Stationary bootstrapping realized volatility under market microstructure noise

被引:7
|
作者
Hwang, Eunju [1 ]
Shin, Dong Wan
机构
[1] Ewha Womans Univ, Inst Math Sci, Seoul, South Korea
来源
基金
新加坡国家研究基金会;
关键词
Confidence interval; market microstructure noise; stationary bootstrap; HIGH-FREQUENCY DATA; WEAK DEPENDENCE; VARIANCE; CONSISTENCY;
D O I
10.1214/13-EJS834
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Large-sample validity is proved for stationary bootstrapping of a bias-corrected realized volatility under market microstructure noise, which enables us to construct a bootstrap confidence interval of integrated volatility. A finite-sample simulation shows that the stationary bootstrapping confidence interval outperforms existing ones which are constructed ignoring market microstructure noise or using asymptotic normality for the bias-corrected realized volatility.
引用
收藏
页码:2032 / 2053
页数:22
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