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Sep 11, 2018 · The emergence of motion sensors as a tool that provides objective motor performance data on individuals afflicted with Parkinson's disease
Sep 11, 2018 · We review the use of inertial sensors and machine learning algorithms in Parkinson's disease. Keywords: Parkinson's disease; accelerometer; ...
Sep 11, 2018 · The rapid growth of wearable motion sensors in assessing PD symptoms offers new clinical insights into the nature and characteristics of motor disability.
Detailed Record ; Title: Optimizing Clinical Assessments in Parkinson's Disease Through the Use of Wearable Sensors and Data Driven Modeling. ; Language: English
The emergence of motion sensors as a tool that provides objective motor performance data on individuals afflicted with Parkinson's disease offers an ...
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Nov 23, 2018 · Machine learning algorithms that use data streams captured from soft wearable sensors have the potential to automatically detect PD symptoms ...
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Nov 1, 2023 · This paper provides the reader with a summary of the current applications of DL and wearable devices for the diagnosis, prognosis, and monitoring of PD.
We develop a data-driven reinforcement learning (RL) framework to optimize PD medication regimens through wearable sensors.
Optimizing Clinical Assessments in Parkinson's Disease Through the Use of Wearable Sensors and Data Driven Modeling. from www.nature.com
Nov 2, 2023 · There are various body-worn sensors (BWS) proposed to monitor parkinsonian clinical features, such as motor fluctuations, dyskinesia, tremor, bradykinesia, ...
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Through the GA optimized RF classifier, the classification accuracy of the model can reach up to 94.4%, which provides the feasibility for the clinical ...
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