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Time-varying properties of asymmetric volatility and multifractality in Bitcoin
This study investigates the volatility of daily Bitcoin returns and multifractal properties of the Bitcoin market by employing the rolling window method and examines relationships between the volatility asymmetry and market efficiency. Whilst we find an inverted asymmetry in the volatility of Bitcoi...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Public Library of Science
2021
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7850481/ https://www.ncbi.nlm.nih.gov/pubmed/33524019 http://dx.doi.org/10.1371/journal.pone.0246209 |
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author | Takaishi, Tetsuya |
author_facet | Takaishi, Tetsuya |
author_sort | Takaishi, Tetsuya |
collection | PubMed |
description | This study investigates the volatility of daily Bitcoin returns and multifractal properties of the Bitcoin market by employing the rolling window method and examines relationships between the volatility asymmetry and market efficiency. Whilst we find an inverted asymmetry in the volatility of Bitcoin, its magnitude changes over time, and recently, it has become small. This asymmetric pattern of volatility also exists in higher frequency returns. Other measurements, such as kurtosis, skewness, average, serial correlation, and multifractal degree, also change over time. Thus, we argue that properties of the Bitcoin market are mostly time dependent. We examine efficiency-related measures: the Hurst exponent, multifractal degree, and kurtosis. We find that when these measures represent that the market is more efficient, the volatility asymmetry weakens. For the recent Bitcoin market, both efficiency-related measures and the volatility asymmetry prove that the market becomes more efficient. |
format | Online Article Text |
id | pubmed-7850481 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-78504812021-02-09 Time-varying properties of asymmetric volatility and multifractality in Bitcoin Takaishi, Tetsuya PLoS One Research Article This study investigates the volatility of daily Bitcoin returns and multifractal properties of the Bitcoin market by employing the rolling window method and examines relationships between the volatility asymmetry and market efficiency. Whilst we find an inverted asymmetry in the volatility of Bitcoin, its magnitude changes over time, and recently, it has become small. This asymmetric pattern of volatility also exists in higher frequency returns. Other measurements, such as kurtosis, skewness, average, serial correlation, and multifractal degree, also change over time. Thus, we argue that properties of the Bitcoin market are mostly time dependent. We examine efficiency-related measures: the Hurst exponent, multifractal degree, and kurtosis. We find that when these measures represent that the market is more efficient, the volatility asymmetry weakens. For the recent Bitcoin market, both efficiency-related measures and the volatility asymmetry prove that the market becomes more efficient. Public Library of Science 2021-02-01 /pmc/articles/PMC7850481/ /pubmed/33524019 http://dx.doi.org/10.1371/journal.pone.0246209 Text en © 2021 Tetsuya Takaishi http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Takaishi, Tetsuya Time-varying properties of asymmetric volatility and multifractality in Bitcoin |
title | Time-varying properties of asymmetric volatility and multifractality in Bitcoin |
title_full | Time-varying properties of asymmetric volatility and multifractality in Bitcoin |
title_fullStr | Time-varying properties of asymmetric volatility and multifractality in Bitcoin |
title_full_unstemmed | Time-varying properties of asymmetric volatility and multifractality in Bitcoin |
title_short | Time-varying properties of asymmetric volatility and multifractality in Bitcoin |
title_sort | time-varying properties of asymmetric volatility and multifractality in bitcoin |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7850481/ https://www.ncbi.nlm.nih.gov/pubmed/33524019 http://dx.doi.org/10.1371/journal.pone.0246209 |
work_keys_str_mv | AT takaishitetsuya timevaryingpropertiesofasymmetricvolatilityandmultifractalityinbitcoin |