Henry David B, Tolan Patrick H, Gorman-Smith Deborah
Institute for Juvenile Research, Department of Psychiatry, University of Illinois at Chicago, Chicago, IL 60612, USA.
J Fam Psychol. 2005 Mar;19(1):121-32. doi: 10.1037/0893-3200.19.1.121.
This article discusses the use of cluster analysis in family psychology research. It provides an overview of potential clustering methods, the steps involved in cluster analysis, hierarchical and nonhierarchical clustering methods, and validation and interpretation of cluster solutions. The article also reviews 5 uses of clustering in family psychology research: (a) deriving family types, (b) studying families over time, (c) as an interface between qualitative and quantitative methods, (d) as an alternative to multivariate interactions in linear models, and (e) as a data reduction technique for small samples. The article concludes with some cautions for using clustering in family psychology research.
本文讨论了聚类分析在家庭心理学研究中的应用。它概述了潜在的聚类方法、聚类分析所涉及的步骤、层次聚类和非层次聚类方法,以及聚类结果的验证和解释。本文还回顾了聚类在家庭心理学研究中的五种应用:(a)推导家庭类型,(b)长期研究家庭,(c)作为定性和定量方法之间的接口,(d)作为线性模型中多元交互作用的替代方法,以及(e)作为小样本的数据简化技术。本文最后对在家庭心理学研究中使用聚类分析提出了一些注意事项。