Predicting UPDRS Motor Symptoms From Force Plates Using Machine Learning

Predicting UPDRS Motor Symptoms From Force Plates Using Machine Learning

Force-plate signals → interpretable features and models to estimate UPDRS motor symptom severity.

What I did:

  • Built the processing + modeling pipeline from force-plate signals
  • Evaluated model performance and generalization across subjects
  • Focused on interpretable features aligned with motor symptom presentation

Citation

Exley, T., et al.
Predicting UPDRS Motor Symptoms From Force Plates Using Machine Learning.
IEEE Journal of Biomedical and Health Informatics, 2022.