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An efficient cross-validated approach for covariance matrix estimation, particularly useful in high-dimensional settings. This method relies upon the theory of high-dimensional loss-based covariance matrix estimator selection developed by Boileau et al. (2022) <doi:10.1080/10618600.2022.2110883> to identify the optimal estimator from among a prespecified set of candidates.
Version: | 1.2.2 |
Depends: | R (≥ 4.0.0) |
Imports: | matrixStats, Matrix, stats, methods, origami, coop, Rdpack, rlang, dplyr, stringr, purrr, tibble, assertthat, RSpectra, ggplot2, ggpubr, RColorBrewer, RMTstat |
Suggests: | future, future.apply, MASS, testthat, knitr, rmarkdown, covr, spelling |
Published: | 2024-02-17 |
DOI: | 10.32614/CRAN.package.cvCovEst |
Author: | Philippe Boileau [aut, cre, cph], Nima Hejazi [aut], Brian Collica [aut], Jamarcus Liu [ctb], Mark van der Laan [ctb, ths], Sandrine Dudoit [ctb, ths] |
Maintainer: | Philippe Boileau <philippe_boileau at berkeley.edu> |
BugReports: | https://github.com/PhilBoileau/cvCovEst/issues |
License: | MIT + file LICENSE |
URL: | https://github.com/PhilBoileau/cvCovEst |
NeedsCompilation: | no |
Language: | en-US |
Citation: | cvCovEst citation info |
Materials: | README NEWS |
CRAN checks: | cvCovEst results |
Reference manual: | cvCovEst.pdf |
Vignettes: |
cvCovEst: Cross-Validated Covariance Matrix Estimation |
Package source: | cvCovEst_1.2.2.tar.gz |
Windows binaries: | r-devel: cvCovEst_1.2.2.zip, r-release: cvCovEst_1.2.2.zip, r-oldrel: cvCovEst_1.2.2.zip |
macOS binaries: | r-release (arm64): cvCovEst_1.2.2.tgz, r-oldrel (arm64): cvCovEst_1.2.2.tgz, r-release (x86_64): cvCovEst_1.2.2.tgz, r-oldrel (x86_64): cvCovEst_1.2.2.tgz |
Old sources: | cvCovEst archive |
Reverse imports: | PPLasso, WLogit |
Reverse suggests: | bdsvd |
Please use the canonical form https://CRAN.R-project.org/package=cvCovEst to link to this page.
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.