A Fine-Grained Structural Partitioning Approach to Graph Compression

被引:1
|
作者
Pitois, Francois [1 ,2 ]
Seba, Hamida [1 ]
Haddad, Mohammed [1 ]
机构
[1] Univ Lyon, UCBL, CNRS, INSA Lyon,UMR 5205,LIRIS, F-69622 Villeurbanne, France
[2] Univ Bourgogne, LIB, EA 7534, Dijon, France
关键词
Graph compression; graph summarising; graph partitioning; graph mining;
D O I
10.1007/978-3-031-39831-5_36
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
To compress a graph, some methods rely on finding highly compressible structures, such as very dense subgraphs, and encode a graph by listing these structures compressed. However, structures can overlap, leading to encoding the same information multiple times. The method we propose deals with this issue, by identifying overlaps and encoding them only once. We have tested our method on various real-world graphs. The obtained results show that our approach is efficient and outperforms state of the art methods. The source code of our algorithms, together with some sample input instances, are available at https://gitlab.liris.cnrs.fr/fpitois/fgsp.git.
引用
收藏
页码:392 / 397
页数:6
相关论文
共 50 条
  • [1] FinEGCP: Fine-grained dependency graph community partitioning for attack investigation
    Wang, Zhaoyang
    Hu, Yanfei
    Wen, Yu
    Zhang, Boyang
    Li, Shuailou
    Wang, Wenbo
    Liu, Zheng
    Meng, Dan
    COMPUTERS & SECURITY, 2025, 151
  • [2] A fine-grained XML structural comparison approach
    Tekli, Joe
    Chbeir, Richard
    Yetongnon, Kokou
    CONCEPTUAL MODELING - ER 2007, PROCEEDINGS, 2007, 4801 : 582 - 598
  • [3] Fine-grained Program Partitioning for Security
    Huang, Zhen
    Jaeger, Trent
    Tan, Gang
    PROCEEDINGS OF THE 14TH EUROPEAN WORKSHOP ON SYSTEMS SECURITY (EUROSEC 2021), 2021, : 21 - 26
  • [4] Partitioning Techniques for Fine-grained Indexing
    Wu, Eugene
    Madden, Samuel
    IEEE 27TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING (ICDE 2011), 2011, : 1127 - 1138
  • [5] Fine-grained Attributed Graph Clustering
    Kang, Zhao
    Liu, Zhanyu
    Pan, Shirui
    Tian, Ling
    PROCEEDINGS OF THE 2022 SIAM INTERNATIONAL CONFERENCE ON DATA MINING, SDM, 2022, : 370 - 378
  • [6] Partitioning of arsenic species in fine-grained soils
    Kuhlmeier, PD
    JOURNAL OF THE AIR & WASTE MANAGEMENT ASSOCIATION, 1997, 47 (04): : 481 - 490
  • [7] Partitioning of arsenic species in fine-grained soils
    Kuhlmeier, Paul D.
    Journal of the Air and Waste Management Association, 1997, 47 (04): : 481 - 490
  • [8] Fine-grained Partitioning for Aggressive Data Skipping
    Sun, Liwen
    Franklin, Michael J.
    Krishnan, Sanjay
    Xin, Reynold S.
    SIGMOD'14: PROCEEDINGS OF THE 2014 ACM SIGMOD INTERNATIONAL CONFERENCE ON MANAGEMENT OF DATA, 2014, : 1115 - 1126
  • [9] An Algebraic Approach Towards the Fine-Grained Complexity of Graph Coloring Problems
    Baril, Ambroise
    Couceiro, Miguel
    Lagerkvist, Victor
    2022 IEEE 52ND INTERNATIONAL SYMPOSIUM ON MULTIPLE-VALUED LOGIC (ISMVL 2022), 2022, : 94 - 99
  • [10] SOSNet: A Graph Convolutional Network Approach to Fine-Grained Cyberbullying Detection
    Wang, Jason
    Fu, Kaiqun
    Lu, Chang-Tien
    2020 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA), 2020, : 1699 - 1708