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HyperNSDE: Personalized Neural SDEs for Joint Static-Longitudinal Clinical Data Generation

Chassat, Perrine et al.
arXiv (All) · Papers
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applicationsmachine-learningmethodology
Synthetic patient data generation is a promising solution to the dual challenge of data scarcity and privacy constraints in healthcare machine learning. Realistic synthesis of patient-level clinical data requires jointly modeling heterogeneous static covariates, irregularly sampled longitudinal traj
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