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New Intelligent Systems Study Findings Have Been Reported from Yunnan University (A Novel Feature Relearning Method for Automatic Sleep Staging Based On Single-channel Eeg).
- Source :
- Health & Medicine Week; 4/26/2024, p3846-3846, 1p
- Publication Year :
- 2024
-
Abstract
- A study conducted at Yunnan University in Kunming, China has developed a novel feature relearning method for automatic sleep staging based on single-channel electroencephalography (EEG). The current methods for sleep staging have limitations, such as requiring professional knowledge and time-consuming manual or semi-automatic feature extraction. The proposed method uses a bottom-up and top-down network with an attention mechanism to fully learn EEG information and improve overall classification performance. The experimental results show that the proposed method outperforms existing methods. The research provides a link to access the code and supplementary materials for further information. [Extracted from the article]
Details
- Language :
- English
- ISSN :
- 15316459
- Database :
- Complementary Index
- Journal :
- Health & Medicine Week
- Publication Type :
- Periodical
- Accession number :
- 176683179