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聚类数的自动确定
引用本文:程慈,柴瑞敏. 聚类数的自动确定[J]. 科技信息, 2008, 0(14): 143-143
作者姓名:程慈  柴瑞敏
作者单位:辽宁工程技术大学电子与信息工程学院 辽宁葫芦岛125105
摘    要:对聚类分析中聚类数的确定问题进行了研究。在SOFM神经网络的基础上,从聚类准则出发,通过试验对聚类准则的曲线特征进行了详细的分析和论证,设计出一种结构自适应的聚类神经网络,该网络能自动确定最佳的聚类数,并提出了一种减少计算量的改进算法。

关 键 词:神经网络  聚类分析  聚类准则  聚类神经网络

Automatic Determination of Number of Clusters
CHENGCI CHAI RUIMIN. Automatic Determination of Number of Clusters[J]. Science, 2008, 0(14): 143-143
Authors:CHENGCI CHAI RUIMIN
Affiliation:(Department Of computer Science And Engineering, Liaoning Technical University, Hniudao, Liaoning, 125105)
Abstract:Ascertain a problem to gathering the kind number's in clustering analysis having been in progress studying. On SOFM neural networks basis, the criterion sets off from clustering , analyse and expound and prove detailedly by testing that the characteristic has been in progress to clustering criterion curve, design out one kind of certainly fit in with clustering of structure neural networks , be a network's turn to be able to have ascertained the optimum clustering number voluntarily, and have suggested that one kind cuts down the algorithm calculating the amounts improvement.
Keywords:Neural network  Clustering analysis  Clustering criterion  Clustering neural networks
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