Information, Physics, and Computation 在线电子书 图书标签: 物理 统计 复杂系统 计算 信息论 信息 算法 物理學
发表于2024-12-23
Information, Physics, and Computation 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024
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评分Noted to study the idea models in physics.
评分Noted to study the idea models in physics.
评分Noted to study the idea models in physics.
评分Noted to study the idea models in physics.
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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Information, Physics, and Computation 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024