Periodic Trading Activities in Financial Markets: Mean-field Liquidation Game with Major-Minor Players

Yufan Chen, Lan Wu, Renyuan Xu, Ruixun Zhang
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Abstract

Motivated by recent empirical findings on the periodic phenomenon of aggregated market volumes in equity markets, we aim to understand the causes and consequences of periodic trading activities through a game-theoretic perspective, examining market interactions among different types of participants. Specifically, we introduce a new mean-field liquidation game involving major and minor traders, where the major trader evaluates her strategy against a periodic targeting strategy while a continuum of minor players trade against her. We establish the existence and uniqueness of an open-loop Nash equilibrium. In addition, we prove an O(1/sqrt N) approximation rate of the mean-field solution to the Nash equilibrium in a major-minor game with N minor players. In equilibrium, minor traders exhibit front-running behaviors in both the periodic and trend components of their strategies, reducing the major trader's profit. Such strategic interactions diminish the strength of periodicity in both overall trading volume and asset prices. Our model rationalizes observed periodic trading activities in the market and offers new insights into market dynamics.
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金融市场中的周期性交易活动:有主要和次要参与者的平均场清算博弈
受近期关于股票市场成交量聚集的周期性现象的实证研究结果的启发,我们旨在通过博弈论的视角,研究不同类型参与者之间的市场互动,从而理解周期性交易活动的原因和后果。具体来说,我们引入了一种新的均值场清算博弈,涉及主要交易者和次要交易者,其中主要交易者根据周期性目标策略评估自己的策略,而一系列次要交易者则与其进行对立交易。我们证明了开环纳什均衡的存在性和唯一性。此外,我们还证明了在有 N 个次要参与者的主要-次要博弈中,纳什均衡的均场解的 O(1/sqrt N)近似率。在均衡状态下,次要交易者在其策略的周期和趋势部分都会表现出跑在前面的行为,从而减少主要交易者的利润。这种策略互动削弱了整体交易量和资产价格的周期性强度。我们的模型合理地解释了市场上观察到的周期性交易活动,并为市场动态提供了新的见解。
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