Unbiased Monte Carlo estimate of stochastic differential equations expectations
ESAIM: Probability and Statistics, Tome 21 (2017), pp. 56-87

Voir la notice de l'article provenant de la source Numdam

We propose an unbiased Monte Carlo method to compute E(g(X T )) where g is a Lipschitz function and X an Ito process. This approach extends the method proposed in [16] to the case where X is solution of a multidimensional stochastic differential equation with varying drift and diffusion coefficients. A variance reduction method relying on interacting particle systems is also developed.

Reçu le :
Accepté le :
DOI : 10.1051/ps/2017001
Classification : 65C05, 60J60, 60J85, 35K10
Keywords: Unbiased estimate, linear parabolic PDEs, interacting particle systems

Doumbia, Mahamadou 1 ; Oudjane, Nadia 1 ; Warin, Xavier 1

1 EDF R&D & FiME, Laboratoire de Finance des Marchés de l’Energie (www.fime-lab.org), 7 boulevard Gaspard Monge, 91120 Palaiseau, France.
@article{PS_2017__21__56_0,
     author = {Doumbia, Mahamadou and Oudjane, Nadia and Warin, Xavier},
     title = {Unbiased {Monte} {Carlo} estimate of stochastic differential equations expectations},
     journal = {ESAIM: Probability and Statistics},
     pages = {56--87},
     publisher = {EDP-Sciences},
     volume = {21},
     year = {2017},
     doi = {10.1051/ps/2017001},
     mrnumber = {3630603},
     zbl = {1372.65015},
     language = {en},
     url = {http://geodesic.mathdoc.fr/articles/10.1051/ps/2017001/}
}
TY  - JOUR
AU  - Doumbia, Mahamadou
AU  - Oudjane, Nadia
AU  - Warin, Xavier
TI  - Unbiased Monte Carlo estimate of stochastic differential equations expectations
JO  - ESAIM: Probability and Statistics
PY  - 2017
SP  - 56
EP  - 87
VL  - 21
PB  - EDP-Sciences
UR  - http://geodesic.mathdoc.fr/articles/10.1051/ps/2017001/
DO  - 10.1051/ps/2017001
LA  - en
ID  - PS_2017__21__56_0
ER  - 
%0 Journal Article
%A Doumbia, Mahamadou
%A Oudjane, Nadia
%A Warin, Xavier
%T Unbiased Monte Carlo estimate of stochastic differential equations expectations
%J ESAIM: Probability and Statistics
%D 2017
%P 56-87
%V 21
%I EDP-Sciences
%U http://geodesic.mathdoc.fr/articles/10.1051/ps/2017001/
%R 10.1051/ps/2017001
%G en
%F PS_2017__21__56_0
Doumbia, Mahamadou; Oudjane, Nadia; Warin, Xavier. Unbiased Monte Carlo estimate of stochastic differential equations expectations. ESAIM: Probability and Statistics, Tome 21 (2017), pp. 56-87. doi: 10.1051/ps/2017001

Cité par Sources :