Option Pricing in Stochastic Volatility Models Driven by Fractional Jump-Diffusion Processes
The International Journal of Latest Trends in Finance and Economic Sciences
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Title |
Option Pricing in Stochastic Volatility Models Driven by Fractional Jump-Diffusion Processes
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Creator |
Jenabi, Omid; Sistan and Baluchestan University
Dahmardeh Ghale No, Nazar; Sistan and Baluchestan University |
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Subject |
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Hurst exponent; Jump-Diffusion; Fractional stochastic volatility model; Option pricing; Long-range dependence |
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Description |
In this paper, we propose a fractional stochastic volatility jump-diffusion model which extends the Bates(1996) model. Where we model the volatility as a fractional process. Extensive empirical studies show that the distributions of the logarithmic returns of financial asset usually exhibit properties of self-similarity and long-range dependence and since the fractional Brownian motion has these two important properties, it has the ability to capture the behavior of underlying asset price. Further incorporating jumps into the stochastic volatility framework gives further freedom to financial mathematicians to fit both the short and long end of the implied volatility surface. We propose a stochastic model which contains both fractional and jump process. Then we price options using Monte Carlo simulations along with a variance reduction technique(antithetic variates). We use market data from the S&P 500 index and we compare our results with the Heston and Bates model using error measures. The results show our model greatly outperforms previous models in terms of estimation accuracy.
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Publisher |
International Journal of Latest Trends in Finance and Economic Sciences
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Contributor |
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Date |
2018-10-25
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Type |
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Format |
application/pdf
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Identifier |
http://ojs.excelingtech.co.uk/index.php/IJLTFES/article/view/JD
10.2047/ijltfesvol8iss1-1374-1385 |
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Source |
International Journal of Latest Trends in Finance and Economic Sciences; Vol 8, No 1 (2018): June; 1374-1385
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Language |
en
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Rights |
The copyright of the contribution is transferred to IJLTFES in case of acceptance. The copyright transfer covers the exclusive right to reproduce and distribute the contribution, including reprints, translations, photographic reproductions, microform, electronic form, or any other reproductions of similar nature. The Author may publish his/her contribution on his/her personal Web page provided that he/she creates a link to the mentioned volume of IJLTFES. The Author may not publish his/her contribution anywhere else without the prior written permission of the publisher unless it has been changed substantially. The Author warrants that his/her contribution is original, except for such excerpts from copyrighted works as may be included with the permission of the copyright holder and author thereof, that it contains no libellous statements, and does not infringe on any copyright, trademark, patent, statutory right, or propriety right of others. The Author also agrees for and accepts responsibility for releasing this material on behalf of any and all co-authors.
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