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.

Package details

AuthorMark van der Loo [aut, cre] (<https://orcid.org/0000-0002-9807-4686>)
MaintainerMark van der Loo <mark.vanderloo@gmail.com>
LicenseEUPL
Version0.4.0
URL https://github.com/markvanderloo/synthesizer
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("synthesizer")

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synthesizer documentation built on April 12, 2025, 2:27 a.m.