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>.
| Version: | 0.2.2 |
| 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) |
| Suggests: | testthat (≥ 3.0.0) |
| Published: | 2024-10-20 |
| DOI: | 10.32614/CRAN.package.DPpack |
| Author: | Spencer Giddens [aut, cre], Fang Liu [ctb] |
| Maintainer: | Spencer Giddens <giddens2spencer at gmail.com> |
| License: | GPL-3 | file LICENSE |
| NeedsCompilation: | no |
| Materials: | README |
| CRAN checks: | DPpack results |
| Reference manual: | DPpack.html , DPpack.pdf |
| Package source: | DPpack_0.2.2.tar.gz |
| Windows binaries: | r-devel: DPpack_0.2.2.zip, r-release: DPpack_0.2.2.zip, r-oldrel: DPpack_0.2.2.zip |
| macOS binaries: | r-release (arm64): DPpack_0.2.2.tgz, r-oldrel (arm64): DPpack_0.2.2.tgz, r-release (x86_64): DPpack_0.2.2.tgz, r-oldrel (x86_64): DPpack_0.2.2.tgz |
| Old sources: | DPpack archive |
Please use the canonical form https://CRAN.R-project.org/package=DPpack to link to this page.
Need a high-speed mirror for your open-source project?
Contact our mirror admin team at info@clientvps.com.
This archive is provided as a free public service to the community.
Proudly supported by infrastructure from VPSPulse , RxServers , BuyNumber , UnitVPS , OffshoreName and secure payment technology by ArionPay.