Package: synthesizer 0.4.0

Mark van der Loo

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.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://cran.r-universe.dev', 'https://cloud.r-project.org'))

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

On CRAN:

Conda:

2.60 score 321 downloads 3 exports 1 dependencies

Last updated 1 months agofrom:e467eafd0c. Checks:3 OK. Indexed: no.

TargetResultLatest binary
Doc / VignettesOKMar 09 2025
R-4.5-linuxOKMar 09 2025
R-4.4-linuxOKMar 09 2025

Exports:make_synthesizerpmsesynthesize

Dependencies:randomForest

Introduction to synthesizer

Rendered fromintroduction.mdusingsimplermarkdown::mdweave_to_htmlon Mar 09 2025.

Last update: 2025-02-07
Started: 2024-06-14

Readme and manuals

Help Manual

Help pageTopics
Create a function that generates synthetic datamake_synthesizer make_synthesizer.character make_synthesizer.data.frame make_synthesizer.factor make_synthesizer.integer make_synthesizer.logical make_synthesizer.numeric make_synthesizer.ts
Compute the pMSE metric between synthetic and real datapmse
Create synthetic version of a datasetsynthesize