Option Pricing under Two-Factor Stochastic Volatility Jump-Diffusion Model
Empirical evidence shows that single-factor stochastic volatility models are not flexible enough to account for the stochastic behavior of the skew, and certain financial assets may exhibit jumps in returns and volatility. This paper introduces a two-factor stochastic volatility jump-diffusion model...
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| Format: | Article |
| Language: | English |
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Wiley
2020-01-01
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| Series: | Complexity |
| Online Access: | http://dx.doi.org/10.1155/2020/1960121 |
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| _version_ | 1832566654731550720 |
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| author | Guohe Deng |
| author_facet | Guohe Deng |
| author_sort | Guohe Deng |
| collection | DOAJ |
| description | Empirical evidence shows that single-factor stochastic volatility models are not flexible enough to account for the stochastic behavior of the skew, and certain financial assets may exhibit jumps in returns and volatility. This paper introduces a two-factor stochastic volatility jump-diffusion model in which two variance processes with jumps drive the underlying stock price and then considers the valuation on European style option. We derive a semianalytical formula for European vanilla option and develop a fast and accurate numerical algorithm for the computation of the option prices using the fast Fourier transform (FFT) technique. We compare the volatility smile and probability density of the proposed model with those of alternative models, including the normal jump diffusion model and single-factor stochastic volatility model with jumps, respectively. Finally, we provide some sensitivity analysis of the model parameters to the options and several calibration tests using option market data. Numerical examples show that the proposed model has more flexibility to capture the implied volatility term structure and is suitable for empirical work in practice. |
| format | Article |
| id | doaj-art-f6d8cc6d6eba4b66990655e8f65e64bf |
| institution | Kabale University |
| issn | 1076-2787 1099-0526 |
| language | English |
| publishDate | 2020-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Complexity |
| spelling | doaj-art-f6d8cc6d6eba4b66990655e8f65e64bf2025-02-03T01:03:40ZengWileyComplexity1076-27871099-05262020-01-01202010.1155/2020/19601211960121Option Pricing under Two-Factor Stochastic Volatility Jump-Diffusion ModelGuohe Deng0College of Mathematics and Statistics, Guangxi Normal University, Guilin 541004, ChinaEmpirical evidence shows that single-factor stochastic volatility models are not flexible enough to account for the stochastic behavior of the skew, and certain financial assets may exhibit jumps in returns and volatility. This paper introduces a two-factor stochastic volatility jump-diffusion model in which two variance processes with jumps drive the underlying stock price and then considers the valuation on European style option. We derive a semianalytical formula for European vanilla option and develop a fast and accurate numerical algorithm for the computation of the option prices using the fast Fourier transform (FFT) technique. We compare the volatility smile and probability density of the proposed model with those of alternative models, including the normal jump diffusion model and single-factor stochastic volatility model with jumps, respectively. Finally, we provide some sensitivity analysis of the model parameters to the options and several calibration tests using option market data. Numerical examples show that the proposed model has more flexibility to capture the implied volatility term structure and is suitable for empirical work in practice.http://dx.doi.org/10.1155/2020/1960121 |
| spellingShingle | Guohe Deng Option Pricing under Two-Factor Stochastic Volatility Jump-Diffusion Model Complexity |
| title | Option Pricing under Two-Factor Stochastic Volatility Jump-Diffusion Model |
| title_full | Option Pricing under Two-Factor Stochastic Volatility Jump-Diffusion Model |
| title_fullStr | Option Pricing under Two-Factor Stochastic Volatility Jump-Diffusion Model |
| title_full_unstemmed | Option Pricing under Two-Factor Stochastic Volatility Jump-Diffusion Model |
| title_short | Option Pricing under Two-Factor Stochastic Volatility Jump-Diffusion Model |
| title_sort | option pricing under two factor stochastic volatility jump diffusion model |
| url | http://dx.doi.org/10.1155/2020/1960121 |
| work_keys_str_mv | AT guohedeng optionpricingundertwofactorstochasticvolatilityjumpdiffusionmodel |