The Master Equation in Mean Field Theory

Alain Bensoussan*, Jens Frehse, Sheung Chi Phillip Yam

*Corresponding author for this work

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Abstract

    In his lectures at College de France, P.L. Lions introduced the concept of Master equation, see [8] for Mean Field Games. It is introduced in a heuristic fashion, from the prospective as a system of partial differential equations, that the equation is associated to a Nash equilibrium for a large, but finite, number of players. The method, also explained in [3], composed of a formalism of derivations. The interest of this equation is that it contains interesting particular cases, which can be studied directly, in particular the system of HJB-FP (Hamilton-Jacobi-Bellman, Fokker-Planck) equations obtained as the limit of the finite Nash equilibrium game, when the trajectories are independent, see [6]. Usually, in mean field theory, one can bypass the large Nash equilibrium, by introducing the concept of representative agent, whose action is influenced by a distribution of similar agents, and obtains directly the system of HJB-FP equations of interest, see for instance [1]. Apparently, there is no such approach for the Master equation. We show here that it is possible. We first do it for the Mean Field type control problem, for which we interpret completely the Master equation. For the Mean Field Games itself, we solve a related problem, and obtain again the Master equation.
    Original languageEnglish
    Pages (from-to)1441-1474
    JournalJournal de Mathématiques Pures et Appliquées
    Volume103
    Issue number6
    Online published8 Nov 2014
    DOIs
    Publication statusPublished - Jun 2015

    Research Keywords

    • Linear quadratic problems
    • Master equation
    • Mean field games
    • Mean field type control problems
    • Stochastic HJB equations
    • Stochastic maximum principle

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