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Activity Number: 407
Type: Topic Contributed
Date/Time: Wednesday, August 1, 2007 : 10:30 AM to 12:20 PM
Sponsor: Business and Economics Statistics Section
Abstract - #308555
Title: Are Volatility Estimators Robust with Respect to Modeling Assumptions?
Author(s): Yingying Li*+ and Per A. Mykland
Companies: The University of Chicago and The University of Chicago
Address: Department of Statistics, Chicago, IL, 60637,
Keywords: Local Time ; Market Microstructure ; Martingale ; Realized Volatility ; Robustness ; Two Scales Realized Volatility
Abstract:

We consider microstructure as an arbitrary contamination of the underlying latent securities price, through a Markov kernel Q. Special cases include additive error, rounding, and combinations thereof. Our main result is that, subject to smoothness conditions, the two scales realized volatility (TSRV) is robust to the form of contamination Q. To push the limits of our result, we show what happens for some models involving rounding (which is not, of course, smooth) and see in this situation how the robustness deteriorates with decreasing smoothness. Our conclusion is that under reasonable smoothness, one does not need to consider too closely how the microstructure is formed, while if severe non-smoothness is suspected, one needs to pay attention to the precise structure and also to what use the estimator of volatility will be put.


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Revised September, 2007