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MultiGroupSequential: Group-Sequential Procedures with Multiple Hypotheses

It is often challenging to strongly control the family-wise type-1 error rate in the group-sequential trials with multiple endpoints (hypotheses). The inflation of type-1 error rate comes from two sources (S1) repeated testing individual hypothesis and (S2) simultaneous testing multiple hypotheses. The 'MultiGroupSequential' package is intended to help researchers to tackle this challenge. The procedures provided include the sequential procedures described in Luo and Quan (2023) <doi:10.1080/19466315.2023.2191989> and the graphical procedure proposed by Maurer and Bretz (2013) <doi:10.1080/19466315.2013.807748>. Luo and Quan (2013) describes three procedures, and the functions to implement these procedures are (1) seqgspgx() implements a sequential graphical procedure based on the group-sequential p-values; (2) seqgsphh() implements a sequential Hochberg/Hommel procedure based on the group-sequential p-values; and (3) seqqvalhh() implements a sequential Hochberg/Hommel procedure based on the q-values. In addition, seqmbgx() implements the sequential graphical procedure described in Maurer and Bretz (2013).

Version: 1.1.0
Depends: R (≥ 4.0.0)
Imports: stats, OpenMx, hommel
Published: 2023-08-09
DOI: 10.32614/CRAN.package.MultiGroupSequential
Author: Xiaodong Luo [aut, cre], Hui Quan [ctb], Sanofi [cph]
Maintainer: Xiaodong Luo <Xiaodong.Luo at sanofi.com>
License: GPL-2 | GPL-3 [expanded from: GPL (≥ 2)]
NeedsCompilation: no
Materials: README NEWS
CRAN checks: MultiGroupSequential results

Documentation:

Reference manual: MultiGroupSequential.pdf

Downloads:

Package source: MultiGroupSequential_1.1.0.tar.gz
Windows binaries: r-devel: MultiGroupSequential_1.1.0.zip, r-release: MultiGroupSequential_1.1.0.zip, r-oldrel: MultiGroupSequential_1.1.0.zip
macOS binaries: r-release (arm64): MultiGroupSequential_1.1.0.tgz, r-oldrel (arm64): MultiGroupSequential_1.1.0.tgz, r-release (x86_64): MultiGroupSequential_1.1.0.tgz, r-oldrel (x86_64): MultiGroupSequential_1.1.0.tgz
Old sources: MultiGroupSequential archive

Linking:

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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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