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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 such as the Laplace mechanism (Dwork et al., 2006a) <doi:10.1007/11681878_14>, Gaussian mechanism (Dwork et al., 2006b) <doi:10.1007/11761679_29>, and exponential mechanism (McSherry & Talwar, 2007) <doi:10.1109/FOCS.2007.66>.
Version: | 0.1.0 |
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) |
Suggests: | testthat (≥ 3.0.0) |
Published: | 2023-04-08 |
DOI: | 10.32614/CRAN.package.DPpack |
Author: | Spencer Giddens with contributions from Fang Liu |
Maintainer: | Spencer Giddens <giddens2spencer at gmail.com> |
License: | GPL-3 |
NeedsCompilation: | no |
Materials: | README |
CRAN checks: | DPpack results |
Reference manual: | DPpack.pdf |
Package source: | DPpack_0.1.0.tar.gz |
Windows binaries: | r-devel: DPpack_0.1.0.zip, r-release: DPpack_0.1.0.zip, r-oldrel: DPpack_0.1.0.zip |
macOS binaries: | r-release (arm64): DPpack_0.1.0.tgz, r-oldrel (arm64): DPpack_0.1.0.tgz, r-release (x86_64): DPpack_0.1.0.tgz, r-oldrel (x86_64): DPpack_0.1.0.tgz |
Old sources: | DPpack archive |
Please use the canonical form https://CRAN.R-project.org/package=DPpack to link to this page.
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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