Correlations in time series of prices of mango produced in the São Francisco Valley

Detalhes bibliográficos
Autor(a) principal: Assunção, Bruno de Freitas
Data de Publicação: 2021
Outros Autores: Barreto, Ikaro Daniel de Carvalho, Stosic, Tatijana, Stosic, Borko
Tipo de documento: Artigo
Idioma: por
Título da fonte: Research, Society and Development
Texto Completo: https://rsdjournal.org/index.php/rsd/article/view/20460
Resumo: In recent decades, the fruit trade in Brazil has grown significantly, serving the domestic and foreign markets. Among the main fruits produced and traded, mango, the most exported fruit in Brazil, stands out. In this work we analyzed the time series of returns and volatility of weekly prices of two mango varieties, Palmer and Tommy Atkins produced in the São Francisco Valley, the region with the highest mango production in the country. The methods Detrended fluctuation analysis (DFA) and Detrended cross correlation analysis (DCCA) were used to calculate scaling exponents of autocorrelations and cross correlations between the analyzed series. The results showed that the volatility series have stronger persistence than the return series that presented two regimes of scale invariance with anti-persistent correlations on the larger temporal scales. Cross-correlations between the series of returns also show two scaling regimes with exponents similar to the series of returns of the Tommy variety. The values ​​of the correlation coefficient obtained by the Detrended cross correlation coefficient method showed that for both returns and volatility the correlations between the series are positive, increase with time scale and are stronger for the series of returns.
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spelling Correlations in time series of prices of mango produced in the São Francisco ValleyCorrelaciones en series temporales de precios de mango producido en Valle Correlações em séries temporais de preços de manga produzida no Vale do São FranciscoMango Tommy, PalmerCorrelationsDetrended fluctuation analysisDetrended cross correlation coefficient.Mango Tommy, Palmer CorrelacionesDetrended fluctuation analysisDetrended cross correlation coefficient.Manga Tommy, PalmerCorrelaçõesDetrended fluctuation analysisDetrended cross correlation coefficient.In recent decades, the fruit trade in Brazil has grown significantly, serving the domestic and foreign markets. Among the main fruits produced and traded, mango, the most exported fruit in Brazil, stands out. In this work we analyzed the time series of returns and volatility of weekly prices of two mango varieties, Palmer and Tommy Atkins produced in the São Francisco Valley, the region with the highest mango production in the country. The methods Detrended fluctuation analysis (DFA) and Detrended cross correlation analysis (DCCA) were used to calculate scaling exponents of autocorrelations and cross correlations between the analyzed series. The results showed that the volatility series have stronger persistence than the return series that presented two regimes of scale invariance with anti-persistent correlations on the larger temporal scales. Cross-correlations between the series of returns also show two scaling regimes with exponents similar to the series of returns of the Tommy variety. The values ​​of the correlation coefficient obtained by the Detrended cross correlation coefficient method showed that for both returns and volatility the correlations between the series are positive, increase with time scale and are stronger for the series of returns.En las últimas décadas, el comercio de frutas en Brasil ha crecido significativamente, atendiendo al mercado interno y externo. Entre las principales frutas producidas y comercializadas, destaca el mango, la fruta más exportada en Brasil. En este trabajo se analizó la serie temporal de retorno y la volatilidad semanal de precios de dos variedades de mango, Palmer y Tommy Atkins, producidas en el Valle de São Francisco, la región con mayor producción de mango del país. Para calcular los exponentes de escala de las autocorrelaciones y las correlaciones cruzadas entre las series analizadas se utilizaron los métodos Detrended Fluctuation Analysis (DFA) y Detrended Cross Correlation Analysis (DCCA). Los resultados mostraron que la serie de volatilidad tiene una persistencia más fuerte que la serie de retorno que presentó dos regímenes de invarianza de escala con correlaciones anti-persistentes en las escalas mayores. Las correlaciones cruzadas entre las series de retorno también muestran dos regímenes de escala con exponentes similares a la serie de retorno de la variedad Tommy. Los valores del coeficiente de correlación obtenidos por el método Detrended Cross Correlation Coefficient mostraron que tanto para los retornos como para la volatilidad las correlaciones entre las series son positivas, aumentan con la escala de tiempo y son más fuertes para la serie de retorno.Nas últimas décadas o comércio de frutas no Brasil cresceu expressivamente atendendo ao mercado interno e externo. Dentre as principais frutas produzidas e comercializadas, destaca-se a manga, a fruta mais exportada pelo Brasil. Neste trabalho foram analisadas as séries temporais de retornos e de volatilidade de preços semanais de duas variedades de manga,  Palmer e Tommy Atkins, produzidas no Vale do São Francisco, a região com a maior produção de manga no país. Foram utilizados os métodos Detrended Fluctuation Analysis (DFA) e Detrended Cross-Correlation Analysis (DCCA) para calcular expoentes de escala de autocorrelações e correlações cruzadas entre as séries analisadas. Os resultados mostraram que as séries de volatilidade apresentam persistência mais forte do que as séries de retornos que apresentaram dois regimes de invariância de escala com correlações antipersistentes nas escalas maiores. As correlações cruzadas entre as séries de retornos também apresentaram dois regimes de escala com expoentes semelhantes as séries de retornos da variedade Tommy. Os valores do coeficiente de correlação obtidos pelo método Detrended Cross Correlation Coefficient mostraram que para ambas, retornos e volatilidade, as correlações entre as séries são positivas, aumentam com escala temporal e são mais fortes para as séries de retornos.Research, Society and Development2021-09-19info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://rsdjournal.org/index.php/rsd/article/view/2046010.33448/rsd-v10i12.20460Research, Society and Development; Vol. 10 No. 12; e266101220460Research, Society and Development; Vol. 10 Núm. 12; e266101220460Research, Society and Development; v. 10 n. 12; e2661012204602525-3409reponame:Research, Society and Developmentinstname:Universidade Federal de Itajubá (UNIFEI)instacron:UNIFEIporhttps://rsdjournal.org/index.php/rsd/article/view/20460/18209Copyright (c) 2021 Bruno de Freitas Assunção; Ikaro Daniel de Carvalho Barreto; Tatijana Stosic; Borko Stosichttps://creativecommons.org/licenses/by/4.0info:eu-repo/semantics/openAccessAssunção, Bruno de Freitas Barreto, Ikaro Daniel de Carvalho Stosic, Tatijana Stosic, Borko2021-11-14T20:26:51Zoai:ojs.pkp.sfu.ca:article/20460Revistahttps://rsdjournal.org/index.php/rsd/indexPUBhttps://rsdjournal.org/index.php/rsd/oairsd.articles@gmail.com2525-34092525-3409opendoar:2024-01-17T09:40:06.162534Research, Society and Development - Universidade Federal de Itajubá (UNIFEI)false
dc.title.none.fl_str_mv Correlations in time series of prices of mango produced in the São Francisco Valley
Correlaciones en series temporales de precios de mango producido en Valle
Correlações em séries temporais de preços de manga produzida no Vale do São Francisco
title Correlations in time series of prices of mango produced in the São Francisco Valley
spellingShingle Correlations in time series of prices of mango produced in the São Francisco Valley
Assunção, Bruno de Freitas
Mango Tommy, Palmer
Correlations
Detrended fluctuation analysis
Detrended cross correlation coefficient.
Mango Tommy, Palmer
Correlaciones
Detrended fluctuation analysis
Detrended cross correlation coefficient.
Manga Tommy, Palmer
Correlações
Detrended fluctuation analysis
Detrended cross correlation coefficient.
title_short Correlations in time series of prices of mango produced in the São Francisco Valley
title_full Correlations in time series of prices of mango produced in the São Francisco Valley
title_fullStr Correlations in time series of prices of mango produced in the São Francisco Valley
title_full_unstemmed Correlations in time series of prices of mango produced in the São Francisco Valley
title_sort Correlations in time series of prices of mango produced in the São Francisco Valley
author Assunção, Bruno de Freitas
author_facet Assunção, Bruno de Freitas
Barreto, Ikaro Daniel de Carvalho
Stosic, Tatijana
Stosic, Borko
author_role author
author2 Barreto, Ikaro Daniel de Carvalho
Stosic, Tatijana
Stosic, Borko
author2_role author
author
author
dc.contributor.author.fl_str_mv Assunção, Bruno de Freitas
Barreto, Ikaro Daniel de Carvalho
Stosic, Tatijana
Stosic, Borko
dc.subject.por.fl_str_mv Mango Tommy, Palmer
Correlations
Detrended fluctuation analysis
Detrended cross correlation coefficient.
Mango Tommy, Palmer
Correlaciones
Detrended fluctuation analysis
Detrended cross correlation coefficient.
Manga Tommy, Palmer
Correlações
Detrended fluctuation analysis
Detrended cross correlation coefficient.
topic Mango Tommy, Palmer
Correlations
Detrended fluctuation analysis
Detrended cross correlation coefficient.
Mango Tommy, Palmer
Correlaciones
Detrended fluctuation analysis
Detrended cross correlation coefficient.
Manga Tommy, Palmer
Correlações
Detrended fluctuation analysis
Detrended cross correlation coefficient.
description In recent decades, the fruit trade in Brazil has grown significantly, serving the domestic and foreign markets. Among the main fruits produced and traded, mango, the most exported fruit in Brazil, stands out. In this work we analyzed the time series of returns and volatility of weekly prices of two mango varieties, Palmer and Tommy Atkins produced in the São Francisco Valley, the region with the highest mango production in the country. The methods Detrended fluctuation analysis (DFA) and Detrended cross correlation analysis (DCCA) were used to calculate scaling exponents of autocorrelations and cross correlations between the analyzed series. The results showed that the volatility series have stronger persistence than the return series that presented two regimes of scale invariance with anti-persistent correlations on the larger temporal scales. Cross-correlations between the series of returns also show two scaling regimes with exponents similar to the series of returns of the Tommy variety. The values ​​of the correlation coefficient obtained by the Detrended cross correlation coefficient method showed that for both returns and volatility the correlations between the series are positive, increase with time scale and are stronger for the series of returns.
publishDate 2021
dc.date.none.fl_str_mv 2021-09-19
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://rsdjournal.org/index.php/rsd/article/view/20460
10.33448/rsd-v10i12.20460
url https://rsdjournal.org/index.php/rsd/article/view/20460
identifier_str_mv 10.33448/rsd-v10i12.20460
dc.language.iso.fl_str_mv por
language por
dc.relation.none.fl_str_mv https://rsdjournal.org/index.php/rsd/article/view/20460/18209
dc.rights.driver.fl_str_mv https://creativecommons.org/licenses/by/4.0
info:eu-repo/semantics/openAccess
rights_invalid_str_mv https://creativecommons.org/licenses/by/4.0
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Research, Society and Development
publisher.none.fl_str_mv Research, Society and Development
dc.source.none.fl_str_mv Research, Society and Development; Vol. 10 No. 12; e266101220460
Research, Society and Development; Vol. 10 Núm. 12; e266101220460
Research, Society and Development; v. 10 n. 12; e266101220460
2525-3409
reponame:Research, Society and Development
instname:Universidade Federal de Itajubá (UNIFEI)
instacron:UNIFEI
instname_str Universidade Federal de Itajubá (UNIFEI)
instacron_str UNIFEI
institution UNIFEI
reponame_str Research, Society and Development
collection Research, Society and Development
repository.name.fl_str_mv Research, Society and Development - Universidade Federal de Itajubá (UNIFEI)
repository.mail.fl_str_mv rsd.articles@gmail.com
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