Automated Sleep Stages Classification Using Convolutional Neural Network From Raw and Time-Frequency Electroencephalogram Signals: Systematic Evaluation Study

BackgroundMost existing automated sleep staging methods rely on multimodal data, and scoring a specific epoch requires not only the current epoch but also a sequence of consecutive epochs that precede and follow the epoch. ObjectiveWe proposed and tested a convolutional neural network called SleepIn...

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Bibliografiske detaljer
Main Authors: Shahab Haghayegh (Author), Kun Hu (Author), Katie Stone (Author), Susan Redline (Author), Eva Schernhammer (Author)
Format: Bog
Udgivet: JMIR Publications, 2023-02-01T00:00:00Z.
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