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Simple Stochastic Order-Book Model of Swarm Behavior in Continuous Double Auction

机译:连续体中群体行为的简单随机序列模型   双重拍卖

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摘要

In this study, we present a simple stochastic order-book model for investors'swarm behaviors seen in the continuous double auction mechanism, which isemployed by major global exchanges. Our study shows a characteristic called"fat tail" is seen in the data obtained from our model that incorporates theinvestors' swarm behaviors. Our model captures two swarm behaviors: one isinvestors' behavior to follow a trend in the historical price movement, andanother is investors' behavior to send orders that contradict a trend in thehistorical price movement. In order to capture the features of influence by theswarm behaviors, from price data derived from our simulations using thesemodels, we analyzed the price movement range, that is, how much the price ismoved when it is continuously moved in a single direction. Depending on thetype of swarm behavior, we saw a difference in the cumulative frequencydistribution of this price movement range. In particular, for the model ofinvestors who followed a trend in the historical price movement, we saw thepower law in the tail of the cumulative frequency distribution of this pricemovement range. In addition, we analyzed the shape of the tail of thecumulative frequency distribution. The result demonstrated that one of thereasons the trend following of price occurs is that orders temporarily swarm onthe order book in accordance with past price trends.
机译:在本研究中,我们为连续双重拍卖机制中出现的投资者的温暖行为提供了一个简单的随机订单模型,该模型由主要的全球交易所采用。我们的研究表明,在从我们的模型获得的数据中看到了一种称为“肥尾”的特征,该特征结合了投资者的群体行为。我们的模型捕获了两种群体行为:一种是投资者遵循历史价格运动趋势的行为,另一种是投资者发送与历史价格运动趋势相反的订单的行为。为了捕捉受热行为影响的特征,我们从使用这些模型进行仿真得到的价格数据中,我们分析了价格移动范围,即,当价格在单个方向上连续移动时,价格移动了多少。根据群体行为的类型,我们看到了该价格变动范围的累积频率分布差异。特别是,对于跟随历史价格走势的投资者模型,我们在该价格变动范围的累积频率分布的尾部看到了幂定律。另外,我们分析了累积频率分布的尾部形状。结果表明,价格跟随趋势发生的原因之一是订单根据过去的价格趋势暂时涌向订单簿。

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