Asymptotic eigenvalue distribution of block-Toeplitz matrices

被引:18
作者
Bose, NK [1 ]
Boo, KJ [1 ]
机构
[1] Penn State Univ, Dept Elect Engn, Spatial & Temporal Signal Proc Ctr, University Pk, PA 16802 USA
关键词
block-circulant matrix; block-Toeplitz matrix; deconvolution; equidistribution; image restoration; preconditioned conjugate-gradient;
D O I
10.1109/18.661535
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The need for approximating block-Toeplitz with Toeplitz block matrices bg means of block-circulant with circulant block matrices with the objective of transforming an inherently ill-posed image deconvolution problem to a well-posed one motivated a surge of recent papers on the analysis of the quality as well as the speed of convergence of the algorithms that produce such approximants to serve as preconditioners for conjugate-gradient methods. This correspondence contributes to that surge by giving a simple proof of the fact that the sequence of eigenvalues of the Hermitian block Toeplitz with Toeplitz-block matrices are asymptotically equidistributed. To do this, Weyl's results on the distribution properties of multidimensional sequences are exploited. Inferences to recent related results are made.
引用
收藏
页码:858 / 861
页数:4
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