Option pricing under multiscale stochastic volatility
Autor(a) principal: | |
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Data de Publicação: | 2015 |
Outros Autores: | |
Tipo de documento: | Artigo de conferência |
Idioma: | eng |
Título da fonte: | Repositório Institucional do FGV (FGV Repositório Digital) |
Texto Completo: | http://hdl.handle.net/10438/17486 |
Resumo: | The stochastic volatility model proposed by Fouque, Papanicolaou, and Sircar (2000) explores a fast and a slow time-scale fluctuation of the volatility process to end up with a parsimonious way of capturing the volatility smile implied by close to the money options. In this paper, we test three different models of these authors using options on the S&P 500. First, we use model independent statistical tools to demonstrate the presence of a short time-scale, on the order of days, and a long time-scale, on the order of months, in the S&P 500 volatility. Our analysis of market data shows that both time-scales are statistically significant. We also provide a calibration method using observed option prices as represented by the so-called term structure of implied volatility. The resulting approximation is still independent of the particular details of the volatility model and gives more flexibility in the parametrization of the implied volatility surface. In addition, to test the model’s ability to price options, we simulate options prices using four different specifications for the Data generating Process. As an illustration, we price an exotic option. |
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Tessari, CristinaAlmeida, Caio Ibsen Rodrigues deDemais unidades::RPCAFGV2016-11-11T16:48:58Z2016-11-11T16:48:58Z2015http://hdl.handle.net/10438/17486The stochastic volatility model proposed by Fouque, Papanicolaou, and Sircar (2000) explores a fast and a slow time-scale fluctuation of the volatility process to end up with a parsimonious way of capturing the volatility smile implied by close to the money options. In this paper, we test three different models of these authors using options on the S&P 500. First, we use model independent statistical tools to demonstrate the presence of a short time-scale, on the order of days, and a long time-scale, on the order of months, in the S&P 500 volatility. Our analysis of market data shows that both time-scales are statistically significant. We also provide a calibration method using observed option prices as represented by the so-called term structure of implied volatility. The resulting approximation is still independent of the particular details of the volatility model and gives more flexibility in the parametrization of the implied volatility surface. In addition, to test the model’s ability to price options, we simulate options prices using four different specifications for the Data generating Process. As an illustration, we price an exotic option.engOption pricingStochastic volatilityMean reversionEconomiaMercado de opções - PreçosProcesso estocásticoOption pricing under multiscale stochastic volatilityinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/conferenceObjectreponame:Repositório Institucional do FGV (FGV Repositório Digital)instname:Fundação Getulio Vargas (FGV)instacron:FGVinfo:eu-repo/semantics/openAccessRede de PesquisaTEXTOption_Pricing_under_Multiscale_Stochastic_Volatility.pdf.txtOption_Pricing_under_Multiscale_Stochastic_Volatility.pdf.txtExtracted 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dc.title.eng.fl_str_mv |
Option pricing under multiscale stochastic volatility |
title |
Option pricing under multiscale stochastic volatility |
spellingShingle |
Option pricing under multiscale stochastic volatility Tessari, Cristina Option pricing Stochastic volatility Mean reversion Economia Mercado de opções - Preços Processo estocástico |
title_short |
Option pricing under multiscale stochastic volatility |
title_full |
Option pricing under multiscale stochastic volatility |
title_fullStr |
Option pricing under multiscale stochastic volatility |
title_full_unstemmed |
Option pricing under multiscale stochastic volatility |
title_sort |
Option pricing under multiscale stochastic volatility |
author |
Tessari, Cristina |
author_facet |
Tessari, Cristina Almeida, Caio Ibsen Rodrigues de |
author_role |
author |
author2 |
Almeida, Caio Ibsen Rodrigues de |
author2_role |
author |
dc.contributor.unidadefgv.por.fl_str_mv |
Demais unidades::RPCA |
dc.contributor.affiliation.none.fl_str_mv |
FGV |
dc.contributor.author.fl_str_mv |
Tessari, Cristina Almeida, Caio Ibsen Rodrigues de |
dc.subject.eng.fl_str_mv |
Option pricing Stochastic volatility Mean reversion |
topic |
Option pricing Stochastic volatility Mean reversion Economia Mercado de opções - Preços Processo estocástico |
dc.subject.area.por.fl_str_mv |
Economia |
dc.subject.bibliodata.por.fl_str_mv |
Mercado de opções - Preços Processo estocástico |
description |
The stochastic volatility model proposed by Fouque, Papanicolaou, and Sircar (2000) explores a fast and a slow time-scale fluctuation of the volatility process to end up with a parsimonious way of capturing the volatility smile implied by close to the money options. In this paper, we test three different models of these authors using options on the S&P 500. First, we use model independent statistical tools to demonstrate the presence of a short time-scale, on the order of days, and a long time-scale, on the order of months, in the S&P 500 volatility. Our analysis of market data shows that both time-scales are statistically significant. We also provide a calibration method using observed option prices as represented by the so-called term structure of implied volatility. The resulting approximation is still independent of the particular details of the volatility model and gives more flexibility in the parametrization of the implied volatility surface. In addition, to test the model’s ability to price options, we simulate options prices using four different specifications for the Data generating Process. As an illustration, we price an exotic option. |
publishDate |
2015 |
dc.date.issued.fl_str_mv |
2015 |
dc.date.accessioned.fl_str_mv |
2016-11-11T16:48:58Z |
dc.date.available.fl_str_mv |
2016-11-11T16:48:58Z |
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http://hdl.handle.net/10438/17486 |
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eng |
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eng |
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openAccess |
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