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: | 0.3.0 |
| Depends: | R (≥ 3.5.0) |
| Imports: | stats, randomForest |
| Suggests: | tinytest, simplermarkdown |
| Published: | 2024-10-01 |
| DOI: | 10.32614/CRAN.package.synthesizer |
| Author: | Mark van der Loo 
[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_0.3.0.tar.gz |
| Windows binaries: | r-devel: synthesizer_0.3.0.zip, r-release: synthesizer_0.3.0.zip, r-oldrel: synthesizer_0.3.0.zip |
| macOS binaries: | r-release (arm64): synthesizer_0.3.0.tgz, r-oldrel (arm64): synthesizer_0.3.0.tgz, r-release (x86_64): synthesizer_0.3.0.tgz, r-oldrel (x86_64): synthesizer_0.3.0.tgz |
| Old sources: | synthesizer archive |
Linking:
Please use the canonical form https://CRAN.R-project.org/package=synthesizer to link to this page.