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A comparison of synthetic data generation and federated analysis for enabling international evaluations of cardiovascular health

Sharing health data for research purposes across international jurisdictions has been a challenge due to privacy concerns. Two privacy enhancing technologies that can enable such sharing are synthetic data generation (SDG) and federated analysis, but their relative strengths and weaknesses have not...

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Detalles Bibliográficos
Autores principales: Azizi, Zahra, Lindner, Simon, Shiba, Yumika, Raparelli, Valeria, Norris, Colleen M., Kublickiene, Karolina, Herrero, Maria Trinidad, Kautzky-Willer, Alexandra, Klimek, Peter, Gisinger, Teresa, Pilote, Louise, El Emam, Khaled
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10352377/
https://www.ncbi.nlm.nih.gov/pubmed/37460705
http://dx.doi.org/10.1038/s41598-023-38457-3