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Articles

Multi-scale ResNet and BiGRU automatic sleep staging based on attention mechanism

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By Yuhan Sun, Okan K. Ersoy, Changyuan Liu, Yunfu Yin
| PLOS
4.2 Assessment/ classification experiments The experimental environment of this paper is: Pytorch open source deep learning framework in python3 environment under Inter (R) Core (TM) i5-3317U-CPU-GTX1080Ti, 64bit, Windows 10 system. To verify the feasibility of the MAResnet-BiGRU net, the model proposed in this paper was applied to the Sleep-EDF data set, UCD data set and SHHS data set to study and analyze five sleep stages.
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