Sleep Apnea Classification Algorithm Development Using a Machine-Learning Framework and Bag-of-Features Derived from Electrocardiogram Spectrograms.

Lin, Cheng-Yu; Wang, Yi-Wen; Setiawan, Febryan; Trang, Nguyen Thi Hoang; Lin, Che-Wei

Lin, Cheng-Yu; Wang, Yi-Wen; Setiawan, Febryan; Trang, Nguyen Thi Hoang; Lin, Che-Wei.

Afiliación

Lin CY; Department of Otolaryngology, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan 704, Taiwan.
Wang YW; Department of Environmental and Occupational Medicine, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan 704, Taiwan.
Setiawan F; Sleep Medicine Center, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan 704, Taiwan.
Trang NTH; Department of Biomedical Engineering, College of Engineering, National Cheng Kung University, Tainan 701, Taiwan.
Lin CW; Department of Biomedical Engineering, College of Engineering, National Cheng Kung University, Tainan 701, Taiwan.

J Clin Med ; 11(1)2021 Dec 30.

Article en En | MEDLINE | ID: mdl-35011934

Palabras clave

bag-of-features; ensemble learning; k-nearest neighbor algorithm; sleep apnea; support vector machine; timefrequency transformation

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Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Tipo de estudio: Prognostic_studies Idioma: En Revista: J Clin Med Año: 2021 Tipo del documento: Article País de afiliación: Taiwán Pais de publicación: Suiza

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