Optimal simulation schemes for Lévy driven stochastic differential equations
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- by Arturo Kohatsu-Higa, Salvador Ortiz-Latorre and Peter Tankov;
- Math. Comp. 83 (2014), 2293-2324
- DOI: https://doi.org/10.1090/S0025-5718-2013-02786-X
- Published electronically: December 17, 2013
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Abstract:
We consider a general class of high order weak approximation schemes for stochastic differential equations driven by Lévy processes with infinite activity. These schemes combine a compound Poisson approximation for the jump part of the Lévy process with a high order scheme for the Brownian driven component, applied between the jump times. The overall approximation is analyzed using a stochastic splitting argument. The resulting error bound involves separate contributions of the compound Poisson approximation and of the discretization scheme for the Brownian part, and allows, on one hand, to balance the two contributions in order to minimize the computational time, and on the other hand, to study the optimal design of the approximating compound Poisson process. For driving processes whose Lévy measure explodes near zero in a regularly varying way, this procedure allows us to construct discretization schemes with arbitrary order of convergence for sufficiently regular functionals.References
- David Applebaum, Lévy processes and stochastic calculus, 2nd ed., Cambridge Studies in Advanced Mathematics, vol. 116, Cambridge University Press, Cambridge, 2009. MR 2512800, DOI 10.1017/CBO9780511809781
- Søren Asmussen and Jan Rosiński, Approximations of small jumps of Lévy processes with a view towards simulation, J. Appl. Probab. 38 (2001), no. 2, 482–493. MR 1834755, DOI 10.1017/s0021900200019987
- N. H. Bingham, C. M. Goldie, and J. L. Teugels, Regular variation, Encyclopedia of Mathematics and its Applications, vol. 27, Cambridge University Press, Cambridge, 1987. MR 898871, DOI 10.1017/CBO9780511721434
- Nicola Bruti-Liberati and Eckhard Platen, Strong approximations of stochastic differential equations with jumps, J. Comput. Appl. Math. 205 (2007), no. 2, 982–1001. MR 2329671, DOI 10.1016/j.cam.2006.03.040
- Steffen Dereich, Multilevel Monte Carlo algorithms for Lévy-driven SDEs with Gaussian correction, Ann. Appl. Probab. 21 (2011), no. 1, 283–311. MR 2759203, DOI 10.1214/10-AAP695
- J. L. Doob, Measure theory, Graduate Texts in Mathematics, vol. 143, Springer-Verlag, New York, 1994. MR 1253752, DOI 10.1007/978-1-4612-0877-8
- Lajos Gergely Gyurkó and Terry J. Lyons, Efficient and practical implementations of cubature on Wiener space, Stochastic analysis 2010, Springer, Heidelberg, 2011, pp. 73–111. MR 2789080, DOI 10.1007/978-3-642-15358-7_{5}
- Peter E. Kloeden and Eckhard Platen, Numerical solution of stochastic differential equations, Applications of Mathematics (New York), vol. 23, Springer-Verlag, Berlin, 1992. MR 1214374, DOI 10.1007/978-3-662-12616-5
- Arturo Kohatsu-Higa and Peter Tankov, Jump-adapted discretization schemes for Lévy-driven SDEs, Stochastic Process. Appl. 120 (2010), no. 11, 2258–2285. MR 2684745, DOI 10.1016/j.spa.2010.07.001
- Jean Jacod, Thomas G. Kurtz, Sylvie Méléard, and Philip Protter, The approximate Euler method for Lévy driven stochastic differential equations, Ann. Inst. H. Poincaré Probab. Statist. 41 (2005), no. 3, 523–558 (English, with English and French summaries). MR 2139032, DOI 10.1016/j.anihpb.2004.01.007
- M. G. Kreĭn and A. A. Nudel′man, The Markov moment problem and extremal problems, Translations of Mathematical Monographs, Vol. 50, American Mathematical Society, Providence, RI, 1977. Ideas and problems of P. L. Čebyšev and A. A. Markov and their further development; Translated from the Russian by D. Louvish. MR 458081
- Terry Lyons and Nicolas Victoir, Cubature on Wiener space, Proc. R. Soc. Lond. Ser. A Math. Phys. Eng. Sci. 460 (2004), no. 2041, 169–198. Stochastic analysis with applications to mathematical finance. MR 2052260, DOI 10.1098/rspa.2003.1239
- E. Mordecki, A. Szepessy, R. Tempone, and G. E. Zouraris, Adaptive weak approximation of diffusions with jumps, SIAM J. Numer. Anal. 46 (2008), no. 4, 1732–1768. MR 2399393, DOI 10.1137/060669632
- Syoiti Ninomiya and Nicolas Victoir, Weak approximation of stochastic differential equations and application to derivative pricing, Appl. Math. Finance 15 (2008), no. 1-2, 107–121. MR 2409419, DOI 10.1080/13504860701413958
- Kojiro Oshima, Josef Teichmann, and Dejan Velušček, A new extrapolation method for weak approximation schemes with applications, Ann. Appl. Probab. 22 (2012), no. 3, 1008–1045. MR 2977984, DOI 10.1214/11-AAP774
- J. Poirot and P. Tankov. Monte Carlo option pricing for tempered stable (CGMY) processes. Asia-Pacific Financial Markets, 13, 327–344, 2006.
- Philip E. Protter, Stochastic integration and differential equations, Stochastic Modelling and Applied Probability, vol. 21, Springer-Verlag, Berlin, 2005. Second edition. Version 2.1; Corrected third printing. MR 2273672, DOI 10.1007/978-3-662-10061-5
- Philip Protter and Denis Talay, The Euler scheme for Lévy driven stochastic differential equations, Ann. Probab. 25 (1997), no. 1, 393–423. MR 1428514, DOI 10.1214/aop/1024404293
- Sylvain Rubenthaler, Numerical simulation of the solution of a stochastic differential equation driven by a Lévy process, Stochastic Process. Appl. 103 (2003), no. 2, 311–349. MR 1950769, DOI 10.1016/S0304-4149(02)00191-6
- Hideyuki Tanaka and Arturo Kohatsu-Higa, An operator approach for Markov chain weak approximations with an application to infinite activity Lévy driven SDEs, Ann. Appl. Probab. 19 (2009), no. 3, 1026–1062. MR 2537198, DOI 10.1214/08-AAP568
- P. Tankov, High order weak approximation schemes for Lévy-driven SDEs. In: Monte Carlo and Quasi-Monte Carlo Methods, 2010, L. Plaskota and H. Woźniakowski (eds.), Springer, 2012.
Bibliographic Information
- Arturo Kohatsu-Higa
- Affiliation: Department of Mathematical Sciences and Japan Science and Technology Agency, Ritsumeikan University
- Email: arturokohatsu@gmail.com
- Salvador Ortiz-Latorre
- Affiliation: Department of Mathematics, Centre of Mathematics for Applications, University of Oslo
- Email: salvador.ortiz-latorre@cma.uio.no
- Peter Tankov
- Affiliation: LPMA, Univeristy Paris Diderot — Paris 7
- Email: tankov@math.univ-paris-diderot.fr
- Received by editor(s): April 22, 2012
- Received by editor(s) in revised form: November 30, 2012, and January 4, 2013
- Published electronically: December 17, 2013
- Additional Notes: The first author acknowledges financial support from the Japanese goverment
The second author acknowledges financial support from the Catalan government, BP-DGR 2009. - © Copyright 2013 American Mathematical Society
- Journal: Math. Comp. 83 (2014), 2293-2324
- MSC (2010): Primary 65C30, 60G51
- DOI: https://doi.org/10.1090/S0025-5718-2013-02786-X
- MathSciNet review: 3223333