General multistage gatekeeping procedures

Alex Dmitrienko*, Ajit C. Tamhane, Brian L. Wiens

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

94 Scopus citations

Abstract

A general multistage (stepwise) procedure is proposed for dealing with arbitrary gatekeeping problems including parallel and serial gatekeeping. The procedure is very simple to implement since it does not require the application of the closed testing principle and the consequent need to test all nonempty intersections of hypotheses. It is based on the idea of carrying forward the Type I error rate for any rejected hypotheses to test hypotheses in the next ordered family. This requires the use of a so-called separable multiple test procedure (MTP) in the earlier family. The Bonferroni MTP is separable, but other standard MTPs such as Holm, Hochberg, Fallback and Dunnett are not. Their truncated versions are proposed which are separable and more powerful than the Bonferroni MTP. The proposed procedure is illustrated by a clinical trial example.

Original languageEnglish (US)
Pages (from-to)667-677
Number of pages11
JournalBiometrical Journal
Volume50
Issue number5
DOIs
StatePublished - Oct 2008

Keywords

  • Bonferroni test
  • Closed procedure
  • Fallback test
  • Hochberg test
  • Holm test
  • Multiple comparisons
  • Stepwise procedure
  • Truncated tests

ASJC Scopus subject areas

  • Statistics and Probability
  • Statistics, Probability and Uncertainty

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