Agent-based modeling to investigate the disposition effect in financial markets

Detalhes bibliográficos
Autor(a) principal: Lin, Shi-Woei
Data de Publicação: 2007
Outros Autores: Huang, Hui-Lung
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10400.5/10010
Resumo: One of the behavioral patterns that deviate from what is predicted by traditional financial theories is the disposition effect. Although most empirical studies have reported a significant disposition effect, researchers have yet to conduct a conclusive test of thiseffect because a competing hypothesis or confounding effects might explain the documented significance. Thus, we use the tools of computational intelligence, instead of empirical approaches, to explore market behavior. In particular, we allow agents with different investment strategies to interact and to compete with each other in an artificial futures market. We found that the S-shaped value curve proposed by prospect theory may be one of the causes of the observed behavior of the disposition effect. However, rational expectation such as short-term mean reversion can even be more decisive.
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spelling Agent-based modeling to investigate the disposition effect in financial marketsagent-based modeldisposition effectbehavioral biasprospect theoryfutures marketOne of the behavioral patterns that deviate from what is predicted by traditional financial theories is the disposition effect. Although most empirical studies have reported a significant disposition effect, researchers have yet to conduct a conclusive test of thiseffect because a competing hypothesis or confounding effects might explain the documented significance. Thus, we use the tools of computational intelligence, instead of empirical approaches, to explore market behavior. In particular, we allow agents with different investment strategies to interact and to compete with each other in an artificial futures market. We found that the S-shaped value curve proposed by prospect theory may be one of the causes of the observed behavior of the disposition effect. However, rational expectation such as short-term mean reversion can even be more decisive.Instituto Superior de Economia e GestãoRepositório da Universidade de LisboaLin, Shi-WoeiHuang, Hui-Lung2015-11-03T11:14:31Z20072007-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.5/10010engLin, Shi-Woei e Hui-Lung Huang (2007). "Agent-based modeling to investigate the disposition effect in financial markets". Portuguese Journal of Management Studies, XII(2):145-164info: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:RCAAP2023-03-06T14:40:23Zoai:www.repository.utl.pt:10400.5/10010Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T16:56:33.287381Repositório 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 Agent-based modeling to investigate the disposition effect in financial markets
title Agent-based modeling to investigate the disposition effect in financial markets
spellingShingle Agent-based modeling to investigate the disposition effect in financial markets
Lin, Shi-Woei
agent-based model
disposition effect
behavioral bias
prospect theory
futures market
title_short Agent-based modeling to investigate the disposition effect in financial markets
title_full Agent-based modeling to investigate the disposition effect in financial markets
title_fullStr Agent-based modeling to investigate the disposition effect in financial markets
title_full_unstemmed Agent-based modeling to investigate the disposition effect in financial markets
title_sort Agent-based modeling to investigate the disposition effect in financial markets
author Lin, Shi-Woei
author_facet Lin, Shi-Woei
Huang, Hui-Lung
author_role author
author2 Huang, Hui-Lung
author2_role author
dc.contributor.none.fl_str_mv Repositório da Universidade de Lisboa
dc.contributor.author.fl_str_mv Lin, Shi-Woei
Huang, Hui-Lung
dc.subject.por.fl_str_mv agent-based model
disposition effect
behavioral bias
prospect theory
futures market
topic agent-based model
disposition effect
behavioral bias
prospect theory
futures market
description One of the behavioral patterns that deviate from what is predicted by traditional financial theories is the disposition effect. Although most empirical studies have reported a significant disposition effect, researchers have yet to conduct a conclusive test of thiseffect because a competing hypothesis or confounding effects might explain the documented significance. Thus, we use the tools of computational intelligence, instead of empirical approaches, to explore market behavior. In particular, we allow agents with different investment strategies to interact and to compete with each other in an artificial futures market. We found that the S-shaped value curve proposed by prospect theory may be one of the causes of the observed behavior of the disposition effect. However, rational expectation such as short-term mean reversion can even be more decisive.
publishDate 2007
dc.date.none.fl_str_mv 2007
2007-01-01T00:00:00Z
2015-11-03T11:14:31Z
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/10400.5/10010
url http://hdl.handle.net/10400.5/10010
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Lin, Shi-Woei e Hui-Lung Huang (2007). "Agent-based modeling to investigate the disposition effect in financial markets". Portuguese Journal of Management Studies, XII(2):145-164
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 Instituto Superior de Economia e Gestão
publisher.none.fl_str_mv Instituto Superior de Economia e Gestão
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
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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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