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 where is a Lipschitz function and an Ito process. This approach extends the method proposed in [16] to the case where 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
Accepté le :
DOI : 10.1051/ps/2017001
Classification :
65C05, 60J60, 60J85, 35K10
Keywords: Unbiased estimate, linear parabolic PDEs, interacting particle systems
Keywords: Unbiased estimate, linear parabolic PDEs, interacting particle systems
Affiliations des auteurs :
Doumbia, Mahamadou 1 ; Oudjane, Nadia 1 ; Warin, Xavier 1
@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 :
