Association of snoring characteristics with predominant site of collapse of upper airway in obstructive sleep apnea patients
… For this, an automated multiclass linear discriminant analysis (LDA) classifier was … vs
continuous positive airway pressure in mild-to-moderate obstructive sleep apnea syndrome …
continuous positive airway pressure in mild-to-moderate obstructive sleep apnea syndrome …
Automated identification of the predominant site of upper airway collapse in obstructive sleep apnoea patients using snore signal
A Sebastian, PA Cistulli, G Cohen… - Physiological …, 2020 - iopscience.iop.org
… individuals. An unresolved treatment issue is the ability to predict the effectiveness of a
particular … We developed a multi-class LDA classifier for categorizing patients based on the …
particular … We developed a multi-class LDA classifier for categorizing patients based on the …
Automatic Classification of OSA related Snoring Signals from Nocturnal Audio Recordings
A Sebastian, PA Cistulli, G Cohen… - arXiv preprint arXiv …, 2021 - arxiv.org
… OSA-related snore events using a multiclass LDA classifier … tures for each test subjects. Two
algorithms were developed … collapse in obstructive sleep apnoea patients using snore signal,…
algorithms were developed … collapse in obstructive sleep apnoea patients using snore signal,…
A Preliminary Study on OSA Severity Levels Detection by Evaluating Speech Signals Nonlinearities With Multi-Class Classification
… classification, subjects diagnosed as simple snoring by PSG test were evaluated as the
healthy group, and all other subjects … of obstructive sleep apnea in ECG recordings using time-…
healthy group, and all other subjects … of obstructive sleep apnea in ECG recordings using time-…
Application of machine learning to predict obstructive sleep apnea syndrome severity
… symptoms (Epworth Sleepiness Scale, snoring, etc.) of 313 … multiclass problems, the overall
Precision is averaged over … more evident in subjects with moderate or severe disease. We …
Precision is averaged over … more evident in subjects with moderate or severe disease. We …
Severity Analysis of Upper Airway Obstructions: Oesophageal Pressure Versus Snoring Sounds
M Markandeya, UR Abeyratne… - … Circuits and Systems …, 2019 - ieeexplore.ieee.org
… multi-class classification problems using various strategies. The … comprises 2104 snoring
epochs segmented from 7 subjects (3-… Prevalence of obstructive sleep apnea in the general …
epochs segmented from 7 subjects (3-… Prevalence of obstructive sleep apnea in the general …
Characterisation of upper airway collapse in OSA patients using snore signals: a cluster analysis approach
A Sebastian, PA Cistulli, G Cohen… - … in Medicine & Biology …, 2020 - ieeexplore.ieee.org
… collapse in obstructive sleep apnoea (OSA) patients using snore signal during hypopnoea
events. Knowledge … Jane, Multiclass classification of subjects with sleep apnoeahypopnoea …
events. Knowledge … Jane, Multiclass classification of subjects with sleep apnoeahypopnoea …
Estimating a sleep apnea hypopnea index based on the erb correlation dimension of snore sounds
L Hou, Q Pan, H Yi, D Shi, X Shi, S Yin - Frontiers in Digital Health, 2021 - frontiersin.org
… levels of sleep apnea hypopnea syndrome (SAHS). For the training group of 93 subjects,
snore episodes … Multiclass classification of snoring was acquired on the acoustic analysis of …
snore episodes … Multiclass classification of snoring was acquired on the acoustic analysis of …
A classification method related to respiratory disorder events based on acoustical analysis of snoring
C Wang, J Peng, X Zhang - Archives of Acoustics, 2020 - yadda.icm.edu.pl
… snoring provides a new approach for the diagnosis of obstructive sleep apnea hypopnea
syndrome … method can be used to construct multiple classifiers to manage multi-class problems. …
syndrome … method can be used to construct multiple classifiers to manage multi-class problems. …
A sleep apnea-hypopnea syndrome automatic detection and subtype classification method based on LSTM-CNN
H Yu, D Liu, J Zhao, Z Chen, C Gou, X Huang… - … Signal Processing and …, 2022 - Elsevier
… snoring caused by respiratory obstruction or apnea during the … In this paper, a total of
126 subjects’ overnight respiratory … sleep apnea-hypopnea syndrome by means of multi-class …
126 subjects’ overnight respiratory … sleep apnea-hypopnea syndrome by means of multi-class …