Package: ldpdist
Title: Local Differential Privacy Tools for Distributional Inference
Version: 0.1.0
Authors@R: c(
    person("Yi", "Liu", email = "yliu42@yorku.ca", role = c("aut", "cre")),
    person("Qirui", "Hu", email = "huqirui@mail.shufe.edu.cn", role = "aut")
  )
Author: Yi Liu [aut, cre], Qirui Hu [aut]
Maintainer: Yi Liu <yliu42@yorku.ca>
Description: Estimates cumulative distribution functions and quantiles
        under local differential privacy. Provides binary and
        categorical randomization mechanisms, isotonic distribution
        estimators, and simulation interfaces for sequential quantile
        estimation with self-normalized inference and asymptotic
        confidence sequences. Distribution estimators operate on
        privatized reports; quantile interfaces simulate local
        randomization internally. Methods include the quantile
        procedure of Liu et al. (2023)
        <https://proceedings.mlr.press/v202/liu23q.html> and the
        distribution estimator of Liu, Hu and Kong (2024)
        <https://proceedings.mlr.press/v235/liu24z.html>.
License: GPL-3
Encoding: UTF-8
RoxygenNote: 7.3.2
Depends: R (>= 4.1.0)
Suggests: openssl
NeedsCompilation: yes
Packaged: 2026-10-13 23:43:12 UTC; root
Repository: https://cran.r-universe.dev
Date/Publication: 2026-10-13 16:08:12 UTC
RemoteUrl: https://github.com/cran/ldpdist
RemoteRef: HEAD
RemoteSha: d78a698a3910c9e8237adfdd9b585b7fb7355862