Traditional and Rank-Based Tests for Ordered Alternatives in a Cluster Correlated Model

被引:0
|
作者
Yuanyuan Shao
Joseph W. McKean
Bradley E. Huitema
机构
[1] General Motors,Quality & Opex
[2] Western Michigan University,Department of Statistics
[3] Western Michigan University,Department of Psychology
来源
Psychometrika | 2020年 / 85卷
关键词
asymptotic theory; efficiency; nonparametrics; randomized block designs; rank-based fits; REML fits; repeated-measures designs; robust analysis of covariance; Wilcoxon procedures;
D O I
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中图分类号
学科分类号
摘要
Methods for the analysis of one-factor randomized groups designs with ordered treatments are well established, but they do not apply in the case of more complex experiments. This article describes ordered treatment methods based on maximum-likelihood and robust estimation that apply to designs with clustered data, including those with a vector of covariates. The contrast coefficients proposed for the ordered treatment estimates yield higher power than those advocated by Abelson and Tukey; the proposed robust estimation method is shown (using theory and simulation) to yield both high power and robustness to outliers. Extensions for nonmonotonic alternatives are easily obtained.
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页码:531 / 554
页数:23
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