Arbitrage-free prices of European contracts on risky assets whose log-returns are modelled by Lévy processes satisfy a parabolic partial integro-differential equation (PIDE) . This PIDE is localized to bounded domains and the error due to this localization is estimated. The localized PIDE is discretized by the -scheme in time and a wavelet Galerkin method with degrees of freedom in log-price space. The dense matrix for can be replaced by a sparse matrix in the wavelet basis, and the linear systems in each implicit time step are solved approximatively with GMRES in linear complexity. The total work of the algorithm for time steps is bounded by operations and memory. The deterministic algorithm gives optimal convergence rates (up to logarithmic terms) for the computed solution in the same complexity as finite difference approximations of the standard Black-Scholes equation. Computational examples for various Lévy price processes are presented.
Mots clés : parabolic partial integro-differential equations, Lévy processes, Markov processes, Galerkin finite element method, wavelet, matrix compression, GMRES
@article{M2AN_2004__38_1_37_0, author = {Matache, Ana-Maria and Petersdorff, Tobias Von and Schwab, Christoph}, title = {Fast deterministic pricing of options on {L\'evy} driven assets}, journal = {ESAIM: Mod\'elisation math\'ematique et analyse num\'erique}, pages = {37--71}, publisher = {EDP-Sciences}, volume = {38}, number = {1}, year = {2004}, doi = {10.1051/m2an:2004003}, mrnumber = {2073930}, zbl = {1072.60052}, language = {en}, url = {http://archive.numdam.org/articles/10.1051/m2an:2004003/} }
TY - JOUR AU - Matache, Ana-Maria AU - Petersdorff, Tobias Von AU - Schwab, Christoph TI - Fast deterministic pricing of options on Lévy driven assets JO - ESAIM: Modélisation mathématique et analyse numérique PY - 2004 SP - 37 EP - 71 VL - 38 IS - 1 PB - EDP-Sciences UR - http://archive.numdam.org/articles/10.1051/m2an:2004003/ DO - 10.1051/m2an:2004003 LA - en ID - M2AN_2004__38_1_37_0 ER -
%0 Journal Article %A Matache, Ana-Maria %A Petersdorff, Tobias Von %A Schwab, Christoph %T Fast deterministic pricing of options on Lévy driven assets %J ESAIM: Modélisation mathématique et analyse numérique %D 2004 %P 37-71 %V 38 %N 1 %I EDP-Sciences %U http://archive.numdam.org/articles/10.1051/m2an:2004003/ %R 10.1051/m2an:2004003 %G en %F M2AN_2004__38_1_37_0
Matache, Ana-Maria; Petersdorff, Tobias Von; Schwab, Christoph. Fast deterministic pricing of options on Lévy driven assets. ESAIM: Modélisation mathématique et analyse numérique, Tome 38 (2004) no. 1, pp. 37-71. doi : 10.1051/m2an:2004003. http://archive.numdam.org/articles/10.1051/m2an:2004003/
[1] Sobolev Spaces. Academic Press, New York (1978). | MR | Zbl
,[2] Linear and Quasilinear Parabolic Problems, Vol. I: Abstract Linear Theory, Monographs Math. Birkhäuser, Basel 89 (1995). | MR | Zbl
,[3] Exponentially decreasing distributions for the logarithm of particle size. Proc. Roy. Soc. London A 353 (1977) 401-419.
,[4] Normal inverse Gaussian distributions and stochastic volatility modelling. Scand. J. Statis. 24 (1997) 1-14. | Zbl
,[5] Non-Gaussian Ornstein-Uhlenbeck based models and some of their uses in financial economics. J. Roy. Stat. Soc. B 63 (2001) 167-241. | Zbl
and ,[6] Impulse control and quasi-variational inequalities. Gauthier-Villars, Paris (1984). | MR
and ,[7] Lévy processes. Cambridge University Press (1996). | MR | Zbl
,[8] The Pricing of Options and Corporate Liabilities. J. Political Economy 81 (1973) 637-654. | Zbl
and ,[9] Barrier options and touch-and-out options under regular Lévy processes of exponential type. Ann. Appl. Probab. 12 (2002) 1261-1298. | Zbl
and ,[10] Option pricing for truncated Lévy processes. Int. J. Theor. Appl. Finance 3 (2000) 549-552. | Zbl
and ,[11] Option valuation using the FFT. J. Comp. Finance 2 (1999) 61-73.
and ,[12] The fine structure of asset returns: an empirical investigation. J. Business 75 (2002) 305-332.
, , and ,[13] Pricing contingent claims on stocks driven by Lévy processes. Ann. Appl. Probab. 9 (1999) 504-528. | Zbl
,[14] Wavelet methods for operator equations, P.G. Ciarlet and J.L. Lions Eds., Elsevier, Amsterdam, Handb. Numer. Anal. VII (2000).
,[15] Financial modelling with jump processes. Chapman and Hall/CRC Press (2003). | MR | Zbl
and ,[16] The variance-optimal martingale measure for continuous processes. Bernoulli 2 (1996) 81-105. | Zbl
and ,[17] Exponential hedging and entropic penalties. Math. Finance 12 (2002) 99-123. | Zbl
, , , , and ,[18] Application of generalized hyperbolic Lévy motions to finance, in Lévy Processes: Theory and Applications, O.E. Barndorff-Nielsen, T. Mikosch and S. Resnick Eds., Birkhäuser (2001) 319-337. | Zbl
,[19] Hedging of contingent claims under incomplete information, in Applied Stochastic Analysis, M.H.A. Davis and R.J. Elliot Eds., Gordon and Breach New York (1991) 389-414. | Zbl
and ,[20] Limit Theorems for Stochastic Processes. Springer-Verlag, Berlin (1987). | MR | Zbl
and ,[21] Variational inequalities and the pricing of American options. Acta Appl. Math. 21 (1990) 263-289. | Zbl
, and ,[22] Far field boundary conditions for Black-Scholes equations. SIAM J. Numer. Anal. 38 (2000) 1357-1368. | Zbl
and ,[23] Methods of Mathematical Finance. Springer-Verlag (1999). | MR | Zbl
and ,[24] A jump diffusion model for option pricing. Mange. Sci. 48 (2002) 1086-1101.
,[25] Introduction to Stochastic Calculus Applied to Finance. Chapman & Hall (1997).
and ,[26] Non-homogeneous boundary value problems and applications. Springer-Verlag, Berlin (1972). | Zbl
and ,[27] The variance gamma (V.G.) model for share market returns. J. Business 63 (1990) 511-524.
and ,[28] The variance gamma process and option pricing. Eur. Finance Rev. 2 (1998) 79-105. | Zbl
, and ,[29] Fast deterministic pricing of options on Lévy driven assets. Report 2002-11, Seminar for Applied Mathematics, ETH Zürich. http://www.sam.math.ethz.ch/reports/details/include.shtml?2002/2002-11.html
, and ,[30] Wavelet Galerkin pricing of American options on Lévy driven assets. Research Report 2003-06, Seminar for Applied Mathematics, ETH Zürich, http://www.sam.math.ethz.ch/reports/details/include.shtml?2003/2003-06.html | Zbl
, and ,[31] Option pricing when the underlying stocks are discontinuous. J. Financ. Econ. 5 (1976) 125-144. | Zbl
,[32] Backward stochastic differential equations and Feynman-Kac formula for Lévy processes, with applications in finance. Bernoulli 7 (2001) 761-776. | Zbl
and ,[33] Semigroups of linear operators and applications to partial differential equations. Appl. Math. Sci. Springer-Verlag, New York 44 (1983). | MR | Zbl
,[34] Fully discrete multiscale Galerkin BEM, in Multiresolution Analysis and Partial Differential Equations, W. Dahmen, P. Kurdila and P. Oswald Eds., Academic Press, New York, Wavelet Anal. Appl. 6 (1997) 287-346.
and ,[35] The Generalized Hyperbolic Model: Estimation, Financial Derivatives, and Risk Measures. Ph.D. thesis Albert-Ludwigs-Universität Freiburg i.Br. (1999). | Zbl
,[36] Stochastic Integration and Differential Equations. Springer-Verlag (1990). | MR | Zbl
,[37] Lévy processes in Finance: Theory, Numerics, and Empirical Facts. Ph.D. thesis Albert-Ludwigs-Universität Freiburg i.Br. (2000). | Zbl
,[38] Lévy Processes and Infinitely Divisible Distributions. Cambridge University Press (1999). | MR | Zbl
,[39] -discontinuous Galerkin time-stepping for parabolic problems. C.R. Acad. Sci. Paris 333 (2001) 1121-1126. | Zbl
and ,[40] Lévy Processes in Finance. Wiley Ser. Probab. Stat., Wiley Publ. (2003).
,[41] Wavelet-discretizations of parabolic integro-differential equations. SIAM J. Numer. Anal. 41 (2003) 159-180. | Zbl
and ,[42] Numerical solution of parabolic equations in high dimensions. Report NI03013-CPD, Isaac Newton Institute for the Mathematical Sciences, Cambridge, UK (2003), http://www.newton.cam.ac.uk/preprints2003.html, ESAIM: M2AN 38 (2004) 93-127. | Numdam | Zbl
and ,[43] Analyse Numerique des Options Américaines dans un Modèle de Diffusion avec Sauts. Ph.D. thesis, École Normale des Ponts et Chaussées (1994).
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