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基于云计算平台的动态增量密度算法研究

孟海东 任敬佩

计算机应用与软件2016,Vol.33Issue(6):16-19,4.
计算机应用与软件2016,Vol.33Issue(6):16-19,4.DOI:10.3969/j.issn.1000-386x.2016.06.004

基于云计算平台的动态增量密度算法研究

RESEARCH ON DYNAMIC AND INCREMENTAL DENSITY ALGORITHM BASED ON CLOUD COMPUTING PLATFORM

孟海东 1任敬佩1

作者信息

  • 1. 内蒙古科技大学信息工程学院 内蒙古 包头014010
  • 折叠

摘要

Abstract

For the problem of traditional density clustering algorithm that it is highly time complex and is not suitable for processing dynamic data when processing massive data,we proposed a density algorithm which uses reference points and MapReduce model for dynamic and incremental clustering.The creativity of it relies on that the algorithm realises a clustering algorithm capable of processing massive dynamic data,it guarantees the consistency of incremental clustering and re-clustering results,and has the characteristic of scalability as well. Experimental results demonstrated that the algorithm decreased the sensitivity of the parameter,improved the clustering efficiency and resource utilisation of density algorithm,and was suitable for big data analysis.

关键词

参考点/增量聚类/MapReduce/动态密度算法

Key words

Reference points/Incremental clustering/MapReduce/Dynamic density algorithm

分类

信息技术与安全科学

引用本文复制引用

孟海东,任敬佩..基于云计算平台的动态增量密度算法研究[J].计算机应用与软件,2016,33(6):16-19,4.

基金项目

内蒙古自然科学基金项目(2012MS0611)。孟海东,教授,主研领域数据挖掘技术,矿业系统工程 ()

计算机应用与软件

OACSTPCD

1000-386X

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