谱密度相等性的检验

H. Dette, Efstathios Paroditis
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引用次数: 4

摘要

我们提出了一个假设的检验,即数m, m≥2,不一定独立的时间序列的谱密度相等。所提出的测试是基于非参数估计的个体光谱密度和总体“池”光谱密度之间的适当l2距离度量,后者是使用所考虑的整个m时间序列集获得的。推导了等谱密度零假设下检验统计量的极限分布,提出了一种新的频域自举法,以便更精确地逼近该分布。研究了固定方案的检验的渐近分布及其幂函数性质。给出了一些仿真,并讨论了一个实际数据实例。
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Testing equality of spectral densities
We develop a test of the hypothesis that the spectral densities of a number m, m ≥ 2, not necessarily independent time series are equal. The test proposed is based on an appropriate L2-distance measure between the nonparametrically estimated individual spectral densities and an overall, ’pooled’ spectral density, the later being obtained using the whole set of m time series considered. The limiting distribution of the test statistic under the null hypothesis of equal spectral densities is derived and a novel frequency domain bootstrap method is presented in order to approximate more accurately this distribution. The asymptotic distribution of the test and its power properties for fixed alternatives are investigated. Some simulations are presented and a real-life data example is discussed.
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