clfdr: clfdr: Cai's local fdr based method

In nignatiadis/IHWpaper: Reproduce figures in IHW paper

Description

clfdr: Cai's local fdr based method

Usage

clfdr(unadj_p, groups, alpha, lfdr_estimation = "fdrtool")

Arguments

unadj_p	Numeric vector of unadjusted p-values.
groups	Factor to which different hypotheses belong
alpha	Significance level at which to apply method
lfdr_estimation	Method used to estimate the loca fdr, defaults to "fdrtool"

Value

Clfdr multiple testing object

References

Cai, T. Tony, and Wenguang Sun. "Simultaneous testing of grouped hypotheses: Finding needles in multiple haystacks." Journal of the American Statistical Association 104.488 (2009).

Examples

     sim_df <- du_ttest_sim(20000,0.95, 1.5)
     sim_df$group <- groups_by_filter(sim_df$filterstat, 20)
     obj <- clfdr(sim_df$pvalue, sim_df$group, .1)
     sum(rejected_hypotheses(obj))

nignatiadis/IHWpaper documentation built on Jan. 18, 2021, 2:24 p.m.