Hawkes Processes: A Modeling of the Offer Book in the Brazilian Stock Market

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This paper discusses the Hawkes process to modeling of the offering book, especially the ETF it iShare Ibovespa index fund. The study aimed to investigate the dynamics of the influences of the offers in relation to the past orders. We study too to the interaction of the order rates of the opposing s...

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Detalles Bibliográficos
Autores: Sampaio Maluf, Yuri, Guevara Otiniano, Cira
Formato: artículo
Fecha de Publicación:2017
Institución:Universidad Nacional de Trujillo
Repositorio:Revistas - Universidad Nacional de Trujillo
Lenguaje:español
OAI Identifier:oai:ojs.revistas.unitru.edu.pe:article/1423
Enlace del recurso:https://revistas.unitru.edu.pe/index.php/SSMM/article/view/1423
Nivel de acceso:acceso abierto
Materia:Point processes
Hawkes Process
Book of Offer
ETF
Processos Pontuais
Processo de Hawkes
Book de Oferta
ETF.
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spelling Hawkes Processes: A Modeling of the Offer Book in the Brazilian Stock MarketProcessos de Hawkes: Uma Modelagem do Book de Oferta no Mercado Acionário BrasileiroSampaio Maluf, YuriGuevara Otiniano, CiraPoint processesHawkes ProcessBook of OfferETFProcessos PontuaisProcesso de HawkesBook de OfertaETF.This paper discusses the Hawkes process to modeling of the offering book, especially the ETF it iShare Ibovespa index fund. The study aimed to investigate the dynamics of the influences of the offers in relation to the past orders. We study too to the interaction of the order rates of the opposing sides of the Book. Another point addressed is the verification of the operating strategy that captures the dynamics studied. At the first moment, the univariate approach was performed and in the second moment the multivariate of the Hawkes process. The results show that in both cases the Hawkes process it fits well to the data. The fit model indicates that agents have similar behaviors when they act as buyers or sellers of assets. As for the strategy, it was not possible to establish spare gains from changes in bid rates. However, these results are due to the it bid-ask spread more that the predictive capacity of the functions.Neste artigo é abordado o processo de Hawkes na modelagem do Book de oferta, em especial o fundo de índice ETF iShare Ibovespa. O estudo teve como objetivo investigar a dinamica das influencias das ofertas em relacao às ordens passadas, além da interacao das taxas de ordens dos lados opostos do Book. Outro ponto tratado é a verificacao da estratégia de operacao que capte a dinamica estudada. No primeiro momento, foi realizada a abordagem univariada e no segundo a multivariada do processo de Hawkes. Os resultados mostram que em ambos os casos os dados se ajustaram bem ao processo de Hawkes. Os modelo ajustado indica que os agentes possuem comportamentos similares quando atuam como compradores ou como vendedores de ativos. Quanto a estratégia, nao foi possível estabelecer ganhos sobressalentes a partir das mudancas nas taxas de ofertas. No entanto, estes resultados se devem mais ao bid-ask spread do que a capacidade preditiva das funcoes intensidades.National University of Trujillo - Academic Department of Mathematics2017-07-13info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdftext/htmlhttps://revistas.unitru.edu.pe/index.php/SSMM/article/view/1423Selecciones Matemáticas; Vol. 4 No. 01 (2017): January - July; 38-50Selecciones Matemáticas; Vol. 4 Núm. 01 (2017): Enero - Julio; 38-50Selecciones Matemáticas; v. 4 n. 01 (2017): Enero - Julio; 38-502411-1783reponame:Revistas - Universidad Nacional de Trujilloinstname:Universidad Nacional de Trujilloinstacron:UNITRUspahttps://revistas.unitru.edu.pe/index.php/SSMM/article/view/1423/2309https://revistas.unitru.edu.pe/index.php/SSMM/article/view/1423/2299Derechos de autor 2017 Selecciones Matemáticasinfo:eu-repo/semantics/openAccessoai:ojs.revistas.unitru.edu.pe:article/14232022-10-21T18:54:40Z
dc.title.none.fl_str_mv Hawkes Processes: A Modeling of the Offer Book in the Brazilian Stock Market
Processos de Hawkes: Uma Modelagem do Book de Oferta no Mercado Acionário Brasileiro
title Hawkes Processes: A Modeling of the Offer Book in the Brazilian Stock Market
spellingShingle Hawkes Processes: A Modeling of the Offer Book in the Brazilian Stock Market
Sampaio Maluf, Yuri
Point processes
Hawkes Process
Book of Offer
ETF
Processos Pontuais
Processo de Hawkes
Book de Oferta
ETF.
title_short Hawkes Processes: A Modeling of the Offer Book in the Brazilian Stock Market
title_full Hawkes Processes: A Modeling of the Offer Book in the Brazilian Stock Market
title_fullStr Hawkes Processes: A Modeling of the Offer Book in the Brazilian Stock Market
title_full_unstemmed Hawkes Processes: A Modeling of the Offer Book in the Brazilian Stock Market
title_sort Hawkes Processes: A Modeling of the Offer Book in the Brazilian Stock Market
dc.creator.none.fl_str_mv Sampaio Maluf, Yuri
Guevara Otiniano, Cira
author Sampaio Maluf, Yuri
author_facet Sampaio Maluf, Yuri
Guevara Otiniano, Cira
author_role author
author2 Guevara Otiniano, Cira
author2_role author
dc.subject.none.fl_str_mv Point processes
Hawkes Process
Book of Offer
ETF
Processos Pontuais
Processo de Hawkes
Book de Oferta
ETF.
topic Point processes
Hawkes Process
Book of Offer
ETF
Processos Pontuais
Processo de Hawkes
Book de Oferta
ETF.
description This paper discusses the Hawkes process to modeling of the offering book, especially the ETF it iShare Ibovespa index fund. The study aimed to investigate the dynamics of the influences of the offers in relation to the past orders. We study too to the interaction of the order rates of the opposing sides of the Book. Another point addressed is the verification of the operating strategy that captures the dynamics studied. At the first moment, the univariate approach was performed and in the second moment the multivariate of the Hawkes process. The results show that in both cases the Hawkes process it fits well to the data. The fit model indicates that agents have similar behaviors when they act as buyers or sellers of assets. As for the strategy, it was not possible to establish spare gains from changes in bid rates. However, these results are due to the it bid-ask spread more that the predictive capacity of the functions.
publishDate 2017
dc.date.none.fl_str_mv 2017-07-13
dc.type.none.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.none.fl_str_mv https://revistas.unitru.edu.pe/index.php/SSMM/article/view/1423
url https://revistas.unitru.edu.pe/index.php/SSMM/article/view/1423
dc.language.none.fl_str_mv spa
language spa
dc.relation.none.fl_str_mv https://revistas.unitru.edu.pe/index.php/SSMM/article/view/1423/2309
https://revistas.unitru.edu.pe/index.php/SSMM/article/view/1423/2299
dc.rights.none.fl_str_mv Derechos de autor 2017 Selecciones Matemáticas
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Derechos de autor 2017 Selecciones Matemáticas
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
text/html
dc.publisher.none.fl_str_mv National University of Trujillo - Academic Department of Mathematics
publisher.none.fl_str_mv National University of Trujillo - Academic Department of Mathematics
dc.source.none.fl_str_mv Selecciones Matemáticas; Vol. 4 No. 01 (2017): January - July; 38-50
Selecciones Matemáticas; Vol. 4 Núm. 01 (2017): Enero - Julio; 38-50
Selecciones Matemáticas; v. 4 n. 01 (2017): Enero - Julio; 38-50
2411-1783
reponame:Revistas - Universidad Nacional de Trujillo
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instacron_str UNITRU
institution UNITRU
reponame_str Revistas - Universidad Nacional de Trujillo
collection Revistas - Universidad Nacional de Trujillo
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