A few constructive approaches to optimal first-order optimization methods in convex optimization

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Event details

Date 12.10.2021
Hour 16:1517:15
Speaker Dr. Adrien Taylor, INRIA/ENS
Location
Category Conferences - Seminars
Event Language English

In this presentation, my main objective is to present a few principled approaches to the construction of optimal first-order methods for convex optimization. Those constructive approaches are primarily based on the "performance estimation framework", a computer-assisted methodology for designing worst-case analyses of first-order optimization methods, using semidefinite programming.

The presentation will be example-based, and all numerical experiments are available online. It is based on joint work with great collaborators.

Practical information

  • Informed public
  • Free

Organizer

  • Nicolas Boumal

Contact

  • Nicolas Boumal

Tags

mathicse-group

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