Limit Order Strategic Placement with Adverse Selection Risk and the Role of Latency

Charles-Albert Lehalle, Othmane Mounjid
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引用次数: 40

Abstract

This paper is split in three parts: first we use labelled trade data to exhibit how market participants accept or not transactions via limit orders as a function of liquidity imbalance; then we develop a theoretical stochastic control framework to provide details on how one can exploit his knowledge on liquidity imbalance to control a limit order. We emphasis the exposure to adverse selection, of paramount importance for limit orders. For a participant buying using a limit order: if the price has chances to go down the probability to be filled is high but it is better to wait a little more before the trade to obtain a better price. In a third part we show how the added value of exploiting a knowledge on liquidity imbalance is eroded by latency: being able to predict future liquidity consuming flows is of less use if you have not enough time to cancel and reinsert your limit orders. There is thus a rational for market makers to be as fast as possible as a protection to adverse selection. Thanks to our optimal framework we can measure the added value of latency to limit orders placement. To authors' knowledge this paper is the first to make the connection between empirical evidences, a stochastic framework for limit orders including adverse selection, and the cost of latency. Our work is a first stone to shed light on the roles of latency and adverse selection for limit order placement, within an accurate stochastic control framework.
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具有逆向选择风险的限价单策略配售及潜伏期的作用
本文分为三个部分:首先,我们使用标记的交易数据来展示市场参与者如何通过限价单接受或不接受交易作为流动性失衡的函数;然后,我们建立了一个理论随机控制框架,详细说明了如何利用流动性不平衡的知识来控制限价单。我们强调暴露于逆向选择,对限价订单至关重要。对于使用限价单购买的参与者:如果价格有机会下跌,则补仓的可能性很高,但最好在交易前再等待一段时间,以获得更好的价格。在第三部分中,我们展示了利用流动性失衡知识的附加值是如何被延迟所侵蚀的:如果你没有足够的时间取消和重新插入限价单,那么能够预测未来流动性消耗流的作用就会减弱。因此,作为对逆向选择的一种保护,做市商尽可能快地行动是合理的。由于我们的最优框架,我们可以衡量延迟的附加价值,以限制订单的放置。据作者所知,本文是第一个将经验证据、包含逆向选择的限价订单随机框架和延迟成本联系起来的论文。我们的工作是在精确的随机控制框架内阐明延迟和逆向选择在限价订单放置中的作用的第一块石头。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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