Errors-in-variables estimation with wavelets

被引:21
|
作者
Gencay, Ramazan [1 ]
Gradojevic, Nikola [2 ]
机构
[1] Simon Fraser Univ, Dept Econ, Burnaby, BC V5A 1S6, Canada
[2] Lakehead Univ, Fac Business Adm, Thunder Bay, ON P7B 5E1, Canada
关键词
discrete wavelet transformation; maximum overlap wavelet transformation; errors-in-variables; persistence; SERIAL-CORRELATION; REGRESSION; MODELS; TIME; HETEROSKEDASTICITY; IDENTIFICATION; RISK;
D O I
10.1080/00949655.2010.495073
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper proposes a wavelet (spectral) approach to estimate the parameters of a linear regression model where the regressand and the regressors are persistent processes and contain a measurement error. We propose a wavelet filtering approach which does not require instruments and yields unbiased estimates for the intercept and the slope parameters. Our Monte Carlo results also show that the wavelet approach is particularly effective when measurement errors for the regressand and the regressor are serially correlated. With this paper, we hope to bring a fresh perspective and stimulate further theoretical research in this area.
引用
收藏
页码:1545 / 1564
页数:20
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