Synthesize Data Based on Empirical Quantile Functions and Rank Order Matching
synthesizer: Synthesize Data Based on Empirical Quantile Functions and...
Quality assurance for synthesized data
Create synthetic version of a dataset
Difference between correlation
Summarization of location and spread between synthetic and real data
Create a function that generates synthetic data
Compute the pMSE metric between synthetic and real data
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.