The master equation and the convergence problem in mean field games
Cardaliaguet, Pierre; Delarue, François; Lasry, Jean-Michel; Lions, Pierre-Louis (2019), The master equation and the convergence problem in mean field games, p. 224. 10.1515/9780691193717
Type
OuvrageExternal document link
https://hal.archives-ouvertes.fr/hal-01196045Date
2019ISBN
9780691193717
Pages
224
Publication identifier
Metadata
Show full item recordAuthor(s)
Cardaliaguet, PierreCEntre de REcherches en MAthématiques de la DEcision [CEREMADE]
Delarue, François
Laboratoire Jean Alexandre Dieudonné [LJAD]
Lasry, Jean-Michel
CEntre de REcherches en MAthématiques de la DEcision [CEREMADE]
Lions, Pierre-Louis
Collège de France - Chaire Équations aux dérivées partielles et applications
Abstract (EN)
This monograph presents two original results in mean-field game theory, contributing to the development of a unified, rigorous theoretical framework for this fast-developing field.This book describes the latest advances in the theory of mean field games, which are optimal control problems with a continuum of players, each of them interacting with the whole statistical distribution of a population. While originating in economics, this theory now has applications in areas as diverse as mathematical finance, crowd phenomena, epidemiology, and cybersecurity.Because mean field games concern the interactions of infinitely many players in an optimal control framework, one expects them to appear as the limit for Nash equilibria of differential games with finitely many players, as the number of players tends to infinity. This book rigorously establishes this convergence, which has been an open problem until now. The limit of the system associated with differential games with finitely many players is described by the so-called master equation, a nonlocal transport equation in the space of measures. After defining a suitable notion of differentiability in the space of measures, the authors provide a complete self-contained analysis of the master equation. Their analysis includes the case of common noise problems in which all the players are affected by a common Brownian motion. They then go on to explain how to use the master equation to prove the mean field limit.This groundbreaking book presents two important new results in mean field games that contribute to a unified theoretical framework for this exciting and fast-developing area of mathematics.Subjects / Keywords
mean field gamesRelated items
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