Debelak Rudolf, Koller Ingrid
University of Zurich, Switzerland.
Alpen-Adria-Universität Klagenfurt, Austria.
Appl Psychol Meas. 2020 Mar;44(2):103-117. doi: 10.1177/0146621619835501. Epub 2019 Mar 31.
Local independence is a central assumption of commonly used item response theory models. Violations of this assumption are usually tested using test statistics based on item pairs. This study presents two quasi-exact tests based on the statistic for testing the hypothesis of local independence in the Rasch model. The proposed tests do not require the estimation of item parameters and can also be applied to small data sets. The authors evaluate the tests with three simulation studies. Their results indicate that the quasi-exact tests hold their alpha level under the Rasch model and have higher power against different forms of local dependence than several alternative parametric and nonparametric model tests for local independence.
局部独立性是常用项目反应理论模型的核心假设。通常使用基于项目对的检验统计量来检验这一假设是否被违背。本研究提出了两种基于统计量的准精确检验,用于检验拉施模型中的局部独立性假设。所提出的检验不需要估计项目参数,也可应用于小数据集。作者通过三项模拟研究对这些检验进行了评估。他们的结果表明,在拉施模型下,准精确检验保持其显著性水平,并且对于不同形式的局部依赖性,其检验功效高于几种用于局部独立性检验的参数和非参数模型检验。