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Lag Length Selection in DF-GLS Unit Root Tests
Authors:Shaowen Wu
Affiliation:1. Department of Economics , State University of New York at Buffalo , Buffalo , New York , USA sw15@buffalo.edu
Abstract:We reinvestigate the empirical problem of lag length selection in unit root tests when using the augmented Dickey–Fuller test based on GLS-detrending. We extend the Ng and Perron (1995 Ng , S. , Perron , P. ( 1995 ). Unit root tests in ARMA models with data-dependent methods for the selection of the truncation lag . Journal of American Statistical Association 90 : 268281 .[Taylor & Francis Online], [Web of Science ®] [Google Scholar]) work on this issue by applying the finite sample critical values calculated using the formulae proposed by Cheung and Lai (1995 Cheung , Y. W. , Lai , K. S. ( 1995 ). Lag order and critical values of a modified Dickey–Fuller test . Oxford Bulletin of Business and Economics 57 : 411418 .[Crossref] [Google Scholar]). Unlike Ng and Perron (2001 Ng , S. , Perron , P. (2001). Lag length selection and the construction of unit root tests with good size and power. Econometrica 69:15191554.[Crossref], [Web of Science ®] [Google Scholar]) we find through simulation studies that the method of selecting lag length using the sequential t-test in the ADF regression of GLS-detrended series performs the best in most cases.
Keywords:DF-GLS  Lag length selection  Real exchange rates  Time series  Unit root tests
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