Generating synthetic personal health data using conditional generative adversarial networks combining with differential privacy.

Sun, Chang; van Soest, Johan; Dumontier, Michel

Sun, Chang; van Soest, Johan; Dumontier, Michel.

Afiliação

Sun C; Institute of Data Science, Faculty of Science and Engineering, Maastricht University, Maastricht, The Netherlands; Department of Advanced Computing Sciences, Faculty of Science and Engineering, Maastricht University, Maastricht, The Netherlands. Electronic address: chang.sun@maastrichtuniversity.nl.
van Soest J; Brightlands Institute of Smart Society, Faculty of Science and Engineering, Maastricht University, Heerlen, The Netherlands; Department of Radiation Oncology (Maastro), GROW School for Oncology and Reproduction, Maastricht University Medical Centre, Maastricht, The Netherlands. Electronic address: j.vansoest@maastrichtuniversity.nl.
Dumontier M; Institute of Data Science, Faculty of Science and Engineering, Maastricht University, Maastricht, The Netherlands; Department of Advanced Computing Sciences, Faculty of Science and Engineering, Maastricht University, Maastricht, The Netherlands. Electronic address: michel.dumontier@maastrichtuniversity.nl.

J Biomed Inform ; 143: 104404, 2023 07.

Article em En | MEDLINE | ID: mdl-37268168

Assuntos

Aprendizado de Máquina; Privacidade; Humanos; Grupos Minoritários

Palavras-chave

Data privacy; Generative adversarial network; Health data sharing; Synthetic data; Synthetic health data

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Texto completo: 1 Base de dados: MEDLINE Assunto principal: Privacidade / Aprendizado de Máquina Tipo de estudo: Prognostic_studies Limite: Humans Idioma: En Ano de publicação: 2023 Tipo de documento: Article

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