Cover image for Information, physics, and computation
Information, physics, and computation
Title:
Information, physics, and computation
Author:
Mezard, Marc, author.
ISBN:
9780198570837
Personal Author:
Physical Description:
xiii, 569 pages : illustrations ; 25 cm.
Series:
Oxford graduate texts

Oxford graduate texts.
Contents:
Introduction to information theory -- Statistical physics and probability theory -- Introduction to combinatorial optimization -- A probabilistic toolbox -- The random energy model -- The random code ensemble -- Number partitioning -- Introduction to replica theory -- Factor graphs and graph ensembles -- Satisfiability -- Low-density parity-check codes -- Spin glasses -- Bridges : inference and the Monte Carlo method -- Belief propagation -- Decoding with belief propagation -- The assignment problem -- Ising models on random graphs -- Linear equations with Boolean variables -- The 1RSB cavity method -- Random K-satisfiability -- Glassy states in coding theory -- An ongoing story.
Abstract:
A very active field of research is emerging at the frontier of statistical physics, theoretical computer science/discrete mathematics, and coding/information theory. This book sets up a common language and pool of concepts, accessible to students and researchers from each of these fields.
Added Author:
Electronic Access:
Table of contents only http://www.loc.gov/catdir/toc/fy0906/2009277920.html
Holds: Copies: