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找出因素:因素分析的使用与误用

Figuring out factors: the use and misuse of factor analysis.

作者信息

Streiner D L

机构信息

Department of Psychiatry, McMaster University, Hamilton, Ontario.

出版信息

Can J Psychiatry. 1994 Apr;39(3):135-40. doi: 10.1177/070674379403900303.

Abstract

Factor analysis is a technique which is designed to reveal whether or not the pattern of responses on a number of tests can be explained by a smaller number of underlying traits or factors. Similarly, it can be used to indicate whether or not the various items on a questionnaire can be grouped into a few clusters with each cluster reflecting a different construct. As with all multivariate statistical tests, it is quite powerful and can provide much information about the instruments being used. Similarly, there are many ways it can be abused and misinterpreted. This paper will explain the basics of factor analysis and provide some guidelines relating to how the results should be reported.

摘要

因子分析是一种旨在揭示多项测试中的反应模式是否可以由较少数量的潜在特质或因素来解释的技术。同样,它可用于表明问卷上的各个项目是否可以被归为几个类别,每个类别反映一个不同的结构。与所有多元统计测试一样,它非常强大,可以提供有关所使用工具的大量信息。同样,它也有很多可能被滥用和误解的方式。本文将解释因子分析的基础知识,并提供一些有关结果应如何报告的指导方针。

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