Detecting overlapping communities of weighted networks via a local algorithm

被引:125
作者
Chen, Duanbing [2 ]
Shang, Mingsheng [2 ]
Lv, Zehua [1 ]
Fu, Yan [2 ]
机构
[1] Huazhong Univ Sci & Technol, Sch Comp Sci, Wuhan 430074, Peoples R China
[2] Univ Elect Sci & Technol China, Sch Comp Sci, Web Sci Ctr, Chengdu 611731, Peoples R China
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
Weighted networks; Overlapping community; Local algorithm; Node strength;
D O I
10.1016/j.physa.2010.05.046
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Identification of communities is significant in understanding the structures and functions of networks. Since some nodes naturally belong to several communities, the study of overlapping communities has attracted increasing attention recently, and many algorithms have been designed to detect overlapping communities. In this paper, an overlapping communities detecting algorithm is proposed whose main strategies are finding an initial partial community from a node with maximal node strength and adding tight nodes to expand the partial community. Seven real-world complex networks and one synthetic network are used to evaluate the algorithm. Experimental results demonstrate that the algorithm proposed is efficient for detecting overlapping communities in weighted networks. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:4177 / 4187
页数:11
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