On the limiting spectral distribution for a large class of symmetric random matrices with correlated entries

被引:35
作者
Banna, Marwa [1 ]
Merlevede, Florence [1 ]
Peligrad, Magda [2 ]
机构
[1] Univ Paris Est, UPEMLV, CNRS, LAMA UMR 8050,UPEC, F-77454 Marne La Vallee, France
[2] Univ Cincinnati, Dept Math Sci, Cincinnati, OH 45221 USA
关键词
Random matrices; Correlated entries; Sample covariance matrices; Weak dependence; Limiting spectral distribution;
D O I
10.1016/j.spa.2015.01.010
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
For symmetric random matrices with correlated entries, which are functions of independent random variables, we show that the asymptotic behavior of the empirical eigenvalue distribution can be obtained by analyzing a Gaussian matrix with the same covariance structure. This class contains both cases of short and long range dependent random fields. The technique is based on a blend of blocking procedure and Lindeberg's method. This method leads to a variety of interesting asymptotic results for matrices with dependent entries, including applications to linear processes as well as nonlinear Volterra-type processes entries. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:2700 / 2726
页数:27
相关论文
共 18 条
  • [1] A law of large numbers for finite-range dependent random matrices
    Anderson, Greg W.
    Zeitouni, Ofer
    [J]. COMMUNICATIONS ON PURE AND APPLIED MATHEMATICS, 2008, 61 (08) : 1118 - 1154
  • [2] [Anonymous], 1990, Mathematics and its Applications, Soviet Series
  • [3] [Anonymous], 2010, SPRINGER SER STAT
  • [4] Bai ZD, 2008, STAT SINICA, V18, P425
  • [5] Banna M., 2013, J THEORET P IN PRESS
  • [6] Chakrabarty A., 2014, ARXIVMATH14010780
  • [7] A generalization of the Lindeberg principle
    Chatterjee, Sourav
    [J]. ANNALS OF PROBABILITY, 2006, 34 (06) : 2061 - 2076
  • [8] De Monvel AB, 1999, ANN PROBAB, V27, P913
  • [9] de Monvel B., 1996, Markov Process. Related Fields, V2, P607
  • [10] On slow-fading MIMO systems with nonseparable correlation
    Far, Reza Rashidi
    Oraby, Tamer
    Bryc, Wlodek
    Speicher, Roland
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 2008, 54 (02) : 544 - 553