End-to-End Sleep Apnea Detection Using Single-Lead ECG Signal and 1-D Residual Neural Networks

Roneel V. Sharan, Shlomo Berkovsky, Hao Xiong, Enrico Coiera

2021Journal of Medical and Biological Engineering22 citationsDOI

Topics & Concepts

Sleep apneaApneaConvolutional neural networkArtificial intelligencePattern recognition (psychology)Computer scienceResidualHyperparameterFeature extractionDeep learningArtificial neural networkSIGNAL (programming language)MedicineCardiologyInternal medicineAlgorithmProgramming languageObstructive Sleep Apnea ResearchNon-Invasive Vital Sign MonitoringSleep and Work-Related Fatigue