期刊文献+

一种基于GRASP的文档聚类算法

A GRASP-based clustering algorithm applied to document clustering
在线阅读 下载PDF
导出
摘要 提出一种基于贪心随机自适应搜索过程的聚类算法.该算法先根据密度概念构造一个约束候选列表,然后从列表中随机选取k个对象作为K均值算法的k个起始中心点.试验结果表明该算法的聚类结果比k均值算法有显著改进. This paper presents a new clustering algorithm based on a Greedy Randomized Adaptive Search Procedure(GRASP).It firstly constructs a restrict list of candidates(RLC) according to density by greedy process.Then randomly chooses k objects from RLC as initial k center points to K-means.The proposed algorithm presented the best clustering results confirmed statistically comparing with K-means.
作者 吴景岚
出处 《闽江学院学报》 2009年第5期62-65,共4页 Journal of Minjiang University
基金 福建省科技厅高校专项项目(2006J0411) 闽江学院科技启动项目(YKQ06005)
关键词 贪心随机自适应搜索过程 K均值 文档聚类 算法 GRASP K-means document clustering algorithm
  • 相关文献

参考文献3

二级参考文献19

  • 1王永成.中文信息处理技术及其基础[M].上海:上海交通大学出版社,1990..
  • 2Milligan G W.An examination of the effect of six types of error perturbation on fifteen clustering algorithms.Psychometrika,1980,45(3):325~342
  • 3Ward J H.Hierarchical grouping to optimize an objective function.Journal of American Statistical Association,1963,58:236~244
  • 4Higgs R E,Bemis K G,Watson I A,Wikel J H.Experimental designs for selecting molecules from large chemical databases.Journal of Chemical Information and Computer Sciences,1997,37(5):861~870
  • 5Snarey M,Terrett N K,Willet P,Wilton D J.Comparison of algorithms for dissimilarity-based compound selection.Journal of Molecular Graphics & Modelling,1997,15(6):372~385
  • 6Kaufman L,Rousseeuw P J.Finding Groups in Data.An Introduction to Cluster Analysis.Canada:John Wiley & Sons,Inc.,1990
  • 7Ng A Y,Jordan M I,Weiss Y.On spectral clustering:analysis and an algorithm In:Proceedings of Neural Information Processing Systems Conference.2001
  • 8Golub Gene H,Van Loan Charles F.Matrix Computations,3rd edition.London:The Johns Hopkins University Press,1996,405~414
  • 9Rao C R,Rao M B.Matrix Algebra and Its Applications to Statistics.World Scientific,1998.471
  • 10Bapat R B,Rachava T E S.Nonnegative Matirces and Applications.Cambridge University Press,1997.163~164

共引文献80

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部