AIMC Topic: Sleep, REM

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Non-Contact REM Sleep Estimation Correction by Time-Series Confidence of Predictions: From Binary to Continuous Prediction in Machine Learning for Biological Data.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2022
This paper focuses on the REM sleep estimation with bio-vibration data acquired from mattress sensor, and proposes its "correction" method based on Time-Series Confidence (TSC) of the REM sleep prediction calculated by Random Forest (RF) as one of th...
Humans Machine Learning Time Factors Mental Processes Sleep, REM
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[Discrimination of Chin Electromyography in REM Sleep Behavior Disorder Using Deep Learning].

Nihon eiseigaku zasshi. Japanese journal of hygiene Jan 1, 2022
OBJECTIVE: The confirmation of abnormal behavior during video monitoring in polysomnography (PSG) and the frequency of rapid eye movement (REM) sleep without atonia (RWA) during REM sleep based on physiological indicators are essential diagnostic cri...
Humans Female Aged Male Deep Learning Electromyography Sleep, REM Chin REM Sleep Behavior Disorder
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