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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 using the empirical quantile functions for each variable, and then copying the rank order structure from the original dataset. The syntesizer method has a tunable parameter allowing to gradually move from realistic and possibly unsafe synthetic data to decorrelated data of less utility.

Version: 0.4.0
Depends: R (≥ 3.5.0)
Imports: stats, randomForest
Suggests: tinytest, simplermarkdown
Published: 2025-02-07
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_0.4.0.tar.gz
Windows binaries: r-devel: synthesizer_0.4.0.zip, r-release: synthesizer_0.4.0.zip, r-oldrel: synthesizer_0.4.0.zip
macOS binaries: r-devel (arm64): synthesizer_0.4.0.tgz, r-release (arm64): synthesizer_0.4.0.tgz, r-oldrel (arm64): synthesizer_0.4.0.tgz, r-devel (x86_64): synthesizer_0.4.0.tgz, r-release (x86_64): synthesizer_0.4.0.tgz, r-oldrel (x86_64): synthesizer_0.4.0.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.