Mixed-Input Deep Learning Approach to Sleep/Wake State Classification by Using EEG Signals
Diagnostics, 2023 Sleep stage classification plays a pivotal role in predicting and diagnosing numerous health issues from human sleep data. Manual sleep staging requires human expertise, which is occasionally prone to error and variation. In recent times, availability of
Md. Nazmul Hasan, Insoo Koo
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Measuring Sleep Stages and Screening for Obstructive Sleep Apnea with a Wearable Multi-Sensor System in Comparison to Polysomnography. [PDF]
Nat Sci Sleep, 2023 Shuang-Jiang Zhou,1,* Rui Yang,2,* Lei-Lei Wang,1 Meng Qi,1 Xiao-Fei Yuan,2 Ting-Ting Wang,3 Tian-He Song,4 Yun-Yue Zhuang,4 Hong-Juan Li,1 Yun-Long Tan,1 Xue Wang,2 Jing-Xu Chen1 1Sleep Medicine Center, Beijing HuiLongGuan Hospital, Peking ...
Zhou SJ +11 more
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Deep Learning for Sleep Stages Classification: Modified Rectified Linear Unit Activation Function and Modified Orthogonal Weight Initialisation [PDF]
Multimed Tools Appl., 2022, 2022 Background and Aim: Each stage of sleep can affect human health, and not getting enough sleep at any stage may lead to sleep disorder like parasomnia, apnea, insomnia, etc. Sleep-related diseases could be diagnosed using Convolutional Neural Network Classifier.
arxiv +1 more source
Sleep Track: Automated Detection and Classification of Sleep Stages [PDF]
E3S Web of Conferences, 2023 Sleep is vital for our body’s physical restoration, but sleep disorders can cause various problems. Determining sleep stages is essential for diagnosing and curing such disorders.
Ram Kumar R.P. +5 more
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Polysomnographic survey of sleep architecture in patients with methamphetamine dependence during remission [PDF]
Sleep ScienceIntroduction: Methamphetamine dependence is common in the world. Methamphetamine affects sleep architecture through changes in the monoaminergic activity of the brain.
Amir Rezaei-Ardani +4 more
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Calidad del sueño en una población adulta expuesta al ruido del Aeropuerto El Dorado, Bogotá, 2012
Biomédica: revista del Instituto Nacional de Salud, 2015 Introducción. El Aeropuerto de Bogotá está dentro de la ciudad y su ampliación podría representar un aumento de los efectos adversos del ruido sobre la salud de los habitantes de las localidades de Fontibón y Engativá. Objetivo. Conocer la prevalencia de
Lina María Callejas +5 more
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Does Rapid Eye Movement Sleep Aggravate Obstructive Sleep Apnea? [PDF]
Clinical and Experimental Otorhinolaryngology, 2019 Objectives. To investigate the apnea-hypopnea index (AHI) according to the sleep stage in more detail after control of posture. Methods. Patients who underwent nocturnal polysomnography between December 2007 and July 2018 were retrospectively evaluated ...
Sung Hee Kim +6 more
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Early phase of COVID-19 quarantine impacted insomnia symptoms in Turkish families [PDF]
Sleep ScienceQuarantine and isolation are the most important public health measures used to prevent the transmission of infectious diseases among individuals. Quarantine and social isolation cause some health problems, such as depressive symptoms, sleep disturbances,
Huri Seval Gönderen Çakmak
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Ubi-SleepNet: Advanced Multimodal Fusion Techniques for Three-stage Sleep Classification Using Ubiquitous Sensing [PDF]
, 2021 Sleep is a fundamental physiological process that is essential for sustaining a healthy body and mind. The gold standard for clinical sleep monitoring is polysomnography(PSG), based on which sleep can be categorized into five stages, including wake/rapid eye movement sleep (REM sleep)/Non-REM sleep 1 (N1)/Non-REM sleep 2 (N2)/Non-REM sleep 3 (N3 ...
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Pitfalls of AHI system of severity grading in obstructive sleep apnoea [PDF]
Sleep ScienceObstructive sleep apnoea (OSA) is the major underlying co-morbidity in many of the non-communicable diseases (NCD) due to obesity as a common risk factor.
Rashmi Soori +5 more
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