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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>Bayesian Optimization and Model-Based Optimization of Expensive
Black-Box Functions</dc:title>
  <dc:title>R package mlrMBO version 1.1.6</dc:title>
  <dc:subject>CRAN Task View: Optimization (https://CRAN.R-project.org/view=Optimization)</dc:subject>
  <dc:description>Flexible and comprehensive R toolbox for model-based
    optimization ('MBO'), also known as Bayesian optimization. It
    implements the Efficient Global Optimization Algorithm and is designed
    for both single- and multi- objective optimization with mixed
    continuous, categorical and conditional parameters. The machine
    learning toolbox 'mlr' provide dozens of regression learners to model
    the performance of the target algorithm with respect to the parameter
    settings. It provides many different infill criteria to guide the
    search process. Additional features include multi-point batch
    proposal, parallel execution as well as visualization and
    sophisticated logging mechanisms, which is especially useful for
    teaching and understanding of algorithm behavior. 'mlrMBO' is
    implemented in a modular fashion, such that single components can be
    easily replaced or adapted by the user for specific use cases.</dc:description>
  <dc:type>Software</dc:type>
  <dc:relation>Depends: mlr (&gt;= 2.10), ParamHelpers (&gt;= 1.10), smoof (&gt;= 1.5.1)</dc:relation>
  <dc:relation>Imports: backports (&gt;= 1.1.0), BBmisc (&gt;= 1.11), checkmate (&gt;= 1.8.2),
data.table, lhs, parallelMap (&gt;= 1.3)</dc:relation>
  <dc:relation>Suggests: akima, cmaesr (&gt;= 1.0.3), covr, DiceKriging, earth, emoa,
GGally, ggplot2, gridExtra, interp, kernlab, kknn, knitr, mco,
nnet, party, randomForest, reshape2, rgenoud, rmarkdown, rpart,
testthat</dc:relation>
  <dc:creator>Martin Binder &lt;mlr.developer@mb706.com&gt;</dc:creator>
  <dc:publisher>Comprehensive R Archive Network (CRAN)</dc:publisher>
  <dc:contributor>Bernd Bischl [aut] (ORCID: &lt;https://orcid.org/0000-0001-6002-6980&gt;),
  Jakob Richter [aut] (ORCID: &lt;https://orcid.org/0000-0003-4481-5554&gt;),
  Jakob Bossek [aut] (ORCID: &lt;https://orcid.org/0000-0002-4121-4668&gt;),
  Daniel Horn [aut],
  Michel Lang [aut] (ORCID: &lt;https://orcid.org/0000-0001-9754-0393&gt;),
  Janek Thomas [aut] (ORCID: &lt;https://orcid.org/0000-0003-4511-6245&gt;),
  Martin Binder [cre]</dc:contributor>
  <dc:rights>BSD_2_clause + file LICENSE (https://CRAN.R-project.org/package=mlrMBO/LICENSE)</dc:rights>
  <dc:date>2026-03-01</dc:date>
  <dc:format>application/tgz</dc:format>
  <dc:identifier>https://CRAN.R-project.org/package=mlrMBO</dc:identifier>
  <dc:identifier>doi:10.32614/CRAN.package.mlrMBO</dc:identifier>
</oai_dc:dc>