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synthesizer: Synthesize Data Based on Empirical Quantile Functions and Rank Order Matching

Data is synthesized using a combination of inverse transform sampling from the empirical quantile functions for each variable, and then copying the rank order structure from the original dataset. The package also includes a number of functions to measure the utility of synthesized datasets.

Version: 0.3.1
Depends: R (≥ 3.5.0)
Imports: stats, randomForest
Suggests: tinytest, simplermarkdown
Published: 2024-10-11
DOI: 10.32614/CRAN.package.synthesizer
Author: Mark van der Loo ORCID iD [aut, cre]
Maintainer: Mark van der Loo <mark.vanderloo at gmail.com>
License: EUPL
URL: https://github.com/markvanderloo/synthesizer
NeedsCompilation: no
Materials: NEWS
CRAN checks: synthesizer results

Documentation:

Reference manual: synthesizer.pdf
Vignettes: Introduction to synthesizer (source, R code)

Downloads:

Package source: synthesizer_0.3.1.tar.gz
Windows binaries: r-devel: synthesizer_0.3.1.zip, r-release: synthesizer_0.3.1.zip, r-oldrel: synthesizer_0.3.1.zip
macOS binaries: r-release (arm64): synthesizer_0.3.1.tgz, r-oldrel (arm64): synthesizer_0.3.1.tgz, r-release (x86_64): synthesizer_0.3.1.tgz, r-oldrel (x86_64): synthesizer_0.3.1.tgz
Old sources: synthesizer archive

Linking:

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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.