MS-HNN: Multi-Scale Hierarchical Neural Network With Squeeze and Excitation Block for Neonatal Sleep Staging Using a Single-Channel EEG

• Main Authors: Hangyu Zhu (Author), Laishuan Wang (Author), Ning Shen (Author), Yonglin Wu (Author), Shu Feng (Author), Yan Xu (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.

Most existing neonatal sleep staging appro- aches applied multiple EEG channels to obtain good performance. However, it potentially increased the computational complexity and led to an increased risk of skin disruption to neonates during data acquisition. In this paper, a multi-scale hierarchical ne...