优化库存管理和订单建模

N. Baradel, B. Bouchard, David Evangelista, Othmane Mounjid
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引用次数: 8

摘要

我们建立了一个金融资产限价单中三个代理类动态行为的模型。也就是说,我们考虑做市商(MM),高频交易(HFT)公司和机构经纪商(IB)。给定订单簿的先验动态,类似于排队反应模型[12,18,19]中所考虑的动态,MM和高频交易者通过优化终端财富的预期效用来定义他们的交易策略,而IB则有一个预先安排的任务来出售或购买所考虑的资产的许多股份。我们推导了表征MM和HFT值函数的变分偏微分方程,并解释了如何从它们推导出几乎最优的控制。然后,我们通过模拟订单簿的动态,提供了这些不同市场参与者之间可能发生的相互作用的第一个例子,其中每个参与者都使用自己的(最优)策略。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Optimal inventory management and order book modeling
We model the behavior of three agent classes acting dynamically in a limit order book of a financial asset. Namely, we consider market makers (MM), high-frequency trading (HFT) firms, and institutional brokers (IB). Given a prior dynamic of the order book, similar to the one considered in the Queue-Reactive models [12, 18, 19], the MM and the HFT define their trading strategy by optimizing the expected utility of terminal wealth, while the IB has a prescheduled task to sell or buy many shares of the considered asset. We derive the variational partial differential equations that characterize the value functions of the MM and HFT and explain how almost optimal control can be deduced from them. We then provide a first illustration of the interactions that can take place between these different market participants by simulating the dynamic of an order book in which each of them plays his own (optimal) strategy.
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