synthesizer-package: synthesizer: Synthesize Data Based on Empirical Quantile...

synthesizer-packageR Documentation

synthesizer: Synthesize Data Based on Empirical Quantile Functions and Rank Order Matching

Description

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.

Author(s)

Maintainer: Mark van der Loo mark.vanderloo@gmail.com (ORCID)

See Also

Useful links:


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