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: 2026-09-30 00:38:05 UTC; ldpdist
Repository: CRAN
Date/Publication: 2026-10-13 13:30:02 UTC
Built: R 4.5.2; aarch64-apple-darwin20; 2026-10-13 15:13:02 UTC; unix
Archs: ldpdist.so.dSYM
