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约束聚类算法研究
引用本文:郭建军,梁敬东,牛又奇. 约束聚类算法研究[J]. 南京师范大学学报, 2008, 8(4): 128-131
作者姓名:郭建军  梁敬东  牛又奇
作者单位:南京农业大学,信息科学技术学院,江苏,南京,210095;南京农业大学,信息科学技术学院,江苏,南京,210095;南京农业大学,信息科学技术学院,江苏,南京,210095
摘    要:
约束聚类是聚类研究中的热点之一.文章就此探讨了在聚类过程中引入领域知识进行“约束”的方法.介绍了约束聚类的定义,并按约束的应用将约束条件归并为全局约束、实例约束、其它约束等,然后概括了相应约束条件下的算法,最后介绍了约束对于聚类带来的益处和问题.

关 键 词:聚类  约束聚类  全局约束  实例约束

Research on Algorithms of the Constrained Clustering
Guo Jianjun,Liang Jingdong,Niu Youqi. Research on Algorithms of the Constrained Clustering[J]. Journal of Nanjing Nor Univ: Eng and Technol, 2008, 8(4): 128-131
Authors:Guo Jianjun  Liang Jingdong  Niu Youqi
Affiliation:Guo Jianjun,Liang Jingdong,Niu Youqi(College of Information Science , Technology,Nanjing Agricultural University,Nanjing 210095,China)
Abstract:
Constrained Clustering is one of the hotspots in clustering researches.The methods of importing background information to constrain clustering is discussed.The concept of constrained clustering,classify the constrained conditions into global constraints,instance constraints and others constraints according to the application of constraints are presented.Then the algorithms under different constrained conditions are summarized.Finally,the benefits and problems from constraints are discussed.
Keywords:clustering  constrained clustering  global constraints  instance constraints  
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