Other packages > Find by keyword >

synMicrodata  

Synthetic Microdata Generator
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("synMicrodata", "2.0.0")



Attach the package and use:
library("synMicrodata")
Maintained by
Hang J. Kim
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2023-02-06
Latest Update: 2023-02-06
Description:
This tool fits a non-parametric Bayesian model called a "hierarchically coupled mixture model with local dependence (HCMM-LD)" to the original microdata in order to generate synthetic microdata for privacy protection. The non-parametric feature of the adopted model is useful for capturing the joint distribution of the original input data in a highly flexible manner, leading to the generation of synthetic data whose distributional features are similar to that of the input data. The package allows the original input data to have missing values and impute them with the posterior predictive distribution, so no missing values exist in the synthetic data output. The method builds on the work of Murray and Reiter (2016) <doi:10.1080/01621459.2016.1174132>.
How to cite:
Hang J. Kim (2023). synMicrodata: Synthetic Microdata Generator. R package version 2.0.0, https://cran.r-project.org/web/packages/synMicrodata. Accessed 21 Nov. 2024.
Previous versions and publish date:
1.0.0 (2023-02-06 12:00), 2.0.0 (2024-04-07 10:00)
Other packages that cited synMicrodata R package
View synMicrodata citation profile
Other R packages that synMicrodata depends, imports, suggests or enhances
Complete documentation for synMicrodata
Functions, R codes and Examples using the synMicrodata R package
Some associated functions: Rcpp_modelobject-class . createModel . modelobject . multipleSyn . readData . 
Some associated R codes: LoadModule.R . R_functions.R .  Full synMicrodata package functions and examples
Downloads during the last 30 days
Get rewarded with contribution points by helping add
Reviews / comments / questions /suggestions ↴↴↴

Today's Hot Picks in Authors and Packages

RcppHNSW  
'Rcpp' Bindings for 'hnswlib', a Library for Approximate Nearest Neighbors
'Hnswlib' is a C++ library for Approximate Nearest Neighbors. This package provides a minimal R int ...
Download / Learn more Package Citations See dependency  
kgschart  
KGS Rank Graph Parser
Restore underlining numeric data from rating history graph of KGS (an online platform of the game o ...
Download / Learn more Package Citations See dependency  
crossrun  
Joint Distribution of Number of Crossings and Longest Run
Joint distribution of number of crossings and the longest run in a series of independent Bernoulli ...
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  
SCBiclust  
Identifies Mean, Variance, and Hierarchically Clustered Biclusters
Identifies a bicluster, a submatrix of the data such that the features and observations within the s ...
Download / Learn more Package Citations See dependency  
pkgdepends  
Package Dependency Resolution and Downloads
Find recursive dependencies of 'R' packages from various sources. Solve the dependencies to obtain ...
Download / Learn more Package Citations See dependency  

23,229

R Packages

199,929

Dependencies

62,984

Author Associations

23,230

Publication Badges

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