| 一种多约束的密度聚类算法的研究 |
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| 引用本文： | 江敏,皮德常,孙兰.一种多约束的密度聚类算法的研究[J].计算机科学,2011(Z1). |
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| 作者姓名： | 江敏 皮德常 孙兰 |
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| 作者单位： | 南京航空航天大学计算机科学与技术学院;南京航空航天大学理学院; |
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| 摘 要： | 针对传统的密度聚类算法不能处理带有多约束条件的问题,在现有的密度聚类算法的基础上,提出了一个带有多约束条件限制的密度聚类算法。该算法将多约束条件引入到密度聚类分析中,并分析了多约束条件对聚类结果的影响。实验表明该算法在多约束条件下,可有效完成对数据点的聚类并且效果较好,为现实情况中处理多约束聚类提供了良好的理论支持。
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| 关 键 词： | 多约束条件 密度 聚类 |
Research on Density Clustering Algorithm with a Multiple Constraints |
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| JIANG Min PI De-chang SUN Lan.Research on Density Clustering Algorithm with a Multiple Constraints[J].Computer Science,2011(Z1). |
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| Authors: | JIANG Min PI De-chang SUN Lan |
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| Affiliation: | JIANG Min1 PI De-chang1 SUN Lan2(College of Computer Science and Technology,Nanjing University of Aeronautics &Astronautics,Nanjing 210016,China)1(Department of Mathematics,Nanjing University of Aeronautics and Astronautics,China)2 |
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| Abstract: | Traditional clustering algorithms based on density can not overcome the shortage with a variety of constraints in the existing clustering algorithm based on the density proposed.This paper proposed a clustering algorithm based on density with a variety of constraints.The algorithm introduces a variety of constraints into clustering algorithm to analyze the clustering results affected by a variety of constraints.Experimental results show that the algorithm in a multi-constrained condition can complete a clus... |
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| Keywords: | Multiple constraints limit Density Clustering |
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