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Louvain 算法的并行化处理

吴卫江 李沐南 李国和

计算机与数字工程2016,Vol.44Issue(8):1402-1406,5.
计算机与数字工程2016,Vol.44Issue(8):1402-1406,5.DOI:10.3969/j.issn.1672-9722.2016.08.002

Louvain 算法的并行化处理

Parallel Processing of the Louvain Algorithm

吴卫江 1李沐南 1李国和1

作者信息

  • 1. 中国石油大学 北京 地球物理与信息工程学院 北京 102200
  • 折叠

摘要

Abstract

Community structure is an important property of complex networks ,which is widely used in the fields of physics ,biology ,computer and sociology .In a practical application ,the efficiency of the community detect algorithm and the accuracy of the results are very important .The Louvain algorithm is a clustering algorithm finding hierarchical community structure based on the modularity function ,which has good efficiency and accuracy .Based on the research of the Louvain al-gorithm ,the parallel processing method is used to find a more efficient algorithm .And the data set is processed with thou-sands of nodes by using the Louvain algorithm and the improved algorithm on the distributed system ,it is found that the im-proved algorithm is more efficient by comparing the running results .

关键词

社团发现/Louvain/并行化/效率/分布式系统

Key words

community detect/Louvain/parallel/efficiency/distributed system

分类

信息技术与安全科学

引用本文复制引用

吴卫江,李沐南,李国和..Louvain 算法的并行化处理[J].计算机与数字工程,2016,44(8):1402-1406,5.

基金项目

国家自然基金项目(编号60473125)资助。 ()

计算机与数字工程

OACSTPCD

1672-9722

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