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《关于聚类分析的文献》

The Literature On Cluster Analysis.

出版信息

Multivariate Behav Res. 1978 Jul 1;13(3):271-95. doi: 10.1207/s15327906mbr1303_2.

Abstract

There has been an explosion of interest in cluster analysis since 1960. The "explosion" of this literature is documented through: (a) a rapid growth in the number of articles which have been published using this technique; (b) the wide range of sciences interested in clustering; (c) the large and growing number of software programs for performing cluster analysis; (d) the formation of cliques of cluster analysis users; and (e) the resulting fragmentation of terminology into jargon which restricts interdisciplinary communication. In response to the effects of this explosion, it is expected that the future literature on clustering will contain a number of attempts at consolidation. Nevertheless, the facts that cluster analysis has no scientific home, that clustering methods are not based upon a well-enunciated statistical theory and that cluster analysis is tied to the complex topic of classification means that the consolidation of this literature will be difficult.

摘要

自 1960 年以来,人们对聚类分析的兴趣呈爆炸式增长。通过以下方式记录了这一文献的“爆炸”:(a) 使用该技术发表的文章数量迅速增加;(b) 对聚类感兴趣的科学领域广泛;(c) 用于执行聚类分析的软件程序数量众多且不断增加;(d) 聚类分析用户群体的形成;以及 (e) 术语的碎片化,形成了行话,限制了跨学科交流。针对这种爆炸的影响,可以预计未来关于聚类的文献将包含许多整合的尝试。然而,聚类分析没有科学依据,聚类方法不是基于明确阐述的统计理论,并且聚类分析与分类这一复杂主题有关,这意味着要整合这一文献将是困难的。

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