Contribution of Different Subbands of ECG in Sleep Apnea Detection Evaluated Using Filter Bank Decomposition and a Convolutional Neural Network - Yeh, Cheng-Yu; Chang, Hung-Yu; Hu, Jiy-Yao; Lin, Chun-Cheng (Sensors (Basel, Switzerland), 2022)
Keywords: Algorithms; Body mass index; Cardiovascular disease; Classification; convolutional neural network; Datasets; Electrocardiogram; Electrocardiography; filter bank decomposition; Heart rate; Humans; Neural networks; Neural Networks, Computer; obstructive sleep apnea; Polysomnography; Respiration; Signal processing; single-lead electrocardiogram; Sleep apnea; Sleep apnea syndromes; Sleep Apnea Syndromes - diagnosis; Sleep Apnea, Obstructive - diagnosis; Support vector machines; Wavelet transforms; Taiwan; obstructive sleep apnea; single-lead electrocardiogram; convolutional neural network; filter bank decomposition