Methods for creating synthetic data
- Author: United Nations Economic Commission for Europe
- Main Title: Synthetic Data for Official Statistics , pp 15-32
- Publication Date: April 2023
- DOI: https://doi.org/10.18356/9789210021708c005
- Language: English
There are many methods for generating synthetic data, and to determine which method to use, it is important to start by identifying the type of synthetic data that is required and within what context they will be used. Specifically, when creating a synthetic data set, the synthesiser (the individual making the synthetic data) needs to consider the desired analytical value to be preserved, as well as the acceptable level of disclosure risk, which will mainly depend on how accessible the synthetic data set that is generated will be (i.e., public release, restricted release, etc.).
© 2022 United Nations
ISBN (PDF):
9789210021708
Book DOI:
https://doi.org/10.18356/9789210021708
Sustainable Development Goals:
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