Pseudo-Wigner Matrices

被引:5
|
作者
Soloveychik, Ilya [1 ]
Xiang, Yu [1 ]
Tarokh, Vahid [1 ]
机构
[1] Harvard Univ, Harvard John A Paulson Sch Engn & Appl Sci, Cambridge, MA 02138 USA
关键词
Pseudo-random matrices; semicircular law; Wigner ensemble; PERFECT MAPS; CYCLIC CODES; ARRAYS; EIGENVALUES; LAW;
D O I
10.1109/TIT.2017.2777464
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We consider the problem of generating pseudo-random matrices based on the similarity of their spectra to Wigner's semicircular law. We introduce the notion of an r-independent pseudo-Wigner matrix ensemble and prove the closeness of the spectra of its matrices to the semicircular density in the Kolmogorov distance. We give an explicit construction of a family of N x N pseudo-Wigner ensembles using dual BCH codes and show that the Kolmogorov complexity of the obtained matrices is of the order of log(N) bits for a fixed designed Kolmogorov distance precision. We compare our construction with the quasi-random graphs introduced by Chung et al. and demonstrate that the pseudo-Wigner matrices pass stronger randomness tests than the adjacency matrices of these graphs (lifted by the mapping 0 -> 1 and 1 -> -1) do. Finally, we provide numerical simulations verifying our theoretical results.
引用
收藏
页码:3170 / 3178
页数:9
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