jchen1981/OrderShapeEM: Optimal false discovery rate control using auxiliary (order) information based on a shape-constrained EM algorithm

The package implements a scalable and tuning parameter-free FDR control procedure for large-scale multiple testing exploiting the auxiliary information that reflects the order of the prior null probability. Both the prior null probabilities and the alternative p-value distribution are estimated using isotonic regression (pool-adjacent-violators algorithm).

Getting started

Package details

AuthorJun Chen, Xianyang Zhang, Hongyuan Cao
MaintainerJun Chen <chen.jun2@mayo.edu>
LicenseGPL-2
Version1.0
Package repositoryView on GitHub
Installation Install the latest version of this package by entering the following in R:
install.packages("remotes")
remotes::install_github("jchen1981/OrderShapeEM")
jchen1981/OrderShapeEM documentation built on March 9, 2021, 12:19 a.m.