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Geometric Theory of Information

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...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor Corporativo: SpringerLink (Online service)
Otros Autores: Nielsen, Frank (Editor )
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Cham : Springer International Publishing : Imprint: Springer, 2014.
Edición:1st ed. 2014.
Colección:Signals and Communication Technology,
Temas:
Acceso en línea:Texto Completo

MARC

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245 1 0 |a Geometric Theory of Information  |h [electronic resource] /  |c edited by Frank Nielsen. 
250 |a 1st ed. 2014. 
264 1 |a Cham :  |b Springer International Publishing :  |b Imprint: Springer,  |c 2014. 
300 |a XII, 392 p. 81 illus., 60 illus. in color.  |b online resource. 
336 |a text  |b txt  |2 rdacontent 
337 |a computer  |b c  |2 rdamedia 
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490 1 |a Signals and Communication Technology,  |x 1860-4870 
505 0 |a 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. 
520 |a 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. 
650 0 |a Signal processing. 
650 0 |a Geometry, Differential. 
650 0 |a Data mining. 
650 0 |a Computer science-Mathematics. 
650 0 |a Geographic information systems. 
650 1 4 |a Signal, Speech and Image Processing . 
650 2 4 |a Differential Geometry. 
650 2 4 |a Data Mining and Knowledge Discovery. 
650 2 4 |a Mathematical Applications in Computer Science. 
650 2 4 |a Geographical Information System. 
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830 0 |a Signals and Communication Technology,  |x 1860-4870 
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