APPROXIMATING THE INVERSE OF BANDED MATRICES BY BANDED MATRICES WITH APPLICATIONS TO PROBABILITY AND STATISTICS

被引:3
|
作者
Bickel, P. [1 ]
Lindner, M. [2 ]
机构
[1] Univ Calif Berkeley, Dept Stat, Albany, CA 94710 USA
[2] Tech Univ Chemnitz, Fak Math, D-09107 Chemnitz, Germany
基金
美国国家科学基金会;
关键词
infinite band-dominated matrices; Gaussian stochastic processes; mixing conditions; high dimensional statistical inference;
D O I
10.1137/S0040585X97985224
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
In the first part of this paper we give an elementary proof of the fact that if an infinite matrix A, which is invertible as a bounded operator on l(2), can be uniformly approximated by banded matrices, then so can the inverse of A. We give explicit formulas for the banded approximations of A(-1) as well as bounds on their accuracy and speed of convergence in terms of their bandwidth. We then use these results to prove that the so-called Wiener algebra is inverse closed. In the second part of the paper we apply these results to covariance matrices Sigma of Gaussian processes and study mixing and beta mixing of processes in terms of properties of Sigma. Finally, we note some applications of our results to statistics.
引用
收藏
页码:1 / 20
页数:20
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