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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 |
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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.
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