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References from SleepMambaNet: a lightweight multimodal framework for sleep staging and sleep disorder screening with multicenter validation. Local targets link to admitted publications; unresolved targets remain external evidence.
Detection of EEG K-complexes using fractal dimension of time frequency images technique coupled with undirected graph features
10.3389/fninf.2019.00045 · 2019 · External reference
Mamba: linear-time sequence modeling with selective state spaces
2024 · External reference
Unresolved reference
2012 · External reference
An ultra-low-power dual-mode automatic sleep staging processor using neural-network-based decision tree
10.1109/tcsi.2019.2927839 · 2019 · External reference
Astgsleep: attention-based spatial-temporal graph network for sleep staging
10.1109/tim.2025.3548733 · External reference
MtRBD: advancing iRBD analysis with multi-task learning for joint sleep staging and RSWA detection
10.1109/jbhi.2025.3606944 · External reference
Dual-channel hypergraph networks in the time-frequency domain for learning advanced spatiotemporal dependencies in multivariate time series
10.1016/j.neucom.2025.130600 · External reference
Learning phrase representations using RNN encoder-decoder for statistical machine translation
2014 · External reference
Overview of sleep & sleep disorders
2010 · External reference
MultiChannelSleepNet: a transformer-based model for automatic sleep stage classification with PSG
10.1109/jbhi.2023.3284160 · 2023 · External reference
Periodic limb movements during sleep mimicking rem sleep behavior disorder: a new form of periodic limb movement disorder
10.1093/sleep/zsw063 · 2017 · External reference
Long short-term memory
10.1162/neco.1997.9.8.1735 · 1997 · External reference
Periodic leg movements in sleep and periodic limb movement disorder: prevalence, clinical significance and treatment
10.1016/j.smrv.2005.12.003 · 2006 · External reference
Polysomnography
10.1016/j.ccm.2010.02.005 · 2010 · External reference
Multi-view spatial-temporal graph convolutional networks with domain generalization for sleep stage classification
10.1109/tnsre.2021.3110665 · 2021 · External reference
GraphSleepNet: adaptive spatial-temporal graph convolutional networks for sleep stage classification
2020 · External reference
Mamba-cam-sleep: a mamba-based channel attention model for sleep staging classification
2025 · External reference
Squeeze-and-excitation networks
2018 · External reference
Analysis of a sleep-dependent neuronal feedback loop: the slow-wave microcontinuity of the EEG
10.1109/10.867928 · 2000 · External reference
ISRUC-Sleep: a comprehensive public dataset for sleep researchers
10.1016/j.cmpb.2015.10.013 · 2016 · External reference
A rule-based automatic sleep staging method
10.1016/j.jneumeth.2011.12.022 · 2012 · External reference
Automated detection of sleep stages using deep learning techniques: a systematic review of the last decade (2010–2020)
10.3390/app10248963 · 2020 · External reference
Comorbid insomnia and obstructive sleep apnea: challenges for clinical practice and research
10.5664/jcsm.27772 · 2010 · External reference
Performance of an automated polysomnography scoring system versus computer-assisted manual scoring
10.5665/sleep.2548 · 2013 · External reference
A novel multi-class EEG-based sleep stage classification system
10.1109/tnsre.2017.2776149 · 2018 · External reference
Nocturnal frontal lobe epilepsy is often misdiagnosed as sleep disorders in children: a case series
10.33588/rn.5605.2013018 · 2013 · External reference
Multimodal time-frequency feature fusion sleep staging based on jumping knowledge spatiotemporal graph
10.1016/j.bspc.2026.110543 · 2026 · External reference
Recommended amount of sleep for a healthy adult: a joint consensus statement of the American Academy of Sleep Medicine and sleep research society
10.5664/jcsm.4758 · 2015 · External reference
SleepViTransformer: patch-based sleep spectrogram transformer for automatic sleep staging
10.1016/j.bspc.2023.105203 · 2023 · External reference
The future of sleep health: a data-driven revolution in sleep science and medicine
10.1038/s41746-020-0244-4 · 2020 · External reference
Sleep and Alzheimer’s disease
10.1016/j.smrv.2014.03.007 · 2015 · External reference
Joint classification and prediction CNN framework for automatic sleep stage classification
10.1109/tbme.2018.2872652 · 2019 · External reference
Automatic sleep stage classification: From classical machine learning methods to deep learning
10.1016/j.bspc.2022.103751 · 2022 · External reference
Automatic sleep stages classification based on iterative filtering of electroencephalogram signals
10.1007/s00521-017-2919-6 · 2017 · External reference
DeepSleepNet: a model for automatic sleep stage scoring based on raw single-channel EEG
10.1109/tnsre.2017.2721116 · 2017 · External reference
Optimal electroencephalogram and electrooculogram signal combination for deep learning-based sleep staging
10.1109/jbhi.2025.3541453 · 2025 · External reference
Sleep: a neglected public health issue
10.1016/s2213-8587(24)00132-3 · 2024 · External reference
Attention is all you need
2017 · External reference
ECA-Net: efficient channel attention for deep convolutional neural networks
2020 · External reference
Sleep condition detection and assessment with optical fiber interferometer based on machine learning
10.1016/j.isci.2023.107244 · 2023 · External reference
Fully-connected spatial-temporal graph for multivariate time-series data
2024 · External reference
Jumping knowledge based spatial-temporal graph convolutional networks for automatic sleep stage classification
10.1109/tnsre.2022.3176004 · 2022 · External reference
3DSleepNet: a multi-channel bio-signal based sleep stages classification method using deep learning
10.1109/tnsre.2023.3309542 · 2023 · External reference
MixSleepNet: a multi-type convolution combined sleep stage classification model
10.1016/j.cmpb.2023.107992 · 2024 · External reference
An electroencephalography sleep staging model based on bidirectional mamba combining synergistic attention with interactive convolution
10.1002/slp2.70034 · 2026 · External reference
cVAN: a novel sleep staging method via cross-view alignment network
10.1109/jbhi.2024.3413081 · 2025 · External reference
Multilevel inter-modal and intra-modal transformer network with domain adversarial learning for multimodal sleep staging
10.1007/s11571-025-10262-w · 2025 · External reference
A sleep staging model based on adversarial domain generalized residual attention network
10.3389/fnins.2025.1501511 · 2025 · External reference
OCRNN: an orthogonal constrained recurrent neural network for sleep analysis based on EEG data
10.1016/j.adhoc.2020.102178 · 2020 · External reference
Vision Mamba: efficient visual representation learning with bidirectional state space model
2024 · External reference
Phenotypic subtypes of OSA: a challenge and opportunity for precision medicine
10.1016/j.chest.2019.09.002 · 2020 · External reference
Feature selection for sleep/wake stages classification using data driven methods
10.1016/j.bspc.2007.05.005 · 2007 · External reference
