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Regularity in Stock Market Indices within Turbulence Periods: The Sample Entropy Approach

The aim of this study is to assess and compare changes in regularity in the 36 European and the U.S. stock market indices within major turbulence periods. Two periods are investigated: the Global Financial Crisis in 2007–2009 and the COVID-19 pandemic outbreak in 2020–2021. The proposed research hyp...

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Detalles Bibliográficos
Autores principales: Olbryś, Joanna, Majewska, Elżbieta
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9318915/
https://www.ncbi.nlm.nih.gov/pubmed/35885144
http://dx.doi.org/10.3390/e24070921
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author Olbryś, Joanna
Majewska, Elżbieta
author_facet Olbryś, Joanna
Majewska, Elżbieta
author_sort Olbryś, Joanna
collection PubMed
description The aim of this study is to assess and compare changes in regularity in the 36 European and the U.S. stock market indices within major turbulence periods. Two periods are investigated: the Global Financial Crisis in 2007–2009 and the COVID-19 pandemic outbreak in 2020–2021. The proposed research hypothesis states that entropy of an equity market index decreases during turbulence periods, which implies that regularity and predictability of a stock market index returns increase in such cases. To capture sequential regularity in daily time series of stock market indices, the Sample Entropy algorithm (SampEn) is used. Changes in the SampEn values before and during the particular turbulence period are estimated. The empirical findings are unambiguous and confirm no reason to reject the research hypothesis. Moreover, additional formal statistical analyses indicate that the SampEn results are similar both for developed and emerging European economies. Furthermore, the rolling-window procedure is utilized to assess the evolution of SampEn over time.
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spelling pubmed-93189152022-07-27 Regularity in Stock Market Indices within Turbulence Periods: The Sample Entropy Approach Olbryś, Joanna Majewska, Elżbieta Entropy (Basel) Article The aim of this study is to assess and compare changes in regularity in the 36 European and the U.S. stock market indices within major turbulence periods. Two periods are investigated: the Global Financial Crisis in 2007–2009 and the COVID-19 pandemic outbreak in 2020–2021. The proposed research hypothesis states that entropy of an equity market index decreases during turbulence periods, which implies that regularity and predictability of a stock market index returns increase in such cases. To capture sequential regularity in daily time series of stock market indices, the Sample Entropy algorithm (SampEn) is used. Changes in the SampEn values before and during the particular turbulence period are estimated. The empirical findings are unambiguous and confirm no reason to reject the research hypothesis. Moreover, additional formal statistical analyses indicate that the SampEn results are similar both for developed and emerging European economies. Furthermore, the rolling-window procedure is utilized to assess the evolution of SampEn over time. MDPI 2022-07-01 /pmc/articles/PMC9318915/ /pubmed/35885144 http://dx.doi.org/10.3390/e24070921 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Olbryś, Joanna
Majewska, Elżbieta
Regularity in Stock Market Indices within Turbulence Periods: The Sample Entropy Approach
title Regularity in Stock Market Indices within Turbulence Periods: The Sample Entropy Approach
title_full Regularity in Stock Market Indices within Turbulence Periods: The Sample Entropy Approach
title_fullStr Regularity in Stock Market Indices within Turbulence Periods: The Sample Entropy Approach
title_full_unstemmed Regularity in Stock Market Indices within Turbulence Periods: The Sample Entropy Approach
title_short Regularity in Stock Market Indices within Turbulence Periods: The Sample Entropy Approach
title_sort regularity in stock market indices within turbulence periods: the sample entropy approach
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9318915/
https://www.ncbi.nlm.nih.gov/pubmed/35885144
http://dx.doi.org/10.3390/e24070921
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