Article
Unequal group variances in microarray data analyses.
Bioinformatics (Oxford, England) - 1 May 2008
Demissie Meaza, Mascialino Barbara, Calza Stefano, Pawitan Yudi
Abstract excerpt
MOTIVATION: In searching for differentially expressed (DE) genes in microarray data, we often observe a fraction of the genes to have unequal variability between groups. This is not an issue in large samples, where a valid test exists that uses individual variances separately. The problem arises in the small-sample setting, where the approximately valid Welch test lacks sensitivity, while the more sensitive...
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