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Synthetic Data -- what, why and how?

Authors :
Jordon, James
Szpruch, Lukasz
Houssiau, Florimond
Bottarelli, Mirko
Cherubin, Giovanni
Maple, Carsten
Cohen, Samuel N.
Weller, Adrian
Publication Year :
2022
Publisher :
arXiv, 2022.

Abstract

This explainer document aims to provide an overview of the current state of the rapidly expanding work on synthetic data technologies, with a particular focus on privacy. The article is intended for a non-technical audience, though some formal definitions have been given to provide clarity to specialists. This article is intended to enable the reader to quickly become familiar with the notion of synthetic data, as well as understand some of the subtle intricacies that come with it. We do believe that synthetic data is a very useful tool, and our hope is that this report highlights that, while drawing attention to nuances that can easily be overlooked in its deployment.<br />Comment: Commissioned by the Royal Society. 57 pages 2 figures

Details

Database :
OpenAIRE
Accession number :
edsair.doi.dedup.....10bcf2b5cd1132c55e7a69728248d915
Full Text :
https://doi.org/10.48550/arxiv.2205.03257