Skip to main content
Log in

An efficient numerical method for the valuation of American multi-asset options

  • Original Article
  • Published:
Computational and Applied Mathematics Aims and scope Submit manuscript

Abstract

In this paper, a fast and efficient numerical method which relies on the far field truncation technique, the finite element discretization, and the projection contraction method (PCM) is proposed for pricing American multi-asset options. It is well known that American multi-asset option satisfies a linear complementarity problem (LCP), which is a multi-dimensional variable coefficient parabolic model on an unbounded domain. First, we transform it into a constant coefficient parabolic LCP on a bounded domain by some skillful transformations and far-field boundary estimate. Then, the variational inequality (VI) corresponding to the truncated LCP is obtained. Further, it is discretized by the finite element method and the implicit difference method in spatial and temporal directions, respectively. Based on the symmetric positive definiteness of the full-discrete matrix, the discretized VI is solved by the PCM. Finally, numerical simulations are provided to verify the efficiency of the proposed 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.

Fig. 1
Fig. 2
Fig. 3

Similar content being viewed by others

References

  • Achdou Y, Pironneau O (2005) Computational methods for option pricing. SIAM, Bangkok

    Book  Google Scholar 

  • Bensoussan A (1984) On the theory of option pricing. Acta Appl Math 2:139–158

    MathSciNet  MATH  Google Scholar 

  • Black F, Scholes M (1973) The pricing of options and corporate liabilies. J Political Econ 81:637–654

    Article  MathSciNet  Google Scholar 

  • Clarke N, Parrott K (1999) Multigrid for American option pricing with stochastic volatility. Appl Math Financ 6:177–195

    Article  Google Scholar 

  • Company R, Egorova VN, Jodar L (2016a) Constructing positive reliable numerical solution for American call options: a new front-fixing approach. J Comput Appl Math 291:422–431

    Article  MathSciNet  Google Scholar 

  • Company R, Egorova V, Jodar L, Vazquez C (2016b) Finite difference methods for pricing American put option with rationality parameter: Numerical analysis and computing. J Comput Appl Math 304:1–17

    Article  MathSciNet  Google Scholar 

  • Dang DM, Christara CC, Jackson KR (2012) An efficient graphics processing unit-based parallel algorithm for pricing multi-asset American options. Concurr Comput Pract E 24:849–866

    Article  Google Scholar 

  • Feng L, Linetsky V, Luis MJ, Jorge N (2011) On the solution of complementarity problems arising in American options pricing. Optim Method Softw 26:813–825

    Article  MathSciNet  Google Scholar 

  • Hager C, Hueber S, Wohlmuth B (2010) Numerical techniques for the valuation of basket options and their Greeks. J Comput Financ 4:3–33

    Article  MathSciNet  Google Scholar 

  • He B (1997) A class of projection and contraction methods for monotone variational inequalities. Appl Math Opt 35:69–76

    Article  MathSciNet  Google Scholar 

  • Huang J, Pang JS (2003) Option pricing and linear complementarity. Cornell University, New York

    Google Scholar 

  • Hull J (2006) Options, futures and other derivatives. Prentice Hall, Upper Saddle River

    MATH  Google Scholar 

  • Jiang L (2005) Mathematical modeling and methods of option pricing. World Scientific, Singapore

    Book  Google Scholar 

  • Kadalbajoo MK, Kumar A, Tripathi LP (2015) Application of the local radial basis function-based finite difference method for pricing American options. Int J Comput Math 92:1608–1624

    Article  MathSciNet  Google Scholar 

  • Kovalov P, Linetsky V, Marcozzi M (2007) Pricing multi-asset American options: a finite element method-of-lines with smooth penalty. J Sci Comput 33:209–237

    Article  MathSciNet  Google Scholar 

  • Lamberton D, Lapeyre B (1996) Introduction to stochastic calculus applied to finance. Chapman & Hall/CRC, London

    MATH  Google Scholar 

  • Lei SL, Wang W, Chen X, Ding D (2017) A fast preconditioned penalty method for American options pricing under regime-switching tempered fractional diffusion models. J Sci Comput 75:1633–1655

    Article  MathSciNet  Google Scholar 

  • Nielsen BF, Skavhaug O, Tveito A (2008) Penalty methods for the numerical solution of American multi-asset option problems. J Comput Appl Math 222:3–16

    Article  MathSciNet  Google Scholar 

  • Oosterlee CW (2003) On multigrid for linear complementarity problems with application to American-style options. Electron Trans Numer Anal 15:165–185

    MathSciNet  MATH  Google Scholar 

  • Song H, Zhang R, Tian W (2014) Spectral method for the Black–Scholes model of American options valuation. J Math Study 47:47–64

    Article  MathSciNet  Google Scholar 

  • Song H, Zhang Q, Zhang R (2015) A fast numerical method for the valuation of American lookback put options. Commun Nonlinear Sci Numer Simul 27:302–313

    Article  MathSciNet  Google Scholar 

  • Song H, Zhang K, Li Y (2017) Finite element and discontinuous Galerkin methods with perfect matched layers for American options. Numer Math Theory Methods Appl 10:829–851

    Article  MathSciNet  Google Scholar 

  • Song H, Wang X, Zhang K, Zhang Q (2017) Primal-Dual active set method for American lookback put option pricing. East Asian J Appl Math 7:603–614

    Article  MathSciNet  Google Scholar 

  • Wilmott P, Dewunne J, Howison S (1997) Option pricing: mathematical models and computation. Oxford Financial Press, Oxford

    Google Scholar 

  • Zhang K, Wang S (2012) Pricing American bond options using a penalty method. Automatica 48:472–479

    Article  MathSciNet  Google Scholar 

  • Zhang K, Yang XQ, Teo KL (2006) Augmented Lagrangian method applied to American option pricing. Automatica 42:1407–1416

    Article  MathSciNet  Google Scholar 

  • Zhang T, Zhang S, Zhu D (2009) Finite difference approximation for pricing the American lookback option. J Comput Math 27:484–494

    Article  MathSciNet  Google Scholar 

  • Zhang R, Zhang Q, Song H (2015) An efficient finite element method for pricing American multi-asset put options. Commun Nonlinear Sci Numer Simul 29:25–36

    Article  MathSciNet  Google Scholar 

  • Zhang Q, Zhang R, Song H (2015) The finite volume method for pricing the American lookback option. Acta Phys Sin 64:070202

    Google Scholar 

  • Zhou Z, Gao X (2016) Numerical methods for pricing American options with time-fractional PDE models. Math Probl Eng 2:1–8

    MathSciNet  MATH  Google Scholar 

  • Zhu SP, Chen WT (2011) A predictor-corrector scheme based on the ADI method for pricing American puts with stochastic volatility. Comput Math Appl 62:1–26

    Article  MathSciNet  Google Scholar 

  • Zvan R, Forsyth PA, Vetzal KR (1998) Penalty methods for American options with stochastic volatility. J Comput Appl Math 91:199–218

    Article  MathSciNet  Google Scholar 

Download references

Acknowledgements

The work of Q. Zhang was supported by the Key Programs of Liaoning Province Natural Science Foundation (no. 20170520014). The work of H. Song was supported by the National Natural Science Foundation of China (no. 11701210), the Education Department Project of Jilin Province (no. JJKH20180113KJ), the Science and Technology Department Project of Jilin Province (no. 20190103029JH), and the Fundamental Research Funds for the Central Universities. The authors also wish to thank the Key Laboratory of Symbolic Computation and Knowledge Engineering Ministry of Education, the High Performance Computing Center of Jilin University and the Computing Center of Jilin Province for essential computing support.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Haiming Song.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Zhang, Q., Song, H., Yang, C. et al. An efficient numerical method for the valuation of American multi-asset options. Comp. Appl. Math. 39, 240 (2020). https://doi.org/10.1007/s40314-020-01290-9

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s40314-020-01290-9

Keywords

Mathematics Subject Classification

Navigation