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High frequency trading and asymptotics for small risk aversion in a Markov renewal model

机译:高风险交易和小风险规避的渐近性   马尔可夫更新模型

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摘要

We study a an optimal high frequency trading problem within a marketmicrostructure model designed to be a good compromise between accuracy andtractability. The stock price is driven by a Markov Renewal Process (MRP),while market orders arrive in the limit order book via a point processcorrelated with the stock price itself. In this framework, we can reproduce theadverse selection risk, appearing in two different forms: the usual one due tobig market orders impacting the stock price and penalizing the agent, and theweak one due to small market orders and reducing the probability of aprofitable execution. We solve the market making problem by stochastic controltechniques in this semi-Markov model. In the no risk-aversion case, we provideexplicit formula for the optimal controls and characterize the value functionas a simple linear PDE. In the general case, we derive the optimal controls andthe value function in terms of the previous result, and illustrate how the riskaversion influences the trader strategy and her expected gain. Finally, byusing a perturbation method, approximate optimal controls for small riskaversions are explicitly computed in terms of two simple PDE's, reducingdrastically the computational cost and enlightening the financialinterpretation of the results.
机译:我们在市场微观结构模型中研究了最佳高频交易问题,该模型旨在在准确性和可延展性之间取得良好的折衷。股票价格由马尔可夫续订流程(MRP)驱动,而市场订单则通过与股票价格本身相关的点过程到达限价订单簿中。在这种框架下,我们可以重现不良选择风险,以两种不同的形式出现:通常的一种是由于大的市场订单影响股票价格并惩罚代理人,而另一种则是由于小的市场订单而降低了获利执行的可能性。在这种半马尔可夫模型中,我们通过随机控制技术解决了做市商问题。在无风险规避的情况下,我们为最优控制提供了明确的公式,并将值函数表征为简单的线性PDE。在一般情况下,我们根据先前的结果得出最优控制和价值函数,并说明风险规避如何影响交易者策略及其预期收益。最后,通过使用扰动方法,根据两个简单的PDE显式地计算出针对小风险规避的近似最佳控制,从而显着降低了计算成本,并启发了结果的财务解释。

著录项

  • 作者

    Fodra, Pietro; Pham, Huyên;

  • 作者单位
  • 年度 2015
  • 总页数
  • 原文格式 PDF
  • 正文语种 {"code":"en","name":"English","id":9}
  • 中图分类

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