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Found 3 papers, 2 papers with code
Investigating a domain adaptation approach for integrating different measurement instruments in a longitudinal clinical registry
In a longitudinal clinical registry, different measurement instruments might have been used for assessing individuals at different time points.
A statistical approach to latent dynamic modeling with differential equations
Neural networks are used for obtaining a low-dimensional latent space for dynamic modeling from a potentially large number of variables, and for obtaining patient-specific ODE parameters from baseline variables.
Deep dynamic modeling with just two time points: Can we still allow for individual trajectories?
Inspired by recent advances that allow to combine deep learning with dynamic modeling, we investigate whether such approaches can be useful for uncovering complex structure, in particular for an extreme small data setting with only two observations time points for each individual.
