Computing Power and Sample Size for the False Discovery Rate in Multiple Applications


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Documentation for package ‘FDRsamplesize2’ version 0.2.0

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alpha.power.fdr Compute p-value threshold for given the proportion pi0 of tests with a true null
average.power.coxph Compute the average power of many Cox regression models
average.power.fisher Compute average power of many Fisher's exact tests
average.power.hart Compute average power for RNA-seq experiments assuming Negative Binomial distribution
average.power.li Compute average power for RNA-Seq experiments assuming Poisson distribution
average.power.oneway Compute average power of many one-way ANOVA tests
average.power.ranksum Compute average power of rank-sum tests
average.power.signrank Compute average power of many signed-rank tests
average.power.signtest Compute average power of many sign tests
average.power.t.test Compute average power of many t-tests
average.power.tcorr Compute average power of many t-tests for non-zero correlation
average.power.twoprop Computer average power of many two proportion z-tests
fdr.avepow Compute FDR and average power for a given sample size and effect size vector
fdr.power.alpha Compute FDR for given p-value threshold, average power and proportion of tests with a true null
find.sample.size Determines the sample size needed to achieve the desired FDR and average power
n.fdr.coxph Sample size calculation for the Cox proportional hazards regression model
n.fdr.fisher Sample size calculation for Fisher's Exact tests
n.fdr.negbin Sample size calculation for Negative Binomial data
n.fdr.oneway Sample size calculation for one-way ANOVA
n.fdr.poisson Sample size calculation for Poisson data
n.fdr.ranksum Sample size calculation for rank-sum tests
n.fdr.signrank Sample size calculation for signed-rank tests
n.fdr.signtest Sample size calculation for sign tests
n.fdr.tcorr Sample size calculation for t-tests for non-zero correlation
n.fdr.ttest Sample size calculation for t-tests
n.fdr.twoprop Sample size calculation for comparing two proportions
power.cox Compute the power of a single-predictor Cox regression model
power.fisher Compute power for Fisher's exact test
power.hart Compute power for RNA-seq experiments assuming Negative Binomial distribution
power.li Compute power for RNA-Seq experiments assuming Poisson distribution
power.oneway Compute power of one-way ANOVA
power.ranksum Compute power of the rank-sum test
power.signrank Compute power of the signed-rank test
power.signtest Compute power of the sign test
power.tcorr Compute power of the t-test for non-zero correlation