Counting and Sampling Triangles from a Graph Stream

被引:97
|
作者
Pavan, A. [1 ]
Tangwongsan, Kanat [2 ]
Tirthapura, Srikanta [3 ]
Wu, Kun-Lung [2 ]
机构
[1] Iowa State Univ, Dept Comp Sci, Ames, IA 50011 USA
[2] IBM TJ Watson Res Ctr, Yorktown Hts, NY USA
[3] Iowa State Univ, Dept Elect & Comp Engn, Ames, IA 50011 USA
来源
PROCEEDINGS OF THE VLDB ENDOWMENT | 2013年 / 6卷 / 14期
基金
美国国家科学基金会;
关键词
D O I
10.14778/2556549.2556569
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents a new space-efficient algorithm for counting and sampling triangles-and more generally, constant-sized cliques-in a massive graph whose edges arrive as a stream. Compared to prior work, our algorithm yields significant improvements in the space and time complexity for these fundamental problems. Our algorithm is simple to implement and has very good practical performance on large graphs.
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页码:1870 / 1881
页数:12
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