Geometric Science of Information
Third International Conference, GSI 2017, Paris, France, November 7-9, 2017, Proceedings
Editors: Nielsen, Frank, Barbaresco, Frédéric (Eds.)
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- About this book
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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.
- Table of contents (99 chapters)
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Stochastic Development Regression Using Method of Moments
Pages 3-11
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Bootstrapping Descriptors for Non-Euclidean Data
Pages 12-19
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Sample-Limited $$L_p$$ Barycentric Subspace Analysis on Constant Curvature Spaces
Pages 20-28
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Parallel Transport in Shape Analysis: A Scalable Numerical Scheme
Pages 29-37
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Maximum Likelihood Estimation of Riemannian Metrics from Euclidean Data
Pages 38-46
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Table of contents (99 chapters)
- Download Preface 1 PDF (2.2 MB)
- Download Sample pages 2 PDF (1.4 MB)
- Download Table of contents PDF (176.2 KB)
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Bibliographic Information
- Bibliographic Information
-
- Book Title
- Geometric Science of Information
- Book Subtitle
- Third International Conference, GSI 2017, Paris, France, November 7-9, 2017, Proceedings
- Editors
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- Frank Nielsen
- Frédéric Barbaresco
- Series Title
- Image Processing, Computer Vision, Pattern Recognition, and Graphics
- Series Volume
- 10589
- Copyright
- 2017
- Publisher
- Springer International Publishing
- Copyright Holder
- Springer International Publishing AG
- eBook ISBN
- 978-3-319-68445-1
- DOI
- 10.1007/978-3-319-68445-1
- Softcover ISBN
- 978-3-319-68444-4
- Edition Number
- 1
- Number of Pages
- XXV, 877
- Number of Illustrations
- 168 b/w illustrations
- Topics
