Other packages > Find by keyword >

dapper  

Data Augmentation for Private Posterior Estimation
View on CRAN: Click here


Download and install dapper package within the R console
Install from CRAN:
install.packages("dapper")

Install from Github:
library("remotes")
install_github("cran/dapper")

Install by package version:
library("remotes")
install_version("dapper", "1.0.1")



Attach the package and use:
library("dapper")
Maintained by
Kevin Eng
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2024-07-09
Latest Update: 2024-10-29
Description:
A data augmentation based sampler for conducting privacy-aware Bayesian inference. The dapper_sample() function takes an existing sampler as input and automatically constructs a privacy-aware sampler. The process of constructing a sampler is simplified through the specification of four independent modules, allowing for easy comparison between different privacy mechanisms by only swapping out the relevant modules. Probability mass functions for the discrete Gaussian and discrete Laplacian are provided to facilitate analyses dealing with privatized count data. The output of dapper_sample() can be analyzed using many of the same tools from the 'rstan' ecosystem. For methodological details on the sampler see Ju et al. (2022) <doi:10.48550/arXiv.2206.00710>, and for details on the discrete Gaussian and discrete Laplacian distributions see Canonne et al. (2020) <doi:10.48550/arXiv.2004.00010>.
How to cite:
Kevin Eng (2024). dapper: Data Augmentation for Private Posterior Estimation. R package version 1.0.1, https://cran.r-project.org/web/packages/dapper. Accessed 07 Jun. 2026.
Previous versions and publish date:
1.0.0 (2024-07-09 18:10), 1.0.1 (2024-10-29 06:10)
Other packages that cited dapper R package
View dapper citation profile
Other R packages that dapper depends, imports, suggests or enhances
Complete documentation for dapper
Functions, R codes and Examples using the dapper R package
Full dapper package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

keep  
Arrays with Better Control over Dimension Dropping
Provides arrays with flexible control over dimension dropping when subscripting. ...
Download / Learn more Package Citations See dependency  
r2resize  
In-Text Resize for Images, Tables and Fancy Resize Containers in 'shiny', 'rmarkdown' and 'quarto' Documents
Automatic resizing toolbar for containers, images and tables. Various resizable or expandable contai ...
Download / Learn more Package Citations See dependency  
embryogrowth  
Tools to Analyze the Thermal Reaction Norm of Embryo Growth
Tools to analyze the embryo growth and the sexualisation thermal reaction norms. See ...
Download / Learn more Package Citations See dependency  
curtailment  
Finds Binary Outcome Designs Using Stochastic Curtailment
Finds single- and two-arm designs using stochastic curtailment, as described by Law et al. (2022) ...
Download / Learn more Package Citations See dependency  
cesR  
Access the Canadian Election Study Datasets
Makes accessing and loading the Canadian Election Study (, ...
Download / Learn more Package Citations See dependency  
xmlr  
Read, Write and Work with 'XML' Data
'XML' package for creating and reading and manipulating 'XML', with an object model based on 'Refere ...
Download / Learn more Package Citations See dependency  

27,372

R Packages

233,548

Dependencies

72,820

Author Associations

27,205

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA