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スピングラスと連想記憶, 西森秀稔, 岩波書店, 2003
5112666BW4L.SX323_BO1,204,203,200.jpg

目次

第1章 統計力学

1.1 統計力学と情報
 画像修復、誤り訂正符号、組み合わせ最適化

1.4 イジング模型
 オンサーガ 2次元イジング模型の厳密解

第2章 スピングラス

RKKY(Ruderman Kittel Kasuya Yoshida)相互作用

第3章 連想記憶

第4章 統計力学による解析

参考文献

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ニューラルネットワークの統計力学 (パリティ物理学コース クローズアップ) 西森秀稔, 丸善,1995
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スピングラス理論と情報統計力学, 西森秀稔, 岩波書店, 1999
41Rl1g3XFaL.SX351_BO1,204,203,200.jpg
https://www.amazon.co.jp/dp/4007303657/

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Statistical Physics of Spin Glasses and Information Processing: An Introduction (The International Series of Monographs on Physics) Hidetoshi Nishimori, oxford university press, 2001
https://www.amazon.com/gp/product/B010EW3BZ4/

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5

ニューラルネットワークの物理モデル, Tamas Geszti, 吉岡書店, 1992
41Oov32UY9L.SX350_BO1,204,203,200.jpg
https://www.amazon.co.jp/dp/4842702419/

6

John A. Hertz, Anders S. Krogh, R. G. Palmer,
Introduction to the Theory of Neural Computation
41VjS1U21sL.SX331_BO1,204,203,200.jpg
https://www.amazon.co.jp/dp/0201515601/

7

情報の統計力学,篠本滋, 丸善, 1992
41XTLsiRxBL.SY373_BO1,204,203,200.jpg
https://www.amazon.co.jp/dp/4621037269/

8

大学院情報理工学〈2〉情報数理物理, 堀口 剛, 佐野 雅己, 講談社, 2000
21TBKJZZNZL.BO1,204,203,200.jpg
https://www.amazon.co.jp/dp/4061538128/

9

岩波講座物理の世界 物理と情報〈2〉学習と情報の平均場理論, 樺島 祥介, 岩波書店, 2002
41ZlGLfM+XL.SX339_BO1,204,203,200.jpg
https://www.amazon.co.jp/dp/4000111574/

10

統計物理とヘイズ統計(未刊)。本書が出た半年後に、下記標題で出版済

岩波講座 物理の世界 物理と情報〈3〉ベイズ統計と統計物理, 伊庭 幸人, 岩波書店, 2003
4122PI+B8cL.SX342_BO1,204,203,200.jpg

文書履歴(document history)

ver. 0.01 初稿 20190620 午後
ver. 0.02 10冊記載 20190620 夕
ver. 0.03 URL追記 20230214

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