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  1. 1. Privacy-preserving Synthetic Data Generation for Healthcare Planning

    Master-uppsats, KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Författare :Ruizhi Yang; [2021]
    Nyckelord :Synthetic data generation; differential privacy; generative network; GAN; Moments Accountant; Markov modeling.; Syntetisk datagenerering; differentiell integritet; generativt nätverk; GAN; Moments Accountant; Markov -modellering.;

    Sammanfattning : Recently, a variety of machine learning techniques have been applied to different healthcare sectors, and the results appear to be promising. One such sector is healthcare planning, in which patient data is used to produce statistical models for predicting the load on different units of the healthcare system. LÄS MER