On the rank of a random binary matrix

被引:0
|
作者
Cooper, Colin [1 ]
Frieze, Alan [2 ]
Pegden, Wesley [2 ]
机构
[1] Kings Coll London, Dept Comp Sci, London WC2R 2LS, England
[2] Carnegie Mellon Univ, Dept Math Sci, Pittsburgh, PA 15213 USA
来源
ELECTRONIC JOURNAL OF COMBINATORICS | 2019年 / 26卷 / 04期
基金
英国工程与自然科学研究理事会;
关键词
RANDOM HYPERGRAPHS; SPANNING TREE; CORES;
D O I
暂无
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We study the rank of a random nxm matrix A(n,m;k) with entries from GF(2), and exactly k unit entries in each column, the other entries being zero. The columns are chosen independently and uniformly at random from the set of all ((n)(k)) such columns. We obtain an asymptotically correct estimate for the rank as a function of the number of columns m in terms of c, n, k, and where m = cn/k. The matrix A(n,m;k) forms the vertex-edge incidence matrix of a k-uniform random hypergraph H. The rank of A(n,m;k) can be expressed as follows. Let vertical bar C-2 vertical bar be the number of vertices of the 2-core of H, and vertical bar E(C-2)vertical bar the number of edges. Let m* be the value of m for which vertical bar C-2 vertical bar = vertical bar E(C-2)vertical bar. Then w.h.p. for m < m* the rank of A(n,m;k) is asymptotic to m, and for m >= m* the rank is asymptotic to m - vertical bar E(C-2)vertical bar + vertical bar(C)2 vertical bar. In addition, assign i.i.d. U[0, 1] weights X-i, i is an element of {1, 2, ..., m} to the columns, and define the weight of a set of columns S as X(S) = Sigma(j)(is an element of S) X-j. Define a basis as a set of n - 1(k even) linearly independent columns. We obtain an asymptotically correct estimate for the minimum weight basis. This generalises the well-known result of Frieze [On the value of a random minimum spanning tree problem, Discrete Applied Mathematics, (1985)] that, for k = 2, the expected length of a minimum weight spanning tree tends to zeta(3) similar to 1.202.
引用
收藏
页数:19
相关论文
共 50 条
  • [1] The rank of a random matrix
    Feng, Xinlong
    Zhang, Zhinan
    APPLIED MATHEMATICS AND COMPUTATION, 2007, 185 (01) : 689 - 694
  • [2] RANK DISTRIBUTION OF MAXIMIN IN A RANDOM MATRIX
    HWANG, FK
    COMMUNICATIONS IN STATISTICS PART A-THEORY AND METHODS, 1976, A 5 (15): : 1533 - 1538
  • [3] A LARGE DEVIATION INEQUALITY FOR THE RANK OF A RANDOM MATRIX
    Rudelson, Mark
    ANNALS OF PROBABILITY, 2024, 52 (05): : 1992 - 2018
  • [4] The Rank of Random Binary Matrices and Distributed Storage Applications
    Ferreira, Paulo J. S. G.
    Jesus, Bruno
    Vieira, Jose
    Pinho, Armando J.
    IEEE COMMUNICATIONS LETTERS, 2013, 17 (01) : 151 - 154
  • [5] BINARY CORRELATIONS IN RANDOM MATRIX SPECTRA
    PANDEY, A
    FRENCH, JB
    JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 1979, 12 (05): : L83 - L88
  • [6] Parameterized low-rank binary matrix approximation
    Fomin, Fedor, V
    Golovach, Petr A.
    Panolan, Fahad
    DATA MINING AND KNOWLEDGE DISCOVERY, 2020, 34 (02) : 478 - 532
  • [7] Parameterized low-rank binary matrix approximation
    Fedor V. Fomin
    Petr A. Golovach
    Fahad Panolan
    Data Mining and Knowledge Discovery, 2020, 34 : 478 - 532
  • [8] On asymptotic properties of the rank of a special random adjacency matrix
    Bose, Arup
    Sen, Arnab
    ELECTRONIC COMMUNICATIONS IN PROBABILITY, 2007, 12 : 200 - 205
  • [9] Low Rank Matrix Completion via Random Sampling
    Guldas, Hakan
    Cemgil, Ali Taylan
    2013 21ST SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 2013,
  • [10] On the distribution of rank of a random matrix over a finite field
    Cooper, C
    RANDOM STRUCTURES & ALGORITHMS, 2000, 17 (3-4) : 197 - 212