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SynthTools  

Tools and Tests for Experiments with Partially Synthetic Data Sets
View on CRAN: Click here


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

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

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



Attach the package and use:
library("SynthTools")
Maintained by
Charlotte Looby
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2019-09-04
Latest Update: 2020-03-11
Description:
A set of functions to support experimentation in the utility of partially synthetic data sets.All functions compare an observed data set to one or a set of partially synthetic data sets derived from the observed data to (1) check that data sets have identical attributes, (2) calculate overall and specific variable perturbation rates, (3) check for potential logical inconsistencies, and (4) calculate confidence intervals and standard errors of desired variables in multiple imputed data sets. Confidence interval and standard error formulas have options for either synthetic data sets or multiple imputed data sets. For more information on the formulas and methods used, see Reiter & Raghunathan (2007) <doi:10.1198/016214507000000932>.
How to cite:
Charlotte Looby (2019). SynthTools: Tools and Tests for Experiments with Partially Synthetic Data Sets. R package version 1.0.1, https://cran.r-project.org/web/packages/SynthTools. Accessed 07 Nov. 2024.
Previous versions and publish date:
1.0.0 (2019-09-04 15:40)
Other packages that cited SynthTools R package
View SynthTools citation profile
Other R packages that SynthTools depends, imports, suggests or enhances
Complete documentation for SynthTools
Functions, R codes and Examples using the SynthTools R package
Some associated functions: ContCI . PPA . PPAm5 . PPAps1 . PPAps2 . PPAps3 . PPAps4 . PPAps5 . dataComp . logicCheck . oneCatCI . pertRates . twoCatCI . 
Some associated R codes: ContCI.R . data.R . dataComp.R . logicCheck.R . oneCatCI.R . pertRates.R . twoCatCI.R .  Full SynthTools package functions and examples
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