Geometric Science of Information 6th International Conference, GSI 2023, St. Malo, France, August 30 - September 1, 2023, Proceedings, Part I / [electronic resource] :
edited by Frank Nielsen, Frédéric Barbaresco.
- 1st ed. 2023.
- XLV, 624 p. 114 illus., 69 illus. in color. online resource.
- Lecture Notes in Computer Science, 14071 1611-3349 ; .
- Lecture Notes in Computer Science, 14071 .
Geometry and machine learning -- Divergences and computational information geometry -- Statistics, topology and shape spaces -- Geometry and mechanics -- Geometry, learning dynamics and thermodynamics -- Quantum information geometry -- Geometry and biological structures -- Geometry and applications.
This book constitutes the proceedings of the 6th International Conference on Geometric Science of Information, GSI 2023, held in St. Malo, France, during August 30-September 1, 2023. The 125 full papers presented in this volume were carefully reviewed and selected from 161 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 papers are organized in the following topics: geometry and machine learning; divergences and computational information geometry; statistics, topology and shape spaces; geometry and mechanics; geometry, learning dynamics and thermodynamics; quantum information geometry; geometry and biological structures; geometry and applications.
9783031382710
10.1007/978-3-031-38271-0 doi
Computer science--Mathematics.
Artificial intelligence.
Computer engineering.
Computer networks .
Computer vision.
Mathematics of Computing.
Artificial Intelligence.
Computer Engineering and Networks.
Computer Vision.
QA76.9.M35
004.0151
Geometry and machine learning -- Divergences and computational information geometry -- Statistics, topology and shape spaces -- Geometry and mechanics -- Geometry, learning dynamics and thermodynamics -- Quantum information geometry -- Geometry and biological structures -- Geometry and applications.
This book constitutes the proceedings of the 6th International Conference on Geometric Science of Information, GSI 2023, held in St. Malo, France, during August 30-September 1, 2023. The 125 full papers presented in this volume were carefully reviewed and selected from 161 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 papers are organized in the following topics: geometry and machine learning; divergences and computational information geometry; statistics, topology and shape spaces; geometry and mechanics; geometry, learning dynamics and thermodynamics; quantum information geometry; geometry and biological structures; geometry and applications.
9783031382710
10.1007/978-3-031-38271-0 doi
Computer science--Mathematics.
Artificial intelligence.
Computer engineering.
Computer networks .
Computer vision.
Mathematics of Computing.
Artificial Intelligence.
Computer Engineering and Networks.
Computer Vision.
QA76.9.M35
004.0151