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首页> 外文期刊>The Annals of applied probability: an official journal of the Institute of Mathematical Statistics >A PROBABILISTIC APPROACH TO MEAN FIELD GAMES WITH MAJOR AND MINOR PLAYERS
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A PROBABILISTIC APPROACH TO MEAN FIELD GAMES WITH MAJOR AND MINOR PLAYERS

机译:具有主要和次要角色的中场游戏的概率方法

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摘要

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 conditional McKean-Vlasov stochastic differential equations. The definition of this limiting game is justified by proving that its solution provides approximate Nash equilibriums for large finite player games. This proof depends upon the generalization of standard results on the propagation of chaos to conditional dynamics. Because it is of independent interest, we prove this generalization in full detail. Using a conditional form of the Pontryagin stochastic maximum principle (proven in the Appendix), we reduce the solution of the mean field game to a forward-backward system of stochastic differential equations of the conditional McKean-Vlasov type, which we solve in the linear quadratic setting. We use this class of models to show that Nash equilibriums in our formulation can be different from those originally found in the literature.
机译:我们提出了一种新的方法来与主要和次要玩家一起进行野外比赛。我们的公式涉及一个两人游戏,其中代表性的次要玩家的优化是标准的,而主要玩家则面对有条件的McKean-Vlasov随机微分方程的优化。通过证明其解决方案可为大型有限玩家游戏提供近似的纳什均衡,从而证明了该限制游​​戏的定义是正确的。该证明取决于标准结果的一般化,该结果取决于混沌向条件动力学的传播。因为它是独立的利益,所以我们详细证明了这一概括。使用Pontryagin随机最大原理的条件形式(在附录中证明),我们将均值场博弈的解简化为条件McKean-Vlasov类型的随机微分方程的前向-后向系统,我们将其线性求解。二次设定。我们使用此类模型来表明,我们的配方中的纳什平衡可能与文献中最初发现的那些不同。

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