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Information, Physics, and Computation

Information, Physics, and Computation

by Andrea Montanari and Marc Mezard
Hardback
Publication Date: 22/01/2009

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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.
ISBN:
9780198570837
9780198570837
Category:
Physics
Format:
Hardback
Publication Date:
22-01-2009
Language:
English
Publisher:
Oxford University Press
Country of origin:
United Kingdom
Pages:
584
Dimensions (mm):
254x177x34mm
Weight:
1.25kg

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