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

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

Convolution- and Attention-Based Neural Network for Automated Sleep Stage Classification

(2020) Tianqi Zhu et al.   International Journal of Environmental Research and Public Health

An Automatic Sleep Stage Classification Algorithm Using Improved Model Based Essence Features

(2020) Huaming Shen et al.   SENSORS

Cascaded LSTM recurrent neural network for automated sleep stage classification using single-channel EEG signals

(2019) Nicola Michielli et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Convolutional neural networks for decoding of covert attention focus and saliency maps for EEG feature visualization

(2019) Amr Farahat et al.   Journal of Neural Engineering

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

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

Deep convolutional neural network for classification of sleep stages from single-channel EEG signals

(2019) Z. Mousavi et al.   JOURNAL OF NEUROSCIENCE METHODS

Multi-class Arrhythmia detection from 12-lead varied-length ECG using Attention-based Time-Incremental Convolutional Neural Network

(2019) Qihang Yao et al.   Information Fusion

GMM-HMM-Based Blood Pressure Estimation Using Time-Domain Features

(2019) Branko G. Celler et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

Mixed Neural Network Approach for Temporal Sleep Stage Classification

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

HyCLASSS: A Hybrid Classifier for Automatic Sleep Stage Scoring

(2018) Xiaojin Li et al.   IEEE Journal of Biomedical and Health Informatics

Robust sleep stage classification with single-channel EEG signals using multimodal decomposition and HMM-based refinement

(2018) Dihong JIANG et al.   EXPERT SYSTEMS WITH APPLICATIONS

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

Cardiorespiratory Sleep Stage Detection Using Conditional Random Fields

(2017) Pedro Fonseca et al.   IEEE Journal of Biomedical and Health Informatics

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

Complex networks approach for EEG signal sleep stages classification

(2016) Mohammed Diykh et al.   EXPERT SYSTEMS WITH APPLICATIONS

An efficient sleep scoring system based on EEG signal using complex-valued machine learning algorithms

(2016) Musa Peker   NEUROCOMPUTING

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

A transition-constrained discrete hidden Markov model for automatic sleep staging

(2012) Shing-Tai Pan et al.   Biomedical Engineering Online

A rule-based automatic sleep staging method

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

Automatic sleep stage recurrent neural classifier using energy features of EEG signals

(2012) Yu-Liang Hsu et al.   NEUROCOMPUTING

A systematic analysis of performance measures for classification tasks

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

Why We Sleep: The Temporal Organization of Recovery

(2008) Emmanuel Mignot   PLOS BIOLOGY