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A comprehensive error rate for multiple testing

Authors :
Meskaldji, Djalel Eddine
Van De Ville, Dimitri
Thiran, Jean-Philippe
Morgenthaler, Stephan
Publisher :
SPRINGER

Abstract

Over the last two decades, a large variety of type I error rates and control procedures have been proposed in the field of multiple hypotheses testing. This paper proposes a framework that includes many existing proposals by investigating procedures in which the orderedp-values are compared to an arbitrary positive and non-decreasing threshold sequence. For this case, we derive the error rate being controlled under different assumptions on thep-values. Our focus will be on step-up procedures. The new formulation gives insight into the relations between existing error rates and opens new perspectives for the whole field of multiple testing.

Details

Database :
OpenAIRE
Accession number :
edsair.doi.dedup.....53af619e5a81ecfb8ef29b3f4d3718c1