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Package: GhostKnockoff | ||
Type: Package | ||
Title: The Knockoff Inference Using Summary Statistics | ||
Version: 0.1.0 | ||
Date: 2021-11-20 | ||
Author: Zihuai He <zihuai@stanford.edu> | ||
Maintainer: Zihuai He <zihuai@stanford.edu> | ||
Description: Functions for multiple knockoff inference using summary statistics, e.g. Z-scores. The knockoff inference is a general procedure for controlling the false discovery rate (FDR) when performing variable selection. This package provides a procedure which performs knockoff inference without ever constructing individual knockoffs (GhostKnockoff). It additionally supports multiple knockoff inference for improved stability and reproducibility. Moreover, it supports meta-analysis of multiple overlapping studies. | ||
License: GPL-3 | ||
Encoding: UTF-8 | ||
Depends: R(>= 3.5.0), Matrix, CVXR, Rdsdp, gtools, seqminer | ||
Imports: RSpectra, corpcor | ||
NeedsCompilation: no | ||
Packaged: 2021-11-22 18:09:19 UTC; zhe | ||
Repository: CRAN | ||
Date/Publication: 2021-11-23 08:20:02 UTC |
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77bff58f880d5bcaf2dbc303f3053fea *DESCRIPTION | ||
f03863080817d23caa8f8266e57ea9bc *NAMESPACE | ||
c71c363cc85c386f6968130360c64d79 *R/GhostKnockoff.R | ||
ea0b3a8854a4c62d82dad90d9c1909ac *man/GhostKnockoff.GetCorStudy.Rd | ||
90f943fb4cd9702c16f8e189911af011 *man/GhostKnockoff.filter.Rd | ||
08a44cd8773fdf3d41efcd642e161d31 *man/GhostKnockoff.fit.Rd | ||
5bd99084962c226fdb73bff05cc69dbe *man/GhostKnockoff.prelim.Meta.Rd | ||
7bcf0abf0585b8943ed3325be26f00d9 *man/GhostKnockoff.prelim.Rd |
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#exportPattern("^[[:alpha:]]+") | ||
export(GhostKnockoff.prelim,GhostKnockoff.fit,GhostKnockoff.GetCorStudy,GhostKnockoff.prelim.Meta,GhostKnockoff.filter) | ||
import(Matrix, CVXR,Rdsdp, gtools, seqminer) | ||
importFrom("stats","rnorm", "sd", "var", "cutree", "hclust", "median", "as.dist", "cor") | ||
importFrom("utils", "write.table") | ||
importFrom("RSpectra", "eigs") | ||
importFrom("corpcor", "cor.shrink") |
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