CoSleepNet: Automated sleep staging using a hybrid CNN-LSTM network on imbalanced EEG-EOG datasets

SingleChannelNet: A model for automatic sleep stage classification with raw single-channel EEG

(2022) Dongdong Zhou et al.   Biomedical Signal Processing and Control

A novel sleep staging network based on multi-scale dual attention

(2022) Huafeng Wang et al.   Biomedical Signal Processing and Control

A Deep Learning Strategy for Automatic Sleep Staging Based on Two-Channel EEG Headband Data

(2021) Amelia A. Casciola et al.   SENSORS

A single-channel EEG based automatic sleep stage classification method leveraging deep one-dimensional convolutional neural network and hidden Markov model

(2021) Bufang Yang et al.   Biomedical Signal Processing and Control

Investigation of low dimensional feature spaces for automatic sleep staging

(2021) Yousef Rezaei Tabar et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

A New Approach for Automatic Sleep Staging: Siamese Neural Networks

(2021) Enes Efe et al.   Traitement du Signal

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

Electrocardiogram heartbeat classification based on a deep convolutional neural network and focal loss

(2020) Taissir Fekih Romdhane et al.   COMPUTERS IN BIOLOGY AND MEDICINE

A Residual Based Attention Model for EEG Based Sleep Staging

(2020) Wei Qu et al.   IEEE Journal of Biomedical and Health Informatics

Automated Atrial Fibrillation Detection using a Hybrid CNN-LSTM Network on Imbalanced ECG Datasets

(2020) Georgios Petmezas et al.   Biomedical Signal Processing and Control

Speech emotion recognition model based on Bi-GRU and Focal Loss

(2020) Zijiang Zhu et al.   PATTERN RECOGNITION LETTERS

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

An automatic single-channel EEG-based sleep stage scoring method based on hidden Markov Model

(2019) Hojat Ghimatgar et al.   JOURNAL OF NEUROSCIENCE METHODS

Automatic Recognition of Rock Images Based on Convolutional Neural Network and Discrete Cosine Transform

(2019) Yan Li et al.   Traitement du Signal

Sleep staging algorithm based on multichannel data adding and multifeature screening

(2019) Wu Huang et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Mixed Neural Network Approach for Temporal Sleep Stage Classification

(2018) Hao Dong et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Sleep stage classification using single-channel EOG

(2018) Md Mosheyur Rahman et al.   COMPUTERS IN BIOLOGY AND MEDICINE

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

An automated method for sleep staging from EEG signals using normal inverse Gaussian parameters and adaptive boosting

(2017) Ahnaf Rashik Hassan et al.   NEUROCOMPUTING

Large-Scale Automated Sleep Staging

(2017) Haoqi Sun et al.   SLEEP

Large-Scale Automated Sleep Staging

(2017) Haoqi Sun et al.   SLEEP

Computer-aided sleep staging using Complete Ensemble Empirical Mode Decomposition with Adaptive Noise and bootstrap aggregating

(2016) Ahnaf Rashik Hassan et al.   Biomedical Signal Processing and Control

ISRUC-Sleep: A comprehensive public dataset for sleep researchers

(2016) Sirvan Khalighi et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

A decision support system for automatic sleep staging from EEG signals using tunable Q-factor wavelet transform and spectral features

(2016) Ahnaf Rashik Hassan et al.   JOURNAL OF NEUROSCIENCE METHODS

Why Sleep Is Important for Health: A Psychoneuroimmunology Perspective

(2015) Michael R. Irwin   Annual Review of Psychology

A rule-based automatic sleep staging method

(2012) Sheng-Fu Liang et al.   JOURNAL OF NEUROSCIENCE METHODS

A systematic analysis of performance measures for classification tasks

(2009) Marina Sokolova et al.   INFORMATION PROCESSING & MANAGEMENT