Statistical properties of structured random matrices

被引:6
|
作者
Bogomolny, Eugene [1 ]
Giraud, Olivier [1 ]
机构
[1] Univ Paris Saclay, LPTMS, CNRS, F-91405 Orsay, France
关键词
TOEPLITZ; HANKEL; INVERSION; DETERMINANTS; EIGENVALUES; ALGORITHM; SPECTRA; MODEL;
D O I
10.1103/PhysRevE.103.042213
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
Spectral properties of Hermitian Toeplitz, Hankel, and Toeplitz-plus-Hankel random matrices with independent identically distributed entries are investigated. Combining numerical and analytic arguments it is demonstrated that spectral statistics of all these low-complexity random matrices is of the intermediate type, characterized by: (i) level repulsion at short distances, (ii) an exponential decrease in the nearest-neighbor distributions at long distances, (iii) a nontrivial value of the spectral compressibility, and (iv) the existence of nontrivial fractal dimensions of eigenvectors in Fourier space. Our findings show that intermediate-type statistics is more ubiquitous and universal than was considered so far and open a new direction in random matrix theory.
引用
收藏
页数:14
相关论文
共 50 条
  • [41] SCALING PROPERTIES OF BAND RANDOM MATRICES
    CASATI, G
    MOLINARI, L
    IZRAILEV, F
    PHYSICAL REVIEW LETTERS, 1990, 64 (16) : 1851 - 1854
  • [42] SPECTRAL PROPERTIES OF RANDOM TRIANGULAR MATRICES
    Basu, Riddhipratim
    Bose, Arup
    Ganguly, Shirshendu
    Hazra, Rajat Subhra
    RANDOM MATRICES-THEORY AND APPLICATIONS, 2012, 1 (03)
  • [43] Asymptotic properties of random matrices and pseudomatrices
    Lenczewski, Romuald
    ADVANCES IN MATHEMATICS, 2011, 228 (04) : 2403 - 2440
  • [44] Spectral Properties of Structured Matrices in Transportation Problems
    Rehman, Mutti-Ur
    Aminov, Behkzod
    Alshehri, Mohammed N.
    Mohammed, Mustafa M.
    Mustafa, Arafa O.
    Abdalrahman, Nhla A.
    Magzoub, Mona
    Hamed, Sakeena E. M.
    Bashir, Runda A. A.
    Bakery, Awad A.
    EUROPEAN JOURNAL OF PURE AND APPLIED MATHEMATICS, 2025, 18 (01):
  • [45] Statistical Analysis of Karcher Means for Random Restricted PSD Matrices
    Chen, Hengchao
    Li, Xiang
    Sun, Qiang
    INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND STATISTICS, VOL 206, 2023, 206
  • [46] The restricted isometry property for time-frequency structured random matrices
    Pfander, Goetz E.
    Rauhut, Holger
    Tropp, Joel A.
    PROBABILITY THEORY AND RELATED FIELDS, 2013, 156 (3-4) : 707 - 737
  • [47] Estimating structured correlation matrices in smooth Gaussian random field models
    Loh, WL
    Lam, TK
    ANNALS OF STATISTICS, 2000, 28 (03): : 880 - 904
  • [48] Uniform Recovery Bounds for Structured Random Matrices in Corrupted Compressed Sensing
    Zhang, Peng
    Gan, Lu
    Ling, Cong
    Sun, Sumei
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2018, 66 (08) : 2086 - 2097
  • [49] STABILITY OF STRUCTURED RANDOM MATRICES (VOL 249, PG 223, 1992)
    HASTINGS, HM
    JUHASZ, F
    SCHREIBER, MA
    PROCEEDINGS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 1993, 252 (1335) : 253 - 253
  • [50] STATISTICAL PROPERTIES OF THE EIGENVALUE MOTION OF HERMITIAN MATRICES
    FORRESTER, PJ
    PHYSICS LETTERS A, 1993, 173 (4-5) : 355 - 359