Investigating a domain adaptation approach for integrating different measurement instruments in a longitudinal clinical registry

no code implementations • 1 Dec 2023 • Maren Hackenberg, Michelle Pfaffenlehner, Max Behrens, Astrid Pechmann, Janbernd Kirschner, Harald Binder

In a longitudinal clinical registry, different measurement instruments might have been used for assessing individuals at different time points.

Domain Adaptation

Deep dynamic modeling with just two time points: Can we still allow for individual trajectories?

1 code implementation • 1 Dec 2020 • Maren Hackenberg, Philipp Harms, Michelle Pfaffenlehner, Astrid Pechmann, Janbernd Kirschner, Thorsten Schmidt, Harald Binder

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.