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

• Prif Awduron: Shahab Haghayegh (Awdur), Kun Hu (Awdur), Katie Stone (Awdur), Susan Redline (Awdur), Eva Schernhammer (Awdur)
• Fformat: Llyfr
• Cyhoeddwyd: JMIR Publications, 2023-02-01T00:00:00Z.
• Pynciau: article
• Mynediad Ar-lein: Connect to this object online.

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...