On the distributed mean-variance paradigm

Alain Tcheukam Siwe, H. Tembine
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引用次数: 6

Abstract

In this paper we study the distributed mean-variance paradigm with linear state dynamics of mean-field type in discrete time and several control inputs. The goal is to reduce the variance and the mean of the state in a fully distributed manner. We formulate and explicit solve the problem using recent development of mean-field-type games. We show that there is unique best response strategy to the mean of the state and provide a simple sufficient condition of existence and uniqueness of mean-field equilibrium. We also provide a closed-form expression of the global optimum as a state-and-mean-field feedback strategy.
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关于分布均值-方差范式
本文研究了离散时间条件下具有平均场型线性状态动力学的分布均值-方差模型。目标是以完全分布的方式减少状态的方差和均值。我们利用最近发展的平均场型对策来表述和显式地解决这个问题。我们证明了状态均值存在唯一的最佳对策策略,并给出了平均场平衡存在唯一性的简单充分条件。我们还提供了全局最优的封闭形式表达式作为状态-平均场反馈策略。
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