The Role of Synthetic Data in Ensuring Data Privacy and Enabling Secure Analytics

This research focuses on the analysis of the role synthetic data could play in the maintenance of privacy under the GDPR regulations. It considers, for actual effectiveness, some of the methods for generating synthetic data, like differential privacy and GANs. The study also shows some challenges to organizations about compliance with the data, since the main use of synthetic data is analytical. The performance of the experiments revealed that synthetic data represented a good balance regarding the protection of privacy. This presented the assumption that new methods are, above all, the key to improving good practices in data privacy.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2024-10-31
DOI
https://doi.org/10.5281/zenodo.14012319
Primary Topic
Privacy-Preserving Technologies in Data
Type
article
Field-Weighted Citation Impact
0.00
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article

The Role of Synthetic Data in Ensuring Data Privacy and Enabling Secure Analytics

Zenodo (CERN European Organization for Nuclear Research)
Privacy-Preserving Technologies in Data
article

The Role of Synthetic Data in Ensuring Data Privacy and Enabling Secure Analytics

article en

Abstract

This research focuses on the analysis of the role synthetic data could play in the maintenance of privacy under the GDPR regulations. It considers, for actual effectiveness, some of the methods for generating synthetic data, like differential privacy and GANs. The study also shows some challenges to organizations about compliance with the data, since the main use of synthetic data is analytical. The performance of the experiments revealed that synthetic data represented a good balance regarding the protection of privacy. This presented the assumption that new methods are, above all, the key to improving good practices in data privacy.

Zenodo (CERN European Organization for Nuclear Research)
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Privacy-Preserving Technologies in Data
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The Role of Synthetic Data in Ensuring Data Privacy and Enabling Secure Analytics · Zenodo (CERN European Organization for Nuclear Research) (2024) | TGRS Research Map | TGRS