Towards a standard model for research in agent-based modeling and simulation

Detalhes bibliográficos
Autor(a) principal: Fachada, Nuno
Data de Publicação: 2015
Outros Autores: Lopes, Vitor V., Martins, Rui C., Rosa, Agostinho C.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/1822/62228
Resumo: Agent-based modeling (ABM) is a bottom-up modeling approach, where each entity of the system being modeled is uniquely represented as an independent decisionmaking agent. ABMs are very sensitive to implementation details. Thus, it is very easy to inadvertently introduce changes which modify model dynamics. Such problems usually arise due to the lack of transparency in model descriptions, which constrains how models are assessed, implemented and replicated. In this paper, we present PPHPC, a model which aims to serve as a standard in agent based modeling research, namely, but not limited to, conceptual model specification, statistical analysis of simulation output, model comparison and parallelization studies. This paper focuses on the first two aspects (conceptual model specification and statistical analysis of simulation output), also providing a canonical implementation of PPHPC. The paper serves as a complete reference to the presented model, and can be used as a tutorial for simulation practitioners who wish to improve the way they communicate their ABMs.
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spelling Towards a standard model for research in agent-based modeling and simulationAgent-based modelingStandard modelStatistical analysis of simulation outputODDScience & TechnologyAgent-based modeling (ABM) is a bottom-up modeling approach, where each entity of the system being modeled is uniquely represented as an independent decisionmaking agent. ABMs are very sensitive to implementation details. Thus, it is very easy to inadvertently introduce changes which modify model dynamics. Such problems usually arise due to the lack of transparency in model descriptions, which constrains how models are assessed, implemented and replicated. In this paper, we present PPHPC, a model which aims to serve as a standard in agent based modeling research, namely, but not limited to, conceptual model specification, statistical analysis of simulation output, model comparison and parallelization studies. This paper focuses on the first two aspects (conceptual model specification and statistical analysis of simulation output), also providing a canonical implementation of PPHPC. The paper serves as a complete reference to the presented model, and can be used as a tutorial for simulation practitioners who wish to improve the way they communicate their ABMs.This work was supported by the Fundação para a Ciência e a Tecnologia (FCT) projects UID/EEA/50009/2013, UID/MAT/04561/2013 and (P. RD0389) Incentivo/EEI/LA0009/2014, and partially funded with grant SFRH/BD/48310/2008, also from FCT. The author Vitor V. Lopes acknowledges the financial support from the Prometeo project of SENESCYT (Ecuador).Peerj, Inc.Universidade do MinhoFachada, NunoLopes, Vitor V.Martins, Rui C.Rosa, Agostinho C.2015-11-252015-11-25T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/1822/62228eng2376-59922376-599210.7717/peerj-cs.36info: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:RCAAP2023-07-21T12:40:14Zoai:repositorium.sdum.uminho.pt:1822/62228Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T19:36:59.308524Repositório 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 Towards a standard model for research in agent-based modeling and simulation
title Towards a standard model for research in agent-based modeling and simulation
spellingShingle Towards a standard model for research in agent-based modeling and simulation
Fachada, Nuno
Agent-based modeling
Standard model
Statistical analysis of simulation output
ODD
Science & Technology
title_short Towards a standard model for research in agent-based modeling and simulation
title_full Towards a standard model for research in agent-based modeling and simulation
title_fullStr Towards a standard model for research in agent-based modeling and simulation
title_full_unstemmed Towards a standard model for research in agent-based modeling and simulation
title_sort Towards a standard model for research in agent-based modeling and simulation
author Fachada, Nuno
author_facet Fachada, Nuno
Lopes, Vitor V.
Martins, Rui C.
Rosa, Agostinho C.
author_role author
author2 Lopes, Vitor V.
Martins, Rui C.
Rosa, Agostinho C.
author2_role author
author
author
dc.contributor.none.fl_str_mv Universidade do Minho
dc.contributor.author.fl_str_mv Fachada, Nuno
Lopes, Vitor V.
Martins, Rui C.
Rosa, Agostinho C.
dc.subject.por.fl_str_mv Agent-based modeling
Standard model
Statistical analysis of simulation output
ODD
Science & Technology
topic Agent-based modeling
Standard model
Statistical analysis of simulation output
ODD
Science & Technology
description Agent-based modeling (ABM) is a bottom-up modeling approach, where each entity of the system being modeled is uniquely represented as an independent decisionmaking agent. ABMs are very sensitive to implementation details. Thus, it is very easy to inadvertently introduce changes which modify model dynamics. Such problems usually arise due to the lack of transparency in model descriptions, which constrains how models are assessed, implemented and replicated. In this paper, we present PPHPC, a model which aims to serve as a standard in agent based modeling research, namely, but not limited to, conceptual model specification, statistical analysis of simulation output, model comparison and parallelization studies. This paper focuses on the first two aspects (conceptual model specification and statistical analysis of simulation output), also providing a canonical implementation of PPHPC. The paper serves as a complete reference to the presented model, and can be used as a tutorial for simulation practitioners who wish to improve the way they communicate their ABMs.
publishDate 2015
dc.date.none.fl_str_mv 2015-11-25
2015-11-25T00:00:00Z
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/1822/62228
url http://hdl.handle.net/1822/62228
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 2376-5992
2376-5992
10.7717/peerj-cs.36
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.publisher.none.fl_str_mv Peerj, Inc.
publisher.none.fl_str_mv Peerj, Inc.
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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instacron_str RCAAP
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reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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