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Realized Volatility and Absolute Return Volatility: A Comparison Indicating Market Risk
Measuring volatility in financial markets is a primary challenge in the theory and practice of risk management and is essential when developing investment strategies. Although the vast literature on the topic describes many different models, two nonparametric measurements have emerged and received w...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4108408/ https://www.ncbi.nlm.nih.gov/pubmed/25054439 http://dx.doi.org/10.1371/journal.pone.0102940 |
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author | Zheng, Zeyu Qiao, Zhi Takaishi, Tetsuya Stanley, H. Eugene Li, Baowen |
author_facet | Zheng, Zeyu Qiao, Zhi Takaishi, Tetsuya Stanley, H. Eugene Li, Baowen |
author_sort | Zheng, Zeyu |
collection | PubMed |
description | Measuring volatility in financial markets is a primary challenge in the theory and practice of risk management and is essential when developing investment strategies. Although the vast literature on the topic describes many different models, two nonparametric measurements have emerged and received wide use over the past decade: realized volatility and absolute return volatility. The former is strongly favored in the financial sector and the latter by econophysicists. We examine the memory and clustering features of these two methods and find that both enable strong predictions. We compare the two in detail and find that although realized volatility has a better short-term effect that allows predictions of near-future market behavior, absolute return volatility is easier to calculate and, as a risk indicator, has approximately the same sensitivity as realized volatility. Our detailed empirical analysis yields valuable guidelines for both researchers and market participants because it provides a significantly clearer comparison of the strengths and weaknesses of the two methods. |
format | Online Article Text |
id | pubmed-4108408 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-41084082014-07-24 Realized Volatility and Absolute Return Volatility: A Comparison Indicating Market Risk Zheng, Zeyu Qiao, Zhi Takaishi, Tetsuya Stanley, H. Eugene Li, Baowen PLoS One Research Article Measuring volatility in financial markets is a primary challenge in the theory and practice of risk management and is essential when developing investment strategies. Although the vast literature on the topic describes many different models, two nonparametric measurements have emerged and received wide use over the past decade: realized volatility and absolute return volatility. The former is strongly favored in the financial sector and the latter by econophysicists. We examine the memory and clustering features of these two methods and find that both enable strong predictions. We compare the two in detail and find that although realized volatility has a better short-term effect that allows predictions of near-future market behavior, absolute return volatility is easier to calculate and, as a risk indicator, has approximately the same sensitivity as realized volatility. Our detailed empirical analysis yields valuable guidelines for both researchers and market participants because it provides a significantly clearer comparison of the strengths and weaknesses of the two methods. Public Library of Science 2014-07-23 /pmc/articles/PMC4108408/ /pubmed/25054439 http://dx.doi.org/10.1371/journal.pone.0102940 Text en © 2014 Zheng et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Zheng, Zeyu Qiao, Zhi Takaishi, Tetsuya Stanley, H. Eugene Li, Baowen Realized Volatility and Absolute Return Volatility: A Comparison Indicating Market Risk |
title | Realized Volatility and Absolute Return Volatility: A Comparison Indicating Market Risk |
title_full | Realized Volatility and Absolute Return Volatility: A Comparison Indicating Market Risk |
title_fullStr | Realized Volatility and Absolute Return Volatility: A Comparison Indicating Market Risk |
title_full_unstemmed | Realized Volatility and Absolute Return Volatility: A Comparison Indicating Market Risk |
title_short | Realized Volatility and Absolute Return Volatility: A Comparison Indicating Market Risk |
title_sort | realized volatility and absolute return volatility: a comparison indicating market risk |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4108408/ https://www.ncbi.nlm.nih.gov/pubmed/25054439 http://dx.doi.org/10.1371/journal.pone.0102940 |
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