Description 
1 online resource (xxv, 877 pages) : illustrations 
Series 
Lecture Notes in Computer Science, 03029743 ; 10589 

LNCS sublibrary. SL 6, Image processing, computer vision, pattern recognition, and graphics 

Lecture notes in computer science ; 10589. 03029743


LNCS sublibrary. SL 6, Image processing, computer vision, pattern recognition, and graphics.

Contents 
Statistics on nonlinear 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  Nonparametric Information Geometry  Optimization on Manifold  Computational Information Geometry  Probability Density Estimation  Session Geometry of TensorValued 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 nonlinear 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 secondorder Optimization on Statistical Manifolds Nonparametric Information Geometry Geometry of quantum states Optimization on Manifold Computational Information Geometry Probability Density Estimation Geometry of TensorValued 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 
