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oapen-20.500.12657-764392024-03-28T09:47:38Z Statistical Physics of Spin Glasses and Information Processing Nishimori, Hidetoshi spin glass, information theory, error-correcting codes, statistical mechanics, replica method, image restoration, neural networks 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. 2023-09-27T08:02:06Z 2023-09-27T08:02:06Z 2001 book https://library.oapen.org/handle/20.500.12657/76439 eng International Series of Monographs on Physics application/pdf Attribution-NonCommercial-NoDerivatives 4.0 International 9780198509400_Print (1).pdf https://global.oup.com/academic/product/statistical-physics-of-spin-glasses-and-information-processing-9780198509400?q=NISHIMORI&lang=en&cc=gb Oxford University Press 10.1093/acprof:oso/9780198509417.001.0001 10.1093/acprof:oso/9780198509417.001.0001 b9501915-cdee-4f2a-8030-9c0b187854b2 256 Oxford open access
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OAPEN
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DSpace
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English
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| description |
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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| title |
9780198509400_Print (1).pdf
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| spellingShingle |
9780198509400_Print (1).pdf
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9780198509400_Print (1).pdf
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| title_full |
9780198509400_Print (1).pdf
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| title_fullStr |
9780198509400_Print (1).pdf
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| title_full_unstemmed |
9780198509400_Print (1).pdf
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| title_sort |
9780198509400_print (1).pdf
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| publisher |
Oxford University Press
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| publishDate |
2023
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| url |
https://global.oup.com/academic/product/statistical-physics-of-spin-glasses-and-information-processing-9780198509400?q=NISHIMORI&lang=en&cc=gb
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1799945197056950272
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