UNIT ROOT TESTS WITH WAVELETS

被引:103
|
作者
Fan, Yanqin [2 ]
Gencay, Ramazan [1 ]
机构
[1] Simon Fraser Univ, Dept Econ, Burnaby, BC V5A 1S6, Canada
[2] Vanderbilt Univ, Nashville, TN 37235 USA
基金
加拿大自然科学与工程研究理事会;
关键词
TIME-SERIES; STATISTICAL-INFERENCE; UNKNOWN FORM; REGRESSIONS; HETEROSKEDASTICITY;
D O I
10.1017/S0266466609990594
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper develops a wavelet (spectral) approach to testing the presence of a unit root in a stochastic process. The wavelet approach is appealing, since it is based directly on the different behavior of the spectra of a unit root process and that of a short memory stationary process. By decomposing the variance (energy) of the underlying process into the variance of its low frequency components and that of its high frequency components via the discrete wavelet transformation (DWT), we design unit root tests against near unit root alternatives. Since DWT is an energy preserving transformation and able to disbalance energy across high and low frequency components of a series, it is possible to isolate the most persistent component of a series in a small number of scaling coefficients. We demonstrate the size and power properties of our tests through Monte Carlo simulations.
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页码:1305 / 1331
页数:27
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