A comparison of tests for restricted orderings in the three-class case

被引:17
作者
Alonzo, Todd A. [1 ]
Nakas, Christos T. [2 ]
Yiannoutsos, Constantin T. [3 ]
Bucher, Sherri [4 ,5 ]
机构
[1] Univ So Calif, Div Biostat, Keck Sch Med, Arcadia, CA 91006 USA
[2] Univ Thessaly, Lab Biometry, Sch Agr Sci, Magnisia, Greece
[3] Indiana Univ, Sch Med, Div Biostat, Indianapolis, IN USA
[4] Indiana Univ, Sch Med, Dept Pediat, Neonatal & Perinatal Med Sect, Indianapolis, IN 46202 USA
[5] Indiana Univ, Sch Med, IU Kenya Program, Indianapolis, IN USA
关键词
ANOVA; non-parametric tests; ordered alternatives; umbrella alternatives; umbrella ROC volume; volume under the ROC surface; area under ROC curve; Wilcoxon-Mann-Whitney test; Kruskal-Walis test; TUMBLE PLAY-BEHAVIOR; JUVENILE RATS; ROC ANALYSIS; K-SAMPLE; ROUGH; MICE; HALOPERIDOL; HYPERLOCOMOTION; SPECTROSCOPY; AMPHETAMINE;
D O I
10.1002/sim.3536
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
A variety of methods for comparing three distributions have been proposed in the literature. These methods assess the same null hypothesis of equal distributions but differ in the alternative hypothesis they consider. The alternative hypothesis can be that measurements from the three classes are distributed according to unequal distributions or that measurements between the three classes follow a specific monotone ordering, an inverse-U-shaped (umbrella) ordering, or a U-shaped (tree) ordering. This paper compares these tests with respect to power and test size under different simulation scenarios. In addition, the methods are illustrated in two applications generated by different research questions with data from three classes Suggesting monotone and umbrella orders. Additionally, proposals for the appropriate application of these tests are provided. Copyright (C) 2009 John Wiley & Sons, Ltd.
引用
收藏
页码:1144 / 1158
页数:15
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