Information, Physics, and Computation

Information, Physics, and Computation  (English, Hardcover, Mezard Marc)

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    Highlights
    • Language: English
    • Binding: Hardcover
    • Publisher: Oxford University Press
    • Genre: Science
    • ISBN: 9780198570837, 9780198570837
    • Edition: 2009
    • Pages: 584
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  • Description
    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.
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    Specifications
    Book Details
    Imprint
    • Oxford University Press
    Publication Year
    • 2009
    Series & Set Details
    Series Name
    • Oxford Graduate Texts
    Dimensions
    Width
    • 34 mm
    Height
    • 254 mm
    Length
    • 177 mm
    Depth
    • 32.5
    Weight
    • 1246 gr
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