Reducing Obizhaeva–Wang-type trade execution problems to LQ stochastic control problems

IF 1.1 2区 经济学 Q3 BUSINESS, FINANCE
Julia Ackermann, Thomas Kruse, Mikhail Urusov
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引用次数: 0

Abstract

We start with a stochastic control problem where the control process is of finite variation (possibly with jumps) and acts as integrator both in the state dynamics and in the target functional. Problems of such type arise in the stream of literature on optimal trade execution pioneered by Obizhaeva and Wang (J. Financ. Mark. 16:1–32, 2013) (models with finite resilience). We consider a general framework where the price impact and the resilience are stochastic processes. Both are allowed to have diffusive components. First we continuously extend the problem from processes of finite variation to progressively measurable processes. Then we reduce the extended problem to a linear–quadratic (LQ) stochastic control problem. Using the well-developed theory on LQ problems, we describe the solution to the obtained LQ one and translate it back to the solution for the (extended) initial trade execution problem. Finally, we illustrate our results by several examples. Among other things, the examples discuss the Obizhaeva–Wang model with random (terminal and moving) targets, the necessity to extend the initial trade execution problem to a reasonably large class of progressively measurable processes (even going beyond semimartingales), and the effects of diffusive components in the price impact process and/or the resilience process.

将 Obizhaeva-Wang 型交易执行问题简化为 LQ 随机控制问题
我们从一个随机控制问题入手,在这个问题中,控制过程是有限变化的(可能有跳跃),并在状态动态和目标函数中充当积分器。这类问题出现在 Obizhaeva 和 Wang(《金融马克》,16:1-32,2013 年)开创的最优交易执行文献流中(具有有限弹性的模型)。我们考虑的一般框架中,价格影响和弹性都是随机过程。两者都允许有扩散成分。首先,我们将问题从有限变化过程不断扩展到逐步可测量过程。然后,我们将扩展后的问题简化为线性二次(LQ)随机控制问题。利用成熟的 LQ 问题理论,我们描述了所获得的 LQ 问题的解决方案,并将其转换回(扩展的)初始交易执行问题的解决方案。最后,我们通过几个例子来说明我们的结果。除其他外,这些例子讨论了具有随机(终端和移动)目标的 Obizhaeva-Wang 模型、将初始交易执行问题扩展到相当大类的渐进可测过程(甚至超越半鞅过程)的必要性,以及价格影响过程和/或弹性过程中扩散成分的影响。
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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来源期刊
Finance and Stochastics
Finance and Stochastics 管理科学-数学跨学科应用
CiteScore
2.90
自引率
5.90%
发文量
20
审稿时长
>12 weeks
期刊介绍: The purpose of Finance and Stochastics is to provide a high standard publication forum for research - in all areas of finance based on stochastic methods - on specific topics in mathematics (in particular probability theory, statistics and stochastic analysis) motivated by the analysis of problems in finance. Finance and Stochastics encompasses - but is not limited to - the following fields: - theory and analysis of financial markets - continuous time finance - derivatives research - insurance in relation to finance - portfolio selection - credit and market risks - term structure models - statistical and empirical financial studies based on advanced stochastic methods - numerical and stochastic solution techniques for problems in finance - intertemporal economics, uncertainty and information in relation to finance.
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