<?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>Nested Cross-Validation with 'glmnet' and 'caret'</dc:title>
  <dc:title>R package nestedcv version 0.9.0</dc:title>
  <dc:subject>CRAN Task View: MachineLearning (https://CRAN.R-project.org/view=MachineLearning)</dc:subject>
  <dc:description>Implements nested k*l-fold cross-validation for lasso and elastic-net regularised linear models via the 'glmnet' package and other machine learning models via the 'caret' package &lt;doi:10.1093/bioadv/vbad048&gt;. Cross-validation of 'glmnet' alpha mixing parameter and embedded fast filter functions for feature selection are provided. Described as double cross-validation by Stone (1977) &lt;doi:10.1111/j.2517-6161.1977.tb01603.x&gt;. Also implemented is a method using outer CV to measure unbiased model performance metrics when fitting Bayesian linear and logistic regression shrinkage models using the horseshoe prior over parameters to encourage a sparse model as described by Piironen &amp; Vehtari (2017) &lt;doi:10.1214/17-EJS1337SI&gt;.</dc:description>
  <dc:type>Software</dc:type>
  <dc:relation>Depends: R (&gt;= 4.1.0)</dc:relation>
  <dc:relation>Imports: caret, data.table, doParallel, foreach, future.apply, ggplot2,
glmnet, matrixStats, matrixTests, methods, parallel, pROC,
Rfast, RhpcBLASctl, rlang, ROCR</dc:relation>
  <dc:relation>Suggests: Boruta, CORElearn, gbm, ggbeeswarm, ggpubr, hsstan, mda,
mlbench, pbapply, pls, randomForest, ranger, RcppEigen,
rmarkdown, knitr, shapr (&gt;= 1.0.0), SuperLearner</dc:relation>
  <dc:creator>Myles Lewis &lt;myles.lewis@qmul.ac.uk&gt;</dc:creator>
  <dc:publisher>Comprehensive R Archive Network (CRAN)</dc:publisher>
  <dc:contributor>Myles Lewis [aut, cre] (ORCID: &lt;https://orcid.org/0000-0001-9365-5345&gt;),
  Athina Spiliopoulou [aut] (ORCID:
    &lt;https://orcid.org/0000-0002-5929-6585&gt;),
  Cankut Cubuk [ctb] (ORCID: &lt;https://orcid.org/0000-0003-4646-0849&gt;),
  David Rios Santini [ctb],
  Katriona Goldmann [ctb] (ORCID:
    &lt;https://orcid.org/0000-0002-9073-6323&gt;),
  Ryan C. Thompson [ctb]</dc:contributor>
  <dc:rights>MIT + file LICENSE (https://CRAN.R-project.org/package=nestedcv/LICENSE)</dc:rights>
  <dc:date>2026-07-14</dc:date>
  <dc:format>application/tgz</dc:format>
  <dc:identifier>https://CRAN.R-project.org/package=nestedcv</dc:identifier>
  <dc:identifier>doi:10.32614/CRAN.package.nestedcv</dc:identifier>
  <dc:language>en-gb</dc:language>
</oai_dc:dc>
