Statistical Physics of Spin Glasses and Information Processing
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...
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| Автор: | |
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| Формат: | Online |
| Мова: | Англійська |
| Опубліковано: |
Oxford University Press
2023
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| Предмети: | |
| Онлайн доступ: | OCN: 608023241 |
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| _version_ | 1869522682837467136 |
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| author | Nishimori, Hidetoshi |
| author_browse | Nishimori, Hidetoshi |
| author_facet | Nishimori, Hidetoshi |
| author_sort | Nishimori, Hidetoshi |
| collection | Directory of Open Access Books |
| 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. |
| format | Online |
| id | doab-20.500.12854ir-114136 |
| institution | Directory of Open Access Books |
| language | eng |
| publishDate | 2023 |
| publishDateRange | 2023 |
| publishDateSort | 2023 |
| publisher | Oxford University Press |
| publisherStr | Oxford University Press |
| record_format | ojs |
| spelling | doab-20.500.12854ir-1141362025-03-20T08:06:59Z 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. 2023-09-29T04:01:12Z 2023-09-29T04:01:12Z 2023-09-27T08:02:06Z 2001 book OCN: 608023241 https://library.oapen.org/handle/20.500.12657/76439 https://directory.doabooks.org/handle/20.500.12854/114136 eng International Series of Monographs on Physics open access image/jpeg image/jpeg image/jpeg image/jpeg Attribution-NonCommercial-NoDerivatives 4.0 International Attribution-NonCommercial-NoDerivatives 4.0 International Attribution-NonCommercial-NoDerivatives 4.0 International Attribution-NonCommercial-NoDerivatives 4.0 International https://library.oapen.org/bitstream/20.500.12657/76439/1/9780198509400_Print%20%281%29.pdf https://library.oapen.org/bitstream/20.500.12657/76439/1/9780198509400_Print%20%281%29.pdf https://library.oapen.org/bitstream/20.500.12657/76439/1/9780198509400_Print%20%281%29.pdf https://library.oapen.org/bitstream/20.500.12657/76439/1/9780198509400_Print%20%281%29.pdf Oxford University Press 10.1093/acprof:oso/9780198509417.001.0001 10.1093/acprof:oso/9780198509417.001.0001 db4e319f-ca9f-449a-bcf2-37d7c6f885b1 256 Oxford open access |
| spellingShingle | spin glass, information theory, error-correcting codes, statistical mechanics, replica method, image restoration, neural networks Nishimori, Hidetoshi Statistical Physics of Spin Glasses and Information Processing |
| title | Statistical Physics of Spin Glasses and Information Processing |
| title_full | Statistical Physics of Spin Glasses and Information Processing |
| title_fullStr | Statistical Physics of Spin Glasses and Information Processing |
| title_full_unstemmed | Statistical Physics of Spin Glasses and Information Processing |
| title_short | Statistical Physics of Spin Glasses and Information Processing |
| title_sort | statistical physics of spin glasses and information processing |
| topic | spin glass, information theory, error-correcting codes, statistical mechanics, replica method, image restoration, neural networks |
| topic_facet | spin glass, information theory, error-correcting codes, statistical mechanics, replica method, image restoration, neural networks |
| url | OCN: 608023241 |
| work_keys_str_mv | AT nishimorihidetoshi statisticalphysicsofspinglassesandinformationprocessing |