A class of finite-dimensional numerically solvable McKean-Vlasov control problems
ESAIM. Proceedings, Tome 65 (2019), pp. 114-144
Cet article a éte moissonné depuis la source EDP Sciences
We address a class of McKean-Vlasov (MKV) control problems with common noise, called polynomial conditional MKV, and extending the known class of linear quadratic stochastic MKV control problems. We show how this polynomial class can be reduced by suitable Markov embedding to finite-dimensional stochastic control problems, and provide a discussion and comparison of three probabilistic numerical methods for solving the reduced control problem: quantization, regression by control randomization, and regress-later methods. Our numerical results are illustrated on various examples from portfolio selection and liquidation under drift uncertainty, and a model of interbank systemic risk with partial observation.
Affiliations des auteurs :
Alessandro Balata 1 ; Côme Huré 2 ; Mathieu Laurière 3 ; Huyên Pham 4 ; Isaque Pimentel 5
@article{EP_2019_65_a6,
author = {Alessandro Balata and C\^ome Hur\'e and Mathieu Lauri\`ere and Huy\^en Pham and Isaque Pimentel},
title = {A class of finite-dimensional numerically solvable {McKean-Vlasov} control problems},
journal = {ESAIM. Proceedings},
pages = {114--144},
year = {2019},
volume = {65},
doi = {10.1051/proc/201965114},
language = {en},
url = {http://geodesic.mathdoc.fr/articles/10.1051/proc/201965114/}
}
TY - JOUR AU - Alessandro Balata AU - Côme Huré AU - Mathieu Laurière AU - Huyên Pham AU - Isaque Pimentel TI - A class of finite-dimensional numerically solvable McKean-Vlasov control problems JO - ESAIM. Proceedings PY - 2019 SP - 114 EP - 144 VL - 65 UR - http://geodesic.mathdoc.fr/articles/10.1051/proc/201965114/ DO - 10.1051/proc/201965114 LA - en ID - EP_2019_65_a6 ER -
%0 Journal Article %A Alessandro Balata %A Côme Huré %A Mathieu Laurière %A Huyên Pham %A Isaque Pimentel %T A class of finite-dimensional numerically solvable McKean-Vlasov control problems %J ESAIM. Proceedings %D 2019 %P 114-144 %V 65 %U http://geodesic.mathdoc.fr/articles/10.1051/proc/201965114/ %R 10.1051/proc/201965114 %G en %F EP_2019_65_a6
Alessandro Balata; Côme Huré; Mathieu Laurière; Huyên Pham; Isaque Pimentel. A class of finite-dimensional numerically solvable McKean-Vlasov control problems. ESAIM. Proceedings, Tome 65 (2019), pp. 114-144. doi: 10.1051/proc/201965114
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