A Clustering Approach Using Cooperative Artificial Bee Colony Algorithm
Joint Authors
Chen, Hanning
Zou, Wenping
Sui, Xin
Zhu, Yunlong
Source
Discrete Dynamics in Nature and Society
Issue
Vol. 2010, Issue 2010 (31 Dec. 2010), pp.1-16, 16 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2010-11-08
Country of Publication
Egypt
No. of Pages
16
Main Subjects
Abstract EN
Artificial Bee Colony (ABC) is one of the most recently introduced algorithms based on the intelligent foraging behavior of a honey bee swarm.
This paper presents an extended ABC algorithm, namely, the Cooperative Article Bee Colony (CABC), which significantly improves the original ABC in solving complex optimization problems.
Clustering is a popular data analysis and data mining technique; therefore, the CABC could be used for solving clustering problems.
In this work, first the CABC algorithm is used for optimizing six widely used benchmark functions and the comparative results produced by ABC, Particle Swarm Optimization (PSO), and its cooperative version (CPSO) are studied.
Second, the CABC algorithm is used for data clustering on several benchmark data sets.
The performance of CABC algorithm is compared with PSO, CPSO, and ABC algorithms on clustering problems.
The simulation results show that the proposed CABC outperforms the other three algorithms in terms of accuracy, robustness, and convergence speed.
American Psychological Association (APA)
Zou, Wenping& Zhu, Yunlong& Chen, Hanning& Sui, Xin. 2010. A Clustering Approach Using Cooperative Artificial Bee Colony Algorithm. Discrete Dynamics in Nature and Society،Vol. 2010, no. 2010, pp.1-16.
https://search.emarefa.net/detail/BIM-473259
Modern Language Association (MLA)
Zou, Wenping…[et al.]. A Clustering Approach Using Cooperative Artificial Bee Colony Algorithm. Discrete Dynamics in Nature and Society No. 2010 (2010), pp.1-16.
https://search.emarefa.net/detail/BIM-473259
American Medical Association (AMA)
Zou, Wenping& Zhu, Yunlong& Chen, Hanning& Sui, Xin. A Clustering Approach Using Cooperative Artificial Bee Colony Algorithm. Discrete Dynamics in Nature and Society. 2010. Vol. 2010, no. 2010, pp.1-16.
https://search.emarefa.net/detail/BIM-473259
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-473259