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

• Үндсэн зохиолчид: Shahab Haghayegh (Зохиогч), Kun Hu (Зохиогч), Katie Stone (Зохиогч), Susan Redline (Зохиогч), Eva Schernhammer (Зохиогч)
• Формат: Ном
• Хэвлэсэн: JMIR Publications, 2023-02-01T00:00:00Z.
• Нөхцлүүд: article
• Онлайн хандалт: 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...