Towards automatic EEG cyclic alternating pattern analysis: a systematic review

F Mendonça, SS Mostafa, F Morgado-Dias… - Biomedical Engineering …, 2023 - Springer
This study conducted a systematic review to determine the feasibility of automatic Cyclic
Alternating Pattern (CAP) analysis. Specifically, this review followed the 2020 Preferred …

A new automatic sleep staging system based on statistical behavior of local extrema using single channel EEG signal

S Seifpour, H Niknazar, M Mikaeili… - Expert Systems with …, 2018 - Elsevier
Over the past decade, converging evidence from diverse studies has demonstrated that
sleep is closely associated with the mental and physical health, quality of life, and safety …

CAPSCNet: A novel scattering network for automated identification of phasic cyclic alternating patterns of human sleep using multivariate EEG signals

M Sharma, S Verma, D Anand, VM Gadre… - Computers in Biology …, 2023 - Elsevier
Abstract The Cyclic Alternating Pattern (CAP) can be considered a physiological marker of
sleep instability. The CAP can examine various sleep-related disorders. Certain short events …

Automatic a-phase detection of cyclic alternating patterns in sleep using dynamic temporal information

S Hartmann, M Baumert - IEEE Transactions on Neural …, 2019 - ieeexplore.ieee.org
The identification of recurrent, transient perturbations in brain activity during sleep, so called
cyclic alternating patterns (CAP), is of significant interest as they have been linked to …

Automatic detection of cyclic alternating pattern

F Mendonça, A Fred, SS Mostafa… - Neural Computing and …, 2022 - Springer
The cyclic alternating pattern is a microstructure phasic event, present in the non-rapid eye
movement sleep, which has been associated with multiple pathologies, and is a marker of …

A portable wireless device for cyclic alternating pattern estimation from an EEG monopolar derivation

F Mendonça, SS Mostafa, F Morgado-Dias… - Entropy, 2019 - mdpi.com
Quality of sleep can be assessed by analyzing the cyclic alternating pattern, a long-lasting
periodic activity that is composed of two alternate electroencephalogram patterns, which is …

A-phase index: an alternative view for sleep stability analysis based on automatic detection of the A-phases from the cyclic alternating pattern

F Mendonça, SS Mostafa, A Gupta, ES Arnardottir… - Sleep, 2023 - academic.oup.com
Abstract Study Objectives Sleep stability can be studied by evaluating the cyclic alternating
pattern (CAP) in electroencephalogram (EEG) signals. The present study presents a novel …

On the use of patterns obtained from LSTM and feature-based methods for time series analysis: application in automatic classification of the CAP A phase subtypes

F Mendonca, SS Mostafa… - Journal of Neural …, 2021 - iopscience.iop.org
Objective. The cyclic alternating pattern is a marker of sleep instability identified in the
electroencephalogram signals whose sequence of transient variations compose the A …

Multiple Time Series Fusion based on LSTM: An application to CAP A phase classification using EEG

F Mendonça, SS Mostafa, D Freitas… - International Journal of …, 2022 - mdpi.com
The Cyclic Alternating Pattern (CAP) is a periodic activity detected in the
electroencephalogram (EEG) signals. This pattern was identified as a marker of unstable …

Cyclic alternating pattern estimation based on a probabilistic model over an EEG signal

F Mendonça, SS Mostafa, F Morgado-Dias… - … Signal Processing and …, 2020 - Elsevier
A probabilistic model for sleep analysis is proposed in this work, modeling the temporal
relation between the sleep structure and the presence of the electroencephalogram (EEG) …