Geometric Theory of Information

Buch | Hardcover

XII, 392 Seiten

2014 | 2014
Springer International Publishing (Verlag)
978-3-319-05316-5 (ISBN)

Artikel merken

This book brings together geometric tools and their applications for Information analysis. It collects current and many uses of in the interdisciplinary fields of Information Geometry Manifolds in Advanced Signal, Image & Video Processing, Complex Data Modeling and Analysis, Information Ranking and Retrieval, Coding, Cognitive Systems, Optimal Control, Statistics on Manifolds, Machine Learning, Speech/sound recognition and natural language treatment which are also substantially relevant for the industry.

Preface.- Divergence Functions and Geometric Structures They Induce on a Manifold.- Geometry on Positive Definite Matrices Deformed by V-potentials and Its Submanifold Structure.- Hessian structures and divergence functions on deformed exponential families.- Harmonic maps relative to -connections.- A Riemannian geometry in the q-exponential Banach manifold induced by q-divergences.- Computational algebraic methods in efficient estimation.

Erscheint lt. Verlag	22.5.2014
Reihe/Serie	Signals and Communication Technology
Zusatzinfo	XII, 392 p. 81 illus., 60 illus. in color.
Verlagsort	Cham
Sprache	englisch
Maße	155 x 235 mm
Gewicht	765 g
Themenwelt	Technik ► Elektrotechnik / Energietechnik
Schlagworte	Banach Information Manifolds • Computational Information Geometry • GSI'2013 - Geometric Science of Information • GSI’2013 - Geometric Science of Information • Information analysis • Information Ranking • Remote Sensing/Photogrammetry • Shape Spaces • Shape Variability
ISBN-10	3-319-05316-7 / 3319053167
ISBN-13	978-3-319-05316-5 / 9783319053165
Zustand	Neuware