Frank NIELSEN
PhD'96, Habilitation'06
Sony CSL, Fellow
Short biography
Onicescu’s Informational Energy and Correlation Coefficient in Exponential Families, Foundations 2022, 2(2), 362-376
-
Statistical Divergences between Densities of Truncated Exponential Families with Nested Supports: Duo Bregman
and Duo Jensen Divergences, Entropy 2022, 24(3)
- The Kullback–Leibler Divergence Between Lattice Gaussian Distributions, Journal of the Indian Institute of Science (2022), [2109.14920]
- The Many Faces of Information Geometry, AMS Notices, 2022
- On a Variational Definition for the Jensen-Shannon Symmetrization of Distances Based on the Information Radius, Entropy 2021
On a Generalization of the Jensen-Shannon Divergence and the Jensen–Shannon Centroid, Entropy 2020
[Publications by reverse chronological order] [pdf]
- 📖 Publications sorted by research interest: [Google Scholar] [DBLP] [Books]
- [Information geometry], [divergences] and [computational geometry]
- Information theory and mathematical statistics, [clustering]
- Dissimilarities, distances, divergences, and losses
- Clustering (centroids/centers) and generative models, [deep learning] and machine learning
- Visual computing, [image/video stitching] and computational photography
- [Geometric combinatorial optimization]
- Data science for [systems biology]
- Slides and 📹 video
- Portal Geometric Science of Information (GSI)
- Textbooks:
- Introduction to HPC with MPI for Data Science, Springer, 2016.
- A Concise and Practical Introduction to Programming Algorithms in Java, Springer, 2009.
- Visual Computing: Geometry, Graphics, and Vision, Charles River Media, 2005.
- Journal editorial boards
and conference/workshop/event organizations
- Forthcoming events and activities:
- International Conference on Bayesian and Maximum Entropy
methods in Science and Engineering (MaxEnt’22) at
Institut Henri Poincaré, July 18-22 2022
- International Conference on Information Geometry for Data Science, Sept. 19-23, Hamburg, Germany. Poster
- Handbook of Statistics (Volume 46). Book home page
- International Conference on Bayesian and Maximum Entropy
methods in Science and Engineering (MaxEnt’22) at
Institut Henri Poincaré, July 18-22 2022