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Progress in information geometry: theory and applications

This book focuses on information-geometric manifolds of structured data and models and related applied mathematics. It features new and fruitful interactions between several branches of science: Advanced Signal/Image/Video Processing, Complex Data Modeling and Analysis, Statistics on Manifolds, Topo...

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Detalles Bibliográficos
Autor principal: Nielsen, Frank
Lenguaje:eng
Publicado: Springer 2021
Materias:
XX
Acceso en línea:https://dx.doi.org/10.1007/978-3-030-65459-7
http://cds.cern.ch/record/2758286
Descripción
Sumario:This book focuses on information-geometric manifolds of structured data and models and related applied mathematics. It features new and fruitful interactions between several branches of science: Advanced Signal/Image/Video Processing, Complex Data Modeling and Analysis, Statistics on Manifolds, Topology/Machine/Deep Learning and Artificial Intelligence. The selection of applications makes the book a substantial information source, not only for academic scientist but it is also highly relevant for industry. The book project was initiated following discussions at the international conference GSI’2019 – Geometric Science of Information that was held at ENAC, Toulouse (France).