Patient-Specific Game-Based Transfer Method for Parkinson's Disease Severity Prediction. (arXiv:2208.04315v1 [cs.LG])

Dysphonia is one of the early symptoms of Parkinson's disease (PD). Most
existing methods use feature selection methods to find the optimal subset of
voice features for all PD patients to improve the prediction performance. Few
have considered the heterogeneity between patients, which implies the need to
provide specific prediction models for different patients. However, building
this prediction model for each patient faces the challenge of small sample
size, which makes it lack generalization ability. Instance transfer is an
effective …

arxiv disease game lg parkinson's parkinson's disease patient prediction transfer