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.
Brownlees, Christian-Timothy; Nualart, E.; Sun, Y.. (2020). On the estimation of integrated volatility in the presence of jumps and microstructure noise. ECONOMETRIC REVIEWS, (ISSN: 0747-4938), 39:10, 991-1013. Doi: 10.1080/07474938.2020.1735751.
On the estimation of integrated volatility in the presence of jumps and microstructure noise
Brownlees C.;
2020
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.Pubblicazioni consigliate
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