Geometric Science of Information / Lecture Notes in Computer Science Bd.12829 (PDF)
The 98 papers presented in this volume were carefully reviewed and selected from 125...
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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.
- 2021, 1st ed. 2021, 929 Seiten, Englisch
- Herausgegeben: Frank Nielsen, Frédéric Barbaresco
- Verlag: Springer International Publishing
- ISBN-10: 3030802094
- ISBN-13: 9783030802097
- Erscheinungsdatum: 14.07.2021
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