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Séminaire IMAGE : Radu-Alexandru Dragomir (EPFL), « Optimization methods for large non-quadratic problems »
9 décembre 2022 / 14:00 - 15:30
Nous aurons le plaisir d’accueillir Radu-Alexandru Dragomir , post-doctorant à l’EPFL et candidat au concours CR CNRS 2023 dans l’équipe IMAGE.
Il donnera un séminaire IMAGE, le vendredi 9 décembre à 14h00, en salle F-200.
Titre : Optimization methods for large non-quadratic problems
Résumé :
In this talk, I will give an overview of my research interests. I study optimization problems with highly non-quadratic geometry, such as nonlinear least squares or Poisson deblurring. I particularly focus on the class of quadratic inverse problems arising in low-rank minimization, sensor network localization and phase retrieval. In these problems, the objective functions is a quartic polynomial; a thorough analysis of this structure allows to design well-adapted algorithms, and understand their optimization and statistical properties.