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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)
Department工业信息学研究室
Source PublicationDISCRETE DYNAMICS IN NATURE AND SOCIETY
ISSN1026-0226
2010
Pages1-16
Indexed BySCI
WOS IDWOS:000285594500001
Contribution Rank1
Funding OrganizationThis 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
KeywordParticle Swarm Optimization Abc Algorithm
AbstractArtificial 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.
Language英语
WOS HeadingsScience & Technology ; Physical Sciences
WOS SubjectMathematics, Interdisciplinary Applications ; Multidisciplinary Sciences
WOS KeywordPARTICLE SWARM OPTIMIZATION ; ABC ALGORITHM
WOS Research AreaMathematics ; Science & Technology - Other Topics
Citation statistics
Cited Times:40[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.sia.cn/handle/173321/7057
Collection工业信息学研究室
Affiliation1.Key Laboratory of Industrial Informatics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China
2.Graduate School of the Chinese Academy of Sciences, Beijing 100039, China
Recommended Citation
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.
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