Prediction of Sleep Stages Via Deep Learning Using Smartphone Audio Recordings in Home Environments: Model Development and Validation

• Main Authors: Hai Hong Tran (Author), Jung Kyung Hong (Author), Hyeryung Jang (Author), Jinhwan Jung (Author), Jongmok Kim (Author), Joonki Hong (Author), Minji Lee (Author), Jeong-Whun Kim (Author), Clete A Kushida (Author), Dongheon Lee (Author), Daewoo Kim (Author), In-Young Yoon (Author)
• Format: Book
• Published: JMIR Publications, 2023-06-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

BackgroundThe growing public interest and awareness regarding the significance of sleep is driving the demand for sleep monitoring at home. In addition to various commercially available wearable and nearable devices, sound-based sleep staging via deep learning is emerging as a decent alternative for...