A sleep apnea-hypopnea syndrome automatic detection and subtype classification method based on LSTM-CNN

Author:

Yu Hui,Liu Dongyi,Zhao Jing,Chen Zhen,Gou Chengxiang,Huang Xueying,Sun Jinglai,Zhao Xiaoyun

Publisher

Elsevier BV

Subject

Health Informatics,Signal Processing

Reference25 articles.

1. Roles and Mechanisms of Obstructive Sleep Apnea-Hypopnea Syndrome and Chronic Intermittent Hypoxia in Atherosclerosis: Evidence and Prospective;Ma;Oxidative Medicine and Cellular Longevity,2016

2. Joseph E Mietus, Chung-Kang Peng, P Ch Ivanov, and Ary Louis Goldberger. Detection of obstructive sleep apnea from cardiac interbeat interval time series. In Computers in Cardiology 2000. Vol. 27 (Cat. 00CH37163), pages 753–756. IEEE, 2000.

3. M. Schrader, C. Zywietz, V. von Einem, B. Widiger, and G. Joseph. Detection of sleep apnea in single channel ecgs from the physionet data base. In Computers in Cardiology 2000. Vol. 27 (Cat. 00CH37163), pages 263–266, 2000.

4. Automated detection of obstructive sleep apnoea by single-lead ecg through elm classification;Sadr,2014

5. Mrd Apodaca, M. Carrasco-Llatas, and E Esteller-Moré. Surgical versus non-surgical treatment in the obstructive apnea-hypopnea syndrome. International Journal of Pediatric Otorhinolaryngology, 138:110310, 2020.

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