Produktnummer:
18ac9dc9a6112d4b4993e93c5609ef858d
Themengebiete: | artificial intelligence computer vision correlation analysis image coding image processing image reconstruction information geometry machine learning matrix algebra numerical methods |
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Veröffentlichungsdatum: | 10.07.2021 |
EAN: | 9783030802080 |
Sprache: | Englisch |
Seitenzahl: | 929 |
Produktart: | Kartoniert / Broschiert |
Herausgeber: | Barbaresco, Frédéric Nielsen, Frank |
Verlag: | Springer International Publishing |
Untertitel: | 5th International Conference, GSI 2021, Paris, France, July 21–23, 2021, Proceedings |
Produktinformationen "Geometric Science of Information"
This book constitutes the proceedings of the 5th International Conference on Geometric Science of Information, GSI 2021, held in Paris, France, in July 2021.The 98 papers presented in this volume were carefully reviewed and selected from 125 submissions. They cover all the main topics and highlights in the domain of geometric science of information, including information geometry manifolds of structured data/information and their advanced applications. The papers are organized in the following topics: Probability and statistics on Riemannian Manifolds; sub-Riemannian geometry and neuromathematics; shapes spaces; geometry of quantum states; geometric and structure preserving discretizations; information geometry in physics; Lie group machine learning; geometric and symplectic methods for hydrodynamical models; harmonic analysis on Lie groups; statistical manifold and Hessian information geometry; geometric mechanics; deformed entropy, cross-entropy, and relative entropy; transformation information geometry; statistics, information and topology; geometric deep learning; topological and geometrical structures in neurosciences; computational information geometry; manifold and optimization; divergence statistics; optimal transport and learning; and geometric structures in thermodynamics and statistical physics.

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