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Estimates cumulative distribution functions and quantiles under local differential privacy. Provides isotonic and divide-and-conquer distribution estimators, aggregation across independent surveys, online inference for single and multiple quantiles, and asymptotic quantile confidence sequences. Also estimates category-specific subdistribution functions under asymmetric local privacy. Binary and categorical randomization mechanisms support these procedures. Distribution estimators operate on privatized reports; quantile interfaces simulate sequential local randomization internally. Published methodological sources include Liu et al. (2023) <https://proceedings.mlr.press/v202/liu23q.html>, Liu, Hu and Kong (2024) <https://proceedings.mlr.press/v235/liu24z.html>, Cai et al. (2025) <doi:10.52202/085713-3818>, and Hu and Liu (2026) <https://proceedings.mlr.press/v306/hu26ae.html>.
| Version: | 0.1.1 |
| Depends: | R (≥ 4.1.0) |
| Suggests: | openssl |
| Published: | 2026-10-25 |
| DOI: | 10.32614/CRAN.package.ldpdist |
| Author: | Yi Liu [aut, cre], Qirui Hu [aut] |
| Maintainer: | Yi Liu <yliu42 at yorku.ca> |
| License: | GPL-3 |
| NeedsCompilation: | yes |
| Citation: | ldpdist citation info |
| Materials: | NEWS |
| CRAN checks: | ldpdist results |
| Reference manual: | ldpdist.html , ldpdist.pdf |
| Package source: | ldpdist_0.1.1.tar.gz |
| Windows binaries: | r-devel: ldpdist_0.1.0.zip, r-release: ldpdist_0.1.1.zip, r-oldrel: ldpdist_0.1.1.zip |
| macOS binaries: | r-release (arm64): ldpdist_0.1.1.tgz, r-oldrel (arm64): ldpdist_0.1.1.tgz, r-release (x86_64): ldpdist_0.1.1.tgz, r-oldrel (x86_64): ldpdist_0.1.1.tgz |
| Old sources: | ldpdist archive |
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