Geometric Science of Information

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  • Geometric Science of Information Book Detail

  • Author : Frank Nielsen
  • Release Date : 2021-07-14
  • Publisher : Springer Nature
  • Genre : Computers
  • Pages : 929
  • ISBN 13 : 3030802094
  • File Size : 27,27 MB

Geometric Science of Information by Frank Nielsen PDF Summary

Book Description: 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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Geometric Science of Information

Geometric Science of Information

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This book constitutes the proceedings of the 5th International Conference on Geometric Science of Information, GSI 2021, held in Paris, France, in July 2021. Th

Geometric Science of Information

Geometric Science of Information

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This book constitutes the proceedings of the 4th International Conference on Geometric Science of Information, GSI 2019, held in Toulouse, France, in August 201

Geometric Science of Information

Geometric Science of Information

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This book constitutes the proceedings of the 6th International Conference on Geometric Science of Information, GSI 2023, held in St. Malo, France, during August

Geometric Science of Information

Geometric Science of Information

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This book constitutes the proceedings of the 6th International Conference on Geometric Science of Information, GSI 2023, held in St. Malo, France, during August

Geometric Structures of Information

Geometric Structures of Information

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This book focuses on information geometry manifolds of structured data/information and their advanced applications featuring new and fruitful interactions betwe