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Remote Medication Status Prediction for Individuals with Parkinson's Disease using Time-series Data from Smartphones. (arXiv:2207.13700v1 [cs.LG])
cs.LG updates on arXiv.org arxiv.org
Medication for neurological diseases such as the Parkinson's disease usually
happens remotely at home, away from hospitals. Such out-of-lab environments
pose challenges in collecting timely and accurate health status data using the
limited professional care devices for health condition analysis, medication
adherence measurement and future dose or treatment planning. Individual
differences in behavioral signals collected from wearable sensors also lead to
difficulties in adopting current general machine learning analysis pipelines.
To address these challenges, we present a method for predicting …
arxiv data disease lg parkinson's parkinson's disease prediction remote series smartphones time