论文标题

医疗数据的混合隐私保护计划

A hybrid privacy protection scheme for medical data

论文作者

Yang, Judy X, Tian, Hui, Liew, Alan Wee-Chung, Foo, Ernest

论文摘要

医疗保健数据包含敏感信息,说服医疗保健数据所有者在没有任何隐私保证的情况下共享其信息是一项挑战。拟议的混合医疗数据隐私保护计划探讨了提供自适应隐私保护和数据实用级别的可能性。评估结果表明,该方案可以提供自适应的隐私和数据实用级别,并且数据持有人可以通过计划选择其首选的风险级别和数据实用程序。关于心脏病和糖尿病数据的评估结果表明,该计划可以提供广泛的自适应隐私保护和数据公用事业水平,以满足不同的隐私保护和数据实用性要求。

Healthcare data contains sensitive information, and it is challenging to persuade healthcare data owners to share their information for research purposes without any privacy assurance. The proposed hybrid medical data privacy protection scheme explores the possibility of providing adaptive privacy protection and data utility levels. The evaluation result demonstrates that the scheme can provide adaptive privacy and data utility levels, and the data holder can choose their preferred risk level and data utility through the scheme. The evaluation results on the heart disease and diabetes data demonstrate that the scheme can provide a wide range of adaptive privacy protection and data utility levels to meet different privacy protection and data utility requirements.

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