Numerically Stable Evaluation of Moments of Random Gram Matrices With Applications

被引:0
|
作者
Elkhalil, Khalil [1 ]
Kammoun, Abla [1 ]
Al-Naffouri, Tareq Y. [1 ]
Alouini, Mohamed-Slim [1 ]
机构
[1] King Abdullah Univ Sci & Technol, Elect Engn Program, Thuwal 23955, Saudi Arabia
关键词
Gram matrices; Laguerre polynomials; one-sided correlation; positive moments;
D O I
10.1109/LSP.2017.2731373
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This letter focuses on the computation of the positive moments of one-side correlated random Gram matrices. Closed-form expressions for the moments can be obtained easily, but numerical evaluation thereof is prone to numerical stability, especially in high-dimensional settings. This letter provides a numerically stable method that efficiently computes the positive moments in closed form. The developed expressions are more accurate and can lead to higher accuracy levels when fed to moment-based approaches. As an application, we show how the obtained moments can be used to approximate the marginal distribution of the eigenvalues of random Gram matrices.
引用
收藏
页码:1353 / 1357
页数:5
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