Książka Information, Physics, and Computation Marc Mezard

Information, Physics, and Computation

Autor: Marc Mezard
Język: Angielski
Oprawa: Twarda
Dostępność: Dostępna u dostawcy
Wysyłamy za 10-18 dni
362.65
This book presents a unified approach to a rich and rapidly evolving research domain at the interfac...

Informacje o książce

Autor
Język
Angielski
Oprawa
Książka - Twarda
Data wydania
2009
strony
584
EAN
9780198570837
ISBN
019857083X
Enbook ID
01323048
Waga
1250
Wymiary
177 x 253 x 35

Pełny opis

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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