Package: synthesizer 0.4.0

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.

Authors:Mark van der Loo [aut, cre]

synthesizer_0.4.0.tar.gz
synthesizer_0.4.0.zip(r-4.5)synthesizer_0.4.0.zip(r-4.4)synthesizer_0.4.0.zip(r-4.3)
synthesizer_0.4.0.tgz(r-4.4-any)synthesizer_0.4.0.tgz(r-4.3-any)
synthesizer_0.4.0.tar.gz(r-4.5-noble)synthesizer_0.4.0.tar.gz(r-4.4-noble)
synthesizer_0.4.0.tgz(r-4.4-emscripten)synthesizer_0.4.0.tgz(r-4.3-emscripten)
synthesizer.pdf |synthesizer.html
synthesizer/json (API)
NEWS

# Install 'synthesizer' in R:
install.packages('synthesizer', repos = c('https://markvanderloo.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/markvanderloo/synthesizer/issues

On CRAN:

4.40 score 8 scripts 138 downloads 3 exports 1 dependencies

Last updated 7 days agofrom:2f0b038776. Checks:1 OK, 6 WARNING. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKJan 15 2025
R-4.5-winWARNINGJan 15 2025
R-4.5-linuxWARNINGJan 15 2025
R-4.4-winWARNINGJan 15 2025
R-4.4-macWARNINGJan 15 2025
R-4.3-winWARNINGJan 15 2025
R-4.3-macWARNINGJan 15 2025

Exports:make_synthesizerpmsesynthesize

Dependencies:randomForest

Introduction to synthesizer

Rendered fromintroduction.mdusingsimplermarkdown::mdweave_to_htmlon Jan 15 2025.

Last update: 2024-11-29
Started: 2024-06-12