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Two-Step Hypothesis Testing When the Number of Variables Exceeds the Sample Size

Medical images and genetic assays typically generate data with more variables than subjects. Scientists may use a two-step approach for testing hypotheses about Gaussian mean vectors. In the first step, principal components analysis (PCA) selects a set of sample components fewer in number than the s...

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Bibliografiske detaljer
Main Authors: CHI, YUEH-YUN, MULLER, KEITH E.
Format: Artigo
Sprog:Inglês
Udgivet: 2012
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC4028141/
https://ncbi.nlm.nih.gov/pubmed/24855328
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1080/03610918.2012.659819
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