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

• Κύριοι συγγραφείς: Shahab Haghayegh (Συγγραφέας), Kun Hu (Συγγραφέας), Katie Stone (Συγγραφέας), Susan Redline (Συγγραφέας), Eva Schernhammer (Συγγραφέας)
• Μορφή: Βιβλίο
• Έκδοση: JMIR Publications, 2023-02-01T00:00:00Z.
• Θέματα: article
• Διαθέσιμο Online: 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...