IHW
Independent Hypothesis Weighting
Bioconductor version: Release (3.19)
Independent hypothesis weighting (IHW) is a multiple testing procedure that increases power compared to the method of Benjamini and Hochberg by assigning data-driven weights to each hypothesis. The input to IHW is a two-column table of p-values and covariates. The covariate can be any continuous-valued or categorical variable that is thought to be informative on the statistical properties of each hypothesis test, while it is independent of the p-value under the null hypothesis.
Author: Nikos Ignatiadis [aut, cre], Wolfgang Huber [aut]
Maintainer: Nikos Ignatiadis <nikos.ignatiadis01 at gmail.com>
citation("IHW")
):
Installation
To install this package, start R (version "4.4") and enter:
if (!require("BiocManager", quietly = TRUE))
install.packages("BiocManager")
BiocManager::install("IHW")
For older versions of R, please refer to the appropriate Bioconductor release.
Documentation
To view documentation for the version of this package installed in your system, start R and enter:
browseVignettes("IHW")
Introduction to IHW | HTML | R Script |
Reference Manual |
Details
biocViews | ImmunoOncology, MultipleComparison, RNASeq, Software |
Version | 1.32.0 |
In Bioconductor since | BioC 3.3 (R-3.3) (8.5 years) |
License | Artistic-2.0 |
Depends | R (>= 3.3.0) |
Imports | methods, slam, lpsymphony, fdrtool, BiocGenerics |
System Requirements | |
URL |
See More
Suggests | ggplot2, dplyr, gridExtra, scales, DESeq2, airway, testthat, Matrix, BiocStyle, knitr, rmarkdown, devtools |
Linking To | |
Enhances | |
Depends On Me | IHWpaper |
Imports Me | ideal, scp |
Suggests Me | DEWSeq, GRaNIE, metagenomeSeq, BloodCancerMultiOmics2017, BisRNA, DGEobj.utils |
Links To Me | |
Build Report | Build Report |
Package Archives
Follow Installation instructions to use this package in your R session.
Source Package | IHW_1.32.0.tar.gz |
Windows Binary (x86_64) | IHW_1.32.0.zip (64-bit only) |
macOS Binary (x86_64) | IHW_1.32.0.tgz |
macOS Binary (arm64) | IHW_1.32.0.tgz |
Source Repository | git clone https://git.bioconductor.org/packages/IHW |
Source Repository (Developer Access) | git clone git@git.bioconductor.org:packages/IHW |
Bioc Package Browser | https://code.bioconductor.org/browse/IHW/ |
Package Short Url | https://bioconductor.org/packages/IHW/ |
Package Downloads Report | Download Stats |