On time series with randomized unit root and randomized seasonal unit root
被引:9
|
作者:
Fong, PW
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机构:
Univ Hong Kong, Dept Stat & Actuarial Sci, Hong Kong, Hong Kong, Peoples R ChinaUniv Hong Kong, Dept Stat & Actuarial Sci, Hong Kong, Hong Kong, Peoples R China
Fong, PW
[1
]
Li, WK
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机构:
Univ Hong Kong, Dept Stat & Actuarial Sci, Hong Kong, Hong Kong, Peoples R ChinaUniv Hong Kong, Dept Stat & Actuarial Sci, Hong Kong, Hong Kong, Peoples R China
Li, WK
[1
]
机构:
[1] Univ Hong Kong, Dept Stat & Actuarial Sci, Hong Kong, Hong Kong, Peoples R China
Brownian motion;
Markov chain Monte Carlo;
randomized seasonal unit root;
randomized unit root;
score-based test;
D O I:
10.1016/S0167-9473(02)00298-0
中图分类号:
TP39 [计算机的应用];
学科分类号:
081203 ;
0835 ;
摘要:
A time series model with possibly a randomized unit root and a randomized seasonal unit root is considered. Two statistical tests are developed for the null hypothesis of fixed unit roots against the alternative that the roots are random and fluctuate about the value of one. The testing problem is addressed via the score test approach. The asymptotic representations of the test statistics in terms of Brownian processes are obtained. Simulations are used to tabulate finite sample critical values and to investigate empirical sizes and powers. A Markov chain Monte Carlo approach is proposed for the estimation of model parameters. Both randomized unit root and randomized seasonal unit root are demonstrated to be present in a US money supply data. (C) 2002 Elsevier Science B.V. All rights reserved.
机构:
Univ Auckland, Auckland 1, New Zealand
Univ York, York YO10 5DD, N Yorkshire, England
Yale Univ, Cowles Fdn, New Haven, CT 06520 USAUniv Auckland, Auckland 1, New Zealand
Phillips, Peter C. B.
Han, Chirok
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机构:
Univ Auckland, Auckland 1, New ZealandUniv Auckland, Auckland 1, New Zealand