Agent-based model with heterogeneous fundamental prices

Bibliographic Details
Main Author: Ferreira, Fernando F.
Publication Date: 2005
Other Authors: De Oliveira, Viviane M., Crepaldi, Antônio F. [UNESP], Campos, Paulo R.A.
Format: Article
Language: eng
Source: Repositório Institucional da UNESP
Download full: http://dx.doi.org/10.1016/j.physa.2005.03.048
http://hdl.handle.net/11449/224595
Summary: In this paper, we investigate the properties of the return time series generated by a multi-agent-based model for financial markets. Our model is a variant of the grand canonical minority game model where the agents behave as producers and a fraction of them is allowed to shift their strategy in order to act opportunistically as fundamentalists. Our model assumes the existence of speculators with heterogeneous beliefs about the fundamental price. Our simulation results are robust to reproduce stylized facts as volatility clustering, fat tail, uncorrelated return and slowing decay on the absolute return. © 2005 Elsevier B.V. All rights reserved.
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spelling Agent-based model with heterogeneous fundamental pricesGrand canonical minority gameHeterogeneity in fundamental pricesStylized factsIn this paper, we investigate the properties of the return time series generated by a multi-agent-based model for financial markets. Our model is a variant of the grand canonical minority game model where the agents behave as producers and a fraction of them is allowed to shift their strategy in order to act opportunistically as fundamentalists. Our model assumes the existence of speculators with heterogeneous beliefs about the fundamental price. Our simulation results are robust to reproduce stylized facts as volatility clustering, fat tail, uncorrelated return and slowing decay on the absolute return. © 2005 Elsevier B.V. All rights reserved.International Centre for Theoretical Physics, Strada Costiera 11, 34100 TriesteDepartamento de Física Universidade Federal de Pernambuco Cidade Universitária, Recife PE, 50670-901Instituto de Física Teórica Universidade Estadual de São Paulo, Rua Pamplona 145, São Paulo 01405-900Departamento de Física e Matemática Universidade Federal Rural de Pernambuco, 51170-900, Dois Irmaos, Recife PEInstituto de Física Teórica Universidade Estadual de São Paulo, Rua Pamplona 145, São Paulo 01405-900International Centre for Theoretical PhysicsUniversidade Federal de Pernambuco (UFPE)Universidade Estadual Paulista (UNESP)Universidade Federal Rural de PernambucoFerreira, Fernando F.De Oliveira, Viviane M.Crepaldi, Antônio F. [UNESP]Campos, Paulo R.A.2022-04-28T20:01:18Z2022-04-28T20:01:18Z2005-11-15info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/article534-542http://dx.doi.org/10.1016/j.physa.2005.03.048Physica A: Statistical Mechanics and its Applications, v. 357, n. 3-4, p. 534-542, 2005.0378-4371http://hdl.handle.net/11449/22459510.1016/j.physa.2005.03.0482-s2.0-24644459769Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengPhysica A: Statistical Mechanics and its Applicationsinfo:eu-repo/semantics/openAccess2022-04-28T20:01:18Zoai:repositorio.unesp.br:11449/224595Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462022-04-28T20:01:18Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Agent-based model with heterogeneous fundamental prices
title Agent-based model with heterogeneous fundamental prices
spellingShingle Agent-based model with heterogeneous fundamental prices
Ferreira, Fernando F.
Grand canonical minority game
Heterogeneity in fundamental prices
Stylized facts
title_short Agent-based model with heterogeneous fundamental prices
title_full Agent-based model with heterogeneous fundamental prices
title_fullStr Agent-based model with heterogeneous fundamental prices
title_full_unstemmed Agent-based model with heterogeneous fundamental prices
title_sort Agent-based model with heterogeneous fundamental prices
author Ferreira, Fernando F.
author_facet Ferreira, Fernando F.
De Oliveira, Viviane M.
Crepaldi, Antônio F. [UNESP]
Campos, Paulo R.A.
author_role author
author2 De Oliveira, Viviane M.
Crepaldi, Antônio F. [UNESP]
Campos, Paulo R.A.
author2_role author
author
author
dc.contributor.none.fl_str_mv International Centre for Theoretical Physics
Universidade Federal de Pernambuco (UFPE)
Universidade Estadual Paulista (UNESP)
Universidade Federal Rural de Pernambuco
dc.contributor.author.fl_str_mv Ferreira, Fernando F.
De Oliveira, Viviane M.
Crepaldi, Antônio F. [UNESP]
Campos, Paulo R.A.
dc.subject.por.fl_str_mv Grand canonical minority game
Heterogeneity in fundamental prices
Stylized facts
topic Grand canonical minority game
Heterogeneity in fundamental prices
Stylized facts
description In this paper, we investigate the properties of the return time series generated by a multi-agent-based model for financial markets. Our model is a variant of the grand canonical minority game model where the agents behave as producers and a fraction of them is allowed to shift their strategy in order to act opportunistically as fundamentalists. Our model assumes the existence of speculators with heterogeneous beliefs about the fundamental price. Our simulation results are robust to reproduce stylized facts as volatility clustering, fat tail, uncorrelated return and slowing decay on the absolute return. © 2005 Elsevier B.V. All rights reserved.
publishDate 2005
dc.date.none.fl_str_mv 2005-11-15
2022-04-28T20:01:18Z
2022-04-28T20:01:18Z
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://dx.doi.org/10.1016/j.physa.2005.03.048
Physica A: Statistical Mechanics and its Applications, v. 357, n. 3-4, p. 534-542, 2005.
0378-4371
http://hdl.handle.net/11449/224595
10.1016/j.physa.2005.03.048
2-s2.0-24644459769
url http://dx.doi.org/10.1016/j.physa.2005.03.048
http://hdl.handle.net/11449/224595
identifier_str_mv Physica A: Statistical Mechanics and its Applications, v. 357, n. 3-4, p. 534-542, 2005.
0378-4371
10.1016/j.physa.2005.03.048
2-s2.0-24644459769
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Physica A: Statistical Mechanics and its Applications
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv 534-542
dc.source.none.fl_str_mv Scopus
reponame:Repositório Institucional da UNESP
instname:Universidade Estadual Paulista (UNESP)
instacron:UNESP
instname_str Universidade Estadual Paulista (UNESP)
instacron_str UNESP
institution UNESP
reponame_str Repositório Institucional da UNESP
collection Repositório Institucional da UNESP
repository.name.fl_str_mv Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)
repository.mail.fl_str_mv
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