Frank Nielsen was awarded his PhD on adaptive computational geometry (1996) from INRIA/University of Cote d’Azur (France).He is a fellow of Sony Computer Science Laboratories Inc. (Sony CSL, Tokyo) where he currently conducts research on the fundamentals and practice of geometric machine learning and intelligence.He taught at Ecole Polytechnique (France) visual computing (Charles River Media, 2005) and high-performance computing for data science (Springer, 2016), and currently serves the following peer-reviewed journals: Springer Information Geometry, MDPI Entropy, and IEEE Transactions on Information Theory.Frank Nielsen co-organizes with Frederic Barbaresco the biannual conference Geometric Science of Information (GSI) since 2013.
Télécharger le livre :  Geometry and Statistics

Geometry and Statistics, Volume 46 in the Handbook of Statistics series, highlights new advances in the field, with this new volume presenting interesting chapters written by an international board of authors. - Provides the authority and expertise of leading...
Editeur : Academic Press
Parution : 2022-07-15

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242,65

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Télécharger le livre :  Geometric Structures of Statistical Physics, Information Geometry, and Learning

Machine learning and artificial intelligence increasingly use methodological tools rooted in statistical physics. Conversely, limitations and pitfalls encountered in AI question the very foundations of statistical physics. This interplay between AI and statistical...
Editeur : Springer
Parution : 2021-06-27

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283,79

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Télécharger le livre :  Progress in Information Geometry

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,...
Editeur : Springer
Parution : 2021-03-14
Collection : Signals and Communication Technology
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137,14

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Télécharger le livre :  Geometric Structures of Information

This book focuses on information geometry manifolds of structured data/information and their advanced applications featuring new and fruitful interactions between several branches of science: information science, mathematics and physics. It addresses interrelations...
Editeur : Springer
Parution : 2018-11-19
Collection : Signals and Communication Technology
Format(s) : PDF, ePub
147,69

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Télécharger le livre :  Computational Information Geometry

This book focuses on the application and development of information geometric methods in the analysis, classification and retrieval of images and signals. It provides introductory chapters to help those new to information geometry and applies the theory to several...
Editeur : Springer
Parution : 2016-11-24
Collection : Signals and Communication Technology
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116,04

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Télécharger le livre :  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...
Editeur : Springer
Parution : 2014-05-08
Collection : Signals and Communication Technology
Format(s) : ePub
94,94

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Télécharger le livre :  Matrix Information Geometry

This book presents advances in matrix and tensor data processing in the domain of signal, image and information processing. The theoretical mathematical approaches are discusses in the context of potential applications in sensor and cognitive systems engineering. The...
Editeur : Springer
Parution : 2012-08-07

Format(s) : ePub
147,69

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