The hardware and bandwidth for this mirror is donated by dogado GmbH, the Webhosting and Full Service-Cloud Provider. Check out our Wordpress Tutorial.
If you wish to report a bug, or if you are interested in having us mirror your free-software or open-source project, please feel free to contact us at mirror[@]dogado.de.
Dynamic CUR (dCUR) boosts the CUR decomposition (Mahoney MW., Drineas P. (2009) <doi:10.1073/pnas.0803205106>) varying the k, the number of columns and rows used, and its final purposes to help find the stage, which minimizes the relative error to reduce matrix dimension. The goal of CUR Decomposition is to give a better interpretation of the matrix decomposition employing proper variable selection in the data matrix, in a way that yields a simplified structure. Its origins come from analysis in genetics. The goal of this package is to show an alternative to variable selection (columns) or individuals (rows). The idea proposed consists of adjusting the probability distributions to the leverage scores and selecting the best columns and rows that minimize the reconstruction error of the matrix approximation ||A-CUR||. It also includes a method that recalibrates the relative importance of the leverage scores according to an external variable of the user's interest.
Version: | 1.0.1 |
Depends: | R (≥ 3.5.0) |
Imports: | parallel, magrittr, mclust, MASS, ppcor, ggplot2, dplyr, Rdpack |
Suggests: | testthat, snow |
Published: | 2023-10-18 |
DOI: | 10.32614/CRAN.package.dCUR |
Author: | Cesar Gamboa-Sanabria [aut, mdc, cph, cre] (<https://orcid.org/0000-0001-6733-4759>), Stefani Matarrita-Munoz [aut] (<https://orcid.org/0000-0002-1222-1981>), Katherine Barquero-Mejias [aut] (<https://orcid.org/0000-0003-1760-9026>), Greibin Villegas-Barahona [aut] (<https://orcid.org/0000-0002-4380-0812>), Mercedes Sanchez-Barba [aqt] (<https://orcid.org/0000-0002-3324-5798>), Maria Purificacion Galindo-Villardon [aqt] (<https://orcid.org/0000-0001-6977-7545>) |
Maintainer: | Cesar Gamboa <info at cesargamboasanabria.com> |
License: | GPL-3 |
URL: | https://www.cesargamboasanabria.com |
NeedsCompilation: | no |
Materials: | README |
CRAN checks: | dCUR results |
Reference manual: | dCUR.pdf |
Package source: | dCUR_1.0.1.tar.gz |
Windows binaries: | r-devel: dCUR_1.0.1.zip, r-release: dCUR_1.0.1.zip, r-oldrel: dCUR_1.0.1.zip |
macOS binaries: | r-release (arm64): dCUR_1.0.1.tgz, r-oldrel (arm64): dCUR_1.0.1.tgz, r-release (x86_64): dCUR_1.0.1.tgz, r-oldrel (x86_64): dCUR_1.0.1.tgz |
Old sources: | dCUR archive |
Please use the canonical form https://CRAN.R-project.org/package=dCUR 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.
Health stats visible at Monitor.