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PSNSleep: a self-supervised learning method for sleep staging based on Siamese networks with only positive sample pairs

Traditional supervised learning methods require large quantities of labeled data. However, labeling sleep data according to polysomnography by well-trained sleep experts is a very tedious job. In the present day, the development of self-supervised learning methods is making significant progress in m...

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Detalles Bibliográficos
Autores principales: You, Yuyang, Chang, Shuohua, Yang, Zhihong, Sun, Qihang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10279883/
https://www.ncbi.nlm.nih.gov/pubmed/37346085
http://dx.doi.org/10.3389/fnins.2023.1167723