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因子分析与多维项目反应模型的实证比较

Empirical Comparison Between Factor Analysis and Multidimensional Item Response Models.

作者信息

Knol D L, Berger M P

出版信息

Multivariate Behav Res. 1991 Jul 1;26(3):457-77. doi: 10.1207/s15327906mbr2603_5.

Abstract

Many factor analysis and multidimensional item response models for dichotomous variables have been proposed in literature. The models and various methods for estimating the item parameters are reviewed briefly. In a simulation study these methods are compared with respect to their estimates of the item parameters both in terms of an item response theory formulation and in terms of a factor analysis formulation. It is concluded that for multidimensional data a common factor analysis on the matrix of tetrachoric correlations performs at least as well as the theoretically appropriate multidimensional item response models.

摘要

文献中已经提出了许多针对二分变量的因素分析和多维项目反应模型。简要回顾了这些模型以及估计项目参数的各种方法。在一项模拟研究中,从项目反应理论公式和因素分析公式两个方面,对这些方法在项目参数估计方面进行了比较。得出的结论是,对于多维数据,基于四分相关矩阵的普通因素分析至少与理论上合适的多维项目反应模型表现相当。

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