A flexible split‐step scheme for solving McKean‐Vlasov stochastic differential equations
Autor(a) principal: | |
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Data de Publicação: | 2022 |
Outros Autores: | |
Tipo de documento: | Artigo |
Idioma: | eng |
Título da fonte: | Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
Texto Completo: | http://hdl.handle.net/10362/151081 |
Resumo: | Funding 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 |
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7160 |
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A flexible split‐step scheme for solving McKean‐Vlasov stochastic differential equationsA flexible split‐step scheme for MV‐SDEsInteracting particle systemsMcKean-Vlasov equationsSplit-step methodsSuperlinear growthComputational MathematicsApplied MathematicsFunding 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 AuthorsWe 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.CMA - Centro de Matemática e AplicaçõesRUNChen, Xingyuandos Reis, Gonçalo2023-03-22T22:29:10Z2022-08-152022-08-15T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10362/151081engChen, X., & dos Reis, G. (2022). A flexible split‐step scheme for solving McKean‐Vlasov stochastic differential equations: A flexible split‐step scheme for MV‐SDEs. Applied Mathematics and Computation, 427, [127180]. https://doi.org/10.1016/j.amc.2022.1271800096-3003PURE: 56628952https://doi.org/10.1016/j.amc.2022.127180info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-03-11T05:33:32Zoai:run.unl.pt:10362/151081Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T03:54:27.234676Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse |
dc.title.none.fl_str_mv |
A flexible split‐step scheme for solving McKean‐Vlasov stochastic differential equations A flexible split‐step scheme for MV‐SDEs |
title |
A flexible split‐step scheme for solving McKean‐Vlasov stochastic differential equations |
spellingShingle |
A flexible split‐step scheme for solving McKean‐Vlasov stochastic differential equations Chen, Xingyuan Interacting particle systems McKean-Vlasov equations Split-step methods Superlinear growth Computational Mathematics Applied Mathematics |
title_short |
A flexible split‐step scheme for solving McKean‐Vlasov stochastic differential equations |
title_full |
A flexible split‐step scheme for solving McKean‐Vlasov stochastic differential equations |
title_fullStr |
A flexible split‐step scheme for solving McKean‐Vlasov stochastic differential equations |
title_full_unstemmed |
A flexible split‐step scheme for solving McKean‐Vlasov stochastic differential equations |
title_sort |
A flexible split‐step scheme for solving McKean‐Vlasov stochastic differential equations |
author |
Chen, Xingyuan |
author_facet |
Chen, Xingyuan dos Reis, Gonçalo |
author_role |
author |
author2 |
dos Reis, Gonçalo |
author2_role |
author |
dc.contributor.none.fl_str_mv |
CMA - Centro de Matemática e Aplicações RUN |
dc.contributor.author.fl_str_mv |
Chen, Xingyuan dos Reis, Gonçalo |
dc.subject.por.fl_str_mv |
Interacting particle systems McKean-Vlasov equations Split-step methods Superlinear growth Computational Mathematics Applied Mathematics |
topic |
Interacting particle systems McKean-Vlasov equations Split-step methods Superlinear growth Computational Mathematics Applied Mathematics |
description |
Funding 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 |
publishDate |
2022 |
dc.date.none.fl_str_mv |
2022-08-15 2022-08-15T00:00:00Z 2023-03-22T22:29:10Z |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/article |
format |
article |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
http://hdl.handle.net/10362/151081 |
url |
http://hdl.handle.net/10362/151081 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
Chen, X., & dos Reis, G. (2022). A flexible split‐step scheme for solving McKean‐Vlasov stochastic differential equations: A flexible split‐step scheme for MV‐SDEs. Applied Mathematics and Computation, 427, [127180]. https://doi.org/10.1016/j.amc.2022.127180 0096-3003 PURE: 56628952 https://doi.org/10.1016/j.amc.2022.127180 |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
application/pdf |
dc.source.none.fl_str_mv |
reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação instacron:RCAAP |
instname_str |
Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
instacron_str |
RCAAP |
institution |
RCAAP |
reponame_str |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
collection |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
repository.name.fl_str_mv |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
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1799138133076344832 |