Kniha Information, Physics, and Computation Marc Mezard

Information, Physics, and Computation

Autor: Marc Mezard
Jazyk: Angličtina
Vazba: Pevná
Dostupnost: Skladem u dodavatele
Odesíláme za 10-18 dnů
2 070
This book presents a unified approach to a rich and rapidly evolving research domain at the interfac...

Informace o knize

Autor
Jazyk
Angličtina
Vazba
Kniha - Pevná
Vydáno
2009
Stránek
584
EAN
9780198570837
ISBN
019857083X
Enbook ID
01323048
Hmotnost
1250
Rozměry
177 x 253 x 35

Kompletní popis

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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