Option pricing under multiscale stochastic volatility

Detalhes bibliográficos
Autor(a) principal: Tessari, Cristina
Data de Publicação: 2015
Outros Autores: Almeida, Caio Ibsen Rodrigues de
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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spelling 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
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