An exact permutation method for testing any effect in balanced and unbalanced fixed effect ANOVA

被引:34
|
作者
Kherad-Pajouh, Sara [1 ]
Renaud, Olivier [1 ]
机构
[1] Dept Psychol, Methodol & Data Anal Grp, CH-1205 Geneva, Switzerland
关键词
ANOVA; Experimental design; Non-parametric methods; Permutation test; RANDOMIZATION;
D O I
10.1016/j.csda.2010.02.015
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The ANOVA method and permutation tests, two heritages of Fisher, have been extensively studied. Several permutation strategies have been proposed by others to obtain a distribution-free test for factors in a fixed effect ANOVA (i.e., single error term ANOVA). The resulting tests are either approximate or exact. However, there exists no universal exact permutation test which can be applied to an arbitrary design to test a desired factor An exact permutation strategy applicable to fixed effect analysis of variance is presented. The proposed method can be used to test any factor, even in the presence of higher-order Interactions In addition, the method has the advantage of being applicable in unbalanced designs (all-cell-filled), which is a very common situation in practice, and it is the first method with this capability. Simulation studies show that the proposed method has an actual level which stays remarkably close to the nominal level, and its power is always competitive This is the case even with very small datasets, strongly unbalanced designs and non-Gaussian errors No other competitor show such an enviable behavior (C) 2010 Elsevier B V All rights reserved.
引用
收藏
页码:1881 / 1893
页数:13
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