The Annals of Statistics

Local Whittle estimation in nonstationary and unit root cases

Peter C. B. Phillips and Katsumi Shimotsu
Source: Ann. Statist. Volume 32, Number 2 (2004), 656-692.

Abstract

Asymptotic properties of the local Whittle estimator in the nonstationary case (d>½) are explored. For ½<d≤1, the estimator is shown to be consistent, and its limit distribution and the rate of convergence depend on the value of d. For d=1, the limit distribution is mixed normal. For d>1 and when the process has a polynomial trend of order α>½, the estimator is shown to be inconsistent and to converge in probability to unity.

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Primary Subjects: 62M10
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Links and Identifiers

Permanent link to this document: http://projecteuclid.org/euclid.aos/1083178942
Digital Object Identifier: doi:10.1214/009053604000000139
Mathematical Reviews number (MathSciNet): MR2060173
Zentralblatt MATH identifier: 02100809

References

Andrews, D. W. K. and Sun, Y. (2001). Local polynomial Whittle estimation of long-range dependence. Discussion Paper 1293, Cowles Foundation, Yale Univ. Available at cowles.econ.yale.edu.
Corbae, D., Ouliaris, S. and Phillips, P. C. B. (2002). Band spectral regression with trending data. Econometrica 70 1067--1109.
Mathematical Reviews (MathSciNet): MR1910412
Digital Object Identifier: doi:10.1111/1468-0262.00319
Zentralblatt MATH: 1121.62556
Erdélyi, A., ed. (1953). Higher Transcendental Functions 1. Krieger, Malabar, FL.
Gray, H. L., Zhang, N.-F. and Woodward, W. A. (1989). On generalized fractional processes. J. Time Ser. Anal. 10 233--257.
Mathematical Reviews (MathSciNet): MR1028940
Hall, P. and Heyde, C. C. (1980). Martingale Limit Theory and Its Application. Academic Press, New York.
Mathematical Reviews (MathSciNet): MR624435
Zentralblatt MATH: 0462.60045
Hurvich, C. M. and Chen, W. W. (2000). An efficient taper for potentially overdifferenced long-memory time series. J. Time Ser. Anal. 21 155--180.
Mathematical Reviews (MathSciNet): MR1771841
Digital Object Identifier: doi:10.1111/1467-9892.00179
Zentralblatt MATH: 0958.62085
Kim, C. S. and Phillips, P. C. B. (1999). Log periodogram regression: The nonstationary case. Mimeograph, Cowles Foundation, Yale Univ.
Künsch, H. (1987). Statistical aspects of self-similar processes. In Proc. First World Congress of the Bernoulli Society (Yu. Prokhorov and V. V. Sazanov, eds.) 1 67--74. VNU Science Press, Utrecht.
Mathematical Reviews (MathSciNet): MR1092336
Marinucci, D. and Robinson, P. M. (2000). Weak convergence of multivariate fractional processes. Stochastic Process. Appl. 86 103--120.
Mathematical Reviews (MathSciNet): MR1741198
Digital Object Identifier: doi:10.1016/S0304-4149(99)00088-5
Zentralblatt MATH: 1028.60030
Nelson, C. R. and Plosser, C. I. (1982). Trends and random walks in macroeconomic time series: Some evidence and implications. J. Monetary Economics 10 139--162.
Phillips, P. C. B. (1999a). Discrete Fourier transforms of fractional processes. Discussion Paper 1243, Cowles Foundation, Yale Univ. Available at cowles.econ.yale.edu.
Phillips, P. C. B. (1999b). Unit root log periodogram regression. Discussion Paper 1244, Cowles Foundation, Yale University. Available at cowles.econ.yale.edu.
Robinson, P. M. (1995). Gaussian semiparametric estimation of long range dependence. Ann. Statist. 23 1630--1661.
Mathematical Reviews (MathSciNet): MR1370301
Robinson, P. M. and Marinucci, D. (2001). Narrow-band analysis of nonstationary processes. Ann. Statist. 29 947--986.
Mathematical Reviews (MathSciNet): MR1869235
Digital Object Identifier: doi:10.1214/aos/1013699989
Project Euclid: euclid.aos/1013699988
Zentralblatt MATH: 1012.62100
Schotman, P. and van Dijk, H. K. (1991). On Bayesian routes to unit roots. J. Appl. Econometrics 6 387--401.
Shimotsu, K. and Phillips, P. C. B. (2002). Exact local Whittle estimation of fractional integration. Discussion Paper 1367, Cowles Foundation, Yale Univ. Available at cowles.econ.yale.edu.
Velasco, C. (1999). Gaussian semiparametric estimation of non-stationary time series. J. Time Ser. Anal. 20 87--127.
Mathematical Reviews (MathSciNet): MR1678573
Digital Object Identifier: doi:10.1111/1467-9892.00127
Zygmund, A. (1959). Trigonometric Series, 2nd ed. Cambridge Univ. Press.
Mathematical Reviews (MathSciNet): MR107776

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