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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...

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Detalles Bibliográficos
Autores principales: Zheng, Zeyu, Qiao, Zhi, Takaishi, Tetsuya, Stanley, H. Eugene, Li, Baowen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
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.
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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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