Realized candlestick wicks

IF 9.9 3区 经济学 Q1 ECONOMICS
Yifan Li , Ingmar Nolte , Sandra Nolte , Shifan Yu
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引用次数: 0

Abstract

We develop a novel nonparametric estimator of integrated variance by summing up the squared wick lengths of intraday candlesticks over a fixed time interval. The proposed wick-based estimator is robust to short-lived extreme price movements, such as gradual jumps and flash crashes. We investigate the asymptotic properties of the proposed estimator, and show that its asymptotic variance is about four times smaller than the state-of-the-art differenced-return volatility (DV) estimator. We also develop a Hausman-type test for the presence of both jumps and episodic extreme price movements. Monte Carlo simulations and empirical applications further validate the practical reliability of our proposed estimator.
实现烛台灯芯
我们提出了一种新的非参数的综合方差估计方法,即在固定的时间间隔内对日内烛台的灯芯长度的平方求和。所提出的基于wick的估计器对短期极端价格变动(如渐进式上涨和闪电崩盘)具有鲁棒性。我们研究了所提出的估计量的渐近性质,并表明它的渐近方差比最先进的差分收益波动(DV)估计量小约四倍。我们还开发了一个hausman型测试,用于同时存在跳跃和偶发的极端价格运动。蒙特卡罗模拟和经验应用进一步验证了我们提出的估计器的实际可靠性。
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来源期刊
Journal of Econometrics
Journal of Econometrics 社会科学-数学跨学科应用
CiteScore
8.60
自引率
1.60%
发文量
220
审稿时长
3-8 weeks
期刊介绍: The Journal of Econometrics serves as an outlet for important, high quality, new research in both theoretical and applied econometrics. The scope of the Journal includes papers dealing with identification, estimation, testing, decision, and prediction issues encountered in economic research. Classical Bayesian statistics, and machine learning methods, are decidedly within the range of the Journal''s interests. The Annals of Econometrics is a supplement to the Journal of Econometrics.
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