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Applied Mathematical Sciences

Information Geometry and Its Applications

Authors: Amari, Shun-ichi

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  • Introduces information geometry intuitively to readers without knowledge of differential geometry
  • Includes hot topics of applications to machine learning, signal processing, neural networks, and optimization
  • Applies information geometry to statistical inference and time-series analysis
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書籍の購入

イーブック ¥11,231
価格の適用国: Japan (日本円価格は個人のお客様のみ有効) (小計)
  • ISBN 978-4-431-55978-8
  • ウォーターマーク付、 DRMフリー
  • ファイル形式: EPUB, PDF
  • どの電子書籍リーダーからでもすぐにお読みいただけます。
  • ご購入後、すぐにダウンロードしていただけます。
ハードカバー ¥14,039
価格の適用国: Japan (日本円価格は個人のお客様のみ有効) (小計)
  • ISBN 978-4-431-55977-1
  • 個人のお客様には、世界中どこでも配送料無料でお届けします。
  • Usually dispatched within 3 to 5 business days.
ソフトカバー ¥14,039
価格の適用国: Japan (日本円価格は個人のお客様のみ有効) (小計)
  • ISBN 978-4-431-56743-1
  • 個人のお客様には、世界中どこでも配送料無料でお届けします。
  • Usually dispatched within 3 to 5 business days.
この書籍について

This is the first comprehensive book on information geometry, written by the founder of the field. It begins with an elementary introduction to dualistic geometry and proceeds to a wide range of applications, covering information science, engineering, and neuroscience. It consists of four parts, which on the whole can be read independently. A manifold with a divergence function is first introduced, leading directly to dualistic structure, the heart of information geometry. This part (Part I) can be apprehended without any knowledge of differential geometry. An intuitive explanation of modern differential geometry then follows in Part II, although the book is for the most part understandable without modern differential geometry. Information geometry of statistical inference, including time series analysis and semiparametric estimation (the Neyman–Scott problem), is demonstrated concisely in Part III. Applications addressed in Part IV include hot current topics in machine learning, signal processing, optimization, and neural networks. The book is interdisciplinary, connecting mathematics, information sciences, physics, and neurosciences, inviting readers to a new world of information and geometry. This book is highly recommended to graduate students and researchers who seek new mathematical methods and tools useful in their own fields.

レビュー

“This book gives a reasonably accessible introduction to the subject and then considers various applications. … The book provides a nice introduction to the subject. … the book provides a nice introduction to a difficult subject that has many important applications.” (Marvin H. J. Gruber, Technometrics, Vol. 58 (4), April, 2016) 


Table of contents (13 chapters)

Table of contents (13 chapters)

書籍の購入

イーブック ¥11,231
価格の適用国: Japan (日本円価格は個人のお客様のみ有効) (小計)
  • ISBN 978-4-431-55978-8
  • ウォーターマーク付、 DRMフリー
  • ファイル形式: EPUB, PDF
  • どの電子書籍リーダーからでもすぐにお読みいただけます。
  • ご購入後、すぐにダウンロードしていただけます。
ハードカバー ¥14,039
価格の適用国: Japan (日本円価格は個人のお客様のみ有効) (小計)
  • ISBN 978-4-431-55977-1
  • 個人のお客様には、世界中どこでも配送料無料でお届けします。
  • Usually dispatched within 3 to 5 business days.
ソフトカバー ¥14,039
価格の適用国: Japan (日本円価格は個人のお客様のみ有効) (小計)
  • ISBN 978-4-431-56743-1
  • 個人のお客様には、世界中どこでも配送料無料でお届けします。
  • Usually dispatched within 3 to 5 business days.
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書誌情報

Bibliographic Information
Book Title
Information Geometry and Its Applications
Authors
Series Title
Applied Mathematical Sciences
Series Volume
194
Copyright
2016
Publisher
Springer Japan
Copyright Holder
Springer Japan
イーブック ISBN
978-4-431-55978-8
DOI
10.1007/978-4-431-55978-8
ハードカバー ISBN
978-4-431-55977-1
ソフトカバー ISBN
978-4-431-56743-1
Series ISSN
0066-5452
Edition Number
1
Number of Pages
XIII, 373
Number of Illustrations
94 illustrations in colour
Topics