Research ArticleOpen AccessGoogle Scholar indexed
A Permutation Test for Unit Root in an Autoregressive Model
Department of Mathematics, College of Charleston, Charleston, USA
Department of Statistics, Indiana University, Bloomington, USA
Department of Applied Statistics, King Mongkut’s University of Technology, Bangkok, Thailand
- 1 Department of Mathematics, College of Charleston, Charleston, USA
- 2 Department of Statistics, Indiana University, Bloomington, USA
- 3 Department of Applied Statistics, King Mongkut’s University of Technology, Bangkok, Thailand
Applied Mathematics·Volume 04 (2013)·Pages 1629–1634·Published 8 November 2013·DOI10.4236/am.2013.412221
Copy link · social · email
Abstract
A permutation test (based on a finite random sample of permutations) for unit root in an autoregressive process is con sidered. The test can easily be carried out in practice and the proposed permutation test is neither limited to large sample sizes nor normal white noises. Simulations show that the power of the permutation test is reasonable when sample sizes are small or when the white noises have a heavy tailed distribution. The test is shown to be consistent.
KeywordsPermutation TestAutoregressiveNonstationary
- W. A. Fuller, “Introduction to Statistical Times Series,” John Wiley & Sons, New York, 1976.
- D. A. Dickey, “Estimation and Hypothesis Testing in Nonstationary Time Series,” Ph.D. Dissertation, Iowa State University, Ames, 1976.
- N. H. Chan and L. T. Tran, “Nonparametric Tests for Serial Dependence,” Journal of Time Series Analysis, Vol. 13, No. 1, 1992, pp. 19-28. http://dx.doi.org/10.1111/j.1467-9892.1992.tb00092.x
- H. J. Skaug and D. Dad Tjóstheim, “A Nonparametric Test of Serial Independence Based on the Empirical Distribution Function. Consistent Nonparametric Multiple Regression: The Fixed Design Case,” Biometrika, Vol. 3, 1988, pp. 591-602.
- J. P. Gould and C. R. Nelson, “The Stochastic Structure of the Velocity of Money,” The American Economic Review, Vol. 64, No. 3, 1974, pp. 405-417.
- M. Friedman and A. J. Schwartz, “A Monetary History of the United States 1867-1960,” Princeton University Press, Princeton, 1963.