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Item Details
Title: INFORMATION, PHYSICS, AND COMPUTATION
By: Marc Mezard, Andrea Montanari
Format: Hardback

List price: £93.00
Our price: £81.38
Discount:
12.5% off
You save: £11.62
ISBN 10: 019857083X
ISBN 13: 9780198570837
Availability: Usually dispatched within 1-3 weeks.
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Stock: Currently 0 available
Publisher: OXFORD UNIVERSITY PRESS
Pub. date: 22 January, 2009
Series: Oxford Graduate Texts
Pages: 584
Description: A very active field of research is emerging at the frontier of statistical physics, theoretical computer science/discrete mathematics, and coding/information theory. This book sets up a common language and pool of concepts, accessible to students and researchers from each of these fields.
Synopsis: 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.
Illustrations: 140 line drawings
Publication: UK
Imprint: Oxford University Press
Returns: Returnable
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