On the estimation of integrated volatility in the presence of jumps and microstructure noise

被引:7
作者
Brownlees, Christian [1 ,2 ]
Nualart, Eulalia [1 ,2 ]
Sun, Yucheng [3 ]
机构
[1] Univ Pompeu Fabra, Dept Econ & Business, Barcelona, Spain
[2] Barcelona GSE, Barcelona, Spain
[3] Capital Univ Econ & Business, Int Sch Econ & Management, Beijing, Peoples R China
关键词
Integrated volatility; jumps; market microstructure noise; realized kernel estimator; two-scales realized volatility estimator; HIGH-FREQUENCY DATA; MATRIX ESTIMATION; DIFFUSION-COEFFICIENT; EFFICIENT ESTIMATION; REALIZED VOLATILITY; LIMIT-THEOREMS; VARIANCE; PRICES; FUNCTIONALS; MODELS;
D O I
10.1080/07474938.2020.1735751
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper is concerned with the problem of the estimation of the integrated volatility of log-prices based on high frequency data when both price jumps and market microstructure noise are present. We begin by providing a survey of the leading estimators introduced in the literature to tackle volatility estimation in this setting. We then introduce novel integrated volatility estimators based on a truncation technique and establish their properties. Finally, we carry out a simulation study to compare the performance of the different estimation techniques.
引用
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页码:991 / 1013
页数:23
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