Band spectral regression with trending data

被引:47
作者
Corbae, D [1 ]
Ouliaris, S
Phillips, PCB
机构
[1] Univ Texas, Dept Econ, Austin, TX 78712 USA
[2] Natl Univ Singapore, Sch Business, Singapore 117591, Singapore
[3] Yale Univ, Cowles Fdn Res Econ, New Haven, CT 06520 USA
[4] Univ Auckland, Auckland 1, New Zealand
[5] Univ York, York YO1 5DD, N Yorkshire, England
关键词
band spectral regression; deterministic and stochastic trends; discrete Fourier transform; distributed lag; integrated process; leads and lags regression; nonstationary time series; two-sided spectral BN decomposition;
D O I
10.1111/1468-0262.00319
中图分类号
F [经济];
学科分类号
02 ;
摘要
Band spectral regression with both deterministic and stochastic trends is considered. It is shown that trend removal by regression in the time domain prior to band spectral regression can lead to biased and inconsistent estimates in models with frequency dependent coefficients. Both semiparametric and nonparametric regression formulations are considered, the latter including general systems of two-sided distributed lags such as those arising in lead and lag regressions. The bias problem arises through omitted variables and is avoided by careful specification of the regression equation. Trend removal in the frequency domain is shown to be a convenient option in practice. An asymptotic theory is developed and the two cases of stationary data and cointegrated nonstationary data are compared. In the latter case, a levels and differences regression formulation is shown to be useful in estimating the frequency response function at nonzero as well as zero frequencies.
引用
收藏
页码:1067 / 1109
页数:43
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