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Conditional propagation of chaos for generalized Hawkes processes having alpha-stable jump heights

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Auteurs : Löcherbach, Eva (Auteur de la Conférence)
CIRM (Editeur )

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Résumé : We study the convergence of systems of interacting particles driven by Poisson random measure, having mean field interactions and position dependent jump rate. Jumps are simultaneous, that is, at each jump time, all particles of the system are affected by this jump and receive a positive random jump height. This random kick is distributed according to a one-sided alpha-stable law and scaled in $N^{-1/\infty }$, where $N$ is the size of the system. This particular scaling implies that the limit of the empirical measures of the system is random, describing the conditional distribution of one particle in the limit system. Such limits are conditional McKean-Vlasov limits. The conditioning in the limit measure reflects the dependencies between coexisting particles in the limit system such that we are dealing with a conditional propagation of chaos property. I will spend some time to explain the explicit structure of the limit system which turns out to be the solution of a non-linear SDE driven by Poisson random measure and an independent alpha-stable subordinator. In a second part of the talk I discuss strong error bounds allowing us to control the rate of convergence of the finite particle system to the limit system.
This is a joint work with Dasha Loukianova (Université d'Evry).

Keywords : Mean field interaction; conditional propagation of chaos

Codes MSC :
60E07 - Infinitely divisible distributions; stable distributions
60G52 - Stable processes
60K35 - Interacting random processes; statistical mechanics type models; percolation theory

Ressources complémentaires :
https://www.cirm-math.fr/RepOrga/2390/Slides/Eva_Locherbach.pdf

    Informations sur la Vidéo

    Réalisateur : Hennenfent, Guillaume
    Langue : Anglais
    Date de publication : 27/09/2023
    Date de captation : 08/09/2023
    Sous collection : Research talks
    arXiv category : Probability
    Domaine : Probability & Statistics
    Format : MP4 (.mp4) - HD
    Durée : 00:42:30
    Audience : Researchers ; Graduate Students ; Doctoral Students, Post-Doctoral Students
    Download : https://videos.cirm-math.fr/2023-09-08_Locherbach.mp4

Informations sur la Rencontre

Nom de la rencontre : A Random Walk in the Land of Stochastic Analysis and Numerical Probability / Une marche aléatoire dans l'analyse stochastique et les probabilités numériques
Organisateurs de la rencontre : Champagnat, Nicolas ; Pagès, Gilles ; Tanré, Etienne ; Tomašević, Milica
Dates : 04/09/2023 - 08/09/2023
Année de la rencontre : 2023
URL Congrès : https://conferences.cirm-math.fr/2390.html

Données de citation

DOI : 10.24350/CIRM.V.20088903
Citer cette vidéo: Löcherbach, Eva (2023). Conditional propagation of chaos for generalized Hawkes processes having alpha-stable jump heights. CIRM. Audiovisual resource. doi:10.24350/CIRM.V.20088903
URI : http://dx.doi.org/10.24350/CIRM.V.20088903

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