[HTML][HTML] Prediction of obstructive sleep apnea using Fast Fourier Transform of overnight breath recordings
NL Molin, C Molin, RJ Dalpatadu, AK Singh - Machine Learning with …, 2021 - Elsevier
The objective of this study is to address the problem of predicting the risk of obstructive sleep
apnea (OSA) from overnight breath recordings collected by a subject using a smartphone or …
apnea (OSA) from overnight breath recordings collected by a subject using a smartphone or …
Obstructive sleep apnea prediction during wakefulness
A Montazeri, Z Moussavi - … of the IEEE Engineering in Medicine …, 2011 - ieeexplore.ieee.org
In this paper, a novel technique based on signal processing of breath sounds during
wakefulness for prediction of obstructive sleep apnea (OSA) is proposed. We recorded …
wakefulness for prediction of obstructive sleep apnea (OSA) is proposed. We recorded …
[PDF][PDF] A time-series approach to predict obstructive sleep apnea (OSA) Episodes
Sleep apnea is a common respiratory disorder during sleep. It is characterized by pauses in
breathing or shallow breathing during sleep for longer than 10 seconds. Except the fact that …
breathing or shallow breathing during sleep for longer than 10 seconds. Except the fact that …
Automated sleep apnea detection in raw respiratory signals using long short-term memory neural networks
T Van Steenkiste, W Groenendaal… - IEEE journal of …, 2018 - ieeexplore.ieee.org
Sleep apnea is one of the most common sleep disorders and the consequences of
undiagnosed sleep apnea can be very severe, ranging from increased blood pressure to …
undiagnosed sleep apnea can be very severe, ranging from increased blood pressure to …
Identification of obstructive sleep apnea using artificial neural networks and wavelet packet decomposition of the HRV signal
A Hossen, S Qasim - The Journal of Engineering Research …, 2020 - journals.squ.edu.om
The advancement of telecommunication technologies has provided us with new promising
alternatives for remote diagnosis and possible treatment suggestions for patients of diverse …
alternatives for remote diagnosis and possible treatment suggestions for patients of diverse …
Obstructive sleep apnea: a prediction model using supervised machine learning method
Z Keshavarz, R Rezaee, M Nasiri… - The Importance of …, 2020 - ebooks.iospress.nl
Abstract Obstructive Sleep Apnea (OSA) is the most common breathing-related sleep
disorder, leading to increased risk of health problems. In this study, we investigated and …
disorder, leading to increased risk of health problems. In this study, we investigated and …
A comparison of regularized logistic regression and random forest machine learning models for daytime diagnosis of obstructive sleep apnea
F Hajipour, MJ Jozani, Z Moussavi - Medical & Biological Engineering & …, 2020 - Springer
A major challenge in big and high-dimensional data analysis is related to the classification
and prediction of the variables of interest by characterizing the relationships between the …
and prediction of the variables of interest by characterizing the relationships between the …
[PDF][PDF] Sleep apnea detection using adaptive neuro fuzzy inference system
This paper presents an efficient and easy implemented method for detecting minute based
analysis of sleep apnea. The nasal, chest and abdominal based respiratory signals …
analysis of sleep apnea. The nasal, chest and abdominal based respiratory signals …
Automatic respiratory event scoring in obstructive sleep apnea using a long short-term memory neural network
The diagnosis of obstructive sleep apnea is based on daytime symptoms and the frequency
of respiratory events during the night. The respiratory events are scored manually from …
of respiratory events during the night. The respiratory events are scored manually from …
Hybridization of soft-computing algorithms with neural network for prediction obstructive sleep apnea using biomedical sensor measurements
Sleep apnea (SA) is a common respiratory disorder, especially among obese people. It is
caused by either the relaxation of the upper respiratory tract muscles or the failure of the …
caused by either the relaxation of the upper respiratory tract muscles or the failure of the …