Asymptotic inefficiency of mean-correction on parameter estimation for a periodic first-order autoregressive model
被引:3
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作者:
Gautier, Antony
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机构:
Univ Rouen, CNRS,UMR 6085, Fac Sci, Lab Math Raphael Salem, F-76801 St Etienne, FranceUniv Rouen, CNRS,UMR 6085, Fac Sci, Lab Math Raphael Salem, F-76801 St Etienne, France
Gautier, Antony
[1
]
机构:
[1] Univ Rouen, CNRS,UMR 6085, Fac Sci, Lab Math Raphael Salem, F-76801 St Etienne, France
least squares estimators;
mean-correction;
periodic ARMA models;
periodic time series;
D O I:
10.1080/03610920600761873
中图分类号:
O21 [概率论与数理统计];
C8 [统计学];
学科分类号:
020208 ;
070103 ;
0714 ;
摘要:
A common practice in time series analysis is to fit a centered model to the mean-corrected data set. For stationary autoregressive moving-average (ARMA) processes, as far as the parameter estimation is concerned, fitting an ARMA model without intercepts to the mean-corrected series is asymptotically equivalent to fitting an ARMA model with intercepts to the observed series. We show that, related to the parameter least squares estimation of periodic ARMA models, the second approach can be arbitrarily more efficient than the mean-corrected counterpart. This property is illustrated by means of a periodic first-order autoregressive model. The asymptotic variance of the estimators for both approaches is derived. Moreover, empirical experiments based on simulations investigate the finite sample properties of the estimators.
机构:
St Petersburg State Univ, 7-9 Univ Skaya Nab, St Petersburg 199034, RussiaSt Petersburg State Univ, 7-9 Univ Skaya Nab, St Petersburg 199034, Russia
Ivanov, Gennady
Alferov, Gennady
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机构:
St Petersburg State Univ, 7-9 Univ Skaya Nab, St Petersburg 199034, RussiaSt Petersburg State Univ, 7-9 Univ Skaya Nab, St Petersburg 199034, Russia
Alferov, Gennady
Gorovenko, Polina
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机构:
St Petersburg State Univ, 7-9 Univ Skaya Nab, St Petersburg 199034, RussiaSt Petersburg State Univ, 7-9 Univ Skaya Nab, St Petersburg 199034, Russia
Gorovenko, Polina
Sharlay, Artem
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机构:
St Petersburg State Univ, 7-9 Univ Skaya Nab, St Petersburg 199034, RussiaSt Petersburg State Univ, 7-9 Univ Skaya Nab, St Petersburg 199034, Russia
机构:
Univ Arkansas, Agr Stat Lab, Agr Annex 101A,935 West Maple St, Fayetteville, AR 72701 USAUniv Arkansas, Agr Stat Lab, Agr Annex 101A,935 West Maple St, Fayetteville, AR 72701 USA
Bartlett, A.
McCormick, W. P.
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机构:
Univ Georgia, Dept Stat, Athens, GA 30602 USAUniv Arkansas, Agr Stat Lab, Agr Annex 101A,935 West Maple St, Fayetteville, AR 72701 USA