<> "The repository administrator has not yet configured an RDF license."^^ . <> . . . "Sistem Diteksi Insomnia Basis Metode Naive Bayes Menggunakan Sensor GSR dan Max30102"^^ . "Automated Detection of Obstructive Sleep Apnea Events\r\nfrom a Single-Lead Electrocardiogram Using a Convolutional\r\nNeural Network\r\nErdenebayar Urtnasan1 & Jong-Uk Park1 & Eun-Yeon Joo2 & Kyoung-Joung Lee1\r\nReceived: 28 February 2018 /Accepted: 16 April 2018\r\n# Springer Science+Business Media, LLC, part of Springer Nature 2018\r\nAbstract\r\nIn this study, we propose a method for the automated detection of obstructive sleep apnea (OSA) from a single-lead electrocardiogram (ECG) using a convolutional neural network (CNN). A CNN model was designed with six optimized convolution layers\r\nincluding activation, pooling, and dropout layers. One-dimensional (1D) convolution, rectified linear units (ReLU), and max\r\npooling were applied to the convolution, activation, and pooling layers, respectively. For training and evaluation of the CNN model,\r\na single-lead ECG dataset was collected from 82 subjects with OSA and was divided into training (including data from 63 patients\r\nwith 34,281 events) and testing (including data from 19 patients with 8571 events) datasets. Using this CNN model, a precision of\r\n0.99%, a recall of 0.99%, and an F1-score of 0.99% were attained with the training dataset; these values were all 0.96% when the\r\nCNN was applied to the testing dataset. These results show that the proposed CNN model can be used to detect OSA accurately on\r\nthe basis of a single-lead ECG. Ultimately, this CNN model may be used as a screening tool for those suspected to suffer from OSA.\r\nKeywords Obstructive sleep apnea . Single-lead ECG . Convolutional neural network"^^ . "2024-07-18" . . "Universitas Pakuan"^^ . . . "Fakultas Matematika dan Pengetahuan Alam, Universitas Pakuan"^^ . . . . . . . . . . . "Muhammad Taufiq"^^ . "Fadli R."^^ . "Muhammad Taufiq Fadli R."^^ . . "Muhamad Iqbal"^^ . "Suriansyah"^^ . "Muhamad Iqbal Suriansyah"^^ . . "Andi"^^ . "Chairunnas"^^ . "Andi Chairunnas"^^ . . "Universitas Pakuan"^^ . . . "Fakultas Matematika dan Ilmu Pnegetahuan Alam"^^ . . . "Program Studi Ilmu Komputer"^^ . . . . . . "HTML Summary of #9684 \n\nSistem Diteksi Insomnia Basis Metode Naive Bayes Menggunakan Sensor GSR dan Max30102\n\n" . "text/html" . . . "Ilmu Komputer"@en . .