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Universal Behavior of Extreme Price Movements in Stock Markets

Many studies assume stock prices follow a random process known as geometric Brownian motion. Although approximately correct, this model fails to explain the frequent occurrence of extreme price movements, such as stock market crashes. Using a large collection of data from three different stock marke...

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Detalles Bibliográficos
Autores principales: Fuentes, Miguel A., Gerig, Austin, Vicente, Javier
Formato: Texto
Lenguaje:English
Publicado: Public Library of Science 2009
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2793428/
https://www.ncbi.nlm.nih.gov/pubmed/20041178
http://dx.doi.org/10.1371/journal.pone.0008243
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author Fuentes, Miguel A.
Gerig, Austin
Vicente, Javier
author_facet Fuentes, Miguel A.
Gerig, Austin
Vicente, Javier
author_sort Fuentes, Miguel A.
collection PubMed
description Many studies assume stock prices follow a random process known as geometric Brownian motion. Although approximately correct, this model fails to explain the frequent occurrence of extreme price movements, such as stock market crashes. Using a large collection of data from three different stock markets, we present evidence that a modification to the random model—adding a slow, but significant, fluctuation to the standard deviation of the process—accurately explains the probability of different-sized price changes, including the relative high frequency of extreme movements. Furthermore, we show that this process is similar across stocks so that their price fluctuations can be characterized by a single curve. Because the behavior of price fluctuations is rooted in the characteristics of volatility, we expect our results to bring increased interest to stochastic volatility models, and especially to those that can produce the properties of volatility reported here.
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spelling pubmed-27934282009-12-30 Universal Behavior of Extreme Price Movements in Stock Markets Fuentes, Miguel A. Gerig, Austin Vicente, Javier PLoS One Research Article Many studies assume stock prices follow a random process known as geometric Brownian motion. Although approximately correct, this model fails to explain the frequent occurrence of extreme price movements, such as stock market crashes. Using a large collection of data from three different stock markets, we present evidence that a modification to the random model—adding a slow, but significant, fluctuation to the standard deviation of the process—accurately explains the probability of different-sized price changes, including the relative high frequency of extreme movements. Furthermore, we show that this process is similar across stocks so that their price fluctuations can be characterized by a single curve. Because the behavior of price fluctuations is rooted in the characteristics of volatility, we expect our results to bring increased interest to stochastic volatility models, and especially to those that can produce the properties of volatility reported here. Public Library of Science 2009-12-23 /pmc/articles/PMC2793428/ /pubmed/20041178 http://dx.doi.org/10.1371/journal.pone.0008243 Text en Fuentes 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
Fuentes, Miguel A.
Gerig, Austin
Vicente, Javier
Universal Behavior of Extreme Price Movements in Stock Markets
title Universal Behavior of Extreme Price Movements in Stock Markets
title_full Universal Behavior of Extreme Price Movements in Stock Markets
title_fullStr Universal Behavior of Extreme Price Movements in Stock Markets
title_full_unstemmed Universal Behavior of Extreme Price Movements in Stock Markets
title_short Universal Behavior of Extreme Price Movements in Stock Markets
title_sort universal behavior of extreme price movements in stock markets
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2793428/
https://www.ncbi.nlm.nih.gov/pubmed/20041178
http://dx.doi.org/10.1371/journal.pone.0008243
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