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Detection of sleep apnea using Machine learning algorithms based on ECG Signals: A comprehensive systematic review
Salari, Nader, Hosseinian-Far, Amin, Mohammadi, Masoud, Ghasemi, Hooman, Khazaie, Habibolah, Daneshkhah, Alireza, Ahmadi, Arash
Published in Expert systems with applications (01.01.2022)
Published in Expert systems with applications (01.01.2022)
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Journal Article
SleepPPG-Net: A Deep Learning Algorithm for Robust Sleep Staging From Continuous Photoplethysmography
Kotzen, Kevin, Charlton, Peter H., Salabi, Sharon, Amar, Lea, Landesberg, Amir, Behar, Joachim A.
Published in IEEE journal of biomedical and health informatics (01.02.2023)
Published in IEEE journal of biomedical and health informatics (01.02.2023)
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Journal Article
Particle swarm optimization for feature selection with application in obstructive sleep apnea diagnosis
Chen, Li-Fei, Su, Chao-Ton, Chen, Kun-Huang, Wang, Pa-Chun
Published in Neural computing & applications (01.11.2012)
Published in Neural computing & applications (01.11.2012)
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Journal Article
Evaluation of Machine-Learning Approaches to Estimate Sleep Apnea Severity From At-Home Oximetry Recordings
Gutierrez-Tobal, Gonzalo C., Alvarez, Daniel, Crespo, Andrea, del Campo, Felix, Hornero, Roberto
Published in IEEE journal of biomedical and health informatics (01.03.2019)
Published in IEEE journal of biomedical and health informatics (01.03.2019)
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Journal Article
A comparison of regularized logistic regression and random forest machine learning models for daytime diagnosis of obstructive sleep apnea
Hajipour, Farahnaz, Jozani, Mohammad Jafari, Moussavi, Zahra
Published in Medical & biological engineering & computing (01.10.2020)
Published in Medical & biological engineering & computing (01.10.2020)
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Journal Article
EfficientNet-based machine learning architecture for sleep apnea identification in clinical single-lead ECG signal data sets
Liu, Meng-Hsuan, Chien, Shang-Yu, Wu, Ya-Lun, Sun, Ting-Hsuan, Huang, Chun-Sen, Hsu, Kai-Cheng, Hang, Liang-Wen
Published in Biomedical engineering online (20.06.2024)
Published in Biomedical engineering online (20.06.2024)
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Journal Article
Artificial intelligence-based approaches for sleep-related breathing events identification using EEG and ECG signals
Trang, Nguyen Thi Hoang, Linh, Tran Thanh Duy, Vu, Do Quoc, Loan, Bui Thi Hong, Vinh, Nguyen Nhu, Dang, Tran Ngoc
Published in Sleep & breathing (01.09.2025)
Published in Sleep & breathing (01.09.2025)
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Journal Article
Enhanced machine learning approaches for OSA patient screening: model development and validation study
Dai, Rongrong, Yang, Kang, Zhuang, Jiajing, Yao, Ling, Hu, Yiming, Chen, Qingquan, Zheng, Huaxian, Zhu, Xi, Ke, Jianfeng, Zeng, Yifu, Fan, Chunmei, Chen, Xiaoyang, Fan, Jimin, Zhang, Yixiang
Published in Scientific reports (26.08.2024)
Published in Scientific reports (26.08.2024)
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Journal Article
OSApredictor: A tool for prediction of moderate to severe obstructive sleep apnea-hypopnea using readily available patient characteristics
Talukder, Amlan, Li, Yuanyuan, Yeung, Deryck, Shi, Min, Umbach, David M., Fan, Zheng, Li, Leping
Published in Computers in biology and medicine (01.08.2024)
Published in Computers in biology and medicine (01.08.2024)
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Journal Article
Respiratory Event Detection During Sleep Using Electrocardiogram and Respiratory Related Signals: Using Polysomnogram and Patch-Type Wearable Device Data
Yeo, Minsoo, Byun, Hoonsuk, Lee, Jiyeon, Byun, Jungick, Rhee, Hak Young, Shin, Wonchul, Yoon, Heenam
Published in IEEE journal of biomedical and health informatics (01.02.2022)
Published in IEEE journal of biomedical and health informatics (01.02.2022)
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Journal Article
Severity evaluation of obstructive sleep apnea based on speech features
Ding, Yiming, Wang, Jiaxi, Gao, Jiandong, Fang, Qiang, Li, Yanru, Xu, Wen, Wu, Ji, Han, Demin
Published in Sleep & breathing (01.06.2021)
Published in Sleep & breathing (01.06.2021)
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Journal Article
A model for obstructive sleep apnea detection using a multi-layer feed-forward neural network based on electrocardiogram, pulse oxygen saturation, and body mass index
Li, Zufei, Li, Yanru, Zhao, Guoqiang, Zhang, Xiaoqing, Xu, Wen, Han, Demin
Published in Sleep & breathing (01.12.2021)
Published in Sleep & breathing (01.12.2021)
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Journal Article
Development of a support vector machine learning and smart phone Internet of Things-based architecture for real-time sleep apnea diagnosis
Ma, Bin, Wu, Zhaolong, Li, Shengyu, Benton, Ryan, Li, Dongqi, Huang, Yulong, Kasukurthi, Mohan Vamsi, Lin, Jingwei, Borchert, Glen M., Tan, Shaobo, Li, Gang, Yang, Meihong, Huang, Jingshan
Published in BMC medical informatics and decision making (15.12.2020)
Published in BMC medical informatics and decision making (15.12.2020)
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Journal Article