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P. Chassat

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#machine learning Preprint Oct 2026

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...

P. Chassat, A. Guilloux · 0 citations

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