SingleChannelNet: A model for automatic sleep stage classification with raw single-channel EEG
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Title
SingleChannelNet: A model for automatic sleep stage classification with raw single-channel EEG
Authors
Keywords
Sleep stage classification, Raw single-channel EEG, Contextual input, Convolutional neural network
Journal
Biomedical Signal Processing and Control
Volume 75, Issue -, Pages 103592
Publisher
Elsevier BV
Online
2022-03-03
DOI
10.1016/j.bspc.2022.103592
References
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Note: Only part of the references are listed.- Intra- and inter-epoch temporal context network (IITNet) using sub-epoch features for automatic sleep scoring on raw single-channel EEG
- (2020) Hogeon Seo et al. Biomedical Signal Processing and Control
- Automatic sleep scoring: A deep learning architecture for multi-modality time series
- (2020) Rui Yan et al. JOURNAL OF NEUROSCIENCE METHODS
- SeqSleepNet: End-to-End Hierarchical Recurrent Neural Network for Sequence-to-Sequence Automatic Sleep Staging
- (2019) Huy Phan et al. IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING
- SleepEEGNet: Automated sleep stage scoring with sequence to sequence deep learning approach
- (2019) Sajad Mousavi et al. PLoS One
- Automated sleep stage scoring of the Sleep Heart Health Study using deep neural networks
- (2019) Linda Zhang et al. SLEEP
- Deep CovDenseSNN: A hierarchical event-driven dynamic framework with spiking neurons in noisy environment
- (2019) Qi Xu et al. NEURAL NETWORKS
- A convolutional neural network for sleep stage scoring from raw single-channel EEG
- (2018) Arnaud Sors et al. Biomedical Signal Processing and Control
- An accurate sleep stages classification system using a new class of optimally time-frequency localized three-band wavelet filter bank
- (2018) Manish Sharma et al. COMPUTERS IN BIOLOGY AND MEDICINE
- Ensemble SVM Method for Automatic Sleep Stage Classification
- (2018) Emina Alickovic et al. IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT
- A Distributed Classification Procedure for Automatic Sleep Stage Scoring Based on Instantaneous Electroencephalogram Phase and Envelope Features
- (2018) Foroozan Karimzadeh et al. IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING
- A Novel Multi-Class EEG-Based Sleep Stage Classification System
- (2018) Pejman Memar et al. IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING
- Mixed Neural Network Approach for Temporal Sleep Stage Classification
- (2018) Hao Dong et al. IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING
- A Deep Learning Architecture for Temporal Sleep Stage Classification Using Multivariate and Multimodal Time Series
- (2018) Stanislas Chambon et al. IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING
- The National Sleep Research Resource: towards a sleep data commons
- (2018) Guo-Qiang Zhang et al. JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION
- HyCLASSS: A Hybrid Classifier for Automatic Sleep Stage Scoring
- (2018) Xiaojin Li et al. IEEE Journal of Biomedical and Health Informatics
- Joint Classification and Prediction CNN Framework for Automatic Sleep Stage Classification
- (2018) Huy Phan et al. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING
- DeepSleepNet: A Model for Automatic Sleep Stage Scoring Based on Raw Single-Channel EEG
- (2017) Akara Supratak et al. IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING
- Single-channel EEG sleep stage classification based on a streamlined set of statistical features in wavelet domain
- (2016) Thiago L. T. da Silveira et al. MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING
- Tensor Based Singular Spectrum Analysis for Automatic Scoring of Sleep EEG
- (2015) Samaneh Kouchaki et al. IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING
- Learning machines and sleeping brains: Automatic sleep stage classification using decision-tree multi-class support vector machines
- (2015) Tarek Lajnef et al. JOURNAL OF NEUROSCIENCE METHODS
- Analysis and Classification of Sleep Stages Based on Difference Visibility Graphs From a Single-Channel EEG Signal
- (2014) Guohun Zhu et al. IEEE Journal of Biomedical and Health Informatics
- Sleep stages classification based on heart rate variability and random forest
- (2013) Meng Xiao et al. Biomedical Signal Processing and Control
- An ensemble system for automatic sleep stage classification using single channel EEG signal
- (2012) B. Koley et al. COMPUTERS IN BIOLOGY AND MEDICINE
- Rules for Scoring Respiratory Events in Sleep: Update of the 2007 AASM Manual for the Scoring of Sleep and Associated Events
- (2012) Richard B. Berry et al. Journal of Clinical Sleep Medicine
- Automatic sleep stage recurrent neural classifier using energy features of EEG signals
- (2012) Yu-Liang Hsu et al. NEUROCOMPUTING
- Automated sleep stage identification system based on time–frequency analysis of a single EEG channel and random forest classifier
- (2011) Luay Fraiwan et al. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE
- Genetic fuzzy classifier for sleep stage identification
- (2010) Han G. Jo et al. COMPUTERS IN BIOLOGY AND MEDICINE
- Efficient sleep stage recognition system based on EEG signal using k-means clustering based feature weighting
- (2010) Salih Güneş et al. EXPERT SYSTEMS WITH APPLICATIONS
- Discrimination ability of individual measures used in sleep stages classification
- (2008) Kristína Šušmáková et al. ARTIFICIAL INTELLIGENCE IN MEDICINE
- A quantitative statistical analysis of the submentalis muscle EMG amplitude during sleep in normal controls and patients with REM sleep behavior disorder
- (2008) RAFFAELE FERRI et al. JOURNAL OF SLEEP RESEARCH
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