Cargando…

The Impact of the COVID-19 Pandemic on the Unpredictable Dynamics of the Cryptocurrency Market

The global economy is under great shock again in 2020 due to the COVID-19 pandemic; it has not been long since the global financial crisis in 2008. Therefore, we investigate the evolution of the complexity of the cryptocurrency market and analyze the characteristics from the past bull market in 2017...

Descripción completa

Detalles Bibliográficos
Autores principales: Kim, Kyungwon, Lee, Minhyuk
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8467557/
https://www.ncbi.nlm.nih.gov/pubmed/34573859
http://dx.doi.org/10.3390/e23091234
_version_ 1784573428407205888
author Kim, Kyungwon
Lee, Minhyuk
author_facet Kim, Kyungwon
Lee, Minhyuk
author_sort Kim, Kyungwon
collection PubMed
description The global economy is under great shock again in 2020 due to the COVID-19 pandemic; it has not been long since the global financial crisis in 2008. Therefore, we investigate the evolution of the complexity of the cryptocurrency market and analyze the characteristics from the past bull market in 2017 to the present the COVID-19 pandemic. To confirm the evolutionary complexity of the cryptocurrency market, three general complexity analyses based on nonlinear measures were used: approximate entropy (ApEn), sample entropy (SampEn), and Lempel-Ziv complexity (LZ). We analyzed the market complexity/unpredictability for 43 cryptocurrency prices that have been trading until recently. In addition, three non-parametric tests suitable for non-normal distribution comparison were used to cross-check quantitatively. Finally, using the sliding time window analysis, we observed the change in the complexity of the cryptocurrency market according to events such as the COVID-19 pandemic and vaccination. This study is the first to confirm the complexity/unpredictability of the cryptocurrency market from the bull market to the COVID-19 pandemic outbreak. We find that ApEn, SampEn, and LZ complexity metrics of all markets could not generalize the COVID-19 effect of the complexity due to different patterns. However, market unpredictability is increasing by the ongoing health crisis.
format Online
Article
Text
id pubmed-8467557
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-84675572021-09-27 The Impact of the COVID-19 Pandemic on the Unpredictable Dynamics of the Cryptocurrency Market Kim, Kyungwon Lee, Minhyuk Entropy (Basel) Article The global economy is under great shock again in 2020 due to the COVID-19 pandemic; it has not been long since the global financial crisis in 2008. Therefore, we investigate the evolution of the complexity of the cryptocurrency market and analyze the characteristics from the past bull market in 2017 to the present the COVID-19 pandemic. To confirm the evolutionary complexity of the cryptocurrency market, three general complexity analyses based on nonlinear measures were used: approximate entropy (ApEn), sample entropy (SampEn), and Lempel-Ziv complexity (LZ). We analyzed the market complexity/unpredictability for 43 cryptocurrency prices that have been trading until recently. In addition, three non-parametric tests suitable for non-normal distribution comparison were used to cross-check quantitatively. Finally, using the sliding time window analysis, we observed the change in the complexity of the cryptocurrency market according to events such as the COVID-19 pandemic and vaccination. This study is the first to confirm the complexity/unpredictability of the cryptocurrency market from the bull market to the COVID-19 pandemic outbreak. We find that ApEn, SampEn, and LZ complexity metrics of all markets could not generalize the COVID-19 effect of the complexity due to different patterns. However, market unpredictability is increasing by the ongoing health crisis. MDPI 2021-09-20 /pmc/articles/PMC8467557/ /pubmed/34573859 http://dx.doi.org/10.3390/e23091234 Text en © 2021 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
Kim, Kyungwon
Lee, Minhyuk
The Impact of the COVID-19 Pandemic on the Unpredictable Dynamics of the Cryptocurrency Market
title The Impact of the COVID-19 Pandemic on the Unpredictable Dynamics of the Cryptocurrency Market
title_full The Impact of the COVID-19 Pandemic on the Unpredictable Dynamics of the Cryptocurrency Market
title_fullStr The Impact of the COVID-19 Pandemic on the Unpredictable Dynamics of the Cryptocurrency Market
title_full_unstemmed The Impact of the COVID-19 Pandemic on the Unpredictable Dynamics of the Cryptocurrency Market
title_short The Impact of the COVID-19 Pandemic on the Unpredictable Dynamics of the Cryptocurrency Market
title_sort impact of the covid-19 pandemic on the unpredictable dynamics of the cryptocurrency market
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8467557/
https://www.ncbi.nlm.nih.gov/pubmed/34573859
http://dx.doi.org/10.3390/e23091234
work_keys_str_mv AT kimkyungwon theimpactofthecovid19pandemicontheunpredictabledynamicsofthecryptocurrencymarket
AT leeminhyuk theimpactofthecovid19pandemicontheunpredictabledynamicsofthecryptocurrencymarket
AT kimkyungwon impactofthecovid19pandemicontheunpredictabledynamicsofthecryptocurrencymarket
AT leeminhyuk impactofthecovid19pandemicontheunpredictabledynamicsofthecryptocurrencymarket