A Clustering Approach Using Cooperative Artificial Bee Colony Algorithm

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	A Clustering Approach Using Cooperative Artificial Bee Colony Algorithm
	Zou WP(邹文平); Zhu YL(朱云龙); Chen HN(陈瀚宁); Sui X(隋新)
刊名	DISCRETE DYNAMICS IN NATURE AND SOCIETY
	2010
页码	1-16
关键词	PARTICLE SWARM OPTIMIZATION ABC ALGORITHM
ISSN号	1026-0226
产权排序	1
中文摘要	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.
WOS标题词	Science & Technology ; Physical Sciences
类目[WOS]	Mathematics, Interdisciplinary Applications ; Multidisciplinary Sciences
研究领域[WOS]	Mathematics ; Science & Technology - Other Topics
关键词[WOS]	PARTICLE SWARM OPTIMIZATION ; ABC ALGORITHM
收录类别	SCI
资助信息	This work is supported by the 863 Hi-Tech research and development program of China under contract No. 2008AA04A105, and Natural Science Foundation of Liaoning Province under contract No. 20091094
语种	英语
WOS记录号	WOS:000285594500001
公开日期	2012-05-29
内容类型	期刊论文
源URL	[http://ir.sia.cn/handle/173321/7057]
专题	沈阳自动化研究所_工业信息学研究室
推荐引用方式 GB/T 7714	Zou WP,Zhu YL,Chen HN,et al. A Clustering Approach Using Cooperative Artificial Bee Colony Algorithm[J]. DISCRETE DYNAMICS IN NATURE AND SOCIETY,2010:1-16.
APA	Zou WP,Zhu YL,Chen HN,&Sui X.(2010).A Clustering Approach Using Cooperative Artificial Bee Colony Algorithm.DISCRETE DYNAMICS IN NATURE AND SOCIETY,1-16.
MLA	Zou WP,et al."A Clustering Approach Using Cooperative Artificial Bee Colony Algorithm".DISCRETE DYNAMICS IN NATURE AND SOCIETY (2010):1-16.