<?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>Differentially Private Synthetic Data with Guaranteed Utility</dc:title>
  <dc:title>R package DPSynth version 0.1.0</dc:title>
  <dc:description>Differentially private (DP) synthetic data generation for
    tabular data. Provides DP Gaussian mixture models, DP Gaussian copulas,
    DP histogram marginals and a Private Aggregation of Teacher Ensembles
    (PATE) synthesizer for mixed-type data, together with a standardized
    utility evaluation framework (univariate fidelity, propensity score
    MSE, multivariate dependence, downstream task performance), empirical
    disclosure risk auditing (membership inference, attribute disclosure,
    record linkage) and privacy budget accounting (basic, advanced and
    Renyi DP composition). The implementation follows Dwork and Roth
    (2014) &lt;doi:10.1561/0400000042&gt; and Dwork et al. (2006)
    &lt;doi:10.1007/11681878_14&gt; for the DP mechanisms, Papernot et al.
    (2017) &lt;doi:10.1145/3133956.3133982&gt; for the PATE synthesizer, and
    Woo et al. (2009) &lt;doi:10.2202/1557-4679.1203&gt; for the disclosure
    risk evaluation framework.</dc:description>
  <dc:type>Software</dc:type>
  <dc:relation>Depends: R (&gt;= 4.1.0)</dc:relation>
  <dc:relation>Imports: stats, utils, MASS</dc:relation>
  <dc:relation>Suggests: testthat (&gt;= 3.0.0), knitr, rmarkdown</dc:relation>
  <dc:creator>Mukul Bijalwan &lt;mukulbijalwan555@gmail.com&gt;</dc:creator>
  <dc:publisher>Comprehensive R Archive Network (CRAN)</dc:publisher>
  <dc:contributor>Mukul Bijalwan [aut, cre],
  Gunjan Aggarwal [aut],
  Mukul Jain [aut]</dc:contributor>
  <dc:rights>MIT + file LICENSE (https://CRAN.R-project.org/package=DPSynth/LICENSE)</dc:rights>
  <dc:date>2026-09-28</dc:date>
  <dc:format>application/tgz</dc:format>
  <dc:identifier>https://CRAN.R-project.org/package=DPSynth</dc:identifier>
  <dc:identifier>doi:10.32614/CRAN.package.DPSynth</dc:identifier>
</oai_dc:dc>
