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Automatic sleep-stage classification of heart rate and actigraphy data using deep and transfer learning approaches

Yaopeng Ma, Johannes Zschocke, Martin Glos, Maria Kluge, Thomas Penzel, Jan W. Kantelhardt, Ronny P. Bartsch

2023Computers in Biology and Medicine21 citationsDOI

Topics & Concepts

ActigraphyDeep learningComputer scienceArtificial intelligencePolysomnographySleep StagesTransfer of learningMachine learningSleep (system call)Convolutional neural networkReliability (semiconductor)Artificial neural networkMedicineElectroencephalographyPower (physics)EndocrinologyQuantum mechanicsPhysicsCircadian rhythmOperating systemPsychiatryEEG and Brain-Computer InterfacesECG Monitoring and AnalysisNon-Invasive Vital Sign Monitoring
Automatic sleep-stage classification of heart rate and actigraphy data using deep and transfer learning approaches | Litcius