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
相关论文
共 50 条
  • [1] Numerically stable real number codes based on random matrices
    Chen, ZZ
    Dongarra, J
    [J]. COMPUTATIONAL SCIENCE - ICCS 2005, PT 1, PROCEEDINGS, 2005, 3514 : 115 - 122
  • [2] On the moments of moments of random matrices and Ehrhart polynomials
    Assiotis, Theodoros
    Eriksson, Edward
    Ni, Wenqi
    [J]. ADVANCES IN APPLIED MATHEMATICS, 2023, 149
  • [3] Numerically stable generation of correlation matrices and their factors
    Davies, PI
    Higham, NJ
    [J]. BIT NUMERICAL MATHEMATICS, 2000, 40 (04) : 640 - 651
  • [4] Numerically Stable Generation of Correlation Matrices and Their Factors
    Philip I. Davies
    Nicholas J. Higham
    [J]. BIT Numerical Mathematics, 2000, 40 : 640 - 651
  • [5] Fast and numerically stable methods for the computation of Zernike moments
    Singh, Chandan
    Walia, Ekta
    [J]. PATTERN RECOGNITION, 2010, 43 (07) : 2497 - 2506
  • [6] Analytical Derivation of the Inverse Moments of One-Sided Correlated Gram Matrices With Applications
    Elkhalil, Khalil
    Kammoun, Abla
    Al-Naffouri, Tareq Y.
    Alouini, Mohamed-Slim
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2016, 64 (10) : 2624 - 2635
  • [7] On the Moments of the Moments of the Characteristic Polynomials of Random Unitary Matrices
    Bailey, E. C.
    Keating, J. P.
    [J]. COMMUNICATIONS IN MATHEMATICAL PHYSICS, 2019, 371 (02) : 689 - 726
  • [8] On the Moments of the Moments of the Characteristic Polynomials of Random Unitary Matrices
    E. C. Bailey
    J. P. Keating
    [J]. Communications in Mathematical Physics, 2019, 371 : 689 - 726
  • [9] Limit spectra of random gram matrices
    Serdobolskii V.I.
    [J]. Journal of Nonlinear Mathematical Physics, 2004, 11 (Suppl 1) : 116 - 121
  • [10] Local law for random Gram matrices
    Alt, Johannes
    Erdos, Laszlo
    Krueger, Torben
    [J]. ELECTRONIC JOURNAL OF PROBABILITY, 2017, 22