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A Spectral Element Framework for Option Pricing Under General Exponential Lévy Processes

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Abstract

We derive a spectral element framework to compute the price of vanilla derivatives when the dynamic of the underlying follows a general exponential Lévy process. The representation of the solution with Legendre polynomials allows one to naturally approximate the convolution integral with high order quadratures. The method is spectrally accurate in space for the solution and the greeks, and third order accurate in time. The spectral element framework does not require an approximation of the Lévy measure nor the lower truncation of the convolution integral as commonly seen in finite difference approximations. We show that the spectral element method is ten times faster than Fast Fourier Transform methods for the same accuracy at strike, and two hundred times faster if one reconstructs the greeks from the solution obtained by FFT. We use the SEM approximation to derive the \(\Delta \) and \(\Gamma \) in a variance gamma model, for which there is no closed form solution.

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References

  1. Asmussen, S., Rosiński, J.: Approximations of small jumps of lévy processes with a view towards simulation. J. Appl. Probab. 38(2), 482–493 (2001)

    Article  MathSciNet  MATH  Google Scholar 

  2. Bernardi, C., Maday, Y.: Approximations spectrales de problemes aux limites elliptiques, vol. 10. Springer (1992)

  3. Canuto, C., Hussaini, Y., Quarteroni, A.: Spectral Methods: Fundamentals in Single Domains. Scientific Computation. Deutsches MAB-Nationalkomitee beim Bundesministerium für Umwelt, Naturschutz und Reaktorsicherheit (2006)

  4. Chen, F., Shen, J., Yu, H.: A new spectral element method for pricing european options under the black-scholes and merton jump diffusion models. J. Sci. Comput. 52, 499–518 (2012)

    Article  MathSciNet  MATH  Google Scholar 

  5. Cont, R., Tankov, P., Voltchkova, E.: Hedging with options in models with jumps. In: Stochastic analysis and applications, pp. 197–217 (2007)

  6. Cont, R., Tankov, P.: Financial modelling with jump processes, vol. 2. Chapman & Hall/CRC (2003)

  7. Cont, R., Voltchkova, E.: A finite difference scheme for option pricing in jump diffusion and exponential lévy models. SIAM J. Numer. Anal. 43(4), 1596–1626 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  8. Cont, R., Voltchkova, E.: Integro-differential equations for option prices in exponential lévy models. Finance Stoch. 9(3), 299–325 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  9. Dia, E.H.A.: Error bounds for small jumps of L\(\backslash \)evy processes. arXiv, preprint arXiv:1009.4886 (2010)

  10. Hilber, N., Reich, N., Schwab, C., Winter, C.: Numerical methods for lévy processes. Finance Stoch. 13(4), 471–500 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  11. Jacob, B., Guennebaud, G.: Eigen class documentation (2013)

  12. Kopriva, D.A.: Implementing Spectral Methods for Partial Differential Equations: Algorithms for Scientists and Engineers. Springer (2009)

  13. Kou, S.G.: A jump-diffusion model for option pricing. Manage. Sci. 48(8), 1086–1101 (2002)

    Article  MATH  Google Scholar 

  14. Kudryavtsev, O., Levendorskii, S.: Fast and accurate pricing of barrier options under lévy processes. Finance Stoch. 13(4), 531–562 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  15. Kyprianou, A.: Introductory Lectures on Fluctuations of Lévy Processes with Applications. Springer (2006)

  16. Lamberton, D., Lapeyre, B.: Introduction to stochastic calculus applied to finance. Chapman & Hall/CRC (2007)

  17. Luskin, M., Rannacher, R., Wendland, W.: On the smoothing property of the crank-nicolson scheme. Appl. Anal. 14(2), 117–135 (1982)

    Article  MATH  Google Scholar 

  18. Madan, D.B., Seneta, E.: The variance gamma (VG) model for share market returns. J. Business. 63(4), 511–524 (1990)

    Google Scholar 

  19. Madan, D.B., Carr, P., Chang, E.C.: The variance gamma process and option pricing. Eur. Finance Rev. 2, 79–105 (1998)

    Article  MATH  Google Scholar 

  20. Merton, R.C.: Option pricing when underlying stock returns are discontinuous. J. Financ. Econ. 3(1), 125–144 (1976)

    Article  MATH  Google Scholar 

  21. Peter, C., Dilip, M.: Option valuation using the fast fourier transform. J. Comput. Finance 2(4), 61–73 (1999)

    Google Scholar 

  22. Sato, K.: Lévy processes and infinitely divisible distributions. Cambridge University Press (1999)

  23. Williamson, J.H.: Low-storage Runge-Kutta schemes. J. Comput. Phys. 35(1), 48–56 (1980)

    Article  MathSciNet  MATH  Google Scholar 

  24. Zhu, W., Kopriva, D.A.: A spectral element method to price european options. i. single asset with and without jump diffusion. J. Sci. Comput. 39(2), 222–243 (2009)

    Article  MathSciNet  MATH  Google Scholar 

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Acknowledgments

We would like to thank Prof. Alec Kercheval for his helpful suggestions and motivating discussion. We are grateful for the excellent comments of an anonymous referee which significantly improved the quality of this paper.

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Correspondence to Pierre Garreau.

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Garreau, P., Kopriva, D. A Spectral Element Framework for Option Pricing Under General Exponential Lévy Processes. J Sci Comput 57, 390–413 (2013). https://doi.org/10.1007/s10915-013-9713-0

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  • DOI: https://doi.org/10.1007/s10915-013-9713-0

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