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A flexible split‐step scheme for solving McKean‐Vlasov stochastic differential equations

dc.contributor.authorChen, Xingyuan
dc.contributor.authordos Reis, Gonçalo
dc.contributor.institutionCMA - Centro de Matemática e Aplicações
dc.contributor.pblElsevier
dc.date.accessioned2023-03-22T22:29:10Z
dc.date.available2023-03-22T22:29:10Z
dc.date.issued2022-08-15
dc.descriptionFunding Information: The authors would like to thank the 3 referees for their thorough work and suggestions that led to non trivial improvements. Publisher Copyright: © 2022 The Authors
dc.description.abstractWe present an implicit Split-Step explicit Euler type Method (dubbed SSM) for the simulation of McKean-Vlasov Stochastic Differential Equations (MV-SDEs) with drifts of superlinear growth in space, Lipschitz in measure and non-constant Lipschitz diffusion coefficient. The scheme is designed to leverage the structure induced by the interacting particle approximation system, including parallel implementation and the solvability of the implicit equation. The scheme attains the classical 1/2 root mean square error (rMSE) convergence rate in stepsize and closes the gap left by [1] regarding efficient implicit methods and their convergence rate for this class of McKean-Vlasov SDEs. A sufficient condition for mean-square contractivity of the scheme is presented. Several numerical examples are presented, including a comparative analysis to other known algorithms for this class (Taming and Adaptive time-stepping) across parallel and non-parallel implementations.en
dc.description.versionpublishersversion
dc.description.versionpublished
dc.format.extent1818281
dc.identifier.doi10.1016/j.amc.2022.127180
dc.identifier.issn0096-3003
dc.identifier.otherPURE: 56628952
dc.identifier.otherPURE UUID: 1db8bdf5-79af-47e8-8361-3cec8396da52
dc.identifier.otherScopus: 85129031287
dc.identifier.otherWOS: 000802911900001
dc.identifier.urihttp://hdl.handle.net/10362/151081
dc.identifier.urlhttps://www.scopus.com/pages/publications/85129031287
dc.language.isoeng
dc.peerreviewedyes
dc.subjectInteracting particle systems
dc.subjectMcKean-Vlasov equations
dc.subjectSplit-step methods
dc.subjectSuperlinear growth
dc.subjectComputational Mathematics
dc.subjectApplied Mathematics
dc.titleA flexible split‐step scheme for solving McKean‐Vlasov stochastic differential equationsen
dc.title.subtitleA flexible split‐step scheme for MV‐SDEsen
dc.typejournal article
degois.publication.titleApplied Mathematics and Computation
degois.publication.volume427
dspace.entity.typePublication
rcaap.rightsopenAccess

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