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Frontiers of Mathematics in China

ISSN 1673-3452

ISSN 1673-3576(Online)

CN 11-5739/O1

邮发代号 80-964

2019 Impact Factor: 1.03

Frontiers of Mathematics in China  2016, Vol. 11 Issue (1): 237-254   https://doi.org/10.1007/s11464-015-0500-0
  本期目录
Lattice Boltzmann methods for solving partial differential equations of exotic option pricing
Zhiqiang ZHOU,Jingtang MA()
School of Economic Mathematics, Southwestern University of Finance and Economics,Chengdu
 全文: PDF(235 KB)  
Abstract

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.

Key wordsExotic option pricing    lattice Boltzmann method    Chapman-Enskog multi-scale expansion    stability    computational complexity
收稿日期: 2015-02-04      出版日期: 2015-12-02
Corresponding Author(s): Jingtang MA   
 引用本文:   
. [J]. Frontiers of Mathematics in China, 2016, 11(1): 237-254.
Zhiqiang ZHOU,Jingtang MA. Lattice Boltzmann methods for solving partial differential equations of exotic option pricing. Front. Math. China, 2016, 11(1): 237-254.
 链接本文:  
https://academic.hep.com.cn/fmc/CN/10.1007/s11464-015-0500-0
https://academic.hep.com.cn/fmc/CN/Y2016/V11/I1/237
1 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
4 Boyle P, Draviam T. Pricing exotic options under regime switching. Insurance: Math Econom, 2007, 40: 267–282
https://doi.org/10.1016/j.insmatheco.2006.05.001
5 Broadie M, Detemple J. Option pricing: valuation models and applications. Management Sci, 2004, 50: 1145–1177
https://doi.org/10.1287/mnsc.1040.0275
6 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
8 Geman H, Yor M. Bessel processes Asian options and perpetuities. Math Finan, 1993, 3: 349–375
https://doi.org/10.1111/j.1467-9965.1993.tb00092.x
9 Goldman M B, Sosin H B, Gatto M A. Path-dependent options buy at the low, sell at the high. J Finan, 1979, 34: 1111–1127
https://doi.org/10.1111/j.1540-6261.1979.tb00059.x
10 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
13 Lai H L, Ma C F. Lattice Boltzmann method for the generalized Kuramoto-Sivashinsky equation. Phys A, 2009, 388: 1405–1412
https://doi.org/10.1016/j.physa.2009.01.005
14 Lai H L, Ma C F. Lattice Boltzmann model for generalized nonlinear wave equations. Phys Rev E, 2011, 84: 046708
https://doi.org/10.1103/PhysRevE.84.046708
15 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
17 17. Rogers L C G, Shi Z. The value of an Asian option. J Appl Probab, 1995, 32: 1077–1088
https://doi.org/10.2307/3215221
18 18. Shreve S E. Stochastic Calculus for Finance: the Binomial Asset Pricing Model. New York: Springer, 2003
19 19. Succi S. The Lattice Boltzmann Equation for Fluid Dynamics and Beyond. Oxford: Oxford University Press, 2001
20 20. Sukop M C, Thorne D T. Lattice Boltzmann Modeling: An Introduction for Geoscientists and Engineers. Heidelberg/Berlin/New York: Springer, 2006
21 21. Vecer J. A new PDE approach for pricing arithmetic average Asian options. J Comput Finan, 2001, 4: 105–113
22 22. Wilmott P, Dewynne J, Howison S. Option Pricing: Mathematical Models and Computation. Oxford: Oxford Financial Press, 1997
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