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Estimates a penalized precision matrix via the alternating direction method of multipliers (ADMM) algorithm. It currently supports a general elastic-net penalty that allows for both ridge and lasso-type penalties as special cases. This package is an alternative to the 'glasso' package. See Boyd et al (2010) <doi:10.1561/2200000016> for details regarding the estimation method.
Version: | 2.1 |
Depends: | Rcpp (≥ 0.12.10), RcppProgress (≥ 0.1), doParallel |
Imports: | stats, parallel, foreach, ggplot2, dplyr |
LinkingTo: | Rcpp, RcppArmadillo, RcppProgress |
Suggests: | testthat, knitr, rmarkdown, microbenchmark, pkgdown |
Published: | 2018-08-02 |
DOI: | 10.32614/CRAN.package.ADMMsigma |
Author: | Matt Galloway [aut, cre] |
Maintainer: | Matt Galloway <gall0441 at umn.edu> |
BugReports: | https://github.com/MGallow/ADMMsigma/issues |
License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
URL: | https://github.com/MGallow/ADMMsigma |
NeedsCompilation: | yes |
SystemRequirements: | GNU make |
Materials: | NEWS |
CRAN checks: | ADMMsigma results |
Reference manual: | ADMMsigma.pdf |
Vignettes: |
Precision Matrix Estimation via ADMM Simulations ADMMsigma Tutorial |
Package source: | ADMMsigma_2.1.tar.gz |
Windows binaries: | r-devel: ADMMsigma_2.1.zip, r-release: ADMMsigma_2.1.zip, r-oldrel: ADMMsigma_2.1.zip |
macOS binaries: | r-release (arm64): ADMMsigma_2.1.tgz, r-oldrel (arm64): ADMMsigma_2.1.tgz, r-release (x86_64): ADMMsigma_2.1.tgz, r-oldrel (x86_64): ADMMsigma_2.1.tgz |
Old sources: | ADMMsigma archive |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.