Institute of Computing Technology, Chinese Academy IR
Swarm intelligence clustering algorithm based on attractor | |
Li, QY; Shi, ZP; Shi, J; Shi, ZZ | |
2005 | |
发表期刊 | ADVANCES IN NATURAL COMPUTATION, PT 3, PROCEEDINGS |
ISSN | 0302-9743 |
卷号 | 3612页码:496-504 |
摘要 | Ant colonies behavior and their self-organizing capabilities have been popularly studied, and various swarm intelligence models and clustering algorithms also have been proposed, Unfortunately, the cluster number is often too high and convergence is also slow. We put forward a novel structure-attractor, which actively attracts and guides the ant's behavior, and implement an efficient strategy to adaptively control the clustering behavior. Our experiments show that swarm intelligence clustering algorithm based on attractor (SICABA for short) greatly improves the convergence speed and clustering quality compared with LF and also has many notable virtues such as flexibility, decentralization compared with conventional algorithms. |
收录类别 | SCI |
语种 | 英语 |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods |
WOS记录号 | WOS:000232246700061 |
出版者 | SPRINGER-VERLAG BERLIN |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.204/handle/2XEOYT63/10151 |
专题 | 中国科学院计算技术研究所期刊论文_英文 |
通讯作者 | Li, QY |
作者单位 | 1.Chinese Acad Sci, Key Lab Intelligent Informat Proc, Inst Comp Technol, Beijing 100080, Peoples R China 2.Chinese Acad Sci, Grad Sch, Beijing 100039, Peoples R China |
推荐引用方式 GB/T 7714 | Li, QY,Shi, ZP,Shi, J,et al. Swarm intelligence clustering algorithm based on attractor[J]. ADVANCES IN NATURAL COMPUTATION, PT 3, PROCEEDINGS,2005,3612:496-504. |
APA | Li, QY,Shi, ZP,Shi, J,&Shi, ZZ.(2005).Swarm intelligence clustering algorithm based on attractor.ADVANCES IN NATURAL COMPUTATION, PT 3, PROCEEDINGS,3612,496-504. |
MLA | Li, QY,et al."Swarm intelligence clustering algorithm based on attractor".ADVANCES IN NATURAL COMPUTATION, PT 3, PROCEEDINGS 3612(2005):496-504. |
条目包含的文件 | 条目无相关文件。 |
个性服务 |
推荐该条目 |
保存到收藏夹 |
查看访问统计 |
导出为Endnote文件 |
谷歌学术 |
谷歌学术中相似的文章 |
[Li, QY]的文章 |
[Shi, ZP]的文章 |
[Shi, J]的文章 |
百度学术 |
百度学术中相似的文章 |
[Li, QY]的文章 |
[Shi, ZP]的文章 |
[Shi, J]的文章 |
必应学术 |
必应学术中相似的文章 |
[Li, QY]的文章 |
[Shi, ZP]的文章 |
[Shi, J]的文章 |
相关权益政策 |
暂无数据 |
收藏/分享 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论