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The impact of COVID-19 pandemic upon stability and sequential irregularity of equity and cryptocurrency markets

We explore the evolution of the informational efficiency in 45 cryptocurrency markets and 16 international stock markets before and during COVID-19 pandemic. The measures of Largest Lyapunov Exponent (LLE) based on the Rosenstein's method and Approximate Entropy (ApEn), which are robust to smal...

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Autores principales: Lahmiri, Salim, Bekiros, Stelios
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier Ltd. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7254002/
https://www.ncbi.nlm.nih.gov/pubmed/32501379
http://dx.doi.org/10.1016/j.chaos.2020.109936
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author Lahmiri, Salim
Bekiros, Stelios
author_facet Lahmiri, Salim
Bekiros, Stelios
author_sort Lahmiri, Salim
collection PubMed
description We explore the evolution of the informational efficiency in 45 cryptocurrency markets and 16 international stock markets before and during COVID-19 pandemic. The measures of Largest Lyapunov Exponent (LLE) based on the Rosenstein's method and Approximate Entropy (ApEn), which are robust to small samples, are applied to price time series in order to estimate degrees of stability and irregularity in cryptocurrency and international stock markets. The amount of regularity infers on the unpredictability of fluctuations. The t-test and F-test are performed on estimated LLE and ApEn. In total, 36 statistical tests are performed to check for differences between time periods (pre- versus during COVID-19 pandemic samples) on the one hand, as well as check for differences between markets (cryptocurrencies versus stocks), on the other hand. During the COVID-19 pandemic period it was found that (a) the level of stability in cryptocurrency markets has significantly diminished while the irregularity level significantly augmented, (b) the level of stability in international equity markets has not changed but gained more irregularity, (c) cryptocurrencies became more volatile, (d) the variability in stability and irregularity in equities has not been affected, (e) cryptocurrency and stock markets exhibit a similar degree of stability in price dynamics, whilst finally (f) cryptocurrency exhibit a low level of regularity compared to international equity markets. We find that cryptos showed more instability and more irregularity during the COVID-19 pandemic compared to international stock markets. Thus, from an informational efficiency perspective, investing in digital assets during big crises as the COVID-19 pandemic, could be considered riskier as opposed to equities.
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spelling pubmed-72540022020-05-28 The impact of COVID-19 pandemic upon stability and sequential irregularity of equity and cryptocurrency markets Lahmiri, Salim Bekiros, Stelios Chaos Solitons Fractals Frontiers We explore the evolution of the informational efficiency in 45 cryptocurrency markets and 16 international stock markets before and during COVID-19 pandemic. The measures of Largest Lyapunov Exponent (LLE) based on the Rosenstein's method and Approximate Entropy (ApEn), which are robust to small samples, are applied to price time series in order to estimate degrees of stability and irregularity in cryptocurrency and international stock markets. The amount of regularity infers on the unpredictability of fluctuations. The t-test and F-test are performed on estimated LLE and ApEn. In total, 36 statistical tests are performed to check for differences between time periods (pre- versus during COVID-19 pandemic samples) on the one hand, as well as check for differences between markets (cryptocurrencies versus stocks), on the other hand. During the COVID-19 pandemic period it was found that (a) the level of stability in cryptocurrency markets has significantly diminished while the irregularity level significantly augmented, (b) the level of stability in international equity markets has not changed but gained more irregularity, (c) cryptocurrencies became more volatile, (d) the variability in stability and irregularity in equities has not been affected, (e) cryptocurrency and stock markets exhibit a similar degree of stability in price dynamics, whilst finally (f) cryptocurrency exhibit a low level of regularity compared to international equity markets. We find that cryptos showed more instability and more irregularity during the COVID-19 pandemic compared to international stock markets. Thus, from an informational efficiency perspective, investing in digital assets during big crises as the COVID-19 pandemic, could be considered riskier as opposed to equities. Elsevier Ltd. 2020-09 2020-05-28 /pmc/articles/PMC7254002/ /pubmed/32501379 http://dx.doi.org/10.1016/j.chaos.2020.109936 Text en © 2020 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 Frontiers
Lahmiri, Salim
Bekiros, Stelios
The impact of COVID-19 pandemic upon stability and sequential irregularity of equity and cryptocurrency markets
title The impact of COVID-19 pandemic upon stability and sequential irregularity of equity and cryptocurrency markets
title_full The impact of COVID-19 pandemic upon stability and sequential irregularity of equity and cryptocurrency markets
title_fullStr The impact of COVID-19 pandemic upon stability and sequential irregularity of equity and cryptocurrency markets
title_full_unstemmed The impact of COVID-19 pandemic upon stability and sequential irregularity of equity and cryptocurrency markets
title_short The impact of COVID-19 pandemic upon stability and sequential irregularity of equity and cryptocurrency markets
title_sort impact of covid-19 pandemic upon stability and sequential irregularity of equity and cryptocurrency markets
topic Frontiers
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7254002/
https://www.ncbi.nlm.nih.gov/pubmed/32501379
http://dx.doi.org/10.1016/j.chaos.2020.109936
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