1.

Record Nr.

UNISA996465414003316

Titolo

Geometric Science of Information [[electronic resource] ] : Third International Conference, GSI 2017, Paris, France, November 7-9, 2017, Proceedings / / edited by Frank Nielsen, Frédéric Barbaresco

Pubbl/distr/stampa

Cham : , : Springer International Publishing : , : Imprint : Springer, , 2017

ISBN

3-319-68445-0

Edizione

[1st ed. 2017.]

Descrizione fisica

1 online resource (XXV, 877 p. 168 illus.)

Collana

Image Processing, Computer Vision, Pattern Recognition, and Graphics ; ; 10589

Disciplina

516.00285

Soggetti

Optical data processing

Artificial intelligence

Computer science—Mathematics

Computer security

Image Processing and Computer Vision

Artificial Intelligence

Mathematics of Computing

Systems and Data Security

Lingua di pubblicazione

Inglese

Formato

Materiale a stampa

Livello bibliografico

Monografia

Nota di contenuto

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.

Sommario/riassunto

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.