Jump-robust volatility estimation using nearest neighbor truncation

Jump-robust volatility estimation using nearest neighbor truncation
Author :
Publisher :
Total Pages : 35
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ISBN-10 : LCCN:2009656087
ISBN-13 :
Rating : 4/5 (87 Downloads)

Book Synopsis Jump-robust volatility estimation using nearest neighbor truncation by : Torben G. Andersen

Download or read book Jump-robust volatility estimation using nearest neighbor truncation written by Torben G. Andersen and published by . This book was released on 2009 with total page 35 pages. Available in PDF, EPUB and Kindle. Book excerpt: We propose two new jump-robust estimators of integrated variance based on high-frequency return observations. These MinRV and MedRV estimators provide an attractive alternative to the prevailing bipower and multipower variation measures. Specifically, the MedRV estimator has better theoretical efficiency properties than the tripower variation measure and displays better finite-sample robustness to both jumps and the occurrence of "zero'' returns in the sample. Unlike the bipower variation measure, the new estimators allow for the development of an asymptotic limit theory in the presence of jumps. Finally, they retain the local nature associated with the low order multipower variation measures. This proves essential for alleviating finite sample biases arising from the pronounced intraday volatility pattern which afflict alternative jump-robust estimators based on longer blocks of returns. An empirical investigation of the Dow Jones 30 stocks and an extensive simulation study corroborate the robustness and efficiency properties of the new estimators.


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