This package is deprecated. It will probably be removed from Bioconductor. Please refer to the package end-of-life guidelines for more information.
This package is for version 3.12 of Bioconductor. This package has been removed from Bioconductor. For the last stable, up-to-date release version, see netReg.
Bioconductor version: 3.12
netReg fits linear regression models using network-penalization. Graph prior knowledge, in the form of biological networks, is being incorporated into the loss function of the linear model. The networks describe biological relationships such as co-regulation or dependency of the same transcription factors/metabolites/etc. yielding a part sparse and part smooth solution for coefficient profiles.
Author: Simon Dirmeier [aut, cre]
Maintainer: Simon Dirmeier <simon.dirmeier at web.de>
Citation (from within R,
enter citation("netReg")
):
To install this package, start R (version "4.0") and enter:
if (!requireNamespace("BiocManager", quietly = TRUE)) install.packages("BiocManager") BiocManager::install("netReg")
For older versions of R, please refer to the appropriate Bioconductor release.
To view documentation for the version of this package installed in your system, start R and enter:
browseVignettes("netReg")
HTML | R Script | netReg |
Reference Manual | ||
Text | NEWS |
biocViews | FeatureExtraction, GraphAndNetwork, Network, Regression, Software, StatisticalMethod |
Version | 1.14.0 |
In Bioconductor since | BioC 3.5 (R-3.4) (4 years) |
License | GPL-3 |
Depends | R (>= 3.4), tensorflow (>= 1.14.0), tfprobability (>= 0.7.0) |
Imports | Rcpp, stats, reticulate, nloptr, methods |
LinkingTo | Rcpp, RcppArmadillo |
Suggests | BiocStyle, testthat, knitr, rmarkdown, lintr, styler, LaplacesDemon, grplasso |
SystemRequirements | C++11 |
Enhances | |
URL | https://github.com/dirmeier/netReg |
BugReports | https://github.com/dirmeier/netReg/issues |
Depends On Me | |
Imports Me | |
Suggests Me | |
Links To Me | |
Build Report |
Follow Installation instructions to use this package in your R session.
Source Package | netReg_1.14.0.tar.gz |
Windows Binary | |
macOS 10.13 (High Sierra) | |
Source Repository | git clone https://git.bioconductor.org/packages/netReg |
Source Repository (Developer Access) | git clone git@git.bioconductor.org:packages/netReg |
Package Short Url | https://bioconductor.org/packages/netReg/ |
Package Downloads Report | Download Stats |
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