# -------------------------------------------- # CITATION file created with {cffr} R package # See also: https://docs.ropensci.org/cffr/ # -------------------------------------------- cff-version: 1.2.0 message: 'To cite package "dCUR" in publications use:' type: software license: GPL-3.0-only title: 'dCUR: Dimension Reduction with Dynamic CUR' version: 1.0.2 doi: 10.32614/CRAN.package.dCUR abstract: Dynamic CUR (dCUR) boosts the CUR decomposition (Mahoney MW., Drineas P. (2009) ) 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. authors: - family-names: Gamboa-Sanabria given-names: Cesar email: info@cesargamboasanabria.com orcid: https://orcid.org/0000-0001-6733-4759 - family-names: Matarrita-Munoz given-names: Stefani orcid: https://orcid.org/0000-0002-1222-1981 - family-names: Barquero-Mejias given-names: Katherine orcid: https://orcid.org/0000-0003-1760-9026 - family-names: Villegas-Barahona given-names: Greibin orcid: https://orcid.org/0000-0002-4380-0812 repository: https://cgamboasanabria.r-universe.dev commit: ac5ebea3f4a9a18df0e1d3fac888d017b424a3db url: https://www.cesargamboasanabria.com date-released: '2025-09-01' contact: - family-names: Gamboa-Sanabria given-names: Cesar email: info@cesargamboasanabria.com orcid: https://orcid.org/0000-0001-6733-4759