订单模型和做市策略

Xiaofei Lu, F. Abergel
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引用次数: 9

摘要

做市是算法交易中最重要的方面之一,从理论角度对其进行了广泛的研究。然而,所谓“最优策略”的实际实施,受到大多数订单簿模型未能忠实再现真实市场参与者行为的影响。这篇论文是双重的。首先,确定了订单驱动市场的一些重要统计属性,反对使用纯粹的马尔可夫订单簿模型。然后,在模拟和回测的基础上,设计了做市策略并对其性能进行了比较。我们发现,在限价单中加入一些简单的非马尔可夫特征,极大地提高了现实环境下做市策略的性能。
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Order-book modelling and market making strategies
Market making is one of the most important aspects of algorithmic trading, and it has been studied quite extensively from a theoretical point of view. The practical implementation of so-called "optimal strategies" however suffers from the failure of most order book models to faithfully reproduce the behaviour of real market participants. This paper is twofold. First, some important statistical properties of order driven markets are identified, advocating against the use of purely Markovian order book models. Then, market making strategies are designed and their performances are compared, based on simulation as well as backtesting. We find that incorporating some simple non-Markovian features in the limit order book greatly improves the performances of market making strategies in a realistic context.
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