New particle representations for ergodic McKean-Vlasov SDEs

The aim of this paper is to introduce several new particle representations for ergodic McKean-Vlasov SDEs. We construct new algorithms by leveraging recent progress in weak convergence analysis of interacting particle system. We present detailed analysis of errors and associated costs of various est...

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Main Authors: AlRachid Houssam, Bossy Mireille, Ricci Cristiano, Szpruch Lukasz
Format: Article
Language:English
Published: EDP Sciences 2019-01-01
Series:ESAIM: Proceedings and Surveys
Online Access:https://www.esaim-proc.org/articles/proc/pdf/2019/01/proc196504.pdf
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author AlRachid Houssam
Bossy Mireille
Ricci Cristiano
Szpruch Lukasz
author_facet AlRachid Houssam
Bossy Mireille
Ricci Cristiano
Szpruch Lukasz
author_sort AlRachid Houssam
collection DOAJ
description The aim of this paper is to introduce several new particle representations for ergodic McKean-Vlasov SDEs. We construct new algorithms by leveraging recent progress in weak convergence analysis of interacting particle system. We present detailed analysis of errors and associated costs of various estimators, highlighting key differences between long-time simulations of linear (classical SDEs) versus non-linear (Mckean-Vlasov SDEs) process.
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spelling doaj.art-04ffa7630b8943ab915f80675601799b2023-01-02T03:40:11ZengEDP SciencesESAIM: Proceedings and Surveys2267-30592019-01-0165688310.1051/proc/201965068proc196504New particle representations for ergodic McKean-Vlasov SDEsAlRachid HoussamBossy MireilleRicci CristianoSzpruch LukaszThe aim of this paper is to introduce several new particle representations for ergodic McKean-Vlasov SDEs. We construct new algorithms by leveraging recent progress in weak convergence analysis of interacting particle system. We present detailed analysis of errors and associated costs of various estimators, highlighting key differences between long-time simulations of linear (classical SDEs) versus non-linear (Mckean-Vlasov SDEs) process.https://www.esaim-proc.org/articles/proc/pdf/2019/01/proc196504.pdf
spellingShingle AlRachid Houssam
Bossy Mireille
Ricci Cristiano
Szpruch Lukasz
New particle representations for ergodic McKean-Vlasov SDEs
ESAIM: Proceedings and Surveys
title New particle representations for ergodic McKean-Vlasov SDEs
title_full New particle representations for ergodic McKean-Vlasov SDEs
title_fullStr New particle representations for ergodic McKean-Vlasov SDEs
title_full_unstemmed New particle representations for ergodic McKean-Vlasov SDEs
title_short New particle representations for ergodic McKean-Vlasov SDEs
title_sort new particle representations for ergodic mckean vlasov sdes
url https://www.esaim-proc.org/articles/proc/pdf/2019/01/proc196504.pdf
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AT bossymireille newparticlerepresentationsforergodicmckeanvlasovsdes
AT riccicristiano newparticlerepresentationsforergodicmckeanvlasovsdes
AT szpruchlukasz newparticlerepresentationsforergodicmckeanvlasovsdes