Extended mean field control problems: stochastic maximum principle and transport perspective
Acciaio, Beatrice; Backhoff-Veraguas, J.; and Carmona, Rene
(2019)
Extended mean field control problems: stochastic maximum principle and transport perspective
SIAM Journal on Control and Optimization, 57 (6).
3666 - 3693.
ISSN 0363-0129
We study mean field stochastic control problems where the cost function and the state dynamics depend upon the joint distribution of the controlled state and the control process. We prove suitable versions of the Pontryagin stochastic maximum principle, both in necessary and in sufficient forms, which extend the known conditions to this general framework. We suggest a variational approach for a weak formulation of these control problems. We show a natural connection between this weak formulation and optimal transport on path space, which inspires a novel discretization scheme.
| Item Type | Article |
|---|---|
| Copyright holders | © 2019 Society for Industrial and Applied Mathematics |
| Keywords | controlled McKean-Vlasov SDEs, Pontryagin principle, mean-field interaction, casual transport plans |
| Departments | Statistics |
| DOI | 10.1137/18M1196479 |
| Date Deposited | 04 Oct 2019 16:27 |
| Acceptance Date | 2019-08-16 |
| URI | https://researchonline.lse.ac.uk/id/eprint/101877 |
Explore Further
- http://www.lse.ac.uk/Statistics/People/Dr-Beatrice-Acciaio (Author)
- https://epubs.siam.org/loi/sjcodc (Official URL)
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