A wavelet-based test for stationarity

被引:56
|
作者
von Sachs, R [1 ]
Neumann, MH
机构
[1] Catholic Univ Louvain, B-3000 Louvain, Belgium
[2] Humboldt Univ, D-1086 Berlin, Germany
关键词
locally stationary processes; stationarity; test; time series; wavelets;
D O I
10.1111/1467-9892.00200
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
We develop a test for stationarity of a time series against the alternative of a time-varying covariance structure. Using localized versions of the periodogram, we obtain empirical versions of a reasonable notion of a time-varying spectral density. Coefficients with respect to a Haar wavelet series expansion of such a time-varying periodogram are an indicator of whether there is some deviation from covariance stationarity. We propose a test based on the limit distribution of these empirical coefficients.
引用
收藏
页码:597 / 613
页数:17
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