Eigenvalue Densities of Real and Complex Wishart Correlation Matrices

被引:30
|
作者
Recher, Christian [1 ]
Kieburg, Mario [1 ]
Guhr, Thomas [1 ]
机构
[1] Univ Duisburg Essen, Fak Phys, D-47048 Duisburg, Germany
关键词
Eigenvalues and eigenfunctions;
D O I
10.1103/PhysRevLett.105.244101
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Wishart correlation matrices are the standard model for the statistical analysis of time series. The ensemble averaged eigenvalue density is of considerable practical and theoretical interest. For complex time series and correlation matrices, the eigenvalue density is known exactly. In the real case, a fundamental mathematical obstacle made it forbiddingly complicated to obtain exact results. We use the supersymmetry method to fully circumvent this problem. We present an exact formula for the eigenvalue density in the real case in terms of twofold integrals and finite sums.
引用
收藏
页数:4
相关论文
共 50 条
  • [1] On the Scaled Eigenvalue Distributions of Complex Wishart Matrices
    Wensheng Zhang
    Hailiang Xiong
    Deqiang Wang
    Di Chen
    [J]. Wireless Personal Communications, 2017, 95 : 4257 - 4267
  • [2] Eigenvalue statistics for product complex Wishart matrices
    Forrester, Peter J.
    [J]. JOURNAL OF PHYSICS A-MATHEMATICAL AND THEORETICAL, 2014, 47 (34)
  • [3] On the Scaled Eigenvalue Distributions of Complex Wishart Matrices
    Zhang, Wensheng
    Xiong, Hailiang
    Wang, Deqiang
    Chen, Di
    [J]. WIRELESS PERSONAL COMMUNICATIONS, 2017, 95 (04) : 4257 - 4267
  • [4] Completing the Picture for the Smallest Eigenvalue of Real Wishart Matrices
    Akemann, G.
    Guhr, T.
    Kieburg, M.
    Wegner, R.
    Wirtz, T.
    [J]. PHYSICAL REVIEW LETTERS, 2014, 113 (25)
  • [5] COMPUTING THE LARGEST EIGENVALUE DISTRIBUTION FOR COMPLEX WISHART MATRICES
    Jones, Scott R.
    Howard, Stephen D.
    Clarkson, I. Vaughan L.
    Bialkowski, Konstanty S.
    Cochran, Douglas
    [J]. 2017 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2017, : 3439 - 3443
  • [6] Eigenvalue density of correlated complex random Wishart matrices
    Simon, SH
    Moustakas, AL
    [J]. PHYSICAL REVIEW E, 2004, 69 (06):
  • [7] Eigenvalue statistics for the sum of two complex Wishart matrices
    Kumar, Santosh
    [J]. EPL, 2014, 107 (06)
  • [8] Eigenvalue density of correlated complex random Wishart matrices
    Simon, Steven H.
    Moustakas, Aris L.
    [J]. Physical Review E - Statistical, Nonlinear, and Soft Matter Physics, 2004, 69 (6 2): : 065101 - 1
  • [9] ON THE DISTRIBUTION OF THE lth LARGEST EIGENVALUE OF SPIKED COMPLEX WISHART MATRICES
    Zanella, Alberto
    Chiani, Marco
    [J]. ACTA PHYSICA POLONICA B, 2020, 51 (07): : 1687 - 1705
  • [10] Distribution of the Ratio of the Largest Eigenvalue to the Trace of Complex Wishart Matrices
    Kortun, Ayse
    Sellathurai, Mathini
    Ratnarajah, Tharm
    Zhong, Caijun
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2012, 60 (10) : 5527 - 5532