Distribution of the mean reversion estimator in the Ornstein.Uhlenbeck process

Citation
Bao, Yong et al., Distribution of the mean reversion estimator in the Ornstein.Uhlenbeck process, Econometric reviews , 36(6-9), 2017, pp. 1039-1056
Journal title
ISSN journal
07474938
Volume
36
Issue
6-9
Year of publication
2017
Pages
1039 - 1056
Database
ACNP
SICI code
Abstract
We derive the exact distribution of the maximum likelihood estimator of the mean reversion parameter (.) in the Ornstein.Uhlenbeck process using numerical integration through analytical evaluation of a joint characteristic function. Different scenarios are considered: known or unknown drift term, fixed or random start-up value, and zero or positive .. Monte Carlo results demonstrate the remarkably reliable performance of our exact approach across all the scenarios. In comparison, misleading results may arise under the asymptotic distributions, including the advocated infill asymptotic distribution, which performs poorly in the tails when there is no intercept in the regression and the starting value of the process is nonzero.