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synthesizer (version 0.3.1)

Synthesize Data Based on Empirical Quantile Functions and Rank Order Matching

Description

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.

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Install

install.packages('synthesizer')

Monthly Downloads

191

Version

0.3.1

License

EUPL

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Maintainer

Mark der Loo

Last Published

October 11th, 2024

Functions in synthesizer (0.3.1)

dmean

Summarization of location and spread between synthetic and real data
synthesize

Create synthetic version of a dataset
dcor

Difference between correlation
make_synthesizer

Create a function that generates synthetic data
synthesizer-package

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

Compute the pMSE metric between synthetic and real data
qa

Quality assurance for synthesized data