Stock Price Distributions with Stochastic Volatility: An Analytic Approach
We study the stock price distributions that arise when prices follow a diffusion process with a stochastically varying volatility parameter. We use analytic techniques to derive an explicit closed-form solution for the case where volatility is driven by an arithmetic Ornstein-Uhlenbeck (or AR1) proc...
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Published in | The Review of financial studies Vol. 4; no. 4; pp. 727 - 752 |
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Main Authors | , |
Format | Journal Article |
Language | English |
Published |
New York, NY
Oxford University Press
01.01.1991
Published by Oxford University Press for the Society for Financial Studies Oxford Publishing Limited (England) |
Subjects | |
Online Access | Get full text |
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Abstract | We study the stock price distributions that arise when prices follow a diffusion process with a stochastically varying volatility parameter. We use analytic techniques to derive an explicit closed-form solution for the case where volatility is driven by an arithmetic Ornstein-Uhlenbeck (or AR1) process. We then apply our results to two related problems in the finance literature: (i) options pricing in a world of stochastic volatility, and (ii) the relationship between stochastic volatility and the nature of "fat tails" in stock price distributions. |
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AbstractList | We study the stock price distributions that arise when prices follow a diffusion process with a stochastically varying volatility parameter. We use analytic techniques to derive an explicit closedform solution for the case where volatility is driven by an arithmetic Ornstein Ublenbeck (or AR1) process. We then apply our results to two related problems in the finance literature: (i) options pricing in a world of stochastic volatility, and (ii) the relationship between stochastic volatility and the nature of "fat tails" in stock price distributions. We study the stock price distributions that arise when prices follow a diffusion process with a stochastically varying volatility parameter. We use analytic techniques to derive an explicit closed-form solution for the case where volatility is driven by an arithmetic Ornstein-Uhlenbeck (or AR1) process. We then apply our results to two related problems in the finance literature: (i) options pricing in a world of stochastic volatility, and (ii) the relationship between stochastic volatility and the nature of "fat tails" in stock price distributions. |
Author | Stein, Jeremy C. Stein, Elias M. |
Author_xml | – sequence: 1 givenname: Elias M. surname: Stein fullname: Stein, Elias M. – sequence: 2 givenname: Jeremy C. surname: Stein fullname: Stein, Jeremy C. |
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Cites_doi | 10.2307/2372314 10.2307/1913242 10.1086/295634 10.2307/2328636 10.1086/294632 10.1086/294633 10.1016/0304-405X(76)90023-4 10.1016/0304-405X(87)90026-2 10.1016/0304-405X(89)90078-0 10.2307/2330709 10.1086/294743 10.1515/9781400881598 10.1086/260062 10.2307/1913889 10.21236/AD0055660 10.2307/1912773 10.1016/0304-405X(87)90009-2 10.1002/sapm1944231195 10.1086/295425 10.2307/2328253 10.1016/0304-4076(86)90063-1 10.1086/296404 10.1080/07474938608800095 10.2307/2328621 10.2307/1911241 10.1016/0304-3932(87)90059-6 |
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References_xml | – volume: 76 start-page: 1142 year: 1986 ident: 2016020907224372000_4.4.727.23 article-title: The Persistence of Volatility and Stock Market Fluctuations publication-title: American Economic Review contributor: fullname: Poterba – ident: 2016020907224372000_4.4.727.18 doi: 10.2307/2372314 – ident: 2016020907224372000_4.4.727.9 – ident: 2016020907224372000_4.4.727.12 doi: 10.2307/1913242 – ident: 2016020907224372000_4.4.727.2 doi: 10.1086/295634 – ident: 2016020907224372000_4.4.727.26 doi: 10.2307/2328636 – ident: 2016020907224372000_4.4.727.21 doi: 10.1086/294632 – ident: 2016020907224372000_4.4.727.14 doi: 10.1086/294633 – ident: 2016020907224372000_4.4.727.7 doi: 10.1016/0304-405X(76)90023-4 – ident: 2016020907224372000_4.4.727.17 doi: 10.1016/0304-405X(87)90026-2 – ident: 2016020907224372000_4.4.727.22 doi: 10.1016/0304-405X(89)90078-0 – ident: 2016020907224372000_4.4.727.20 doi: 10.2307/2330709 – ident: 2016020907224372000_4.4.727.15 doi: 10.1086/294743 – ident: 2016020907224372000_4.4.727.16 doi: 10.1515/9781400881598 – ident: 2016020907224372000_4.4.727.1 doi: 10.1086/260062 – ident: 2016020907224372000_4.4.727.6 doi: 10.2307/1913889 – ident: 2016020907224372000_4.4.727.13 doi: 10.21236/AD0055660 – ident: 2016020907224372000_4.4.727.10 doi: 10.2307/1912773 – ident: 2016020907224372000_4.4.727.29 doi: 10.1016/0304-405X(87)90009-2 – volume: 34 start-page: 195 year: 1944 ident: 2016020907224372000_4.4.727.5 article-title: The Wiener Measure of Hilbert Neighborhoods in the Space of Real Continuous Functions. publication-title: Journal of Mathematical Physics doi: 10.1002/sapm1944231195 contributor: fullname: Cameron – ident: 2016020907224372000_4.4.727.24 doi: 10.1086/295425 – ident: 2016020907224372000_4.4.727.19 doi: 10.2307/2328253 – ident: 2016020907224372000_4.4.727.3 doi: 10.1016/0304-4076(86)90063-1 – ident: 2016020907224372000_4.4.727.28 – ident: 2016020907224372000_4.4.727.4 doi: 10.1086/296404 – ident: 2016020907224372000_4.4.727.11 doi: 10.1080/07474938608800095 – ident: 2016020907224372000_4.4.727.27 doi: 10.2307/2328621 – ident: 2016020907224372000_4.4.727.8 doi: 10.2307/1911241 – ident: 2016020907224372000_4.4.727.25 doi: 10.1016/0304-3932(87)90059-6 |
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SubjectTerms | Approximation Arithmetic Infinity Mathematical functions Mathematical moments Numerical analysis Parametric models Price volatility Securities prices Statistical variance Stock market indices Stock prices Volatility |
Title | Stock Price Distributions with Stochastic Volatility: An Analytic Approach |
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