SIA OpenIR  > 信息服务与智能控制技术研究室
An enhanced Kernel Fuzzy C-Means Algorithm based on bio-inspired computing methods
Liu Y(刘洋); Hu KY(胡琨元); Zhu YL(朱云龙); Chen HN(陈瀚宁)
Department信息服务与智能控制技术研究室
Conference NameInternational Conference on Electronics, Information Technology and Intellectualization, EITI 2014
Conference DateAugust 16-17, 2014
Conference PlaceShenzhen, China
Source PublicationElectronics, Information Technology and Intellectualization - International Conference on Electronics, Information Technology and Intellectualization, EITI 2014
PublisherTaylor & Francis Group
Publication PlaceLondon
2014
Pages115-118
Indexed ByEI
EI Accession number20153501217505
Contribution Rank1
ISBN978-1-138-02741-1
KeywordData Clustering Bio-inspired Computing Optimization Algorithm Kernel Fuzzy C-means Algorithm Artificial Bee Colony
AbstractIn data analysis and data mining technique fields, one of the most widely used methods is clustering. Recently, one of the bio-inspired computing optimization algorithms called the Artificial Bee Colony (ABC) algorithm has been introduced, which has many characteristics, such as simple, robust, stochastic global optimization. In this paper, an enhancedKernel Fuzzy C-MeansAlgorithm (KFCM) based on theABC algorithm for data clustering is proposed. Compared with other popular bio-inspired computing optimization algorithms in data clustering, the results proved that the number of iterations is fewer, the convergence speed is faster and there is also a large improvement in the quality of clustering.
Language英语
Document Type会议论文
Identifierhttp://ir.sia.cn/handle/173321/20081
Collection信息服务与智能控制技术研究室
AffiliationShenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China
Recommended Citation
GB/T 7714
Liu Y,Hu KY,Zhu YL,et al. An enhanced Kernel Fuzzy C-Means Algorithm based on bio-inspired computing methods[C]. London:Taylor & Francis Group,2014:115-118.
Files in This Item: Download All
File Name/Size DocType Version Access License
An enhanced Kernel F(2371KB)会议论文 开放获取CC BY-NC-SAView Download
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Liu Y(刘洋)]'s Articles
[Hu KY(胡琨元)]'s Articles
[Zhu YL(朱云龙)]'s Articles
Baidu academic
Similar articles in Baidu academic
[Liu Y(刘洋)]'s Articles
[Hu KY(胡琨元)]'s Articles
[Zhu YL(朱云龙)]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Liu Y(刘洋)]'s Articles
[Hu KY(胡琨元)]'s Articles
[Zhu YL(朱云龙)]'s Articles
Terms of Use
No data!
Social Bookmark/Share
File name: An enhanced Kernel Fuzzy C-Means Algorithm based on bio-inspired computing methods.pdf
Format: Adobe PDF
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.