Limiting spectral distribution of stochastic block model

被引:0
|
作者
Su, Giap Van [1 ,2 ]
Chen, May-Ru [1 ]
Guo, Mei-Hui [1 ]
Huang, Hao-Wei [3 ]
机构
[1] Natl Sun Yat Sen Univ, Dept Appl Math, 70 Lien Hai Rd, Kaohsiung 80424, Taiwan
[2] Thai Nguyen Univ Educ, Dept Math, 20 Luong Ngoc Quyen Rd, Thai Nguyen 24117, Vietnam
[3] Natl Tsing Hua Univ, Dept Math, 101 Sect 2,Kuang Fu Rd,Hsinchu 300, Hsinchu, Taiwan
关键词
Stochastic block model; clustering; semi-circular law; spectral distribution; COMMUNITY DETECTION; MATRICES; UNIVERSALITY; STATISTICS;
D O I
10.1142/S2010326323500089
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
The stochastic block model (SBM) is an extension of the Erdos-Renyi graph and has applications in numerous fields, such as data analysis, recovering community structure in graph data and social networks. In this paper, we consider the normal central SBM adjacency matrix with K communities of arbitrary sizes. We derive an explicit formula for the limiting empirical spectral density function when the size of the matrix tends to infinity. We also obtain an upper bound for the operator norm of such random matrices by means of the Stieltjes transform and random matrix theory.
引用
收藏
页数:21
相关论文
共 50 条
  • [1] On the Limiting Spectral Distributions of Stochastic Block Models
    Chen, May-Ru
    Su, Giap Van
    [J]. TAIWANESE JOURNAL OF MATHEMATICS, 2023, 27 (06): : 1211 - 1225
  • [2] Limiting spectral distribution of block matrices with Toeplitz block structure
    Basu, Riddhipratim
    Bose, Arup
    Ganguly, Shirshendu
    Hazra, Rajat Subhra
    [J]. STATISTICS & PROBABILITY LETTERS, 2012, 82 (07) : 1430 - 1438
  • [3] Spectral clustering in the dynamic stochastic block model
    Pensky, Marianna
    Zhang, Teng
    [J]. ELECTRONIC JOURNAL OF STATISTICS, 2019, 13 (01): : 678 - 709
  • [4] Hypergraph Spectral Clustering in the Weighted Stochastic Block Model
    Ahn, Kwangjun
    Lee, Kangwook
    Suh, Changho
    [J]. IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2018, 12 (05) : 959 - 974
  • [5] Spectral Properties of Random Matrices for Stochastic Block Model
    Avrachenkov, Konstantin
    Cottatellucci, Laura
    Kadavankandy, Arun
    [J]. 2015 13TH INTERNATIONAL SYMPOSIUM ON MODELING AND OPTIMIZATION IN MOBILE, AD HOC, AND WIRELESS NETWORKS (WIOPT), 2015, : 537 - 544
  • [6] Exact recovery in the hypergraph stochastic block model: A spectral algorithm
    Cole, Sam
    Zhu, Yizhe
    [J]. LINEAR ALGEBRA AND ITS APPLICATIONS, 2020, 593 : 45 - 73
  • [7] The limiting spectral distribution in terms of spectral density
    Peligrad, Costel
    Peligrad, Magda
    [J]. RANDOM MATRICES-THEORY AND APPLICATIONS, 2016, 5 (01)
  • [8] Regularized spectral clustering under the mixed membership stochastic block model
    Qing, Huan
    Wang, Jingli
    [J]. NEUROCOMPUTING, 2023, 550
  • [9] Limiting spectral distribution of a special circulant
    Bose, A
    Mitra, J
    [J]. STATISTICS & PROBABILITY LETTERS, 2002, 60 (01) : 111 - 120
  • [10] The limiting conditional probability distribution in a stochastic model of T cell repertoire maintenance
    Stirk, Emily R.
    Lythe, Grant
    van den Berg, Hugo A.
    Hurst, Gareth A. D.
    Molina-Paris, Carmen
    [J]. MATHEMATICAL BIOSCIENCES, 2010, 224 (02) : 74 - 86