OALib Journal期刊
ISSN: 2333-9721
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一种基于相似维的高维子空间聚类算法
, PP. 119-122
Keywords: 子空间聚类,相似维,gini值
Abstract:
提出了一种基于相似维的子空间聚类算法sdsca(similardimensionbasedsubspaceclusteringalgo-rithm).算法首先通过gini值来删除原高维数据空间中的冗余属性,然后运用相似维概念来寻找彼此相似的属性,最后在这些相似维所形成的子空间上运用传统聚类算法来进行聚类.实验结果表明算法是正确的,并且能够有效地避免冗余属性的干扰.
References
[1] | michelinejh.数据挖掘:概念与技术[m].北京:机械工业出版社,2001.
|
[2] | agrawalr,gehrkej,gunopulosd.automaticsubspaceclusteringofhighdimensionaldatafordataminingapplications[c]//proceedingsofthe1998acm-sigmodinternationalconferenceonmanagementofdataseattle.washington:acmpress,1998,6:94-105.
|
[3] | procopiuccm,jonesm,agarwalpk,eta.lamontecarloalgorithmforfastprojectiveclustering[c]//proceedingsofthe2002acmsigmodinternationalconferenceonmanagementofdata.madison:acmpress,2002:418-427.
|
[4] | aggarwalcc,procopiucc,wolfjl,eta.lfastalgorithmsforprojectedclustering[c]//proceedingofthe1999acmsigmodinternationalconferenceonmanagementofdata.newyork:acmpress,1999:61-72.
|
[5] | aggarwalcc,yups.findinggeneralizedprojectedclustersinhighdimensionalspaces[c]//proceedingsofthe2000acmsigmodinternationalconferenceonmanagementofdata.dallas:acmpress,2000:70-81.
|
[6] | yangyiling,guanxudong,youjinyuan.clope:afastandeffectiveclusteringalgorithmfortransactionaldata[c]//proceedingsofthe8thacmsigkddinternationalconferenceonknowledgediscoveryanddatamining.alberta:acmpress,2002:682-687.
|
[7] | chench,fuawc,zhangy.entropy-basedsubspaceclusteringforminingnumericaldata[c]//proceedingsofthe5thacmsigkddinternationalconferenceonknowledgediscoveryanddatamining.sandiego:acmpress,1999:84-93.
|
[8] | 单世民,王新艳,张宪超.高维分类属性的子空间聚类算法[j].小型微型计算机系统,2009(10):2016-2021.
|
[9] | 刘铭,王晓龙,刘远超.一种大规模高维数据快速聚类算法[j].自动化学报,2009,35(7):859-866.
|
[10] | esterm,kriegelhp,sanderj,eta.ladensity-basedalgorithmfordiscoveringclustersinlargespatialdatabasewithnoise[c]//kdd??96:proceedingsofthe2ndinternationalconferenceonknowledgediscoveringanddatamining.piscataway:ieeepress,1996:226-231.
|
[11] | 陈建斌.高维聚类知识发现关键技术研究和应用[m].北京:电子工业出版社,2008.
|
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