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Author:

Ji, Junzhong (Ji, Junzhong.) (Scholars:冀俊忠) | Song, Xiangjing (Song, Xiangjing.) | Liu, Chunnian (Liu, Chunnian.) | Zhang, Xiuzhen (Zhang, Xiuzhen.)

Indexed by:

EI Scopus SCIE

Abstract:

Community structure detection in complex networks has been intensively investigated in recent years. In this paper, we propose an adaptive approach based on ant colony clustering to discover communities in a complex network. The focus of the method is the clustering process of an ant colony in a virtual grid, where each ant represents a node in the complex network. During the ant colony search, the method uses a new fitness function to percept local environment and employs a pheromone diffusion model as a global information feedback mechanism to realize information exchange among ants. A significant advantage of our method is that the locations in the grid environment and the connections of the complex network structure are simultaneously taken into account in ants moving. Experimental results on computer-generated and real-world networks show the capability of our method to successfully detect community structures. (C) 2013 Elsevier B.V. All rights reserved.

Keyword:

Fitness perception Community structure detection Ant colony clustering Complex network Pheromone diffusion model

Author Community:

  • [ 1 ] [Ji, Junzhong]Beijing Univ Technol, Coll Comp Sci & Technol, Beijing Municipal Key Lab Multimedia & Intelligen, Beijing 100124, Peoples R China
  • [ 2 ] [Song, Xiangjing]Beijing Univ Technol, Coll Comp Sci & Technol, Beijing Municipal Key Lab Multimedia & Intelligen, Beijing 100124, Peoples R China
  • [ 3 ] [Liu, Chunnian]Beijing Univ Technol, Coll Comp Sci & Technol, Beijing Municipal Key Lab Multimedia & Intelligen, Beijing 100124, Peoples R China
  • [ 4 ] [Zhang, Xiuzhen]RMIT Univ, Sch Comp Sci & Informat Technol, Melbourne, Vic, Australia

Reprint Author's Address:

  • 冀俊忠

    [Ji, Junzhong]Beijing Univ Technol, Coll Comp Sci & Technol, Beijing Municipal Key Lab Multimedia & Intelligen, Beijing 100124, Peoples R China

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Source :

PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

ISSN: 0378-4371

Year: 2013

Issue: 15

Volume: 392

Page: 3260-3272

3 . 3 0 0

JCR@2022

ESI Discipline: PHYSICS;

JCR Journal Grade:2

CAS Journal Grade:3

Cited Count:

WoS CC Cited Count: 36

SCOPUS Cited Count: 40

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 4

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