1.

Record Nr.

UNISA996465942303316

Titolo

Geometric Science of Information [[electronic resource] ] : First International Conference, GSI 2013, Paris, France, August 28-30, 2013, Proceedings / / edited by Frank Nielsen, Frédéric Barbaresco

Pubbl/distr/stampa

Berlin, Heidelberg : , : Springer Berlin Heidelberg : , : Imprint : Springer, , 2013

ISBN

3-642-40020-5

Edizione

[1st ed. 2013.]

Descrizione fisica

1 online resource (XX, 879 p. 157 illus.)

Collana

Image Processing, Computer Vision, Pattern Recognition, and Graphics ; ; 8085

Disciplina

006.6

006.37

Soggetti

Optical data processing

Artificial intelligence

Computer graphics

Pattern recognition

Computer science—Mathematics

Algorithms

Image Processing and Computer Vision

Artificial Intelligence

Computer Graphics

Pattern Recognition

Discrete Mathematics in Computer Science

Algorithm Analysis and Problem Complexity

Lingua di pubblicazione

Inglese

Formato

Materiale a stampa

Livello bibliografico

Monografia

Note generali

Bibliographic Level Mode of Issuance: Monograph

Nota di contenuto

Geometric statistics on manifolds and Lie groups -- Deformations in shape spaces -- Differential Geometry in Signal Processing -- Relational Metric -- Discrete Metric Spaces -- Computational Information Geometry -- Computational Aspects of Information Geometry in Statistics -- Optimization on Matrix Manifolds -- Optimal Transport Theory -- Probability on Manifolds -- Divergence Geometry and Ancillarity -- Entropic Geometry -- Tensor-Valued Mathematical



Morphology -- Machine/Manifold/Topology Learning -- Hessian Information Geometry -- Geometry of Audio Processing -- Geometry of Inverse Problems -- Algebraic/Infinite dimensional/Banach Information Manifolds -- Information Geometry Manifolds -- Algorithms on Manifolds.

Sommario/riassunto

This book constitutes the refereed proceedings of the First International Conference on Geometric Science of Information, GSI 2013, held in Paris, France, in August 2013. The nearly 100 papers presented were carefully reviewed and selected from numerous submissions and are organized into the following thematic sessions: Geometric Statistics on Manifolds and Lie Groups, Deformations in Shape Spaces, Differential Geometry in Signal Processing, Relational Metric, Discrete Metric Spaces, Computational Information Geometry, Hessian Information Geometry I and II, Computational Aspects of Information Geometry in Statistics, Optimization on Matrix Manifolds, Optimal Transport Theory, Probability on Manifolds, Divergence Geometry and Ancillarity, Entropic Geometry, Tensor-Valued Mathematical Morphology, Machine/Manifold/Topology Learning, Geometry of Audio Processing, Geometry of Inverse Problems, Algebraic/Infinite dimensionnal/Banach Information Manifolds, Information Geometry Manifolds,and Algorithms on Manifolds.