A Lightweight Segmented Attention Network for Sleep Staging by Fusing Local Characteristics and Adjacent Information

• Main Authors: Wei Zhou (Author), Hangyu Zhu (Author), Ning Shen (Author), Hongyu Chen (Author), Cong Fu (Author), Huan Yu (Author), Feng Shu (Author), Chen Chen (Author), Wei Chen (Author)
• Format: Book
• Published: IEEE, 2023-01-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

Sleep staging is the essential step in sleep quality assessment and sleep disorders diagnosis. However, most current automatic sleep staging approaches use recurrent neural networks (RNN), resulting in a relatively large training burden. Moreover, these methods only extract information of the whole...