Overview
- Includes supplementary material: sn.pub/extras
Part of the book series: Lecture Notes in Computer Science (LNCS, volume 9389)
Part of the book sub series: Image Processing, Computer Vision, Pattern Recognition, and Graphics (LNIP)
Included in the following conference series:
Conference proceedings info: GSI 2015.
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Table of contents (83 papers)
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Front Matter
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Dimension Reduction on Riemannian Manifolds
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Front Matter
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Optimal Transport and Applications in Imagery/Statistics
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Front Matter
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Shape Space and Diffeomorphic Mappings
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Front Matter
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Other volumes
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Geometric Science of Information
Keywords
- Bayesian statistics
- Optimal transport
- Optimization on manifolds
- Stochastic geometry
- Topological information
- Brain-computer interfaces
- Color images
- Computational information geometry
- Differential geometry
- Dimensionality reduction
- Laplace-beltrami operator
- Lie groups
- Mathematical morphology
- Nonlinear regression
- Projective space
- Riemannian manifolds
- Robotics
- Shape space
- Stochastic processes
- Structural biology
About this book
This book constitutes the refereed proceedings of the Second International Conference on Geometric Science of Information, GSI 2015, held in Palaiseau, France, in October 2015.
The 80 full papers presented were carefully reviewed and selected from 110 submissions and are organized into the following thematic sessions:
Dimension reduction on Riemannian manifolds; optimal transport; optimal transport and applications in imagery/statistics; shape space and diffeomorphic mappings; random geometry/homology; Hessian information geometry; topological forms and Information; information geometry optimization; information geometry in image analysis; divergence geometry; optimization on manifold; Lie groups and geometric mechanics/thermodynamics; computational information geometry; Lie groups: novel statistical and computational frontiers; geometry of time series and linear dynamical systems; and Bayesian and information geometry for inverse problems.
Editors and Affiliations
Bibliographic Information
Book Title: Geometric Science of Information
Book Subtitle: Second International Conference, GSI 2015, Palaiseau, France, October 28-30, 2015, Proceedings
Editors: Frank Nielsen, Frédéric Barbaresco
Series Title: Lecture Notes in Computer Science
DOI: https://doi.org/10.1007/978-3-319-25040-3
Publisher: Springer Cham
eBook Packages: Computer Science, Computer Science (R0)
Copyright Information: Springer International Publishing Switzerland 2015
Softcover ISBN: 978-3-319-25039-7Published: 08 October 2015
eBook ISBN: 978-3-319-25040-3Published: 24 October 2015
Series ISSN: 0302-9743
Series E-ISSN: 1611-3349
Edition Number: 1
Number of Pages: XXII, 790
Number of Illustrations: 97 b/w illustrations
Topics: Image Processing and Computer Vision, Artificial Intelligence, Computer Graphics, Pattern Recognition, Discrete Mathematics in Computer Science, Algorithm Analysis and Problem Complexity