5^th Geometric Science of Information(GSI 2021)

July 21-23, 2021, Paris

Scope & Topics

5^th Geometric Science of Information(GSI 2021) conference, hosted in PARIS, is to bring together pure/applied mathematicians and engineers, with common interest for Geometric tools and their applications for Information analysis.

It emphasizes an active participation of young researchers to discuss emerging areas of collaborative research on “Geometric Science of Information and their Applications”.

Current and ongoing uses of Information Geometry Manifolds in applied mathematics are the following: Advanced Signal/Image/Video Processing, Complex Data Modeling and Analysis, Information Ranking and Retrieval, Coding, Cognitive Systems, Optimal Control, Statistics on Manifolds, Topology/Machine/Deep Learning, Artificial Intelligence, Speech/sound recognition, natural language treatment, Big Data Analytics, Learning for Robotics, etc., which are substantially relevant for industry.

Topics of Interest :

• Geometric Deep Learning (ELLIS session)
• Probability on Riemannian Manifolds
• Optimization on Manifold
• Shape Space & Statistics on non-linear data
• Lie Group Machine Learning
• Harmonic Analysis on Lie Groups
• Statistical Manifold & Hessian Information Geometry
• Deformed entropy, cross-entropy, and relative entropy
• Non-parametric Information Geometry
• Computational Information Geometry
• Distance and Divergence Geometries
• Divergence Statistics
• Optimal Transport & Learning
• Transport information geometry
• Around Schrödinger's problem
• Information Geometry in Physics
• Geometry of Hamiltonian Monte Carlo
• Statistics, Information & Topology
• Graph Hyperbolic Embedding & Learning
• Inverse problems: Bayesian and Machine Learning interaction
• Integrable Systems & Information Geometry
• Geometric structures in thermodynamics and statistical physics

Paper Submission

As for previous editions, GSI’21 Proceedings will be published in SPRINGER LNCS. See GSI’19 Proceedings

8 pages SPRINGER LNCS format is required for Initial paper submission.

Detailed information are provided at the Paper submission menu item.

Important Dates