High Frequency Market Microstructure Noise Estimates and Liquidity Measures

Yacine Ait-Sahalia, Jialin Yu
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引用次数: 151

Abstract

Using recent advances in the econometrics literature, we disentangle from high frequency observations on the transaction prices of a large sample of NYSE stocks a fundamental component and a microstructure noise component. We then relate these statistical measurements of market microstructure noise to observable characteristics of the underlying stocks and, in particular, to different financial measures of their liquidity. We find that more liquid stocks based on financial characteristics have lower noise and noise-to-signal ratio measured from their high frequency returns. We then examine whether there exists a common, market-wide, factor in high frequency stock-level measurements of noise, and whether that factor is priced in asset returns.
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高频市场微观结构噪声估计与流动性措施
利用计量经济学文献的最新进展,我们从纽约证券交易所股票大样本交易价格的高频观察中分离出基本成分和微观结构噪声成分。然后,我们将这些市场微观结构噪声的统计测量与标的股票的可观察特征联系起来,特别是与其流动性的不同金融测量相关联。我们发现,基于财务特征的流动性更强的股票具有更低的噪声和从高频收益衡量的噪信比。然后,我们检查在高频股票水平噪声测量中是否存在一个共同的、市场范围的因素,以及该因素是否在资产回报中定价。
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