Dehaene Heidelinde, De Neve Jan, Rosseel Yves
Department of Data Analysis, Ghent University, Ghent, Belgium.
Front Psychol. 2021 Nov 15;12:754898. doi: 10.3389/fpsyg.2021.754898. eCollection 2021.
We propose an extension of the Wilcoxon-Mann-Whitney test to compare two groups when the outcome variable is latent. We empirically demonstrate that the test can have superior power properties relative to tests based on Structural Equation Modeling for a variety of settings. In addition, several other advantages of the Wilcoxon-Mann-Whitney test are retained such as robustness to outliers and good small sample performance. We demonstrate the proposed methodology on a case study.
我们提出了Wilcoxon-Mann-Whitney检验的一种扩展方法,用于在结果变量为潜在变量时比较两组。我们通过实证证明,在各种情况下,该检验相对于基于结构方程模型的检验具有更优的功效特性。此外,Wilcoxon-Mann-Whitney检验还保留了其他几个优点,如对异常值的稳健性和良好的小样本性能。我们在一个案例研究中展示了所提出的方法。