Euler schemes and half-space approximation for the simulation of diffusion in a domain
ESAIM: Probability and Statistics (2001)
- Volume: 5, page 261-297
- ISSN: 1292-8100
Access Full Article
topAbstract
topHow to cite
topGobet, Emmanuel. "Euler schemes and half-space approximation for the simulation of diffusion in a domain." ESAIM: Probability and Statistics 5 (2001): 261-297. <http://eudml.org/doc/104277>.
@article{Gobet2001,
abstract = {This paper is concerned with the problem of simulation of $(X_t)_\{0\le t\le T\}$, the solution of a stochastic differential equation constrained by some boundary conditions in a smooth domain $D$: namely, we consider the case where the boundary $\partial D$ is killing, or where it is instantaneously reflecting in an oblique direction. Given $N$ discretization times equally spaced on the interval $[0,T]$, we propose new discretization schemes: they are fully implementable and provide a weak error of order $N^\{-1\}$ under some conditions. The construction of these schemes is based on a natural principle of local approximation of the domain into a half space, for which efficient simulations are available.},
author = {Gobet, Emmanuel},
journal = {ESAIM: Probability and Statistics},
keywords = {killed diffusion; reflected diffusion; discretization schemes; rates of convergence; weak approximation; boundary value problems for parabolic PDE; boundary value problems for parabolic partial differential equations},
language = {eng},
pages = {261-297},
publisher = {EDP-Sciences},
title = {Euler schemes and half-space approximation for the simulation of diffusion in a domain},
url = {http://eudml.org/doc/104277},
volume = {5},
year = {2001},
}
TY - JOUR
AU - Gobet, Emmanuel
TI - Euler schemes and half-space approximation for the simulation of diffusion in a domain
JO - ESAIM: Probability and Statistics
PY - 2001
PB - EDP-Sciences
VL - 5
SP - 261
EP - 297
AB - This paper is concerned with the problem of simulation of $(X_t)_{0\le t\le T}$, the solution of a stochastic differential equation constrained by some boundary conditions in a smooth domain $D$: namely, we consider the case where the boundary $\partial D$ is killing, or where it is instantaneously reflecting in an oblique direction. Given $N$ discretization times equally spaced on the interval $[0,T]$, we propose new discretization schemes: they are fully implementable and provide a weak error of order $N^{-1}$ under some conditions. The construction of these schemes is based on a natural principle of local approximation of the domain into a half space, for which efficient simulations are available.
LA - eng
KW - killed diffusion; reflected diffusion; discretization schemes; rates of convergence; weak approximation; boundary value problems for parabolic PDE; boundary value problems for parabolic partial differential equations
UR - http://eudml.org/doc/104277
ER -
References
top- [1] P. Baldi, Exact asymptotics for the probability of exit from a domain and applications to simulation. Ann. Probab. 23 (1995) 1644-1670. Zbl0856.60033MR1379162
- [2] P. Baldi, L. Caramellino and M.G. Iovino, Pricing complex barrier options with general features using sharp large deviation estimates, edited by Niederreiter, Harald et al., Monte-Carlo and quasi-Monte-Carlo methods 1998, in Proc. of a conference held at the Claremont Graduate University. Claremont, CA, USA, June 22-26, 1998. Springer, Berlin (2000) 149-162. Zbl0937.91062MR1849848
- [3] V. Bally and D. Talay, The law of the Euler scheme for stochastic differential equations: I. Convergence rate of the distribution function. Probab. Theory Related Fields 104-1 (1996) 43-60. Zbl0838.60051MR1367666
- [4] M. Bossy, E. Gobet and D. Talay, Computation of the invariant law of a reflected diffusion process (in preparation).
- [5] P. Cattiaux, Hypoellipticité et hypoellipticité partielle pour les diffusions avec une condition frontière. Ann. Inst. H. Poincaré Probab. Statist. 22 (1986) 67-112. Zbl0595.60059MR838373
- [6] P. Cattiaux, Régularité au bord pour les densités et les densités conditionnelles d’une diffusion réfléchie hypoelliptique. Stochastics 20 (1987) 309-340. Zbl0637.60092
- [7] C. Constantini, B. Pacchiarotti and F. Sartoretto, Numerical approximation for functionnals of reflecting diffusion processes. SIAM J. Appl. Math. 58 (1998) 73-102. Zbl0913.60031MR1610029
- [8] O. Faugeras, F. Clément, R. Deriche, R. Keriven, T. Papadopoulo, J. Roberts, T. Viéville, F. Devernay, J. Gomes, G. Hermosillo, P. Kornprobst and D. Lingrand, The inverse EEG and MEG problems: The adjoint state approach. I. The continuous case. Rapport de recherche INRIA No. 3673 (1999).
- [9] M. Freidlin, Functional integration and partial differential equations. Ann. of Math. Stud. Princeton University Press (1985). Zbl0568.60057MR833742
- [10] D. Gilbarg and N.S. Trudinger, Elliptic partial differential equations of second order. Springer Verlag (1977). Zbl0361.35003MR473443
- [11] E. Gobet, Schémas d’Euler pour diffusion tuée. Application aux options barrière, Ph.D. Thesis. Université Denis Diderot Paris 7 (1998).
- [12] E. Gobet, Euler schemes for the weak approximation of killed diffusion. Stochastic Process. Appl. 87 (2000) 167-197. Zbl1045.60082MR1757112
- [13] E. Gobet, Efficient schemes for the weak approximation of reflected diffusions. Monte Carlo Methods Appl. 7 (2001) 193-202. Monte Carlo and probabilistic methods for partial differential equations. Monte Carlo (2000). Zbl0986.65002MR1828209
- [14] E. Hausenblas, A numerical scheme using excursion theory for simulating stochastic differential equations with reflection and local time at a boundary. Monte Carlo Methods Appl. 6 (2000) 81-103. Zbl0960.65009MR1773371
- [15] S. Kanagawa and Y. Saisho, Strong approximation of reflecting Brownian motion using penalty method and its application to computer simulation. Monte Carlo Methods Appl. 6 (2000) 105-114. Zbl0963.65005MR1773372
- [16] S. Kusuoka and D. Stroock, Applications of the Malliavin calculus I, edited by K. Itô, Stochastic Analysis, in Proc. Taniguchi Internatl. Symp. Katata and Kyoto 1982. Kinokuniya, Tokyo (1984) 271-306. Zbl0546.60056MR780762
- [17] O.A. Ladyzenskaja, V.A. Solonnikov and N.N. Ural’ceva, Linear and quasi-linear equations of parabolic type. Amer. Math. Soc., Providence, Transl. Math. Monogr. 23 (1968). Zbl0174.15403
- [18] D. Lépingle, Un schéma d’Euler pour équations différentielles stochastiques réfléchies. C. R. Acad. Sci. Paris Sér. I Math. 316 (1993) 601-605. Zbl0771.60046
- [19] D. Lépingle, Euler scheme for reflected stochastic differential equations. Math. Comput. Simulation 38 (1995) 119-126. Zbl0824.60062MR1341164
- [20] P.L. Lions and A.S. Sznitman, Stochastic differential equations with reflecting boundary conditions. Comm. Pure Appl. Math. 37 (1984) 511-537. Zbl0598.60060MR745330
- [21] Y. Liu, Numerical approaches to reflected diffusion processes. Technical Report (1993).
- [22] J.L. Menaldi, Stochastic variational inequality for reflected diffusion. Indiana Univ. Math. J. 32 (1983) 733-744. Zbl0492.60057MR711864
- [23] G.N. Milshtein, Application of the numerical integration of stochastic equations for the solution of boundary value problems with Neumann boundary conditions. Theory Probab. Appl. 41 (1996) 170-177. Zbl0888.60050MR1404908
- [24] C. Miranda, Partial differential equations of elliptic type. Springer, New York (1970). Zbl0198.14101MR284700
- [25] E. Pardoux and R.J. Williams, Symmetric reflected diffusions. Ann. Inst. H. Poincaré Probab. Statist. 30 (1994) 13-62. Zbl0794.60078MR1262891
- [26] R. Pettersson, Approximations for stochastic differential equations with reflecting convex boundaries. Stochastic Process. Appl. 59 (1995) 295-308. Zbl0841.60042MR1357657
- [27] R. Pettersson, Penalization schemes for reflecting stochastic differential equations. Bernoulli 3 (1997) 403-414. Zbl0899.60053MR1483695
- [28] D. Revuz and M. Yor, Continuous martingales and Brownian motion, 2nd Ed. Springer, Berlin, Grundlehren Math. Wiss. 293 (1994). Zbl0804.60001MR1303781
- [29] Y. Saisho, Stochastic differential equations for multi-dimensional domain with reflecting boundary. Probab. Theory Related Fields 74 (1987) 455-477. Zbl0591.60049MR873889
- [30] J. Serrin, The problem of Dirichlet for quasilinear elliptic differential equations with many independent variables. Philos. Trans. Roy. Soc. London Ser. A 264 (1969) 413-496. Zbl0181.38003MR282058
- [31] L. Slomiński, On approximation of solutions of multidimensional SDEs with reflecting boundary conditions. Stochastic Process. Appl. 50 (1994) 197-219. Zbl0799.60055MR1273770
- [32] D. Talay and L. Tubaro, Expansion of the global error for numerical schemes solving stochastic differential equations. Stochastic Anal. Appl. 8-4 (1990) 94-120. Zbl0718.60058MR1091544
- [33] R.J. Williams, Semimartingale reflecting Brownian motions in the orthant, Stochastic networks. Springer, New York (1995) 125-137. Zbl0827.60031MR1381009
NotesEmbed ?
topTo embed these notes on your page include the following JavaScript code on your page where you want the notes to appear.