HyperNSDE: Personalized Neural SDEs for Joint Static-Longitudinal Clinical Data Generation
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 trajectories, and inform...