
CRAN . RSTUDIO . COM {
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Title:
CRAN: Package harmonicmeanp
Description:
The harmonic mean p-value (HMP) test combines p-values and corrects for multiple testing while controlling the strong-sense family-wise error rate. It is more powerful than common alternatives including Bonferroni and Simes procedures when combining large proportions of all the p-values, at the cost of slightly lower power when combining small proportions of all the p-values. It is more stringent than controlling the false discovery rate, and possesses theoretical robustness to positive correlations between tests and unequal weights. It is a multi-level test in the sense that a superset of one or more significant tests is certain to be significant and conversely when the superset is non-significant, the constituent tests are certain to be non-significant. It is based on MAMML (model averaging by mean maximum likelihood), a frequentist analogue to Bayesian model averaging, and is theoretically grounded in generalized central limit theorem. For detailed examples type vignette("harmonicmeanp") after installation. Version 3.0 addresses errors in versions 1.0 and 2.0 that led function p.hmp to control the familywise error rate only in the weak sense, rather than the strong sense as intended.
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Keywords {🔍}
harmonicmeanp, pvalues, harmonicmeanptgz, model, averaging, rate, tests, sense, harmonicmeanpzip, rrelease, roldrel, reverse, harmonic, maximum, likelihood, test, controlling, familywise, error, combining, proportions, superset, significant, nonsignificant, version, suggests, daniel, wilson, citation, binaries, arm, pvalue, hmp, combines, corrects, multiple, testing, strongsense, powerful, common, alternatives, including, bonferroni, simes, procedures, large, cost, slightly, lower, power,
Topics {✒️}
test combines p-values familywise error rate false discovery rate multi-level test combining large proportions slightly lower power combining small proportions possesses theoretical robustness gz windows binaries canonical form https plstests reverse suggests harmonicmeanp results documentation bayesian model averaging metaanalysis cran checks zip macos binaries harmonicmeanp citation info org/package=harmonicmeanp strong sense reverse imports weak sense p-values model averaging fmstable suggests wilson maintainer harmonicmeanp author maximum likelihood multiple testing simes procedures positive correlations unequal weights frequentist analogue theoretically grounded 0 addresses errors led function rmarkdown published gpl-3 needscompilation reference manual pdf vignettes r-devel r-release r-oldrel familiar linking r-project package source constituent tests significant tests sense harmonicmeanp p daniel
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