Skip to main content
Log in

An FBSDE Approach to American Option Pricing with an Interacting Particle Method

  • Published:
Asia-Pacific Financial Markets Aims and scope Submit manuscript

Abstract

In the paper, we propose a new calculation scheme for American options in the framework of a forward backward stochastic differential equation (FBSDE). The well-known decomposition of an American option price with that of a European option of the same maturity and the remaining early exercise premium can be cast into the form of a decoupled non-linear FBSDE. We numerically solve the FBSDE by applying an interacting particle method recently proposed by Fujii and Takahashi (2012c), which allows one to perform a Monte Carlo simulation in a fully forward-looking manner. We perform the fourth-order analysis for the Black–Scholes (BS) model and the third-order analysis for the Heston model. The comparison to those obtained from existing tree algorithms shows the effectiveness of the particle method.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Institutional subscriptions

Similar content being viewed by others

Notes

  1. It is closely related to the research with a long history on the branching Markov process and a certain class of semi-linear PDEs. For instance, see Fujita (1966), Ikeda et al. (1965, 1966, 1968, 1966) and Nagasawa and Sirao (1969).

  2. A related but different approach was recently applied to evaluate CVA by Henry-Labordère (2012).

  3. Notice that there is no need to use unnecessarily small variance for the approximation of delta function. Intuitively speaking, the delta function within the expectation operation extracts the density where its argument vanishes. Thus, as long as the density functions of the underlyings do not change significantly within a given range, one can use it as a variance of the normal density function as an approximation of the corresponding delta function.

References

  • Beliaeva, A. N., & Nawalkha, K. S. (2010). A simple approach to pricing american options under the heston stochastic volatility model. http://ssrn.com/abstract=1107934.

  • Benth, F., Karlsen, K., & Reikvam, K. (2003). A semilinear Black and Scholes partial differential equation for valuing American options. Finance and Stochastics, 7, 277–298.

    Article  Google Scholar 

  • Bismut, J. M. (1973). Conjugate convex functions in optimal stochastic control. Journal of Political Economy, 3, 637–654.

    Google Scholar 

  • Carmona, R. (Ed.). (2009). Indifference pricing. Princeton: Princeton University Press.

  • Carr, P., Jarrow, R., & Myneni, R. (1992). Alternative characterizations of American put option. Mathematical Finance, 2, 87–106.

    Article  Google Scholar 

  • Crépey, S. (2012). Bilateral counterparty risk under funding constraints-part I and part II. Mathematical Finance. doi:10.1111/mafi.12004,10.1111/mafi.12005

  • Cvitanić, J., & Zhang, J. (2012). Contract theory in continuous-time models. New York: Springer Finance.

    Google Scholar 

  • Duffie, D., & Huang, M. (1996). Swap rates and credit quality. Journal of Finance, 51(3), 921.

    Article  Google Scholar 

  • El Karoui, N., Peng, S. G., & Quenez, M. C. (1997). Backward stochastic differential equations in finance. Mathematical Finance, 7, 1–71.

    Article  Google Scholar 

  • Fujita, H. (1966). On the blowing up of solutions of the Cauchy problem for \(u_t=\Delta u+u^{1+\alpha }\). Journal of the Faculty of Science, University of Tokyo, 13, 109–124.

    Google Scholar 

  • Fujii, M., & Takahashi, A. (2013). Derivative pricing under asymmetric and imperfect collateralization and CVA. Quantitative Finance, 13(5), 749–768.

    Article  Google Scholar 

  • Fujii, M., & Takahashi, A. (2012a). Analytical approximation for non-linear FBSDEs with perturbation scheme. International Journal of Theoretical and Applied Finance, 15(05), 1250034(24).

    Article  Google Scholar 

  • Fujii, M., & Takahashi, A. (2012b). Perturbative expansion of FBSDE in an incomplete market with stochastic volatility. Quarterly Journal of Finance, 2(3), 1250015(24).

    Article  Google Scholar 

  • Fujii, M., & Takahashi, A. (2012c) Perturbative expansion technique for non-linear FBSDEs with interacting particle method. CARF working paper series, CARF-F-278.

  • Ikeda, N., Nagasawa, M., & Watanabe, S. (1965). Branching Markov processes. Proceedings of the Japan Academy (Abstracts), 41, 816–821.

    Article  Google Scholar 

  • Ikeda, N., Nagasawa, M., & Watanabe, S. (1966). Branching Markov processes. Proceedings of the Japan Academy, 42, 252–257, 370–375, 380–384, 719–724, 1016–1021, 1022–1026 (Abstracts).

  • Ikeda, N., Nagasawa, M., & Watanabe, S. (1968). Branching Markov processes I(II). Journal of Mathematics of Kyoto University, 8, 233–278, 365–410.

  • Ikeda, N., et al. (1966, 1967). Seminar on probability, vol. 23 I–II and vol. 25 I–II (in Japanese).

  • Jacka, S. D. (1991). Optimal stopping and the American put. Mathematical Finance, 1, 1–14.

    Article  Google Scholar 

  • Ju, N., & Zhong, R. (1999). An approximate formula for pricing American options. Journal of Derivatives, 7(2), 31–40.

    Article  Google Scholar 

  • Karatzas, I., & Shreve, S. (1998). Methods of mathematical finance. Berlin: Springer.

    Book  Google Scholar 

  • Kim, I. J. (1990). The analytical valuation of American options. Review of Financial Studies, 3, 547–572.

    Article  Google Scholar 

  • Kunitomo, N., & Takahashi, A. (2003). On validity of the asymptotic expansion approach in contingent claim analysis. Annals of Applied Probability, 13(3), 914–952.

    Article  Google Scholar 

  • Henry-Labordère, P. (2012) Counterparty risk valuation: A marked branching diffusion approach. arXiv:1203.2369.

  • Ma, J., & Yong, J. (2000). Forward-backward stochastic differential equations and their applications. Berlin: Springer.

    Google Scholar 

  • McKean, H, P. (1975). Application of Brownian motion to the equation of Kolmogorov–Petrovskii–Piskunov. Communications on Pure and Applied Mathematics, XXVIII, 323–331.

    Article  Google Scholar 

  • Nagasawa, M., & Sirao, T. (1969). Probabilistic treatment of the blowing up of solutions for a nonlinear integral equation. Transactions of the American Mathematical Society, 139, 301–310.

    Article  Google Scholar 

  • Pardoux, E., & Peng, S. (1990). Adapted solution of a backward stochastic differential equation. Systems & Control Letters, 14, 55–61.

    Article  Google Scholar 

  • Rutkowski, M. (1994). The early exercise premium representation of foreign market American options. Mathematical Finance, 4(4), 313–325.

    Article  Google Scholar 

  • Saito, T., & Takahashi, A. (2004). Pricing American Option—An asymptotic expansion approach. Monetary and Economic Studies, 22(2), 35–88. (in Japanese).

    Google Scholar 

  • Takahashi, A. (1999). An asymptotic expansion approach to pricing contingent claims. Asia-Pacific Financial Markets, 6, 115–151.

    Article  Google Scholar 

  • Takahashi, A., Takehara, K., & Toda, M. (2011) A general computation scheme for a high-order asymptotic expansion method. CARF working paper F-242. http://www.carf.e.u-tokyo.ac.jp/workingpaper/.

  • Takahashi, A., & Yamada, T. (2012a). An asymptotic expansion with push-down of Malliavin weights. SIAM Journal on Financial Mathematics, 3, 95–136.

    Article  Google Scholar 

  • Takahashi, A., & Yamada, T. (2012b) An asymptotic expansion for forward-backward SDEs: A Malliavin calculus approach. CARF working paper series, CARF-F-296.

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Seisho Sato.

Additional information

This research is partially supported by CARF (Center for Advanced Research in Finance), the global COE program “The research and training center for new development in mathematics,” as well as JSPS KAKENHI Grant Number 23500364. All the contents expressed in this research are solely those of the authors and do not represent any views or opinions of any institutions. The authors are not responsible or liable in any manner for any losses and/or damages caused by the use of any contents in this research.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Fujii, M., Sato, S. & Takahashi, A. An FBSDE Approach to American Option Pricing with an Interacting Particle Method. Asia-Pac Financ Markets 22, 239–260 (2015). https://doi.org/10.1007/s10690-014-9195-6

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10690-014-9195-6

Keywords

Mathematics Subject Classification

Navigation