Overview
Part of the book series: Lecture Notes in Computer Science (LNCS, volume 11712)
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 2019.
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About this book
This book constitutes the proceedings of the 4th International Conference on Geometric Science of Information, GSI 2019, held in Toulouse, France, in August 2019.
The 79 full papers presented in this volume were carefully reviewed and selected from 105 submissions. They cover all the main topics and highlights in the domain of geometric science of information, including information geometry manifolds of structured data/information and their advanced applications.
The 79 full papers presented in this volume were carefully reviewed and selected from 105 submissions. They cover all the main topics and highlights in the domain of geometric science of information, including information geometry manifolds of structured data/information and their advanced applications.
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Keywords
- adaptive control systems
- artificial intelligence
- clustering
- clustering algorithms
- computational geometry
- image coding
- image processing
- image reconstruction
- machine learning
- motion estimation
- neural networks
- numerical methods
- optical flows
- probability
- probability distribution
- random variables
- robotics
- signal processing
- variational methods
- vector quantization
Table of contents (79 papers)
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Front Matter
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Shape Space
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Front Matter
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Geometric Mechanics
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Front Matter
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Geometry of Tensor-Valued Data
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Front Matter
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Lie Group Machine Learning
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Front Matter
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Other volumes
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Geometric Science of Information
Editors and Affiliations
Bibliographic Information
Book Title: Geometric Science of Information
Book Subtitle: 4th International Conference, GSI 2019, Toulouse, France, August 27–29, 2019, Proceedings
Editors: Frank Nielsen, Frédéric Barbaresco
Series Title: Lecture Notes in Computer Science
DOI: https://doi.org/10.1007/978-3-030-26980-7
Publisher: Springer Cham
eBook Packages: Computer Science, Computer Science (R0)
Copyright Information: Springer Nature Switzerland AG 2019
Softcover ISBN: 978-3-030-26979-1Published: 03 August 2019
eBook ISBN: 978-3-030-26980-7Published: 19 August 2019
Series ISSN: 0302-9743
Series E-ISSN: 1611-3349
Edition Number: 1
Number of Pages: XIX, 770
Number of Illustrations: 264 b/w illustrations, 53 illustrations in colour
Topics: Mathematics of Computing, Artificial Intelligence, Image Processing and Computer Vision, Data Mining and Knowledge Discovery