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Information, Physics, and Computation pdf epub mobi txt 电子书下载 2024

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Marc Mézard

Oxford University Press

2009-3-27

584

USD 110.00

Hardcover

9780198570837

图书标签: 物理统计复杂系统计算信息论信息算法物理學

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发表于2024-12-28

Information, Physics, and Computation epub 下载 mobi 下载 pdf 下载 txt 电子书下载 2024

Information, Physics, and Computation pdf epub mobi txt 电子书下载 2024

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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.

Information, Physics, and Computation 下载 mobi epub pdf txt 电子书