An entropy minimization approach to second-order variational mean-field games

Author:

Benamou Jean-David12,Carlier Guillaume12,Di Marino Simone3,Nenna Luca4

Affiliation:

1. INRIA-Paris, MOKAPLAN, rue Simone Iff, 75012 Paris, France

2. CEREMADE, UMR CNRS 7534, PSL Université Paris Dauphine, Pl. de Lattre de Tassigny, 75775 Paris Cedex 16, France

3. Indam, Unità SNS, Pisa, Italy

4. Laboratoire de Mathématiques d’Orsay, Univ. Paris-Sud, CNRS, Université Paris-Saclay, 91405 Orsay, France

Abstract

We propose an entropy minimization viewpoint on variational mean-field games with diffusion and quadratic Hamiltonian. We carefully analyze the time discretization of such problems, establish [Formula: see text]-convergence results as the time step vanishes and propose an efficient algorithm relying on this entropic interpretation as well as on the Sinkhorn scaling algorithm.

Publisher

World Scientific Pub Co Pte Lt

Subject

Applied Mathematics,Modelling and Simulation

Reference35 articles.

1. Mean Field Games: Convergence of a Finite Difference Method

2. Mean Field Games: Numerical Methods

3. Convergence of a Finite Difference Scheme to Weak Solutions of the System of Partial Differential Equations Arising in Mean Field Games

4. L. Ambrosio, N. Fusco and D. Pallara, Functions of Bounded Variation and Free Discontinuity Problems, Oxford Mathematical Monographs (The Clarendon Press, Oxford Univ. Press, 2000), 434 pp.

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