Geometric theory of information / / edited by Frank Nielsen
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| Titolo: |
Geometric theory of information / / edited by Frank Nielsen
|
| Pubblicazione: | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2014 |
| Edizione: | 1st ed. 2014. |
| Descrizione fisica: | 1 online resource (397 p.) |
| Disciplina: | 516 |
| Soggetto topico: | Signal processing |
| Image processing | |
| Speech processing systems | |
| Differential geometry | |
| Data mining | |
| Computer science—Mathematics | |
| Computer mathematics | |
| Remote sensing | |
| Signal, Image and Speech Processing | |
| Differential Geometry | |
| Data Mining and Knowledge Discovery | |
| Mathematical Applications in Computer Science | |
| Remote Sensing/Photogrammetry | |
| Persona (resp. second.): | NielsenFrank |
| Note generali: | Description based upon print version of record. |
| Nota di bibliografia: | Includes bibliographical references at the end of each chapters and index. |
| Nota di contenuto: | 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. |
| Sommario/riassunto: | 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. |
| Titolo autorizzato: | Geometric Theory of Information |
| ISBN: | 3-319-05317-5 |
| Formato: | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione: | Inglese |
| Record Nr.: | 9910299753703321 |
| Lo trovi qui: | Univ. Federico II |
| Opac: | Controlla la disponibilità qui |
Serie:
Signals and Communication Technology, . 1860-4862