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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>Symmetrized Data Aggregation</dc:title>
  <dc:title>R package sdafilter version 1.0.1</dc:title>
  <dc:description>We develop a new class of distribution free multiple testing rules for false discovery rate (FDR) control under general dependence. A key element in our proposal is a symmetrized data aggregation (SDA) approach to incorporating the dependence structure via sample splitting, data screening and information pooling. The proposed SDA filter first constructs a sequence of ranking statistics that fulfill global symmetry properties, and then chooses a data driven threshold along the ranking to control the FDR. For more information, see the website below and the accompanying paper: Du et al. (2023), "False Discovery Rate Control Under General Dependence By Symmetrized Data Aggregation", &lt;doi:10.1080/01621459.2021.1945459&gt;. Some optional functionality uses the archived R packages ‘huge’ and ‘pfa’, which are not available from CRAN’s main repositories. Users who need this optional functionality can obtain them from the CRAN Archive as follows: ‘huge’ at &lt;https://cran.r-project.org/src/contrib/Archive/huge/&gt;; ‘pfa’ at &lt;https://cran.r-project.org/src/contrib/Archive/pfa/&gt;.</dc:description>
  <dc:type>Software</dc:type>
  <dc:relation>Imports: glmnet, glasso, POET, stats, selectiveInference,</dc:relation>
  <dc:relation>Suggests: testthat (&gt;= 2.1.0), huge, pfa, MASS</dc:relation>
  <dc:creator>Lilun Du &lt;lilundu@cityu.edu.hk&gt;</dc:creator>
  <dc:publisher>Comprehensive R Archive Network (CRAN)</dc:publisher>
  <dc:contributor>Lilun Du [aut, cre],
  Xu Guo [aut],
  Wenguang Sun [aut],
  Changliang Zou [aut]</dc:contributor>
  <dc:rights>GPL (&gt;= 2)</dc:rights>
  <dc:date>2026-02-13</dc:date>
  <dc:format>application/tgz</dc:format>
  <dc:identifier>https://CRAN.R-project.org/package=sdafilter</dc:identifier>
  <dc:identifier>doi:10.32614/CRAN.package.sdafilter</dc:identifier>
</oai_dc:dc>
