Heuristic Artificial Bee Colony Algorithm for Uncovering Community in Complex Networks
Joint Authors
Li, Jun
Guo, Yuquan
Tang, Yufei
Li, XiongFei
Source
Mathematical Problems in Engineering
Issue
Vol. 2017, Issue 2017 (31 Dec. 2017), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2017-01-18
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Abstract EN
Community structure is important for us to understand the functions and structure of the complex networks.
In this paper, Heuristic Artificial Bee Colony (HABC) algorithm based on swarm intelligence is proposed for uncovering community.
The proposed HABC includes initialization, employed bee searching, onlooker searching, and scout bee searching.
In initialization stage, the nectar sources with simple community structure are generated through network dynamic algorithm associated with complete subgraph.
In employed bee searching and onlooker searching stages, the searching function is redefined to address the community problem.
The efficiency of searching progress can be improved by a heuristic function which is an average agglomerate probability of two neighbor communities.
Experiments are carried out on artificial and real world networks, and the results demonstrate that HABC will have better performance in terms of comparing with the state-of-the-art algorithms.
American Psychological Association (APA)
Guo, Yuquan& Li, XiongFei& Tang, Yufei& Li, Jun. 2017. Heuristic Artificial Bee Colony Algorithm for Uncovering Community in Complex Networks. Mathematical Problems in Engineering،Vol. 2017, no. 2017, pp.1-12.
https://search.emarefa.net/detail/BIM-1190344
Modern Language Association (MLA)
Guo, Yuquan…[et al.]. Heuristic Artificial Bee Colony Algorithm for Uncovering Community in Complex Networks. Mathematical Problems in Engineering No. 2017 (2017), pp.1-12.
https://search.emarefa.net/detail/BIM-1190344
American Medical Association (AMA)
Guo, Yuquan& Li, XiongFei& Tang, Yufei& Li, Jun. Heuristic Artificial Bee Colony Algorithm for Uncovering Community in Complex Networks. Mathematical Problems in Engineering. 2017. Vol. 2017, no. 2017, pp.1-12.
https://search.emarefa.net/detail/BIM-1190344
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1190344