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Geometric Science of Information
Details
This book constitutes the refereed proceedings of the Third International Conference on Geometric Science of Information, GSI 2017, held in Paris, France, in November 2017.
The 101 full papers presented were carefully reviewed and selected from 113 submissions and are organized into the following subjects:
statistics on non-linear data; shape space; optimal transport and applications: image processing; optimal transport and applications: signal processing; statistical manifold and hessian information geometry; monotone embedding in information geometry; information structure in neuroscience; geometric robotics and tracking; geometric mechanics and robotics; stochastic geometric mechanics and Lie group thermodynamics; probability on Riemannian manifolds; divergence geometry; non-parametric information geometry; optimization on manifold; computational information geometry; probability density estimation; session geometry of tensor-valued data; geodesic methods with constraints; applications of distance geometry.
Includes supplementary material: sn.pub/extras
Inhalt
Statistics on non-linear data.- Shape space.- Optimal Transport & Applications.- Statistical Manifold & Hessian Information Geometry.- Statistical Manifold and Hessian Information Geometry.- Monotone Embedding in Information Geometry.- Information Structure in Neuroscience.- Geometric Robotics and Tracking.- Geometric Mechanics and Robotics.- Stochastic Geometric Mechanics and Lie Group Thermodynamics.- Probability on Riemannian Manifolds.- Divergence Geometry.- Non-parametric Information Geometry.- Optimization on Manifold.- Computational Information Geometry.- Probability Density Estimation.- Session Geometry of Tensor-Valued Data.- Geodesic Methods with Constraints.- Applications of Distance Geometry.
Weitere Informationen
- Allgemeine Informationen
- GTIN 09783319684444
- Genre Information Technology
- Auflage 1st ed. 2017
- Editor Frank Nielsen, Frédéric Barbaresco
- Lesemotiv Verstehen
- Anzahl Seiten 877
- Größe H237mm x B156mm x T48mm
- Jahr 2017
- EAN 9783319684444
- Format Kartonierter Einband
- ISBN 978-3-319-68444-4
- Titel Geometric Science of Information
- Untertitel Third International Conference, GSI 2017, Paris, France, November 7-9, 2017, Proceedings
- Gewicht 1372g
- Herausgeber Springer
- Sprache Englisch