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Francis BACH (INRIA & ENS) – “Statistics, Machine Learning, and Optimization with Kernel Sums-of-Squares”

February 14 @ 2:00 pm - 3:15 pm

Statistical Seminar: Every Monday at 2:00 pm.
Time: 2:00 pm – 3:15 pm
Date: 14th of February 2022
Place: salle 3001

Francis BACH (INRIA & ENS) – “Statistics, Machine Learning, and Optimization with Kernel Sums-of-Squares”

Abstract: In this talk, I will present recent work on representing non-negative functions with infinite-dimensional sums of squares, with applications to non-convex optimization, optimal transport, optimal control, Bayesian inference, and shape-constrained optimization.

 

Organizers:
Cristina BUTUCEA (CREST), Alexandre TSYBAKOV (CREST), Karim LOUNICI (CMAP) , Jaouad MOURTADA (CREST)
Sponsors:
CREST-CMAP