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TESTING FOR SEASONAL UNIT ROOTS IN PERIODIC INTEGRATED AUTOREGRESSIVE PROCESSES

Published online by Cambridge University Press:  04 April 2008

Tomas del Barrio Castro
Affiliation:
University of the Balearic Islands
Denise R. Osborn*
Affiliation:
University of Manchester
*
Address correspondence to Denise R. Osborn, Economics, School of Social Sciences, University of Manchester, Manchester M13 9PL, United Kingdom; e-mail: denise.osborn@manchester.ac.uk.

Abstract

This paper examines the implications of applying the Hylleberg, Engle, Granger, and Yoo (1990, Journal of Econometrics 44, 215–238) (HEGY) seasonal root tests to a process that is periodically integrated. As an important special case, the random walk process is also considered, where the zero-frequency unit root t-statistic is shown to converge to the Dickey–Fuller distribution and all seasonal unit root statistics diverge. For periodically integrated processes and a sufficiently high order of augmentation, the HEGY t-statistics for unit roots at the zero and semiannual frequencies both converge to the same Dickey–Fuller distribution. Further, the HEGY joint test statistic for a unit root at the annual frequency and all joint test statistics across frequencies converge to the square of this distribution. Results are also derived for a fixed order of augmentation. Finite-sample Monte Carlo results indicate that, in practice, the zero-frequency HEGY statistic (with augmentation) captures the single unit root of the periodic integrated process, but there may be a high probability of incorrectly concluding that the process is seasonally integrated.

Type
Research Article
Copyright
Copyright © Cambridge University Press 2008

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References

REFERENCES

Boswijk, H.P.Franses, P.H. (1996) Unit roots in periodic autoregressions. Journal of Time Series Analysis 17, 221245.CrossRefGoogle Scholar
Burridge, P.Taylor, A.M.R. (2001) On the properties of regression-based tests for seasonal unit roots in the presence of higher-order serial correlation. Journal of Business ’ Economic Statistics 19, 374379.CrossRefGoogle Scholar
Darroch, J., Jiřich, M., ’ McDonald, J. (1986) The sum of finite order moving average processes. Journal of Time Series Analysis 7, 2125.CrossRefGoogle Scholar
Davis, P.J. (1979) Circulant Matrices. Wiley-Interscience.Google Scholar
Dickey, D.A.Fuller, W.A. (1979) Distribution of the estimators for autoregressive time series with a unit root. Journal of the American Statistical Association 74, 427431.Google Scholar
Dickey, D.A., Hasza, D.P., ’ Fuller, W.A. (1984) Testing for unit roots in seasonal time series. Journal of the American Statistical Association 79, 355367.CrossRefGoogle Scholar
Franses, P.H. (1994) A multivariate approach to modelling univariate seasonal time series. Journal of Econometrics 63, 133151.CrossRefGoogle Scholar
Franses, P.H. (1996) Periodicity and Stochastic Trends in Economic Time Series. Oxford University Press.CrossRefGoogle Scholar
Galbraith, J.W.Zinde-Walsh, V. (1999) On the distributions of augmented Dickey–Fuller statistics in processes with moving average components. Journal of Econometrics 93, 2547.CrossRefGoogle Scholar
Gersovitz, M.McKinnon, J.G. (1978) Seasonality in regression: An application of smoothness priors. Journal of the American Statistical Association 73, 264273.CrossRefGoogle Scholar
Ghysels, E., Lee, H.S., ’ Noh, J. (1994) Testing for unit roots in seasonal time series: Some theoretical extensions and a Monte Carlo investigation. Journal of Econometrics 62, 415442.CrossRefGoogle Scholar
Ghysels, E.Osborn, D.R. (2001) The Econometric Analysis of Seasonal Time Series. Cambridge University Press.CrossRefGoogle Scholar
Hamilton, J.D. (1994) Time Series Analysis. Princeton University Press.CrossRefGoogle Scholar
Hansen, L.P.Sargent, T.J. (1993) Seasonality and approximation errors in rational expectations models. Journal of Econometrics 55, 2156.CrossRefGoogle Scholar
Hylleberg, S., Engle, R.F., Granger, C.W.J., ’ Yoo, B.S. (1990) Seasonal integration and cointegration. Journal of Econometrics 44, 215238.CrossRefGoogle Scholar
Ng, S.Perron, P. (1995) Unit root tests in ARMA models with data dependent methods for the truncation lag. Journal of the American Statistical Association 90, 268281.CrossRefGoogle Scholar
Osborn, D.R. (1988) Seasonality and habit persistence in a life cycle model of consumption. Journal of Applied Econometrics 3, 255266.CrossRefGoogle Scholar
Osborn, D.R. (1991) The implications of periodically varying coefficients for seasonal time series. Journal of Econometrics 28, 373384.CrossRefGoogle Scholar
Osborn, D.R., Chui, A.P.L., Smith, J.P., ’ Birchenhall, C.R. (1988) Seasonality and the order of integration for consumption. Oxford Bulletin of Economics and Statistics 50, 361377.CrossRefGoogle Scholar
Osborn, D.R.Rodrigues, P.M.M. (2002) Asymptotic distributions of seasonal unit root tests: A unifying approach. Econometric Reviews 21, 221241.CrossRefGoogle Scholar
Phillips, P.C.B. (1988) Weak convergence of sample covariance matrices to stochastic integrals via martingale approximations. Econometric Theory 4, 528533.CrossRefGoogle Scholar
Phillips, P.C.B.Oularis, S. (1990) Asymptotic properties of residual based tests for cointegration. Econometrica 58, 165193.CrossRefGoogle Scholar
Rodrigues, P.M.M. (2001) Near seasonal integration. Econometric Theory 17, 7086.CrossRefGoogle Scholar
Said, E.S.Dickey, D.A. (1984) Testing for unit roots in autoregressive-moving average models of unknown order. Biometrika 71, 599607.CrossRefGoogle Scholar
Sanso, A., Artis, M., ’ Surinyach, J. (1997) Comportamiento en muestra finita de los contrastes de integración estacional para datos mensuales. Estadística Espanola 39, 141184.Google Scholar
Smith, R.J.Taylor, A.M.R. (1998) Additional critical values and asymptotic representations for seasonal unit root tests. Journal of Econometrics 85, 269288.CrossRefGoogle Scholar
Taylor, A.M.R. (2003) On the asymptotic properties of some seasonal unit root tests. Econometric Theory 19, 311321.CrossRefGoogle Scholar
Taylor, A.M.R. (2002) Regression-based unit root tests with recursive mean adjustment for seasonal and nonseasonal time series. Journal of Business ’ Economic Statistics 20, 269281.CrossRefGoogle Scholar
Tiao, G.Grupe, M. (1980) Autoregressive-moving average models in time series data. Biometrika 67, 365373.Google Scholar