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Patient-Specific Game-Based Transfer Method for Parkinson's Disease Severity Prediction. (arXiv:2208.04315v2 [cs.LG] UPDATED)
Aug. 15, 2022, 1:11 a.m. | Zaifa Xue, Huibin Lu, Tao Zhang, Max A. Little
cs.LG updates on arXiv.org arxiv.org
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. Few have considered the heterogeneity
between patients, which implies the need to provide specific prediction models
for different patients. However, building the specific model faces the
challenge of small sample size, which makes it lack generalization ability.
Instance transfer is an effective way to solve this problem. Therefore, this
paper …
arxiv disease game lg parkinson's parkinson's disease patient prediction transfer
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