This paper establishes a lattice Boltzmann method (LBM) with two amending functions for solving partial differential equations (PDEs) arising in Asian and lookback options pricing. The time evolution of stock prices can be regarded as the movement of randomizing particles in different directions, and the discrete scheme of LBM can be interpreted as the binomial models. With the Chapman-Enskog multi-scale expansion, the PDEs are recovered correctly from the continuous Boltzmann equation and the computational complexity is O(N), where N is the number of space nodes. Compared to the traditional LBM, the coefficients of equilibrium distribution and amending functions are taken as polynomials instead of constants. The stability of LBM is studied via numerical examples and numerical comparisons show that the LBM is as accurate as the existing numerical methods for pricing the exotic options and takes much less CPU time.
Al-Zoubi A, Brenner G. Comparative study of thermal flows with different finite volume and lattice Boltzmann schemes. Int J Mod Phys C, 2004, 15: 307–319
https://doi.org/10.1142/S0129183104005723
2
Bhantnagar J, Gross E P, Krook M K. A model for collision processes in gas I: Small amplitude processes in charged and neutral one-componet systems.Phys Rev, 1954, 94: 511–525
https://doi.org/10.1103/PhysRev.94.511
3
Black F, Scholes M. The pricing of options and corporate liabilities. J Polit Econom, 1973, 81: 637–654
https://doi.org/10.1086/260062
Chen L, Ma C F. A lattice Boltzmann model with an amending function for simulating nonlinear partial differential equations. Chin Phys B, 2010, 19: 1–8
7
Dubois F, Leli`evre T. Efficient pricing of Asian options by the PDE approach. J Comput Finan, 2005, 8: 55–64
Guo Z L, Zheng C G, Shi B C. Non-equilibrium extrapolation method for velocity and pressure boundary conditions in the lattice Boltzmann method. Chin Phys, 2002, 11: 366–374
https://doi.org/10.1088/1009-1963/11/4/310
11
Ingersoll J. Theory of Financial Decision Making. Totowa/New Jersey: Roman & Littlefield, 1987
12
Lai H L, Ma C F. A higher order lattice BGK model for simulating some nonlinear partial differential equations. Sci China Ser G, 2009, 52: 1053–1061
https://doi.org/10.1007/s11433-009-0149-3
15. Lai H L, Ma C F. A new lattice Boltzmann model for solving the coupled viscous Burgers’ equation. Phys A, 2014, 395: 445–457
https://doi.org/10.1016/j.physa.2013.10.030
16
16. Merton R. Theory of rational option pricing. Bell J Econom Management Sci, 1973, 4: 141–183
https://doi.org/10.2307/3003143