Dense core model for cohesive subgraph discovery

被引:6
|
作者
Koujaku, Sadamori [1 ]
Takigawa, Ichigaku [1 ]
Kudo, Mineichi [1 ]
Imai, Hideyuki [1 ]
机构
[1] Hokkaido Univ, Grad Sch Informat Sci & Technol, Sapporo, Hokkaido 060, Japan
关键词
Graph analysis; Pseudo clique; Core/periphery structure; COMMUNITY STRUCTURE; GRAPHS;
D O I
10.1016/j.socnet.2015.06.003
中图分类号
Q98 [人类学];
学科分类号
030303 ;
摘要
Discovery of cohesive subgraphs is an important issue in social network analysis. As representative cohesive subgraphs, pseudo cliques have been developed by relaxing the perfection of cliques. By enumerating pseudo clique subgraphs, we can find some structures of interest such as a star-like structure. However, a little more complicated structures such as a core/periphery structure is still hard to be found by them. Therefore, we propose a novel pseudo clique called p-dense core and show the connection with the other pseudo cliques. Moreover, we show that a set of p-dense core subgraphs gives an optimal solution in a graph partitioning problem. Several experiments on real-life networks demonstrated the effectiveness for cohesive subgraph discovery. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:143 / 152
页数:10
相关论文
共 50 条
  • [41] Dense Subgraph Extraction with Application to Community Detection
    Chen, Jie
    Saad, Yousef
    IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2012, 24 (07) : 1216 - 1230
  • [42] Efficient Directed Densest Subgraph Discovery
    Ma, Chenhao
    Fang, Yixiang
    Cheng, Reynold
    Lakshmanan, Laks V. S.
    Zhang, Wenjie
    Lin, Xuemin
    SIGMOD RECORD, 2021, 50 (01) : 33 - 40
  • [43] Privacy-Preserving Subgraph Discovery
    Mehmood, Danish
    Shafiq, Basit
    Vaidya, Jaideep
    Hong, Yuan
    Adam, Nabil
    Atluri, Vijayalakshmi
    DATA AND APPLICATIONS SECURITY AND PRIVACY XXVI, 2012, 7371 : 161 - 176
  • [44] Contextual Subgraph Discovery with Mobility Models
    Bendimerad, Anes
    Cazabet, Remy
    Plantevit, Marc
    Robardet, Celine
    COMPLEX NETWORKS & THEIR APPLICATIONS VI, 2018, 689 : 477 - 489
  • [45] Subgraph distributions in dense random regular graphs
    Sah, Ashwin
    Sawhney, Mehtaab
    COMPOSITIO MATHEMATICA, 2023, 159 (10) : 2125 - 2148
  • [46] Efficient Algorithms for Densest Subgraph Discovery
    Fang, Yixiang
    Yu, Kaiqiang
    Cheng, Reynold
    Lakshmanan, Laks V. S.
    Lin, Xuemin
    PROCEEDINGS OF THE VLDB ENDOWMENT, 2019, 12 (11): : 1719 - 1732
  • [47] Efficient continual cohesive subgraph search in large temporal graphs
    Yuan Li
    Jinsheng Liu
    Huiqun Zhao
    Jing Sun
    Yuhai Zhao
    Guoren Wang
    World Wide Web, 2021, 24 : 1483 - 1509
  • [48] Efficient continual cohesive subgraph search in large temporal graphs
    Li, Yuan
    Liu, Jinsheng
    Zhao, Huiqun
    Sun, Jing
    Zhao, Yuhai
    Wang, Guoren
    WORLD WIDE WEB-INTERNET AND WEB INFORMATION SYSTEMS, 2021, 24 (05): : 1483 - 1509
  • [49] Cohesive Subgraph Models for Overlapping Community Search over Networks
    Adeyl, Khaled
    Kmimech, Mourad
    Mhadhbi, Nizar
    Badran, Raddaoui
    KNOWLEDGE INNOVATION THROUGH INTELLIGENT SOFTWARE METHODOLOGIES, TOOLS AND TECHNIQUES (SOMET_20), 2020, 327 : 282 - 293
  • [50] OUTLIER FACES DETECTOR VIA EFFICIENT COHESIVE SUBGRAPH IDENTIFICATION
    Cheng, Yu
    Ratha, Nalini
    Pankanti, Sharath
    2016 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2016, : 1659 - 1663