Frank NIELSEN
PhD'96, Habilitation'06
Sony CSL
, Fellow
Short biography
My motto:
"Invariance is the only constant in change!"
Blog
Tweets
Research cards
(400+)
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 Jensenâ€“Shannon Centroid
, Entropy 2020
đź“– Publications sorted by research interest: [
Google Scholar
] [
DBLP
] [
Books
]
[
Information geometry
] and [
computational geometry
]
Information theory and mathematical statistics
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 đź“ą 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 (MaxEntâ€™22)
at
Institut Henri PoincarĂ©, July 18-22 2022
International Conference on Information Geometry for Data Science
, Sept. 19-23, Hamburg, Germany
Handbook of Statistics
(Volume 46)
(
older web page
)