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A singular value decomposition entropy approach to assess the impact of Covid-19 on the informational efficiency of the WTI crude oil market
This work investigates the impact of the Covid-19 outbreak on crude oil market efficiency. The approach is based on the singular value decomposition (SVD) entropy. Iso-distributional surrogate data test was used to contrast the results against random patterns, and phase randomization based on Fourie...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier Ltd.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9124954/ https://www.ncbi.nlm.nih.gov/pubmed/35645467 http://dx.doi.org/10.1016/j.chaos.2022.112238 |
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author | Espinosa-Paredes, G. Rodriguez, E. Alvarez-Ramirez, J. |
author_facet | Espinosa-Paredes, G. Rodriguez, E. Alvarez-Ramirez, J. |
author_sort | Espinosa-Paredes, G. |
collection | PubMed |
description | This work investigates the impact of the Covid-19 outbreak on crude oil market efficiency. The approach is based on the singular value decomposition (SVD) entropy. Iso-distributional surrogate data test was used to contrast the results against random patterns, and phase randomization based on Fourier transform was used to assess nonlinearities. The analysis considered the WTI market and focused on the Covid-19 pandemic period January 2020–November 2021 and contrasted with the long preceding period from January 2000 to date. It was found that the crude oil market was informationally efficient most of the time with small sporadic deviations from efficiency in the pre-Covid-19 years. The Covid-19 period exhibited the largest deviations from efficiency, mainly in the first months of the outbreak, accompanied by a marked reduction of nonlinear components. The analysis was conducted for different scales, and the results showed that the deviations from efficiency were more pronounced for quarterly scales. For the sake of comparison, the analysis was also carried out on the trading volume dynamics and the results showed that the market activity is not fully random. The dynamics of the trading volume exhibited significant deviations from the randomness behavior when the crude oil market was efficient, and a behavior that was consistent with nonlinear patterns. The opposite behavior was noted for stages when the crude oil market showed strong deviations from efficiency. Overall, the findings of this study suggest an increasing opportunity for crude oil price predictions and abnormal returns during the Covid-19 pandemic. |
format | Online Article Text |
id | pubmed-9124954 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier Ltd. |
record_format | MEDLINE/PubMed |
spelling | pubmed-91249542022-05-23 A singular value decomposition entropy approach to assess the impact of Covid-19 on the informational efficiency of the WTI crude oil market Espinosa-Paredes, G. Rodriguez, E. Alvarez-Ramirez, J. Chaos Solitons Fractals Article This work investigates the impact of the Covid-19 outbreak on crude oil market efficiency. The approach is based on the singular value decomposition (SVD) entropy. Iso-distributional surrogate data test was used to contrast the results against random patterns, and phase randomization based on Fourier transform was used to assess nonlinearities. The analysis considered the WTI market and focused on the Covid-19 pandemic period January 2020–November 2021 and contrasted with the long preceding period from January 2000 to date. It was found that the crude oil market was informationally efficient most of the time with small sporadic deviations from efficiency in the pre-Covid-19 years. The Covid-19 period exhibited the largest deviations from efficiency, mainly in the first months of the outbreak, accompanied by a marked reduction of nonlinear components. The analysis was conducted for different scales, and the results showed that the deviations from efficiency were more pronounced for quarterly scales. For the sake of comparison, the analysis was also carried out on the trading volume dynamics and the results showed that the market activity is not fully random. The dynamics of the trading volume exhibited significant deviations from the randomness behavior when the crude oil market was efficient, and a behavior that was consistent with nonlinear patterns. The opposite behavior was noted for stages when the crude oil market showed strong deviations from efficiency. Overall, the findings of this study suggest an increasing opportunity for crude oil price predictions and abnormal returns during the Covid-19 pandemic. Elsevier Ltd. 2022-07 2022-05-23 /pmc/articles/PMC9124954/ /pubmed/35645467 http://dx.doi.org/10.1016/j.chaos.2022.112238 Text en © 2022 Elsevier Ltd. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active. |
spellingShingle | Article Espinosa-Paredes, G. Rodriguez, E. Alvarez-Ramirez, J. A singular value decomposition entropy approach to assess the impact of Covid-19 on the informational efficiency of the WTI crude oil market |
title | A singular value decomposition entropy approach to assess the impact of Covid-19 on the informational efficiency of the WTI crude oil market |
title_full | A singular value decomposition entropy approach to assess the impact of Covid-19 on the informational efficiency of the WTI crude oil market |
title_fullStr | A singular value decomposition entropy approach to assess the impact of Covid-19 on the informational efficiency of the WTI crude oil market |
title_full_unstemmed | A singular value decomposition entropy approach to assess the impact of Covid-19 on the informational efficiency of the WTI crude oil market |
title_short | A singular value decomposition entropy approach to assess the impact of Covid-19 on the informational efficiency of the WTI crude oil market |
title_sort | singular value decomposition entropy approach to assess the impact of covid-19 on the informational efficiency of the wti crude oil market |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9124954/ https://www.ncbi.nlm.nih.gov/pubmed/35645467 http://dx.doi.org/10.1016/j.chaos.2022.112238 |
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