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Updated: Jul 2, 2025

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数据编码用于医疗保健数据民主化和信息泄露预防

Anshul Thakur1, Tingting Zhu2, Vinayak Abrol3

  • 1Department of Engineering Science, University of Oxford, OX3 7DQ, Oxfordshire, UK. anshul.thakur@eng.ox.ac.uk.

Nature communications
|February 21, 2024
PubMed
概括

不可逆转的数据编码可以实现数据民主化,用于医疗保健中的深度学习,而不会损害隐私. 这种方法保留了数据语义,允许有效的模型训练,同时最大限度地减少训练模型的信息泄露.

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