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
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