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A new approach for data clustering using hybrid artificial bee colony algorithm
Yan XH(晏晓辉); Zhu YL(朱云龙); Zou WP(邹文平); Wang L(王亮)
作者部门信息服务与智能控制技术研究室
关键词Artificial Intelligence Cluster Analysis Clustering Algorithms
发表期刊Neurocomputing
ISSN0925-2312
2012
卷号97期号:0页码:241-250
收录类别SCI ; EI
EI收录号20123515378821
WOS记录号WOS:000309318200026
产权排序1
摘要Data clustering is a popular data analysis technique needed in many fields. Recent years, some swarm intelligence-based approaches for clustering were proposed and achieved encouraging results. This paper presents a Hybrid Artificial Bee Colony (HABC) algorithm for data clustering. The incentive mechanism of HABC is enhancing the information exchange (social learning) between bees by introducing the crossover operator of Genetic Algorithm (GA) to ABC. With a test on ten benchmark functions, the proposed HABC algorithm is proved to have significant improvement over canonical ABC and several other comparison algorithms. The HABC algorithm is then employed for data clustering. Six real datasets selected from the UCI machine learning repository are used. The results show that the HABC algorithm achieved better results than other algorithms and is a competitive approach for data clustering.
语种英语
WOS标题词Science & Technology ; Technology
WOS类目Computer Science, Artificial Intelligence
关键词[WOS]PARTICLE SWARM OPTIMIZATION ; GENETIC ALGORITHM ; PERFORMANCE ; SYSTEM
WOS研究方向Computer Science
引用统计
被引频次:65[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.sia.cn/handle/173321/9969
专题信息服务与智能控制技术研究室
通讯作者Yan XH(晏晓辉)
作者单位1.Key Laboratory of Industrial Informatics, Shenyang Institute of Automation, Chinese Academy of Sciences, 110016 Shenyang, China
2.Graduate School of the Chinese Academy of Sciences, 100039 Beijing, China
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GB/T 7714
Yan XH,Zhu YL,Zou WP,et al. A new approach for data clustering using hybrid artificial bee colony algorithm[J]. Neurocomputing,2012,97(0):241-250.
APA Yan XH,Zhu YL,Zou WP,&Wang L.(2012).A new approach for data clustering using hybrid artificial bee colony algorithm.Neurocomputing,97(0),241-250.
MLA Yan XH,et al."A new approach for data clustering using hybrid artificial bee colony algorithm".Neurocomputing 97.0(2012):241-250.
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