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Statistical Physics of Spin Glasses and Information Processing: An Introduction.
・ISBN 978-0-19-850941-7 paper GB£ 112.50
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| 著者・編者 | Nishimori, Hidetoshi, |
|---|---|
| シリーズ | (International Series of Monographs on Physics 111) |
| 出版社 | (Oxford University Press, UK) |
| 出版年月 | 2001 |
| ページ数 | 256 pp. |
| 言語 | ENG |
| ニュース番号 | ＜A03-6469＞ |
解説
Spin glasses are magnetic materials. Statistical mechanics, a subfield of physics, 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 turned out to offer new tools and viewpoints for the understanding of information processing problems, including neural networks, error-correcting codes, image restoration, and optimization problems. This book is one of the first publications of the past ten years that provide a broad overview of this interdisciplinary field. Most of the book is written in a self-contained manner, assuming only a general knowledge of statistical mechanics and basic probability theory. It provides the reader with a sound introduction to the field and to the analytical techniques necessary to follow its most recent developments.