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E-book
Author GSI (Conference) (3rd : 2017 : Paris, France)

Title Geometric science of information : third International Conference, GSI 2017, Paris, France, November 7-9, 2017, Proceedings / Frank Nielsen, Frédéric Barbaresco (eds.)
Published Cham, Switzerland : Springer, 2017

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Description 1 online resource (xxv, 877 pages) : illustrations
Series Lecture Notes in Computer Science, 0302-9743 ; 10589
LNCS sublibrary. SL 6, Image processing, computer vision, pattern recognition, and graphics
Lecture notes in computer science ; 10589. 0302-9743
LNCS sublibrary. SL 6, Image processing, computer vision, pattern recognition, and graphics.
Contents 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
Summary 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 & Applications I (Data Science and Economics) Optimal Transport & Applications II (Signal and Image Processing) Topology and statistical learning Statistical Manifold & Hessian Information Geometry Monotone Embedding in Information Geometry Information Structure in Neuroscience Geometric Robotics & Tracking Geometric Mechanics & Robotics Stochastic Geometric Mechanics & Lie Group Thermodynamics Probability on Riemannian Manifolds Divergence Geometry Geometric Deep Learning First and second-order Optimization on Statistical Manifolds Non-parametric Information Geometry Geometry of quantum states Optimization on Manifold Computational Information Geometry Probability Density Estimation Geometry of Tensor-Valued Data Geometry and Inverse Problems Geometry in Vision, Learning and Dynamical Systems Lie Groups and Wavelets Geometry of metric measure spaces Geometry and Telecom Geodesic Methods with Constraints Applications of Distance Geometry
Notes International conference proceedings
Includes author index
Online resource; title from PDF title page (SpringerLink, viewed October 30, 2017)
Subject Geometry -- Data processing -- Congresses
Information science -- Congresses
Computer science -- Mathematics -- Congresses
Artificial intelligence.
Mathematical theory of computation.
Computer security.
Image processing.
Computers -- Intelligence (AI) & Semantics.
Computers -- Data Processing.
Computers -- Security -- General.
Computers -- Computer Graphics.
Computer science -- Mathematics.
Geometry -- Data processing.
Information science.
Genre/Form Electronic books
Conference papers and proceedings.
Conference papers and proceedings.
Actes de congrès.
Form Electronic book
Author Nielsen, Frank, editor.
Barbaresco, Frédéric, editor.
ISBN 9783319684451
3319684450
Other Titles GSI 2017