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A Power Formula for the Mantel–Haenszel Test for Differential ItemFunctioning

机译:Mantel–Haenszel差异项目检验的功率公式运作中

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摘要

The asymptotic power of the Mantel–Haenszel (MH) test for the differential item function (DIF) is derived. The formula describes the behavior of the power when the number of items is large, so that the measured latent trait can be considered as the matching variable in the MH test. As shown in the derived formula, the power is related to the sample size, effect size of DIF, the item response function (IRF), and the distribution of the latent trait in the reference and the focal groups. The formula provides an approximation of the power of the MH test in practice and thus provides a guideline for DIF detection in practice. It also suggests analytical explanations of the behavior of the MH test as observed in many previous simulation studies. Based on the formula, this study shows how to conduct the sample size calculation. The power of MH test under some practical models such as the two-parameter logistic (2PL) and three-parameter logistic (3PL) item response theory (IRT) models is discussed.
机译:推导了Mantel–Haenszel(MH)测试对差分项函数(DIF)的渐近功效。该公式描述了项数较大时的幂行为,因此在MH测试中,可以将测得的潜在特征视为匹配变量。如推导公式所示,功效与样本大小,DIF的效果大小,项目响应函数(IRF)以及参考和焦点组中潜在性状的分布有关。该公式在实践中提供了MH测试功效的近似值,因此为实践中的DIF检测提供了指南。它还提供了对MH测试行为的分析性解释,正如先前许多模拟研究中所观察到的那样。基于公式,本研究显示了如何进行样本量计算。讨论了在某些实际模型(例如两参数逻辑模型(2PL)和三参数逻辑模型(3PL)项目响应理论(IRT)模型)下进行MH测试的能力。

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