Obstructive sleep apnea event prediction using recurrence plots and convolutional neural networks (RP-CNNs) from polysomnographic signals
Y Taghizadegan, NJ Dabanloo, K Maghooli… - … Signal Processing and …, 2021 - Elsevier
… first EEG channel in the Dublin sleep apnea database. Every part was segmented into 8 s
windows (1024 samples = 8 × 128) to create the recurrence plots for the two classes before …
windows (1024 samples = 8 × 128) to create the recurrence plots for the two classes before …
Prediction of obstructive sleep apnea using ensemble of recurrence plot convolutional neural networks (RPCNNs) from polysomnography signals
Y Taghizadegan, NJ Dabanloo, K Maghooli… - Medical hypotheses, 2021 - Elsevier
… This study aims to predict obstructive sleep apnea by representing the dynamic behavior
of obstructive sleep apnea using recurrence plots from EEG and ECG channels. Prediction is …
of obstructive sleep apnea using recurrence plots from EEG and ECG channels. Prediction is …
An online sleep apnea detection method based on recurrence quantification analysis
… as measured by recurrence quantification analysis (RQA) … -respiratory system during
obstructive sleep apnea. In order to … of neighbor thresholdings for recurrence plot calculation. We …
obstructive sleep apnea. In order to … of neighbor thresholdings for recurrence plot calculation. We …
Adaptation of recurrence plot method to study a polysomnography: changes in EEG activity in obstructive sleep apnea syndrome
A Selskii, O Drapkina, M Agaltsov… - The European Physical …, 2023 - Springer
… These recurrence matrices (1) are often shown graphically in the form of recurrence plots
(RP)… Accordingly, the recurrent properties of the time series \(x(t_i)\) are presented as geometric …
(RP)… Accordingly, the recurrent properties of the time series \(x(t_i)\) are presented as geometric …
Recurrence analysis of nocturnal heart rate in sleep apnea patients
C Maier, H Dickhaus - 2006 - degruyter.com
… recurrence plots (RPs) of the time-delay embedded RR series were tested for their suitability
to detect minute-by-minute phases of sleep apnea … rate variations for sleep apnea detection. …
to detect minute-by-minute phases of sleep apnea … rate variations for sleep apnea detection. …
Heterogeneous recurrence analysis of heartbeat dynamics for the identification of sleep apnea events
… Among existing algorithms, recurrence plots and the subsequent recurrence quantitative …
Features (such as deterministic structure) were extracted from recurrence plots and a mixture …
Features (such as deterministic structure) were extracted from recurrence plots and a mixture …
Usefulness of recurrence plots from airflow recordings to aid in paediatric sleep apnoea diagnosis
V Barroso-García, GC Gutiérrez-Tobal… - Computer Methods and …, 2020 - Elsevier
… We propose the analysis of the airflow (AF) signal by means of recurrence plots (RP) features.
The main goal of our study was to evaluate the utility of the information from RPs of the AF …
The main goal of our study was to evaluate the utility of the information from RPs of the AF …
Automated detection of sleep apnea from electrocardiogram signals using nonlinear parameters
… We have also proposed unique recurrence plots for the normal, hypopnea and apnea
classes. Detecting sleep apnea with this level of accuracy can potentially reduce the need of …
classes. Detecting sleep apnea with this level of accuracy can potentially reduce the need of …
Obstructive Sleep Apnea Characterization: A Multimodal Cross-Recurrence-Based Approach for Investigating Atrial Fibrillation
… [59], which only used convolutional neural networks on recurrence plots, our study
attempts a deeper interpretation of the estimated recurrence features at the level of apnea …
attempts a deeper interpretation of the estimated recurrence features at the level of apnea …
Recurrence quantification analysis of sleep electoencephalogram in sleep apnea syndrome in humans
IH Song, DS Lee, SI Kim - Neuroscience letters, 2004 - Elsevier
… of RQA of sleep EEGs in sleep apnea syndrome are valuable for analyzing sleep EEGs in
sleep apnea syndrome, we investigated the ability of RQA to discriminate sleep stages and to …
sleep apnea syndrome, we investigated the ability of RQA to discriminate sleep stages and to …
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