Semiparametric estimation of fractional cointegrating subspaces

被引:37
作者
Chen, Willa W.
Hurvich, Clifford M.
机构
[1] Texas A&M Univ, Dept Stat, College Stn, TX 77843 USA
[2] NYU, New York, NY 10012 USA
关键词
fractional cointegration; long memory; tapering; periodogram;
D O I
10.1214/009053606000000894
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We consider a common-components model for multivariate fractional cointegration, in which the s >= 1 components have different memory parameters. The cointegrating rank may exceed 1. We decompose the true cointegrating vectors into orthogonal fractional cointegrating subspaces such that vectors from distinct subspaces yield cointegrating errors with distinct memory parameters. We estimate each cointegrating subspace separately, using appropriate sets of eigenvectors of an averaged periodogram matrix of tapered, differenced observations, based on the first m Fourier frequencies, with m fixed. The angle between the true and estimated cointegrating subspaces is o(p)(l). We use the cointegrating residuals corresponding to an estimated cointegrating vector to obtain a consistent and asymptotically normal estimate of the memory parameter for the given cointegrating subspace, using a univariate Gaussian serniparametric estimator with a bandwidth that tends to infinity more slowly than n. We use these estimates to test for fractional cointegration and to consistently identify the cointegrating subspaces.
引用
收藏
页码:2939 / 2979
页数:41
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