论文标题
低潜伏期订购账簿不平衡交易策略的重要性
The Importance of Low Latency to Order Book Imbalance Trading Strategies
论文作者
论文摘要
普遍的假设是,低潜伏期访问交换是许多高频交易策略盈利能力的关键因素。某些金融公司与交换服务器共同建立的“军备竞赛”证明了这种信念。据我们所知,我们的研究是第一个在连续的双拍卖市场中验证和量化这一假设的研究,其单一交易所与纽约证券交易所类似。使用历史数据进行此探索是不可行的,其中未报告交易者身份和位置。因此,我们调查了使用基于代理的交互式离散事件模拟来利用该信息的交易策略的访问延迟与贸易策略的盈利能力之间的关系,其中成千上万的代理商追求原型交易策略。我们介绍了在数千个模拟交易日内以受控方式进行低线订单不平衡(OBI)策略的实验交易者,并分析Obi Trader的利润,同时与交易所不同距离(延迟)。我们的实验支持延迟与OBI交易者的利润成反比,但更有趣的是,延迟等级而不是绝对的幅度是在追求类似策略的代理商中分配回报的关键因素。
There is a pervasive assumption that low latency access to an exchange is a key factor in the profitability of many high-frequency trading strategies. This belief is evidenced by the "arms race" undertaken by certain financial firms to co-locate with exchange servers. To the best of our knowledge, our study is the first to validate and quantify this assumption in a continuous double auction market with a single exchange similar to the New York Stock Exchange. It is not feasible to conduct this exploration with historical data in which trader identity and location are not reported. Accordingly, we investigate the relationship between latency of access to order book information and profitability of trading strategies exploiting that information with an agent-based interactive discrete event simulation in which thousands of agents pursue archetypal trading strategies. We introduce experimental traders pursuing a low-latency order book imbalance (OBI) strategy in a controlled manner across thousands of simulated trading days, and analyze OBI trader profit while varying distance (latency) from the exchange. Our experiments support that latency is inversely related to profit for the OBI traders, but more interestingly show that latency rank, rather than absolute magnitude, is the key factor in allocating returns among agents pursuing a similar strategy.