Methods of Information Geometry

Amari, Shun-Ichi; Nagaoka, Hiroshi; Harada, Daishi (TRN)

ISBN 10: 0821843028 / ISBN 13: 9780821843024

Verlag: American Mathematical Society, 2007

Bestandsnummer des Verkäufers 6020493-n

Inhaltsangabe:

Information geometry provides the mathematical sciences with a new framework of analysis. It has emerged from the investigation of the natural differential geometric structure on manifolds of probability distributions, which consists of a Riemannian metric defined by the Fisher information and a one-parameter family of affine connections called the $\alpha$-connections. The duality between the $\alpha$-connection and the $(-\alpha)$-connection together with the metric play an essential role in this geometry. This kind of duality, having emerged from manifolds of probability distributions, is ubiquitous, appearing in a variety of problems which might have no explicit relation to probability theory. Through the duality, it is possible to analyze various fundamental problems in a unified perspective. The first half of this book is devoted to a comprehensive introduction to the mathematical foundation of information geometry, including preliminaries from differential geometry, the geometry of manifolds or probability distributions, and the general theory of dual affine connections.The second half of the text provides an overview of many areas of applications, such as statistics, linear systems, information theory, quantum mechanics, convex analysis, neural networks, and affine differential geometry. The book can serve as a suitable text for a topics course for advanced undergraduates and graduate students.

Über die Autorin bzw. den Autor: Shun-ichi Amari, RIKEN Brain Science Institute, Saitama, Japan

Hiroshi Nagaoka, University of Electro-Communications, Tokyo, Japan

Bibliografische Details

Titel: Methods of Information Geometry
Verlag: American Mathematical Society
Erscheinungsdatum: 2007
Einband: Softcover
Zustand: New