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基于数据流的聚类分析算法研究 被引量:1

Research on Algorithms for Clustering Data Stream
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摘要 文章研究和分析了数据流上几种典型的聚类分析算法,分析了这几种算法的优点和不足。研究了现在数据流聚类分析的现状,指出未来发展方向。 Some popular clustering algorithms for a data stream is studied and analyzed here, and this paper expanded the good sides and shortage. It studied the current situation on clustering Data Stream, point out the tendency in the future.
出处 《信息技术与信息化》 2007年第6期27-29,共3页 Information Technology and Informatization
关键词 数据流 聚类 算法 Data stream Clustering Algorithm
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参考文献8

  • 1Barbará D.Requirements for clustering data streams.ACM SIGKDD Explorations Newsletter,2003,3(2):23-27.
  • 2Aggarwal C,Han J,Wang J,Yu PS.A framework for clustering evolving data streams.In:VLDB 2003.2003.81-92.
  • 3Guha S,Mishra N,Motwani R,O'Callaghan L.Clustering data streams.In:FOCS 2000.2000.359-366.
  • 4O'Callaghan L,Mishra N,Meyerson A,Guha S.Streaming-Data algorithms for high-quality clustering.In:ICDE Conf.2002.685?704.
  • 5Zhang T,Ramakrishnan R,Livny M.BIRCH:An efficient data clustering method for very large databases.In:SIGMOD'96.1996.103-114.
  • 6Aggarwal C,Han J,Wang J,et al.A Framework for Projected Clustering of High Dimensional Data St reams.In:Proceedings oft he 30t h International Conference on Very Large Data Bases.SanFrancisco:Morgan Kaufmann Publishers Inc,2004.852~863.
  • 7朱蔚恒,印鉴,谢益煌.基于数据流的任意形状聚类算法[J].软件学报,2006,17(3):379-387. 被引量:51
  • 8周晓云,张净,孙志挥.高维Turnstile型数据流聚类算法[J].计算机科学,2006,33(11):14-17. 被引量:6

二级参考文献26

  • 1金澈清,钱卫宁,周傲英.流数据分析与管理综述[J].软件学报,2004,15(8):1172-1181. 被引量:161
  • 2Golab L,Ozsu MT.Issues in data stream management.SIGMOD Record,2003,32(2):5-14.
  • 3Babcock B,Babu S,Datar M,Motwani R,Widom J.Models and issues in data stream systems.In:Proc.of the 21st ACM SIGMOD-SIGACT-SIGART Symp.on Principles of Database Systems.2002.1-16.
  • 4Barbará D.Requirements for clustering data streams.ACM SIGKDD Explorations Newsletter,2003,3(2):23-27.
  • 5Aggarwal C,Han J,Wang J,Yu PS.A framework for clustering evolving data streams.In:VLDB 2003.2003.81-92.
  • 6Guha S,Mishra N,Motwani R,O'Callaghan L.Clustering data streams.In:FOCS 2000.2000.359-366.
  • 7O'Callaghan L,Mishra N,Meyerson A,Guha S.Streaming-Data algorithms for high-quality clustering.In:ICDE Conf.2002.685-704.
  • 8Zhang T,Ramakrishnan R,Livny M.BIRCH:An efficient data clustering method for very large databases.In:SIGMOD'96.1996.103-114.
  • 9Hah J,Kamber M.Data Mining-Concepts and Techniques.Beijing:Higher Education Press,Morgan Kaufmann Publishers,2001.
  • 10Manku GS,Motwani R.Approximate frequency counts over data streams.In:VLDB 2002.2002.346-357.

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