A review of approaches for analysing obstructive sleep apnoea‐related patterns in pulse oximetry data

PI Terrill - Respirology, 2020 - Wiley Online Library
Overnight pulse oximetry allows the relatively non‐invasive estimation of peripheral blood
haemoglobin oxygen saturations (SpO2), and forms part of the typical polysomnogram …

Classification methods to detect sleep apnea in adults based on respiratory and oximetry signals: a systematic review

MB Uddin, CM Chow, SW Su - Physiological measurement, 2018 - iopscience.iop.org
Objective: Sleep apnea (SA), a common sleep disorder, can significantly decrease the
quality of life, and is closely associated with major health risks such as cardiovascular …

Evaluation of machine-learning approaches to estimate sleep apnea severity from at-home oximetry recordings

GC Gutiérrez-Tobal, D Álvarez… - IEEE journal of …, 2018 - ieeexplore.ieee.org
Complexity, costs, and waiting list issues demand a simplified alternative for sleep apnea-
hypopnea syndrome (SAHS) diagnosis. The blood oxygen saturation signal (SpO2) carries …

Classification techniques on computerized systems to predict and/or to detect Apnea: A systematic review

N Pombo, N Garcia, K Bousson - Computer methods and programs in …, 2017 - Elsevier
Background and objective Sleep apnea syndrome (SAS), which can significantly decrease
the quality of life is associated with a major risk factor of health implications such as …

Real-time automatic apneic event detection using nocturnal pulse oximetry

SH Hwang, JG Cho, BH Choi, HJ Baek… - IEEE Transactions …, 2017 - ieeexplore.ieee.org
Objective: Nocturnal pulse oximetry has been proposed as a simpler alternative to
polysomnography in diagnosing sleep apnea. However, existing techniques are limited in …

Oximetry use in obstructive sleep apnea

F Del Campo, A Crespo… - Expert review of …, 2018 - Taylor & Francis
Introduction: Overnight oximetry has been proposed as an accessible, simple, and reliable
technique for obstructive sleep apnea syndrome (OSAS) diagnosis. From visual inspection …

A genetically optimized neural network model for multi-class classification

A Bhardwaj, A Tiwari, H Bhardwaj… - Expert Systems with …, 2016 - Elsevier
Multi-class classification is one of the major challenges in real world application.
Classification algorithms are generally binary in nature and must be extended for multi-class …

Hybridization of soft-computing algorithms with neural network for prediction obstructive sleep apnea using biomedical sensor measurements

MH Chyad, SK Gharghan, HQ Hamood… - Neural Computing and …, 2022 - Springer
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 …

Comparative associations of oximetry patterns in Obstructive Sleep Apnea with incident cardiovascular disease

K Sutherland, N Sadr, YS Bin, K Cook… - Sleep, 2022 - academic.oup.com
Abstract Study Objectives Intermittent hypoxia is a key mechanism linking Obstructive Sleep
Apnea (OSA) to cardiovascular disease (CVD). Oximetry analysis could enhance …

[HTML][HTML] ABOSA–Freely available automatic blood oxygen saturation signal analysis software: Structure and validation

T Karhu, T Leppänen, J Töyräs, A Oksenberg… - Computer Methods and …, 2022 - Elsevier
Background and objective Many sleep recording software used in clinical settings have
some tools to automatically analyze the blood oxygen saturation (SpO 2) signal by detecting …