Community Based Node Embeddings for Networks

被引:0
|
作者
Meghashyam, P. [1 ]
Devi, V. Susheela [2 ]
机构
[1] Archeron Grp, Bengaluru, India
[2] Indian Inst Sci, Bengaluru, India
关键词
Community detection; Node embeddings; Representation learning;
D O I
10.1007/978-3-030-36808-1_41
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Network embedding has got enormous attention in recent past for their wide range of applications across different types of networks. This paper mainly includes a simple and novel model which is used for better node embeddings with respect to community detection in social networks. We use existing algorithms (mainly community detection algorithm) and Representation Learning (RL) techniques to find better embeddings that assist in better community detection.
引用
收藏
页码:380 / 387
页数:8
相关论文
共 50 条
  • [21] Locality-Aware Tail Node Embeddings on Homogeneous and Heterogeneous Networks
    Liu, Zemin
    Fang, Yuan
    Zhang, Wentao
    Zhang, Xinming
    Hoi, Steven C. H.
    IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2024, 36 (06) : 2517 - 2532
  • [22] Identifying protein complexes based on node embeddings obtained from protein-protein interaction networks
    Liu, Xiaoxia
    Yang, Zhihao
    Sang, Shengtian
    Zhou, Ziwei
    Wang, Lei
    Zhang, Yin
    Lin, Hongfei
    Wang, Jian
    Xu, Bo
    BMC BIOINFORMATICS, 2018, 19
  • [23] Detecting bots in social-networks using node and structural embeddings
    Ashkan Dehghan
    Kinga Siuta
    Agata Skorupka
    Akshat Dubey
    Andrei Betlen
    David Miller
    Wei Xu
    Bogumił Kamiński
    Paweł Prałat
    Journal of Big Data, 10
  • [24] Node Embeddings and Exact Low-Rank Representations of Complex Networks
    Chanpuriya, Sudhanshu
    Musco, Cameron
    Tsourakakis, Charalampos E.
    Sotiropoulos, Konstantinos
    ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 33, NEURIPS 2020, 2020, 33
  • [25] A Node Influence Based Label Propagation Algorithm for Community Detection in Networks
    Xing, Yan
    Meng, Fanrong
    Zhou, Yong
    Zhu, Mu
    Shi, Mengyu
    Sun, Guibin
    SCIENTIFIC WORLD JOURNAL, 2014,
  • [26] Partitioning community structure in complex networks based on node dependent degree
    Wang Xing-Yuan
    Zhao Zhong-Xiang
    ACTA PHYSICA SINICA, 2014, 63 (17)
  • [27] Community detection based on joint matrix factorization in networks with node attributes
    Chang Zhen-Chao
    Chen Hong-Chang
    Liu Yang
    Yu Hong-Tao
    Huang Rui-Yang
    ACTA PHYSICA SINICA, 2015, 64 (21)
  • [28] Detecting Bots in Social-networks using Node and Structural Embeddings
    Dehghan, Ashkan
    Siuta, Kinga
    Skorupka, Agata
    Dubey, Akshat
    Betlen, Andrei
    Miller, David
    Xu, Wei
    Kaminski, Bogumil
    Pralat, Pawel
    PROCEEDINGS OF THE 11TH INTERNATIONAL CONFERENCE ON DATA SCIENCE, TECHNOLOGY AND APPLICATIONS (DATA), 2022, : 50 - 61
  • [29] Kernel Node Embeddings
    Celikkanat, Abdulkadir
    Malliaros, Fragkiskos D.
    2019 7TH IEEE GLOBAL CONFERENCE ON SIGNAL AND INFORMATION PROCESSING (IEEE GLOBALSIP), 2019,
  • [30] Community Based Node Betweenness Centrality Updating Algorithms in Dynamic Networks
    Qian J.
    Wang C.-K.
    Guo G.-Y.
    Ruan Jian Xue Bao/Journal of Software, 2018, 29 (03): : 853 - 868