Members

Frank Nielsen

I investigate the geometric sciences of information with applications ranging from data analytics to machine learning and artificial intelligence. I deal with large high-dimensional, noisy, and heterogeneous datasets that are inherently non-Euclidean. To better understand those datasets and extract both unbiased qualitative and quantitative information, I focus on the novel paradigm and toolbox of computational information geometry.

>> Frank Nielsen Web Page

[Keywords]
Computational Geometry / Information Geometry / Statistics / Machine Learning / Artificial Intelligence

Activities

New Publication
A new journal by Natalia Polouliakh et al. is published.
2020/7/7
New Publication
A new journal by Frank Nielsen is published.
2020/7/7
New Publication
A new letter by Frank Nielsen et al is published.
2020/4/22
New Publication
A new journal by Frank Nielsen is published.
2020/2/21
4th GSI and edited Springer LNCS proceedings
2019/9/17
New Publication
A new journal by Frank Nielsen is published.
2019/5/14
New Publication
Book commemorates 30th anniversary of Sony CSL
2019/2/25
2019/1/15
New Publication
A new book edited by Frank Nielsen has been published.
2018/12/11
Sony CSL 30th Anniversary Open House Report
October 23 -24, 2018
2018/11/22
New Publication
A new book edited by Frank Nielsen has been published from Springer.
2014/5/14
New Publication
A new book edited by CSL Senior Researcher, Frank Nielsen has been published from Springer.
2013/7/25
New Publication
A new book edited by CSL Senior Researcher, Frank Nielsen has been published from Springer.
2012/9/3
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Selected Publications

Matrix Information Geometry, F. Nielsen and R. Bhatia (Eds), ISBN 9783642302312, Springer (2013).

k-MLE: A fast algorithm for learning statistical mixture models, F. Nielsen, CoRR 1203.5181, IEEE ICASSP (2012).

Visual computing: Geometry, graphics, and vision, F. Nielsen, ISBN 9781584504276, Charles River Media (2005).

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Profile

Frank Nielsen graduated the master in parallel computing from ENS (France), and obtained his PhD in computational geometry at INRIA (France).
He joined Sony CSL (Japan) in 1997 to first conduct research in visual computing and currently investigate the geometric sciences of information with path breaking applications ranging from data analytics to machine intelligence.
He wrote several textbooks and edited books, co-authored 220+ papers, and co-organize the international conference Geometric Science of Information (GSI).
He taught several computer science curricula at Ecole Polytechnique (France), and is a senior member of ACM and IEEE.

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