Frank Nielsen
Springer International Publishing
2014e druk, 2014
9783319053165
Geometric Theory of Information
Specificaties
Gebonden, 392 blz.
|
Engels
Springer International Publishing |
2014e druk, 2014
ISBN13: 9783319053165
Rubricering
Onderdeel van serie
Signals and Communication Technology
Verwachte levertijd ongeveer 9 werkdagen
Samenvatting
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.
Specificaties
ISBN13:9783319053165
Taal:Engels
Bindwijze:gebonden
Aantal pagina's:392
Uitgever:Springer International Publishing
Druk:2014
Inhoudsopgave
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 α-connections.- A Riemannian geometry in the q-exponential Banach manifold induced by q-divergences.- Computational algebraic methods in efficient estimation.