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GRU-powered sleep stage classification with permutation-based EEG channel selection
We present a new approach to classifying the sleep stage that incorporates a
computationally inexpensive method based on permutations for channel selection and takes …
computationally inexpensive method based on permutations for channel selection and takes …
[HTML][HTML] Sleepyco: Automatic sleep scoring with feature pyramid and contrastive learning
Automatic sleep scoring is essential for the diagnosis and treatment of sleep disorders and
enables longitudinal sleep tracking in home environments. Conventionally, learning-based …
enables longitudinal sleep tracking in home environments. Conventionally, learning-based …
Hybrid spiking neural network for sleep electroencephalogram signals
Sleep staging is important for assessing sleep quality. So far, many scholars have tried to
achieve automatic sleep staging by using neural networks. However, most researchers only …
achieve automatic sleep staging by using neural networks. However, most researchers only …
A review of automated sleep stage based on EEG signals
X Zhang, X Zhang, Q Huang, Y Lv, F Chen - Biocybernetics and Biomedical …, 2024 - Elsevier
Sleep disorders have increasingly impacted healthy lifestyles. Accurate scoring of sleep
stages is crucial for diagnosing patients with sleep disorders. The precision of sleep staging …
stages is crucial for diagnosing patients with sleep disorders. The precision of sleep staging …