Node-Centric Detection of Overlapping Communities in Social Networks

被引:0
|
作者
Cohen, Yehonatan [1 ]
Hendler, Danny [1 ]
Rubin, Amir [1 ]
机构
[1] Ben Gurion Univ Negev, Dept Comp Sci, Beer Sheva, Israel
来源
PROCEEDINGS OF THE 2016 IEEE/ACM INTERNATIONAL CONFERENCE ON ADVANCES IN SOCIAL NETWORKS ANALYSIS AND MINING ASONAM 2016 | 2016年
关键词
Community detection; overlapping communities; objective function; modularity; Louvain method;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We present NECTAR, a community detection algorithm that generalizes Louvain method's local search heuristic for overlapping community structures. NECTAR chooses dynamically which objective function to optimize based on the network on which it is invoked. Our experimental evaluation on both synthetic benchmark graphs and real-world networks, based on ground-truth communities, shows that NECTAR provides excellent results as compared with state of the art community detection algorithms.
引用
收藏
页码:1384 / 1385
页数:2
相关论文
共 50 条
  • [1] Node-Centric Detection of Overlapping Communities in Social Networks
    Cohen, Yehonatan
    Hendler, Danny
    Rubin, Amir
    3RD INTERNATIONAL WINTER SCHOOL AND CONFERENCE ON NETWORK SCIENCE, 2017, : 1 - 10
  • [2] A Latent Parameter Node-Centric Model for Spatial Networks
    Larusso, Nicholas D.
    Ruttenberg, Brian E.
    Singh, Ambuj
    PLOS ONE, 2013, 8 (09):
  • [3] Community Deception From a Node-Centric Perspective
    Pirro, Giuseppe
    IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING, 2024, 11 (01): : 969 - 981
  • [4] Self-falsifiable hierarchical detection of overlapping communities on social networks
    Li, Tianyi
    Zhang, Pan
    NEW JOURNAL OF PHYSICS, 2020, 22 (03):
  • [5] Node-Centric Community Deception Based on Safeness
    Madi, Saif Aldeen
    Pirro, Giuseppe
    IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS, 2024, 11 (02) : 2955 - 2965
  • [6] Identifying Overlapping Communities and Their Leading Members in Social Networks
    Palazuelos, Camilo
    Zorrilla, Marta
    ADVANCES IN ARTIFICIAL INTELLIGENCE, CAEPIA 2013, 2013, 8109 : 52 - 61
  • [7] Detecting Overlapping Communities in Social Networks using Deep Learning
    Salehi, S. M. M.
    Pouyan, A. A.
    INTERNATIONAL JOURNAL OF ENGINEERING, 2020, 33 (03): : 366 - 376
  • [8] An Analysis of Overlapping Community Detection Algorithms in Social Networks
    Devi, J. Chitra
    Poovammal, E.
    TWELFTH INTERNATIONAL CONFERENCE ON COMMUNICATION NETWORKS, ICCN 2016 / TWELFTH INTERNATIONAL CONFERENCE ON DATA MINING AND WAREHOUSING, ICDMW 2016 / TWELFTH INTERNATIONAL CONFERENCE ON IMAGE AND SIGNAL PROCESSING, ICISP 2016, 2016, 89 : 349 - 358
  • [9] On the Modularity Improvement for Community Detection in Overlapping Social Networks
    Ghaderi, Samaneh
    Abdollahpouri, Alireza
    Moradi, Parham
    2016 8TH INTERNATIONAL SYMPOSIUM ON TELECOMMUNICATIONS (IST), 2016, : 540 - 546
  • [10] Detecting Overlapping Communities Using Distributed Neighbourhood Threshold in Social Networks
    Jaiswal, Rajesh
    Ramanna, Sheela
    ROUGH SETS, IJCRS 2020, 2020, 12179 : 432 - 445