Empirical Limitations on High Frequency Trading Profitability

Michael Kearns, Alex Kulesza, Yuriy Nevmyvaka
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引用次数: 49

Abstract

Addressing the ongoing examination of high-frequency trading practices in financial markets, we report the results of an extensive empirical study estimating the maximum possible profitability of the most aggressive such practices, and arrive at figures that are surprisingly modest. By "aggressive" we mean any trading strategy exclusively employing market orders and relatively short holding periods. Our findings highlight the tension between execution costs and trading horizon confronted by high-frequency traders, and provide a controlled and large-scale empirical perspective on the high-frequency debate that has heretofore been absent. Our study employs a number of novel empirical methods, including the simulation of an "omniscient" high-frequency trader who can see the future and act accordingly.
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高频交易盈利能力的实证限制
针对金融市场中高频交易行为的持续审查,我们报告了一项广泛的实证研究的结果,该研究估计了最激进的此类行为的最大可能盈利能力,并得出了令人惊讶的适度数字。所谓“激进”,我们指的是任何专门利用市场指令和相对较短持有期的交易策略。我们的研究结果突出了高频交易者所面临的执行成本和交易范围之间的紧张关系,并为高频辩论提供了一个受控的、大规模的实证视角,这是迄今为止尚未出现的。我们的研究采用了许多新颖的经验方法,包括模拟一个“无所不知”的高频交易员,他可以看到未来并采取相应的行动。
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