<?xml version="1.0" encoding="UTF-8"?>
<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>Stability Selection with Error Control</dc:title>
  <dc:title>R package stabs version 0.7-1</dc:title>
  <dc:subject>CRAN Task View: MachineLearning (https://CRAN.R-project.org/view=MachineLearning)</dc:subject>
  <dc:description>Resampling procedures to assess the stability of selected variables
    with additional finite sample error control for high-dimensional variable
    selection procedures such as Lasso or boosting. Both, standard stability
    selection (Meinshausen &amp; Buhlmann, 2010, &lt;doi:10.1111/j.1467-9868.2010.00740.x&gt;) 
    and complementary pairs stability selection with improved error bounds 
    (Shah &amp; Samworth, 2013, &lt;doi:10.1111/j.1467-9868.2011.01034.x&gt;) are
    implemented. The package can be combined with arbitrary user specified
    variable selection approaches.</dc:description>
  <dc:type>Software</dc:type>
  <dc:relation>Depends: R (&gt;= 2.14.0), methods, stats, parallel</dc:relation>
  <dc:relation>Imports: graphics, grDevices, utils</dc:relation>
  <dc:relation>Suggests: glmnet, lars, mboost (&gt; 2.3-0), gamboostLSS (&gt;= 1.2-0),
TH.data, hdi, testthat, knitr, rmarkdown</dc:relation>
  <dc:creator>Benjamin Hofner &lt;benjamin.hofner@pei.de&gt;</dc:creator>
  <dc:publisher>Comprehensive R Archive Network (CRAN)</dc:publisher>
  <dc:contributor>Benjamin Hofner [aut, cre] (ORCID:
    &lt;https://orcid.org/0000-0003-2810-3186&gt;),
  Torsten Hothorn [aut] (ORCID: &lt;https://orcid.org/0000-0001-8301-0471&gt;)</dc:contributor>
  <dc:rights>GPL-2</dc:rights>
  <dc:date>2026-01-31</dc:date>
  <dc:format>application/tgz</dc:format>
  <dc:identifier>https://CRAN.R-project.org/package=stabs</dc:identifier>
  <dc:identifier>doi:10.32614/CRAN.package.stabs</dc:identifier>
</oai_dc:dc>
