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Statistical Physics of Spin Glasses and Information Processing

Statistical Physics of Spin Glasses and Information Processing

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Spin glasses are magnetic materials with strong disorder. Statistical mechanics has been a powerful tool to theoretically analyse various unique properties of spin glasses. A number of new analytical techniques have been developed to establish a theory of spin glasses. Surprisingly, these techniques have offered new tools and viewpoints for the understanding of information processing problems, including neural networks, error-correcting codes, image restoration, and optimization problems. A vast, interdisciplinary field has consequently been developing between physics and information, or more specifically, between the statistical physics of spin glasses and several important aspects of information processing tasks. This book provides a broad overview of this new field. It also contains detailed descriptions of the theory of spin glasses.

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Keywords

  • applied mathematics
  • artificial intelligence
  • Computer science
  • Computing & information technology
  • Condensed matter physics (liquid state & solid state physics)
  • Image processing
  • Materials / States of matter
  • Mathematics
  • Mathematics & science
  • Neural networks & fuzzy systems
  • optimization
  • Physics
  • Statistical physics
  • thema EDItEUR::P Mathematics and Science::PB Mathematics::PBU Optimization
  • thema EDItEUR::P Mathematics and Science::PB Mathematics::PBW Applied mathematics
  • thema EDItEUR::P Mathematics and Science::PH Physics::PHF Materials / States of matter::PHFC Condensed matter physics (liquid state and solid state physics)
  • thema EDItEUR::P Mathematics and Science::PH Physics::PHH Thermodynamics and heat
  • thema EDItEUR::P Mathematics and Science::PH Physics::PHS Statistical physics
  • thema EDItEUR::U Computing and Information Technology::UY Computer science::UYQ Artificial intelligence::UYQN Neural networks and fuzzy systems
  • thema EDItEUR::U Computing and Information Technology::UY Computer science::UYT Image processing
  • Thermodynamics & heat

Links

DOI: 10.1093/acprof:oso/9780198509417.001.0001

Editions

edition cover
Contributors: Hidetoshi Nishimori,
1 ebooks
Publisher: Oxford University Press
Published: 2001
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