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A Probabilistic Approach to Classical Solutions of the Master Equation for Large Population Equilibria



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Autore: Chassagneux Jean-François Visualizza persona
Titolo: A Probabilistic Approach to Classical Solutions of the Master Equation for Large Population Equilibria Visualizza cluster
Pubblicazione: Providence : , : American Mathematical Society, , 2022
©2022
Edizione: 1st ed.
Descrizione fisica: 1 online resource (136 pages)
Disciplina: 519.2/2
519.22
Soggetto topico: Stochastic analysis
Stochastic control theory
Systems theory; control -- Stochastic systems and control -- Optimal stochastic control
Probability theory and stochastic processes -- Stochastic analysis -- Applications of stochastic analysis (to PDE, etc.)
Probability theory and stochastic processes -- Special processes -- Interacting random processes; statistical mechanics type models; percolation theory
Classificazione: 93E2060H3060K35
Altri autori: CrisanDan  
DelarueF (François)  
Sommario/riassunto: "We analyze a class of nonlinear partial differential equations (PDEs) defined on Rd P2pRdq, where P2pRdq is the Wasserstein space of probability measures on Rd with a finite second-order moment. We show that such equations admit a classical solutions for sufficiently small time intervals. Under additional constraints, we prove that their solution can be extended to arbitrary large intervals. These nonlinear PDEs arise in the recent developments in the theory of large population stochastic control. More precisely they are the so-called master equations corresponding to asymptotic equilibria for a large population of controlled players with mean-field interaction and subject to minimization constraints. The results in the paper are deduced by exploiting this connection. In particular, we study the differentiability with respect to the initial condition of the flow generated by a forward-backward stochastic system of McKean-Vlasov type. As a byproduct, we prove that the decoupling field generated by the forward-backward system is a classical solution of the corresponding master equation. Finally, we give several applications to meanfield games and to the control of McKean-Vlasov diffusion processes"--
Titolo autorizzato: A Probabilistic Approach to Classical Solutions of the Master Equation for Large Population Equilibria  Visualizza cluster
ISBN: 9781470472795
1470472791
Formato: Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione: Inglese
Record Nr.: 9910964413203321
Lo trovi qui: Univ. Federico II
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Serie: Memoirs of the American Mathematical Society