ldpdist 0.1.0
Initial release.
- Binary randomized response and categorical mechanisms: KRR, OUE,
OLH, Hadamard response, and utility-optimized censoring.
- Isotonic and divide-and-conquer CDF estimation from threshold
reports, with design-aware variance estimates and survey
aggregation.
- Sequential single-quantile estimation with self-normalized
confidence intervals and dynamic-chain asymptotic confidence
sequences.
- Joint quantile estimation using KRR, noncrossing projection, and
self-normalized confidence regions.
- Category-specific sub-CDF estimation by marginal isotonic
regression, with optional projected likelihood regularization.
- S3 methods for inspecting, plotting, and predicting fitted
distributions.
- Secure random generation and seeded pseudo-random generation for
simulation.
- Weighted pooled-adjacent-violators algorithm with C and R
implementations.