Growing hypergraphs with preferential linking

被引:1
作者
Roh, Dahae [1 ]
Goh, K. -I. [1 ]
机构
[1] Korea Univ, Dept Phys, Seoul 02841, South Korea
基金
新加坡国家研究基金会;
关键词
Hypergraph; Growing hypergraph; Preferential linking; Power law distribution; COMPLEX NETWORKS;
D O I
10.1007/s40042-023-00909-4
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
A family of models of growing hypergraphs with preferential rules of new linking is introduced and studied. The model hypergraphs evolve via the hyperedge-based growth as well as the node-based one, thus generalizing the preferential attachment models of scale-free networks. We obtain the degree distribution and hyperedge size distribution for various combinations of node- and hyperedge-based growth modes. We find that the introduction of hyperedge-based growth can give rise to power law degree distribution P(k) similar to k(-gamma) even without node-wise preferential attachments. The hyperedge size distribution P(s) can take diverse functional forms, ranging from exponential to power law to a nonstationary one, depending on the specific hyperedge-based growth rule. Numerical simulations support the mean-field theoretical analytical predictions.
引用
收藏
页码:713 / 722
页数:10
相关论文
共 42 条
[1]   Topology of evolving networks:: Local events and universality [J].
Albert, R ;
Barabási, AL .
PHYSICAL REVIEW LETTERS, 2000, 85 (24) :5234-5237
[2]  
[Anonymous], 2002, Advances Complex Systems, DOI DOI 10.1142/S021952590200047X
[3]  
Barabasi AL, 2016, NETWORK SCIENCE, P1
[4]   Emergence of scaling in random networks [J].
Barabási, AL ;
Albert, R .
SCIENCE, 1999, 286 (5439) :509-512
[5]   Class of models for random hypergraphs [J].
Barthelemy, Marc .
PHYSICAL REVIEW E, 2022, 106 (06)
[6]   Networks beyond pairwise interactions: Structure and dynamics [J].
Battiston, Federico ;
Cencetti, Giulia ;
Iacopini, Iacopo ;
Latora, Vito ;
Lucas, Maxime ;
Patania, Alice ;
Young, Jean-Gabriel ;
Petri, Giovanni .
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS, 2020, 874 :1-92
[7]   Simplicial closure and higher-order link prediction [J].
Benson, Austin R. ;
Abebe, Rediet ;
Schaub, Michael T. ;
Jadbabaie, Ali ;
Kleinberg, Jon .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2018, 115 (48) :E11221-E11230
[8]  
Berge C., 1989, HYPERGRAPHS
[9]  
Bianconi G., 2021, Higher-order networks: an introduction to simplicial complexes, DOI DOI 10.1017/9781108770996
[10]   Weighted growing simplicial complexes [J].
Courtney, Owen T. ;
Bianconi, Ginestra .
PHYSICAL REVIEW E, 2017, 95 (06)