Vincent Molin, Chalmers & GU: From a greedy Bouncy Particle Sampler to transport accelerated simulated annealing
Översikt
Datum:
Startar 28 oktober 2024, 13:15Slutar 28 oktober 2024, 14:00Plats:
MV:L14, Chalmers tvärgata 3Språk:
Engelska
Abstrakt finns enbart på engelska: In this work we explore the connection between sampling and optimization. Starting from the Bouncy Particle Sampler, we combine a continuous time simulated annealing formulation with additional mode-seeking behaviour by biasing the exploration towards modes of the objective function. However, trying to tune the new parameters to achieve faster cooling leads us to intead consider a curve of probability measures. The second part of the talk is thus dedicated to considering curve following in a space of probability measures. To conclude, we demonstrate a particle algorithm inspired by this curve following idea.
- Professor (N2), Tillämpad matematik och statistik, Matematiska vetenskaper
