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Multiple comparisons with a control under heteroscedasticity
Authors:Hong Li  Wei Ning
Institution:1. Department of Mathematical Sciences , Cameron University , Lawton , OK , 73505 , USA;2. Department of Mathematics and Statistics , Bowling Green State University , Bowling Green, OH , 43403 , USA
Abstract:This article investigates three procedures on the multiple comparisons with a control in the presence of unequal error variances. The advantages of the proposed methods are illustrated through two examples. The performance of the proposed methods and other alternative methods is compared by simulation studies. The results show that the typical methods assuming equal variance will have inflated error rate and may lead to erroneous inference when the equal variance assumption fails. In addition, the simulation study shows that the proposed approaches always control the family-wise error rate at a specified nominal level α, while some established methods are liberal and have inflated error rate in some scenarios.
Keywords:multiple comparisons with a control  family-wise error rate  simultaneous confidence intervals  heteroscedasticity  Levene test
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