Fixed-b asymptotic approximation of the sampling behaviour of nonparametric spectral density estimators

被引:24
作者
Hashimzade, Nigar
Vogelsang, Timothy J.
机构
[1] Michigan State Univ, Dept Econ, E Lansing, MI 48824 USA
[2] Univ Exeter, Exeter EX4 4QJ, Devon, England
关键词
zero frequency; bandwidth; kernel; truncation lag; inference;
D O I
10.1111/j.1467-9892.2007.00548.x
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
We propose a new asymptotic approximation for the sampling behaviour of nonparametric estimators of the spectral density of a covariance stationary time series. According to the standard approach, the truncation lag grows more slowly than the sample size. We derive first-order limiting distributions under the alternative assumption that the truncation lag is a fixed proportion of the sample size. Our results extend the approach of Neave (1970), who derived a formula for the asymptotic variance of spectral density estimators under the same truncation lag assumption. We show that the limiting distribution of zero-frequency spectral density estimators depends on how the mean is estimated and removed. The implications of our zero-frequency results are consistent with exact results for bias and variance computed by Ng and Perron (1996). Finite sample simulations indicate that the new asymptotics provides a better approximation than the standard one.
引用
收藏
页码:142 / 162
页数:21
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