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Home > Mathematics and Science Textbooks > Physics > Information, Physics, and Computation: (Oxford Graduate Texts)
Information, Physics, and Computation: (Oxford Graduate Texts)

Information, Physics, and Computation: (Oxford Graduate Texts)


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About the Book

This book presents a unified approach to a rich and rapidly evolving research domain at the interface between statistical physics, theoretical computer science/discrete mathematics, and coding/information theory. It is accessible to graduate students and researchers without a specific training in any of these fields. The selected topics include spin glasses, error correcting codes, satisfiability, and are central to each field. The approach focuses on large random instances and adopts a common probabilistic formulation in terms of graphical models. It presents message passing algorithms like belief propagation and survey propagation, and their use in decoding and constraint satisfaction solving. It also explains analysis techniques like density evolution and the cavity method, and uses them to study phase transitions.

Table of Contents:
1: Introduction to Information Theory 2: Statistical physics and probability theory 3: Introduction to combinatorial optimization 4: Probabilistic toolbox 5: The Random Energy Model 6: Random Code Ensemble 7: Number partitioning 8: Introduction to replica theory 9: Factor graphs and graph ensembles 10: Satisfiability 11: Low-Density Parity-Check Codes 12: Spin glasses 13: Bridges: Inference and Monte Carlo 14: Belief propagation 15: Decoding with belief propagation 16: The assignment problem 17: Ising models on random graphs 18: Linear Boolean equations 19: The 1RSB cavity method 20: Random K-satisfiability 21: Glassy states in coding theory 22: An ongoing story

About the Author :
Professor Marc Mezard CNRS Research Director at Université de Paris Sud and Professor at Ecole Polytechnique, France Marc Mezard received his PhD in 1984. He was hired in CNRS in 1981 and became research director in 1990 at Ecole Normale Supérieure. He joined the Université Paris Sud in 2001. He spent extensive periods in Rome University, in the KITP (Santa Barbara) and in MSRI (Berkeley). Author of about 150 publications, he has been awarded the silver medal of CNRS in 1990 and the Ampere price of the French academy of science in 1996. Dr Andrea Montanari Assistant Professor, Stanford University and CNRS France Andrea Montanari received a Laurea degree in Physics in 1997, and a Ph. D. in Theoretical Physics in 2001 (both from Scuola Normale Superiore in Pisa, Italy). He has been post-doctoral fellow at Laboratoire de Physique Théorique de l'Ecole Normale Supérieure (LPTENS), Paris, France, and the Mathematical Sciences Research Institute, Berkeley, USA. Since 2002 he is Chargé de Recherche (a permanent research position with Centre National de la Recherche Scientifique, CNRS) at LPTENS. In September 2006 he joined Stanford University as Assistant Professor in the Departments of Electrical Engineering and Statistics. In 2006 he was awarded the CNRS bronze medal for theoretical physics.

Review :
`Combines an exceptionally broad coverage of non-trivial problems with a treatment of sufficient depth [...] A very valuable and unique book.' ACC Coolen, King's College London `There is a growing awareness within computer science that concepts from statistical physics and information theory can provide excellent tools to study computational methods and problems. This book, by world-renowned experts in the field, provides a lucid introduction to this exciting new interdisciplinary research area. ' Bart Selman, Cornell University `No doubt a book of highest quality.' Heiko Rieger, Saarland University


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Product Details
  • ISBN-13: 9780198570837
  • Publisher: Oxford University Press
  • Publisher Imprint: Oxford University Press
  • Height: 254 mm
  • No of Pages: 584
  • Series Title: Oxford Graduate Texts
  • Weight: 1318 gr
  • ISBN-10: 019857083X
  • Publisher Date: 22 Jan 2009
  • Binding: Hardback
  • Language: English
  • Returnable: Y
  • Spine Width: 34 mm
  • Width: 177 mm


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