Privacy-Preserving Generative Deep Neural Networks Support Clinical Data Sharing
نویسندگان
چکیده
منابع مشابه
Privacy-preserving generative deep neural networks support clinical data sharing
Though it is widely recognized that data sharing enables faster scientific progress, the sensible need to protect participant privacy hampers this practice in medicine. We train deep neural networks that generate synthetic subjects closely resembling study participants. Using the SPRINT trial as an example, we show that machine-learning models built from simulated participants generalize to the...
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ژورنال
عنوان ژورنال: Circulation: Cardiovascular Quality and Outcomes
سال: 2019
ISSN: 1941-7713,1941-7705
DOI: 10.1161/circoutcomes.118.005122