Estimates a penalized precision matrix via an augmented ADMM algorithm. This package is an implementation of the methods described in "Shrinking Characteristics of Precision Matrix Estimators" by Aaron J. Molstad, PhD and Adam J. Rothman, PhD. The manuscript can be found here: <doi:10.1093/biomet/asy023> .
Version: | 1.0 |
Depends: | Rcpp (≥ 0.12.10), RcppProgress (≥ 0.1), doParallel |
Imports: | stats, parallel, foreach, ggplot2, dplyr |
LinkingTo: | Rcpp, RcppArmadillo, RcppProgress |
Suggests: | testthat, knitr, rmarkdown, microbenchmark, glasso, pkgdown |
Published: | 2018-08-13 |
Author: | Matt Galloway [aut, cre] |
Maintainer: | Matt Galloway <gall0441 at umn.edu> |
BugReports: | https://github.com/MGallow/SCPME/issues |
License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
URL: | https://github.com/MGallow/SCPME |
NeedsCompilation: | yes |
SystemRequirements: | GNU make |
Materials: | NEWS |
CRAN checks: | SCPME results |
Reference manual: | SCPME.pdf |
Vignettes: |
SCPME Algorithm Details SCPME Tutorial |
Package source: | SCPME_1.0.tar.gz |
Windows binaries: | r-devel: SCPME_1.0.zip, r-release: SCPME_1.0.zip, r-oldrel: SCPME_1.0.zip |
macOS binaries: | r-release: SCPME_1.0.tgz, r-oldrel: SCPME_1.0.tgz |
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