CRAN/E | pwrFDR

pwrFDR

FDR Power

Installation

About

This is a package for calculating two differing notions of power, or deriving sample sizes for specified requisite power in multiple testing experiments under a variety of methods for control of the distribution of the False Discovery Proportion (FDP). More specifically, one can choose to control the FDP distribution according to control of its (i) mean, e.g. the usual BH-FDR procedure, or via the probability that it exceeds a given value, delta, via (ii) the Romano procedure, or via (iii) my procedure based upon asymptotic approximation. Likewise, we can think of the power in multiple testing experiments in terms of a summary of the distribution of the True Positive Proportion (TPP). The package will compute power, sample size or any other missing parameter required for power based upon (i) the mean of the TPP which is the average power (ii) the probability that the TPP exceeds a given value, lambda, via my asymptotic approximation procedure. The theoretical results are described in Izmirlian, G. (2020) Stat. and Prob. letters, doi:10.1016/j.spl.2020.108713, and an applied paper describing the methodology with a simulation study is in preparation.

Key Metrics

Version 2.8.9
Published 2021-05-12 1249 days ago
Needs compilation? yes
License GPL-2
License GPL-3
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Maintainer

Maintainer

Grant Izmirlian Jr

Authors

Grant Izmirlian Jr

Material

Reference manual
Package source

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

pwrFDR archive

Imports

methods
stats