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<oai_dc:dc xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
  <dc:title>Volume-Regularized Structured Matrix Factorization</dc:title>
  <dc:title>R package vrnmf version 1.0.2</dc:title>
  <dc:description>Implements a set of routines to perform structured matrix factorization with minimum volume constraints. The NMF procedure decomposes a matrix X into a product C * D. Given conditions such that the matrix C is non-negative and has sufficiently spread columns, then volume minimization of a matrix D delivers a correct and unique, up to a scale and permutation, solution (C, D). This package provides both an implementation of volume-regularized NMF and "anchor-free" NMF, whereby the standard NMF problem is reformulated in the covariance domain. This algorithm was applied in Vladimir B. Seplyarskiy Ruslan A. Soldatov, et al. "Population sequencing data reveal a compendium of mutational processes in the human germ line". Science, 12 Aug 2021. &lt;doi:10.1126/science.aba7408&gt;. This package interacts with data available through the 'simulatedNMF' package, which is available in a 'drat' repository. To access this data package, see the instructions at &lt;https://github.com/kharchenkolab/vrnmf&gt;. The size of the 'simulatedNMF' package is approximately 8 MB.</dc:description>
  <dc:type>Software</dc:type>
  <dc:relation>Depends: R (&gt;= 3.5.1)</dc:relation>
  <dc:relation>Imports: graphics, ica (&gt;= 1.0), lpSolveAPI (&gt;= 5.5.2.0), Matrix, nnls,
parallel (&gt;= 3.5.1), quadprog (&gt;= 1.5), stats</dc:relation>
  <dc:relation>Suggests: knitr (&gt;= 1.28), rmarkdown (&gt;= 2.1), testthat</dc:relation>
  <dc:creator>Evan Biederstedt &lt;evan.biederstedt@gmail.com&gt;</dc:creator>
  <dc:publisher>Comprehensive R Archive Network (CRAN)</dc:publisher>
  <dc:contributor>Ruslan Soldatov [aut],
  Peter Kharchenko [aut],
  Viktor Petukhov [aut],
  Evan Biederstedt [cre, aut]</dc:contributor>
  <dc:rights>GPL-3</dc:rights>
  <dc:date>2022-02-25</dc:date>
  <dc:format>application/tgz</dc:format>
  <dc:identifier>https://CRAN.R-project.org/package=vrnmf</dc:identifier>
  <dc:identifier>doi:10.32614/CRAN.package.vrnmf</dc:identifier>
</oai_dc:dc>
