LINEAR AND NONLINEAR ASSOCIATION MEASURES WITH INTRADAY/HIGH FREQUENCY DATA FOR ALL IBOVESPA STOCKS

Detalhes bibliográficos
Autor(a) principal: Block, Alexander Souza
Data de Publicação: 2016
Outros Autores: Ceretta, Paulo Sérgio, Costa, Alexandre
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Revista Eletrônica de Estratégia e Negócios
Texto Completo: https://portaldeperiodicos.animaeducacao.com.br/index.php/EeN/article/view/2796
Resumo: In this paper we analyze three types of association measurements, the coefficient of determination, the multidimensional association and the maximal information coefficient, the first linear, and the other two nonlinear. We utilize 10 minutes intraday data of all Ibovespa stocks, that account for the main stock market index in Brazil, the Ibovespa. Not much of the methods used in this paper have been seen in finance literature, hence the motivation for this study. This methodology is meaningful to traders, as some stocks are highly correlated to the main index, one can base a strategy when they are trading independently in a given day as this pattern should revert to the mean. One of the most important findings of this work is that treating data as nonlinear yielded stronger results.
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spelling LINEAR AND NONLINEAR ASSOCIATION MEASURES WITH INTRADAY/HIGH FREQUENCY DATA FOR ALL IBOVESPA STOCKSMEDIDAS DE ASOCIACIÓN LINEAL Y NO LINEAL CON DATOS DE ALTA FRECUENCIA EN UN DÍA PARA TODAS LAS ACCIONES IBOVESPAKeywordsMultidimensional AssociationMaximal Information CoefficientCoefficient of DeterminationIbovespaAsociación MultidimensionalCoeficiente Máximo de InformaciónCoeficiente de DeterminaciónIbovespaDados dentro de un día.In this paper we analyze three types of association measurements, the coefficient of determination, the multidimensional association and the maximal information coefficient, the first linear, and the other two nonlinear. We utilize 10 minutes intraday data of all Ibovespa stocks, that account for the main stock market index in Brazil, the Ibovespa. Not much of the methods used in this paper have been seen in finance literature, hence the motivation for this study. This methodology is meaningful to traders, as some stocks are highly correlated to the main index, one can base a strategy when they are trading independently in a given day as this pattern should revert to the mean. One of the most important findings of this work is that treating data as nonlinear yielded stronger results.Analizamos cuatro tipos de medidas de asociación, la Correlación de Pearson, el Coeficiente de Determinación, la Asociación Multidimensional y el Coeficiente Máximo de Información, los dos primeros, lineal, y los otros dos, no lineal. Utilizamos 10 minutos de datos dentro de un día, de todas las acciones Ibovespa, que cuenta para el principal índice de acciones en el mercado de Brasil. En la literatura financiera no hay mucho sobre los métodos utilizados en este trabajo, de dónde viene la motivación para el estudio. La metodología es significativa para negociantes, así como algunas acciones son altamente correlacionadas con el principal índice, un puede ser la base estratégica cuando están operando independientemente en un dado día, como este estándar podría reverter la significación. Uno de los más importantes resultados de este trabajo es que el tratamiento de los dados como no lineal produjeron resultados más fuertes. Universidade do Sul de Santa Catarina2016-03-27info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://portaldeperiodicos.animaeducacao.com.br/index.php/EeN/article/view/279610.19177/reen.v8e32015171-186Revista Eletrônica de Estratégia & Negócios; v. 8 n. 3 (2015); 171-1861984-33721984-3372reponame:Revista Eletrônica de Estratégia e Negóciosinstname:Universidade do Sul de SC (UNISUL)instacron:UNISULenghttps://portaldeperiodicos.animaeducacao.com.br/index.php/EeN/article/view/2796/2591Copyright (c) 2016 Revista Eletrônica de Estratégia & Negóciosinfo:eu-repo/semantics/openAccessBlock, Alexander SouzaCeretta, Paulo SérgioCosta, Alexandre2016-09-15T14:04:32Zoai:portaldeperiodicos.animaeducacao.com.br:article/2796Revistahttps://portaldeperiodicos.animaeducacao.com.br/index.php/EeNPRIhttps://portaldeperiodicos.animaeducacao.com.br/index.php/EeN/oaiterezinha.angeloni@unisul.br||ademar.unisul@gmail.com1984-33721984-3372opendoar:2022-11-08T11:08:28.487348Revista Eletrônica de Estratégia e Negócios - Universidade do Sul de SC (UNISUL)false
dc.title.none.fl_str_mv LINEAR AND NONLINEAR ASSOCIATION MEASURES WITH INTRADAY/HIGH FREQUENCY DATA FOR ALL IBOVESPA STOCKS
MEDIDAS DE ASOCIACIÓN LINEAL Y NO LINEAL CON DATOS DE ALTA FRECUENCIA EN UN DÍA PARA TODAS LAS ACCIONES IBOVESPA
title LINEAR AND NONLINEAR ASSOCIATION MEASURES WITH INTRADAY/HIGH FREQUENCY DATA FOR ALL IBOVESPA STOCKS
spellingShingle LINEAR AND NONLINEAR ASSOCIATION MEASURES WITH INTRADAY/HIGH FREQUENCY DATA FOR ALL IBOVESPA STOCKS
Block, Alexander Souza
Keywords
Multidimensional Association
Maximal Information Coefficient
Coefficient of Determination
Ibovespa
Asociación Multidimensional
Coeficiente Máximo de Información
Coeficiente de Determinación
Ibovespa
Dados dentro de un día.
title_short LINEAR AND NONLINEAR ASSOCIATION MEASURES WITH INTRADAY/HIGH FREQUENCY DATA FOR ALL IBOVESPA STOCKS
title_full LINEAR AND NONLINEAR ASSOCIATION MEASURES WITH INTRADAY/HIGH FREQUENCY DATA FOR ALL IBOVESPA STOCKS
title_fullStr LINEAR AND NONLINEAR ASSOCIATION MEASURES WITH INTRADAY/HIGH FREQUENCY DATA FOR ALL IBOVESPA STOCKS
title_full_unstemmed LINEAR AND NONLINEAR ASSOCIATION MEASURES WITH INTRADAY/HIGH FREQUENCY DATA FOR ALL IBOVESPA STOCKS
title_sort LINEAR AND NONLINEAR ASSOCIATION MEASURES WITH INTRADAY/HIGH FREQUENCY DATA FOR ALL IBOVESPA STOCKS
author Block, Alexander Souza
author_facet Block, Alexander Souza
Ceretta, Paulo Sérgio
Costa, Alexandre
author_role author
author2 Ceretta, Paulo Sérgio
Costa, Alexandre
author2_role author
author
dc.contributor.author.fl_str_mv Block, Alexander Souza
Ceretta, Paulo Sérgio
Costa, Alexandre
dc.subject.por.fl_str_mv Keywords
Multidimensional Association
Maximal Information Coefficient
Coefficient of Determination
Ibovespa
Asociación Multidimensional
Coeficiente Máximo de Información
Coeficiente de Determinación
Ibovespa
Dados dentro de un día.
topic Keywords
Multidimensional Association
Maximal Information Coefficient
Coefficient of Determination
Ibovespa
Asociación Multidimensional
Coeficiente Máximo de Información
Coeficiente de Determinación
Ibovespa
Dados dentro de un día.
description In this paper we analyze three types of association measurements, the coefficient of determination, the multidimensional association and the maximal information coefficient, the first linear, and the other two nonlinear. We utilize 10 minutes intraday data of all Ibovespa stocks, that account for the main stock market index in Brazil, the Ibovespa. Not much of the methods used in this paper have been seen in finance literature, hence the motivation for this study. This methodology is meaningful to traders, as some stocks are highly correlated to the main index, one can base a strategy when they are trading independently in a given day as this pattern should revert to the mean. One of the most important findings of this work is that treating data as nonlinear yielded stronger results.
publishDate 2016
dc.date.none.fl_str_mv 2016-03-27
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://portaldeperiodicos.animaeducacao.com.br/index.php/EeN/article/view/2796
10.19177/reen.v8e32015171-186
url https://portaldeperiodicos.animaeducacao.com.br/index.php/EeN/article/view/2796
identifier_str_mv 10.19177/reen.v8e32015171-186
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv https://portaldeperiodicos.animaeducacao.com.br/index.php/EeN/article/view/2796/2591
dc.rights.driver.fl_str_mv Copyright (c) 2016 Revista Eletrônica de Estratégia & Negócios
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Copyright (c) 2016 Revista Eletrônica de Estratégia & Negócios
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Universidade do Sul de Santa Catarina
publisher.none.fl_str_mv Universidade do Sul de Santa Catarina
dc.source.none.fl_str_mv Revista Eletrônica de Estratégia & Negócios; v. 8 n. 3 (2015); 171-186
1984-3372
1984-3372
reponame:Revista Eletrônica de Estratégia e Negócios
instname:Universidade do Sul de SC (UNISUL)
instacron:UNISUL
instname_str Universidade do Sul de SC (UNISUL)
instacron_str UNISUL
institution UNISUL
reponame_str Revista Eletrônica de Estratégia e Negócios
collection Revista Eletrônica de Estratégia e Negócios
repository.name.fl_str_mv Revista Eletrônica de Estratégia e Negócios - Universidade do Sul de SC (UNISUL)
repository.mail.fl_str_mv terezinha.angeloni@unisul.br||ademar.unisul@gmail.com
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