股票价格变动背后:市场微观结构中的供求关系和市场影响

Jingle Liu, Sanghyun Park
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引用次数: 5

摘要

本文利用流动性供给、流动性需求与市场变动的关系,研究美国股票市场短期股价变动的解释因素。在市场微观结构层面上,流动性供给和采取行为通过中央限价订单失衡和贸易失衡进行定量度量。作者发现,对42只美国个股的实证结果进行拟合的多元线性模型,能够在短时间间隔内解释高达78%的股票走势,其解释能力和模型系数随时间间隔的长短而变化,从30秒到1小时不等。本研究为量化市场微观结构中的供需动态提供了思路,并为交易算法最小化订单对市场的影响和最大化流动性提取提供了有意义的方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Behind Stock Price Movement: Supply and Demand in Market Microstructure and Market Influence
This article studies explanatory factors for short-term stock price movement in the U.S. equity market by exploiting the relationship among liquidity supply, liquidity demand, and market movement. Liquidity provision and taking activities at the market-microstructure level are quantitatively measured by central limit order book imbalance and trade imbalance. The authors find that a multivariate linear model, fitted on empirical results of 42 individual U.S. stocks, is able to explain up to 78% of stock movement in short time intervals, with its explanatory powers and model coefficients varying with the length of interval ranging from 30 seconds to 1 hour. This study offers insight in quantifying supply-demand dynamics in market microstructure and provides meaningful ways for trading algorithms to minimize the market impact of orders and maximize liquidity extraction.
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