Information, Physics, and Computation
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Information, Physics, and Computation by Marc Mezard
Book DescriptionThis 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.
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Book DetailsISBN: 9780198570837
(253mm x 177mm x 32mm)
Imprint: Oxford University Press
Publisher: Oxford University Press
Publish Date: 22-Jan-2009
Country of Publication: United Kingdom
Books By Author Marc Mezard
Complex Systems, Hardback (August 2007)» View all books by Marc Mezard
Suitable for students and researchers with various backgrounds: probability theory, computer science, information theory, physics, finance and biology, this book features survey of the interdisciplinary field of 'Complex Systems'.
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Author Biography - Marc Mezard
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 Theorique de l'Ecole Normale Superieure (LPTENS), Paris, France, and the Mathematical Sciences Research Institute, Berkeley, USA. Since 2002 he is Charge 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.
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