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相关论文: Bellman systems with mean field dependent dynamics

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Many real-world problems modeled by stochastic games have huge state and/or action spaces, leading to the well-known curse of dimensionality. The complexity of the analysis of large-scale systems is dramatically reduced by exploiting mean…

系统与控制 · 计算机科学 2015-03-19 H. Tembine

The theory of mean field games aims at studying deterministic or stochastic differential games (Nash equilibria) as the number of agents tends to infinity. Since very few mean field games have explicit or semi-explicit solutions, numerical…

最优化与控制 · 数学 2020-03-11 Yves Achdou , Mathieu Laurière

The paper is concerned with the deterministic limit of mean field games with the nonlocal coupling. It is assumed that the dynamics of mean field games are given by nonlinear Markov processes. This type of games includes stochastic mean…

最优化与控制 · 数学 2018-01-08 Yurii Averboukh

We study a class of stochastic dynamic games that exhibit strategic complementarities between players; formally, in the games we consider, the payoff of a player has increasing differences between her own state and the empirical…

计算机科学与博弈论 · 计算机科学 2010-12-13 Sachin Adlakha , Ramesh Johari

Mean field games are concerned with the limit of large-population stochastic differential games where the agents interact through their empirical distribution. In the classical setting, the number of players is large but fixed throughout…

最优化与控制 · 数学 2019-12-30 Julien Claisse , Zhenjie Ren , Xiaolu Tan

Mean-field game theory relies on approximating games that are intractable to model due to a very large to infinite population of players. While these kinds of games can be solved analytically via the associated system of partial…

机器学习 · 计算机科学 2026-04-16 Anna C. M. Thöni , Yoram Bachrach , Tal Kachman

In this article we prove the existence of classical solutions to a system of mean field games arising in the study of exhaustible resource production under market competition. Individual trajectories are modeled by a controlled diffusion…

偏微分方程分析 · 数学 2020-11-20 P. Jameson Graber , Vincenzo Ignazio , Ariel Neufeld

The purpose of this paper is to provide a detailed probabilistic analysis of the optimal control of nonlinear stochastic dynamical systems of the McKean Vlasov type. Motivated by the recent interest in mean field games, we highlight the…

概率论 · 数学 2013-03-26 René Carmona , Francois Delarue

We explore a mechanism of decision-making in Mean Field Games with myopic players. At each instant, agents set a strategy which optimizes their expected future cost by assuming their environment as immutable. As the system evolves, the…

最优化与控制 · 数学 2018-02-05 Charafeddine Mouzouni

The objective of the present paper is to investigate the solution of fully coupled mean-field forward-backward stochastic differential equations (FBSDEs in short) and to study the stochastic control problems of mean-field type as well as…

最优化与控制 · 数学 2012-07-19 Ruimin Xu , Liangquan Zhang

Mean field type models describing the limiting behavior of stochastic differential games as the number of players tends to +$\infty$, have been recently introduced by J-M. Lasry and P-L. Lions. Under suitable assumptions, they lead to a…

数值分析 · 计算机科学 2015-04-23 Yves Achdou , Alessio Porretta

The mean field games system is a coupled pair of nonlinear partial differential equations arising in differential game theory, as a limit as the number of agents tends to infinity. We prove existence and uniqueness of classical solutions…

偏微分方程分析 · 数学 2020-01-28 David M. Ambrose

For a class of Bellman equations in bounded domains we prove that sub- and supersolutions whose growth at the boundary is suitably controlled must be constant. The ellipticity of the operator is assumed to degenerate at the boundary and a…

偏微分方程分析 · 数学 2015-05-07 Martino Bardi , Annalisa Cesaroni , Luca Rossi

We consider deterministic mean field games where the dynamics of a typical agent is non-linear with respect to the state variable and affine with respect to the control variable. Particular instances of the problem considered here are mean…

最优化与控制 · 数学 2022-12-21 Justina Gianatti , Francisco J. Silva

We consider stochastic differential games with a large number of players, with the aim of quantifying the gap between closed-loop, open-loop and distributed equilibria. We show that, under two different semi-monotonicity conditions, the…

概率论 · 数学 2025-05-06 Marco Cirant , Joe Jackson , Davide Francesco Redaelli

We consider the stochastic optimal control problem of McKean-Vlasov stochastic differential equation where the coefficients may depend upon the joint law of the state and control. By using feedback controls, we reformulate the problem into…

概率论 · 数学 2017-03-09 Huyên Pham , Xiaoli Wei

Mean field games formalize dynamic games with a continuum of players and explicit interaction where the players can have heterogeneous states. As they additionally yield approximate equilibria of corresponding $N$-player games, they are of…

最优化与控制 · 数学 2020-01-09 Berenice Anne Neumann

We propose a new approach to mean field games with major and minor players. Our formulation involves a two player game where the optimization of the representative minor player is standard while the major player faces an optimization over…

概率论 · 数学 2014-09-26 Rene Carmona , Xiuneng Zhu

Motivated by uncertain parameters encountered in Markov decision processes (MDPs) and stochastic games, we study the effect of parameter uncertainty on Bellman operator-based algorithms under a set-based framework. Specifically, we first…

计算机科学与博弈论 · 计算机科学 2021-12-14 Sarah H. Q. Li , Assalé , Adjé , Pierre-Loïc Garoche , Behçet Açıkmeşe

We study the regularity and well-posedness of the local, first-order forward-backward mean field games system, assuming a polynomially growing cost function and a Hamiltonian of quadratic growth. We consider systems and terminal data that…

偏微分方程分析 · 数学 2022-02-25 Sebastian Munoz
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