge University Press
ISBN 13 : 0521849918
Total Pages : 297 pages
Book Rating : 4.5/5 (218 download)

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Book Synopsis Statistical Mechanics of Disordered Systems by : Anton Bovier

Download or read book Statistical Mechanics of Disordered Systems written by Anton Bovier and published by Cambridge University Press. This book was released on 2006-06-08 with total page 297 pages. Available in PDF, EPUB and Kindle. Book excerpt: Publisher Description

Spin Glasses And Biology

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Publisher : World Scientific
ISBN 13 : 9814507776
Total Pages : 277 pages
Book Rating : 4.8/5 (145 download)

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Book Synopsis Spin Glasses And Biology by : Daniel L Stein

Download or read book Spin Glasses And Biology written by Daniel L Stein and published by World Scientific. This book was released on 1992-08-11 with total page 277 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Dynamics & Stochastics

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Publisher : IMS
ISBN 13 : 9780940600645
Total Pages : 332 pages
Book Rating : 4.6/5 (6 download)

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Book Synopsis Dynamics & Stochastics by : Michael S. Keane

Download or read book Dynamics & Stochastics written by Michael S. Keane and published by IMS. This book was released on 2006 with total page 332 pages. Available in PDF, EPUB and Kindle. Book excerpt:

The Sherrington-Kirkpatrick Model

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Publisher : Springer Science & Business Media
ISBN 13 : 1461462894
Total Pages : 164 pages
Book Rating : 4.4/5 (614 download)

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Book Synopsis The Sherrington-Kirkpatrick Model by : Dmitry Panchenko

Download or read book The Sherrington-Kirkpatrick Model written by Dmitry Panchenko and published by Springer Science & Business Media. This book was released on 2013-02-26 with total page 164 pages. Available in PDF, EPUB and Kindle. Book excerpt: The celebrated Parisi solution of the Sherrington-Kirkpatrick model for spin glasses is one of the most important achievements in the field of disordered systems. Over the last three decades, through the efforts of theoretical physicists and mathematicians, the essential aspects of the Parisi solution were clarified and proved mathematically. The core ideas of the theory that emerged are the subject of this book, including the recent solution of the Parisi ultrametricity conjecture and a conceptually simple proof of the Parisi formula for the free energy. The treatment is self-contained and should be accessible to graduate students with a background in probability theory, with no prior knowledge of spin glasses. The methods involved in the analysis of the Sherrington-Kirkpatrick model also serve as a good illustration of such classical topics in probability as the Gaussian interpolation and concentration of measure, Poisson processes, and representation results for exchangeable arrays.

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

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Publisher : World Scientific Publishing Company
ISBN 13 : 9813103914
Total Pages : 477 pages
Book Rating : 4.8/5 (131 download)

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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 and published by World Scientific Publishing Company. This book was released on 1987-11-01 with total page 477 pages. 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.

European Congress of Mathematics

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Publisher : European Mathematical Society
ISBN 13 : 9783037190098
Total Pages : 906 pages
Book Rating : 4.1/5 (9 download)

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Book Synopsis European Congress of Mathematics by : Ari Laptev

Download or read book European Congress of Mathematics written by Ari Laptev and published by European Mathematical Society. This book was released on 2005 with total page 906 pages. Available in PDF, EPUB and Kindle. Book excerpt: The European Congress of Mathematics, held every four years, has established itself as a major international mathematical event. Following those in Paris, 1992, Budapest, 1996, and Barcelona, 2000, the Fourth European Congress of Mathematics took place in Stockholm, Sweden, June 27 to July 2, 2004, with 913 participants from 65 countries. Apart from seven plenary and thirty three invited lectures, there were six Science Lectures covering the most relevant aspects of mathematics in science and technology. Moreover, twelve projects of the EU Research Training Networks in Mathematics and Information Sciences, as well as Programmes from the European Science Foundation in Physical and Engineering Sciences, were presented. Ten EMS Prizes were awarded to young European mathematicians who have made a particular contribution to the progress of mathematics. Five of the prizewinners were independently chosen by the 4ECM Scientific Committee as plenary or invited speakers. The other five prizewinners gave their lectures in parallel sessions. Most of these contributions are now collected in this volume, providing a permanent record of so much that is best in mathematics today.