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COMPARISON OF NUMERICAL SCHEMES ON MULTI-DIMENSIONAL BLACK-SCHOLES EQUATIONS

  • Jo, Joonglee (Department of Financial Engineering Ajou University) ;
  • Kim, Yongsik (Department of Financial Engineering Ajou University)
  • Received : 2012.12.19
  • Published : 2013.11.30

Abstract

In this paper, we study numerical schemes for solving multi-dimensional option pricing problem. We compare the direct solving method and the Operator Splitting Method(OSM) by using finite difference approximations. By varying parameters of the Black-Scholes equations for the maximum on the call option problem, we observed that there is no significant difference between the two methods on the convergence criterion except a huge difference in computation cost. Therefore, the two methods are compatible in practice and one can improve the time efficiency by combining the OSM with parallel computation technique. We show numerical examples including the Equity-Linked Security(ELS) pricing based on either two assets or three assets by using the OSM with the Monte-Carlo Simulation as the benchmark.

Keywords

References

  1. Y. Daoud and T. Ozis, The Operator Splitting Method for Black-Scholes Equation, Appl. Math. (Irvine) 2 (2011), no. 6, 771-778. https://doi.org/10.4236/am.2011.26103
  2. D. J. Duffy, Finite Difference Methods in Financial Engineering, Wiley, 2006.
  3. R. Kangro and R. Niclaides, Far field boundary conditions for Black-Scholes equations, SIAM Journal on Numerical Analysis 38 (2001), no. 4, 1357-1368.
  4. E. G. Haug, The Complete Guide To Option Pricing Formulas, McGraw-Hill, 2006.
  5. Y. Kim, H.-O. Bae, and H. Roh, FDM Algorithm for Pricing of ELS with Exit-Probability, Korea Derivative Association 19 (2011), no. 4, 428-446.
  6. Y. Kim, T.-C. Jo, and H.-O Bae, A hybrid method for pricing options with multi-underlying assets, Working paper, 2012 SIAM Annual Meeting, July 11, 2012, USA.
  7. J. B. Perot, An analysis of the fractional step method, J. Comput. Phys. 108 (1993), no. 1, 51-58. https://doi.org/10.1006/jcph.1993.1162
  8. O. Schenk, M. Bollhoefer, and R. Roemer, On large-scale diagonalization techniques for the Anderson model of localization, SIAM Rev. 50 (2008), no. 1, 91-112. https://doi.org/10.1137/070707002
  9. J. W. Thomas, Numerical Partial Differential Equations: Finite Difference Methods, Springer, 1995.
  10. N. N. Yanenko, The Method of Fractional Steps, Springer, Berlin, 1971.

Cited by

  1. A numerical study of RBFs-DQ method for multi-asset option pricing problems vol.36, pp.1, 2018, https://doi.org/10.5269/bspm.v36i1.29641
  2. On the multidimensional Black–Scholes partial differential equation pp.1572-9338, 2018, https://doi.org/10.1007/s10479-018-3001-1