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

Citation
Brownlees, Christian et al., On the estimation of integrated volatility in the presence of jumps and microstructure noise, Econometric reviews , 39(10), 2020, pp. 991-1013
Journal title
ISSN journal
07474938
Volume
39
Issue
10
Year of publication
2020
Pages
991 - 1013
Database
ACNP
SICI code
Abstract
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.