Seminar Löcherbach at Tor Vergata, March 2
Dear all, On Monday, March 2nd, at 14h00 in Aula Dal Passo in the Math Department of the University of Rome Tor Vergata, RoMaDS (https://www.mat.uniroma2.it/~rds/events.php) will host Eva Löcherbach (Université Paris 1 - Panthéon-Sorbonne) with the seminar “Conditional propagation of chaos for mean field systems of interacting neurons” Abstract: Joint work with Dasha Loukianova and Elisa Marini We consider a system of N interacting particles, described by SDEs driven by Poisson random measures, where the coefficients depend on the empirical measure of the system. Every particle jumps with a jump rate depending on its position. When this happens, all the other particles of the system receive a small random kick which is distributed according to a random variable belonging to the domain of attraction of an alpha-stable law, suitably scaled, for some alpha in between 0 and 2. We call these jumps ''collateral jumps''. Moreover, the jumping particle itself undergoes a macroscopic, ''main'' jump. Such systems appear in the modeling of large neural networks, such as the human brain. I will discuss how the system behaves in the large population limit, and how this limiting behavior depends on the value of alpha. In particular, using a representation of the collateral jump sum as a time-changed random walk, I will explain how we obtain convergence in law, in Skorokhod space, of the system to a limit infinite-exchangeable system of SDEs driven by a common stable process (or a common Brownian motion) which arises due to the central limit theorem and constitutes a common noise term in the dynamics of all the limit particles. Finally, I will discuss how this is related to the property of ''conditional propagation of chaos’'. We encourage in-person partecipation. Should you be unable to come, here is the link to the Teams streaming: Seminar Löcherbach | Meeting-Join | Microsoft Teams <https://teams.microsoft.com/meet/31686276169081?p=u3ZZbGzRuTvsF5IifN> The seminar is part of the Excellence Project MatMod@TOV.
participants (1)
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Michele Salvi