• ISSN 0258-2724
  • CN 51-1277/U
  • EI Compendex
  • Scopus 收录
  • 全国中文核心期刊
  • 中国科技论文统计源期刊
  • 中国科学引文数据库来源期刊

基于自适应谐振理论的Web文档聚类集成方法

杨燕 靳蕃 KamelMohamed

杨燕, 靳蕃, KamelMohamed. 基于自适应谐振理论的Web文档聚类集成方法[J]. 西南交通大学学报, 2009, 22(1): 26-31.
引用本文: 杨燕, 靳蕃, KamelMohamed. 基于自适应谐振理论的Web文档聚类集成方法[J]. 西南交通大学学报, 2009, 22(1): 26-31.
YANG Yan, JIN Fan, KAMEL Mohamed. Web Document Ensemble Clustering Based on Adaptive Resonance Theory[J]. Journal of Southwest Jiaotong University, 2009, 22(1): 26-31.
Citation: YANG Yan, JIN Fan, KAMEL Mohamed. Web Document Ensemble Clustering Based on Adaptive Resonance Theory[J]. Journal of Southwest Jiaotong University, 2009, 22(1): 26-31.

基于自适应谐振理论的Web文档聚类集成方法

基金项目: 

四川省重大应用基础研究资助项目(04JY029-001-4)

详细信息
    作者简介:

    杨燕(1964- ),女,教授,博士,研究方向为数据挖掘、计算智能,电话:028-87634040,E-mail:yangyan@nec.swjtu.edu.cn

Web Document Ensemble Clustering Based on Adaptive Resonance Theory

  • 摘要: 提出了基于自适应谐振理论的Web文档聚类集成方法.该方法先用蚁群算法对Web文档进行聚类,再用ART神经网络对聚类结果集成.实验结果表明,集成后的聚类综合质量高于集成前的聚类综合质量.

     

  • 韩家炜,KAMBER M.数据挖掘:概念与技术[M].北京,机械工业出版社,2001.[2] 姜圆,张朝阳,仇佩亮,等.用于数据挖掘的聚类算法[J].电子与信息学报,2005,27(4):655-662.[3] TOPCHY A,JAIN A K,PUNCH W.Clustering ensembles:models of consensus and weak partitions[J].IEEE Trans.on Pattern Analysis and Machine Intelligence,2005,27(12):1866-1881.[4] YANG Yan,KAMEL M.Clustering ensemble using swarm intelligence[C]//Proc.of IEEE Swarm Intelligence Symposium.Piscataway:IEEE Service Center,2003:65-71.[5] AYAD H,KAMEL M.Topic discovery from text using aggregation of different clustering methods[C]//Prec.of 15th conference of the Canadian society for Computational Studies of Intelligence,LNAI 2338.Heidelberg:Springer-Verlag,2002:161-175.[6] YANG Shuang,BROWNE A,PICTON P D.Multistage neural network ensembles[C]//Proc.of 3rd Int.Workshop on Multiple Classifier Systems,LNCS 2364.Berlin/Heidelberg:Springer-Verlag,2002:91-97.[7] JIANG Yuan,ZHOU Zhihua.SOM ensemble-based image segmentation[J].Neural Processing Letters,2004,20:171-178.[8] CARPENTER G A,GROSSBEBG S.A massively parallel architecture for a self-organizing neural pattern recognition machine[J].Computer Vision,Graphics,and Image Processing,1987,37:54-115.[9] CARPENTER G A,GROSSBERG S.ART 2:Self-organization of stable category recognition codes for analog input patterns[J].Applied Optics,1987,26(23):4919-4930.[10] CARPENTER G A,GROSSBERG S,ROSEN D B.ART2-A:an adaptive resonance algorithm for rapid category learning and recognition[J].Neural Networks,1991,4:493-504.[11] CARPENTER G A,GROSSBERG S,ROSEN D B.Fuzzy ART:fast stable learning and categorization of analog patterns by an adaptive resonance system[J].Neural Networks,1991,4:759-771.[12] HEY,HUI S C,FONG A C M.Mining a web citation database for document clustering[J].Applied Artificial Intelligence,2002,16:283-302.[13] HUSSIN M F,KAMEL M.Document clustering using hierarchical SOMART neural network[C]///Proc.of IEEE International Joint Conference on Neural Network.Piscataway:IEEE Press,2003:2238-2241.[14] SALTON G,WONG A,YANG C.A vector space model for automatic indexing[J].Communications of the ACM,1975,18(11):613-620.[15] HE Ji,TAN A,TAN C.Modified ART 2A growing network capable of generating a fixed number of nodes[J].IEEE Trans.on Neural Networks,2004,15(3):728-737.[16] YANG Yan,KAMEL M,JIN Fan.ART-based clustering aggregation[C]//Proc.of IEEE International Conference on Granular Computing (GrC06).Atlanta:IEEE Press,2006:482-485.[17] HALKIDI M,BATISTAKIS Y,VAZIRGIANNIS M.On clustering validation techniques[J].Intelligent Information Systems,2001,17(2-3):107-145.
  • 加载中
计量
  • 文章访问数:  1579
  • HTML全文浏览量:  58
  • PDF下载量:  369
  • 被引次数: 0
出版历程
  • 收稿日期:  2007-08-13
  • 刊出日期:  2009-02-18

目录

    /

    返回文章
    返回