Detecting communities by the core-vertex and intimate degree in complex networks

被引:76
作者
Wang, Xingyuan [1 ]
Li, Junqiu [1 ]
机构
[1] Dalian Univ Technol, Fac Elect Informat & Elect Engn, Dalian 116024, Peoples R China
基金
中国国家自然科学基金;
关键词
Complex networks; Community structure; Core-vertex; Intimate degree; IDENTIFICATION;
D O I
10.1016/j.physa.2013.01.039
中图分类号
O4 [物理学];
学科分类号
070305 [高分子化学与物理];
摘要
In this paper, we present a new approach to extract communities in the complex networks with considerable accuracy. We introduce the core-vertex and the intimate degree between the community and its neighboring vertices. First, we find the core-vertices as the initial community. These core-vertices are then expanded using intimate degree function during extracting community structure from the given network. In addition, our algorithm successfully finds common nodes between communities. Experimental results using some real-world networks data shows that the performance of our algorithm is satisfactory. Crown Copyright (C) 2013 Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:2555 / 2563
页数:9
相关论文
共 28 条
[1]
Adamic Lada A., 2005, P 3 INT WORKSHOP LIN, P36, DOI DOI 10.1145/1134271.1134277
[2]
[Anonymous], 1970, Bell System Technical Journal, DOI [10.1002/j.1538-7305.1970.tb01770.x, DOI 10.1002/J.1538-7305.1970.TB01770.X]
[3]
Fast unfolding of communities in large networks [J].
Blondel, Vincent D. ;
Guillaume, Jean-Loup ;
Lambiotte, Renaud ;
Lefebvre, Etienne .
JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2008,
[4]
Caldarelli Guido., 2007, Large Scale Structure and Dynamics of Complex Networks: From Information Technology to Finance and Natural Science, DOI 10.1142/6455
[5]
A fast and efficient heuristic algorithm for detecting community structures in complex networks [J].
Chen, Duanbing ;
Fu, Yan ;
Shang, Mingsheng .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2009, 388 (13) :2741-2749
[6]
Community detection in complex networks using extremal optimization [J].
Duch, J ;
Arenas, A .
PHYSICAL REVIEW E, 2005, 72 (02)
[7]
Food-web structure and network theory: The role of connectance and size [J].
Dunne, JA ;
Williams, RJ ;
Martinez, ND .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2002, 99 (20) :12917-12922
[8]
Modularity and extreme edges of the Internet [J].
Eriksen, KA ;
Simonsen, I ;
Maslov, S ;
Sneppen, K .
PHYSICAL REVIEW LETTERS, 2003, 90 (14) :4
[9]
FIEDLER M, 1973, CZECH MATH J, V23, P298
[10]
Self-organization and identification of web communities [J].
Flake, GW ;
Lawrence, S ;
Giles, CL ;
Coetzee, FM .
COMPUTER, 2002, 35 (03) :66-+