Lectures on « High-Dimensional Data Analysis » (GDR MIA)
Journées
FRUMAM, St Charles, Marseille
https://www.i2m.univ-amu.fr/seminaires_signal_apprentissage/Conf/Oct2021/index.php
Date(s) : 21/10/2021 - 22/10/2021 iCal
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In the frame of the GdR MIA
The analysis of high-dimensional data sets is now ubiquitous in many applications and blends tools from probability theory, machine learning, geometry, graph theory, statistics and optimization. The objective of this two-day event is to gather researchers from different backgrounds to explore recent advances in this field and to stimulate discussions. Special attention will be given to young researchers who are encouraged to participate with an introductory lecture on the first day and dedicated funding for their travel and accommodation.
Confirmed speakers
Lenaïc Chizat (CNRS, Orsay)
Agnès Desolneux (CNRS Centre Borelli, Paris)
Aurélien Garivier (ENS Lyon)
Nicolas Keriven (CNRS GIPSA, Grenoble)
Olga Mula (CEREMADE, Paris)
Geneviève Robin (LaMME, ́Evry)
François-Xavier Vialard (LIGM, Marne-la-Vallée).
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Program
| Thursday, October, 21th | ||
| 8:45 | Welcome | |
| 9.00-17.30 |
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| Friday, November, 15th | ||
| 9:30-10:00 | Coffee and introduction | |
| 10.00-10.45 | Agnès Desolneux | A Wasserstein-type distance in the space of Gaussian mixture models Abstract. |
| 10.45-11:15 | François-Xavier Vialard | TBD Abstract. |
| 11:15-11:45 | Break | |
| 11:45-12:15 | Elsa Cazelles | A novel notion of barycenter for probability distributions based on optimal weak mass transport Abstract. |
| 12:15-14:00 | Lunch | |
| 14:00-14:45 | Lénaïc Chizat | Analysis of gradient descent on wide two-layer ReLU neural networks Abstract. |
| 14:45-15:15 | Geneviève Robin | Outliers detection in networks with missing links Abstract. |
| 15:15-15:45 | Break | |
| 15:45-16:15 | Nicolas Keriven | Graph neural networks on large random graphs: convergence, stability, universality Abstract. |
| 16:15-16:45 | Olga Mula | Model order reduction by interpolation in Wasserstein spaces Abstract. |
| 16:45-17:00 | Conclusions | |
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Organizers
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Emplacement
Saint-Charles - FRUMAM (2ème étage)
Catégories Pas de Catégories
