Package: DPpack
Type: Package
Title: Differentially Private Statistical Analysis and Machine Learning
Version: 0.2.2
Authors@R: c(person("Spencer", "Giddens", email="giddens2spencer@gmail.com",
                    role=c("aut", "cre")),
    person("Fang", "Liu", email="fliu2@nd.edu", role=c("ctb")))
Maintainer: Spencer Giddens <giddens2spencer@gmail.com>
Description: An implementation of common statistical analysis and
        models with differential privacy (Dwork et al., 2006a)
        <doi:10.1007/11681878_14> guarantees. The package contains, for
        example, functions providing differentially private
        computations of mean, variance, median, histograms, and
        contingency tables. It also implements some statistical models
        and machine learning algorithms such as linear regression
        (Kifer et al., 2012)
        <https://proceedings.mlr.press/v23/kifer12.html> and SVM
        (Chaudhuri et al., 2011)
        <https://jmlr.org/papers/v12/chaudhuri11a.html>. In addition,
        it implements some popular randomization mechanisms, including
        the Laplace mechanism (Dwork et al., 2006a)
        <doi:10.1007/11681878_14>, Gaussian mechanism (Dwork et al.,
        2006b) <doi:10.1007/11761679_29>, analytic Gaussian mechanism
        (Balle & Wang, 2018)
        <https://proceedings.mlr.press/v80/balle18a.html>, and
        exponential mechanism (McSherry & Talwar, 2007)
        <doi:10.1109/FOCS.2007.66>.
License: GPL-3 | file LICENSE
Encoding: UTF-8
Roxygen: list(markdown = TRUE)
RoxygenNote: 7.3.2
Imports: rmutil (>= 1.1.5), Rdpack (>= 2.1.2), R6 (>= 2.5.1), dplyr (>=
        1.0.1), MASS (>= 7.3-51.6), nloptr (>= 1.2.2.2), e1071 (>=
        1.7-9), stats (>= 4.0.2), graphics (>= 4.0.2), ggplot2 (>=
        3.3.2)
RdMacros: Rdpack
Suggests: testthat (>= 3.0.0)
Config/testthat/edition: 3
Config/pak/sysreqs: cmake
Repository: https://sgiddens.r-universe.dev
Date/Publication: 2024-10-21 06:31:02 UTC
RemoteUrl: https://github.com/sgiddens/dppack
RemoteRef: HEAD
RemoteSha: 0103183c50a06f95283e47bb519d4c96eab8ee9c
NeedsCompilation: no
Packaged: 2026-10-08 09:04:32 UTC; root
Author: Spencer Giddens [aut, cre],
  Fang Liu [ctb]