Cognitive Workload Recognition Using EEG Signals and Machine Learning: A Review

An electroencephalographic signature predicts antidepressant response in major depression

(2020) Wei Wu et al.   NATURE BIOTECHNOLOGY

Dataset of human medial temporal lobe neurons, scalp and intracranial EEG during a verbal working memory task

(2020) Ece Boran et al.   Scientific Data

Instantaneous mental workload assessment using time–frequency analysis and semi-supervised learning

(2020) Jianhua Zhang et al.   Cognitive Neurodynamics

EEG-based mental workload estimation using deep BLSTM-LSTM network and evolutionary algorithm

(2020) Debashis Das Chakladar et al.   Biomedical Signal Processing and Control

A novel end-to-end 1D-ResCNN model to remove artifact from EEG signals

(2020) Weitong Sun et al.   NEUROCOMPUTING

Supervised Feature Selection With Orthogonal Regression and Feature Weighting

(2020) Xia Wu et al.   IEEE Transactions on Neural Networks and Learning Systems

Persistent hippocampal neural firing and hippocampal-cortical coupling predict verbal working memory load

(2019) Ece Boran et al.   Science Advances

Monitoring Pilot’s Mental Workload Using ERPs and Spectral Power with a Six-Dry-Electrode EEG System in Real Flight Conditions

(2019) Frédéric Dehais et al.   SENSORS

Parallel Mechanism of Spectral Feature-Enhanced Maps in EEG-Based Cognitive Workload Classification

(2019) Yihong Zhang et al.   SENSORS

Deep learning for Electroencephalogram (EEG) classification tasks: A review

(2019) Alexander Craik et al.   Journal of Neural Engineering

Concepts of Artificial Intelligence for Computer-Assisted Drug Discovery

(2019) Xin Yang et al.   CHEMICAL REVIEWS

Assessing cognitive mental workload via EEG signals and an ensemble deep learning classifier based on denoising autoencoders

(2019) Shuo Yang et al.   COMPUTERS IN BIOLOGY AND MEDICINE

EEG-Based Prediction of Cognitive Load in Intelligence Tests

(2019) Nir Friedman et al.   Frontiers in Human Neuroscience

Spectral and Temporal Feature Learning With Two-Stream Neural Networks for Mental Workload Assessment

(2019) Pengbo Zhang et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Deep learning-based electroencephalography analysis: a systematic review

(2019) Yannick Roy et al.   Journal of Neural Engineering

Physiological-signal-based mental workload estimation via transfer dynamical autoencoders in a deep learning framework

(2019) Zhong Yin et al.   NEUROCOMPUTING

A Systematic Review of Physiological Measures of Mental Workload

(2019) Da Tao et al.   International Journal of Environmental Research and Public Health

Individual-Specific Classification of Mental Workload Levels Via an Ensemble Heterogeneous Extreme Learning Machine for EEG Modeling

(2019) Jiadong Tao et al.   Symmetry-Basel

Detrended Fluctuation, Coherence, and Spectral Power Analysis of Activation Rearrangement in EEG Dynamics During Cognitive Workload

(2019) Ivan Seleznov et al.   Frontiers in Human Neuroscience

Mental Workload Drives Different Reorganizations of Functional Cortical Connectivity Between 2D and 3D Simulated Flight Experiments

(2019) Ioannis Kakkos et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

EEG-Based Spatio–Temporal Convolutional Neural Network for Driver Fatigue Evaluation

(2019) Zhongke Gao et al.   IEEE Transactions on Neural Networks and Learning Systems

Estimating Cognitive Workload in an Interactive Virtual Reality Environment Using EEG

(2019) Christoph Tremmel et al.   Frontiers in Human Neuroscience

A Fusion Feature for Enhancing the Performance of Classification in Working Memory Load With Single-Trial Detection

(2019) Yin Tian et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Recording mobile EEG in an outdoor environment reveals cognitive-motor interference dependent on movement complexity

(2019) Julian Elias Reiser et al.   Scientific Reports

Ternary-task convolutional bidirectional neural turing machine for assessment of EEG-based cognitive workload

(2019) Weizheng Qiao et al.   Biomedical Signal Processing and Control

Transfer Learning for Brain–Computer Interfaces: A Euclidean Space Data Alignment Approach

(2019) He He et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

A Three-Class Classification of Cognitive Workload Based on EEG Spectral Data

(2019) Małgorzata Plechawska-Wójcik et al.   Applied Sciences-Basel

Multimodal Fusion for Objective Assessment of Cognitive Workload: A Review

(2019) Essam Debie et al.   IEEE Transactions on Cybernetics

Towards an affordable brain computer interface for the assessment of programmers’ mental workload

(2018) Makrina Viola Kosti et al.   INTERNATIONAL JOURNAL OF HUMAN-COMPUTER STUDIES

Deep Convolutional Neural Networks for mental load classification based on EEG data

(2018) Zhicheng Jiao et al.   PATTERN RECOGNITION

Combined assessment of attentional reserve and cognitive-motor effort under various levels of challenge with a dry EEG system

(2018) Rodolphe J. Gentili et al.   PSYCHOPHYSIOLOGY

Cross-Participant EEG-Based Assessment of Cognitive Workload Using Multi-Path Convolutional Recurrent Neural Networks

(2018) Ryan Hefron et al.   SENSORS

Using Psychophysiological Sensors to Assess Mental Workload During Web Browsing

(2018) Angel Jimenez-Molina et al.   SENSORS

Nonlinear dynamical analysis of sleep electroencephalography using fractal and entropy approaches

(2018) Yan Ma et al.   SLEEP MEDICINE REVIEWS

A survey of workload assessment algorithms

(2018) Jamison Heard et al.   IEEE Transactions on Human-Machine Systems

Real-Time Assessment of the Cross-Task Mental Workload Using Physiological Measures During Anomaly Detection

(2018) Guozhen Zhao et al.   IEEE Transactions on Human-Machine Systems

Dominant and Complementary Emotion Recognition From Still Images of Faces

(2018) Jianzhu Guo et al.   IEEE Access

Domain Adaptation Techniques for EEG-based Emotion Recognition: A Comparative Study on Two Public Datasets

(2018) Zirui Lan et al.   IEEE Transactions on Cognitive and Developmental Systems

Quantifying Cognitive Workload in Simulated Flight Using Passive, Dry EEG Measurements

(2018) Justin A. Blanco et al.   IEEE Transactions on Cognitive and Developmental Systems

Measuring mental workload using physiological measures: A systematic review

(2018) Rebecca L. Charles et al.   APPLIED ERGONOMICS

STEW: Simultaneous Task EEG Workload Data Set

(2018) W. L. Lim et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Learning Spatial–Spectral–Temporal EEG Features With Recurrent 3D Convolutional Neural Networks for Cross-Task Mental Workload Assessment

(2018) Pengbo Zhang et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Autoencoder node saliency: Selecting relevant latent representations

(2018) Ya Ju Fan   PATTERN RECOGNITION

Passive BCI in Operational Environments: Insights, Recent Advances, and Future Trends

(2017) Pietro Arico et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Task-Independent Mental Workload Classification Based Upon Common Multiband EEG Cortical Connectivity

(2017) Georgios N. Dimitrakopoulos et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Pattern Classification of Instantaneous Cognitive Task-load Through GMM Clustering, Laplacian Eigenmap, and Ensemble SVMs

(2017) Jianhua Zhang et al.   IEEE-ACM Transactions on Computational Biology and Bioinformatics

Cross-subject recognition of operator functional states via EEG and switching deep belief networks with adaptive weights

(2017) Zhong Yin et al.   NEUROCOMPUTING

Deep long short-term memory structures model temporal dependencies improving cognitive workload estimation

(2017) Ryan G. Hefron et al.   PATTERN RECOGNITION LETTERS

EEG-Based Cognitive Control Behaviour Assessment: an Ecological study with Professional Air Traffic Controllers

(2017) Gianluca Borghini et al.   Scientific Reports

A deep learning scheme for mental workload classification based on restricted Boltzmann machines

(2017) Jianhua Zhang et al.   Cognition Technology & Work

Real-Time Movie-Induced Discrete Emotion Recognition from EEG Signals

(2017) Yong-Jin Liu et al.   IEEE Transactions on Affective Computing

Cognitive Load Measurement in a Virtual Reality-Based Driving System for Autism Intervention

(2017) Lian Zhang et al.   IEEE Transactions on Affective Computing

An EEG-Based Cognitive Load Assessment in Multimedia Learning Using Feature Extraction and Partial Directed Coherence

(2017) Moona Mazher et al.   IEEE Access

An evaluation of mental workload with frontal EEG

(2017) Winnie K. Y. So et al.   PLoS One

Efficient mental workload estimation using task-independent EEG features

(2016) R N Roy et al.   Journal of Neural Engineering

Using Wireless EEG Signals to Assess Memory Workload in the $n$ -Back Task

(2016) Shouyi Wang et al.   IEEE Transactions on Human-Machine Systems

Cognitive workload modulation through degraded visual stimuli: a single-trial EEG study

(2015) K Yu et al.   Journal of Neural Engineering

Deep learning

(2015) Yann LeCun et al.   NATURE

Feature learning from incomplete EEG with denoising autoencoder

(2015) Junhua Li et al.   NEUROCOMPUTING

Machine learning: Trends, perspectives, and prospects

(2015) M. I. Jordan et al.   SCIENCE

Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks

(2015) Wei-Long Zheng et al.   IEEE Transactions on Autonomous Mental Development

Beyond Subjective Self-Rating: EEG Signal Classification of Cognitive Workload

(2015) Pega Zarjam et al.   IEEE Transactions on Autonomous Mental Development

Recognition of Mental Workload Levels Under Complex Human–Machine Collaboration by Using Physiological Features and Adaptive Support Vector Machines

(2015) Jianhua Zhang et al.   IEEE Transactions on Human-Machine Systems

Cognitive Workload Assessment Based on the Tensorial Treatment of EEG Estimates of Cross-Frequency Phase Interactions

(2014) Stavros I. Dimitriadis et al.   ANNALS OF BIOMEDICAL ENGINEERING

An EEG-based mental workload estimator trained on working memory task can work well under simulated multi-attribute task

(2014) Yufeng Ke et al.   Frontiers in Human Neuroscience

Single-trial classification of EEG in a visual object task using ICA and machine learning

(2014) Andrew X. Stewart et al.   JOURNAL OF NEUROSCIENCE METHODS

Feature Extraction and Selection for Emotion Recognition from EEG

(2014) Robert Jenke et al.   IEEE Transactions on Affective Computing

Operator functional state classification using least-square support vector machine based recursive feature elimination technique

(2013) Zhong Yin et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Estimating cognitive workload using wavelet entropy-based features during an arithmetic task

(2013) Pega Zarjam et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Neuroergonomics: a review of applications to physical and cognitive work

(2013) Ranjana K. Mehta et al.   Frontiers in Human Neuroscience

Emotional state classification from EEG data using machine learning approach

(2013) Xiao-Wei Wang et al.   NEUROCOMPUTING

A Review of Feature Reduction Techniques in Neuroimaging

(2013) Benson Mwangi et al.   NEUROINFORMATICS

Classifying visuomotor workload in a driving simulator using subject specific spatial brain patterns

(2013) Chris Dijksterhuis et al.   Frontiers in Neuroscience

Estimating workload using EEG spectral power and ERPs in the n-back task

(2012) Anne-Marie Brouwer et al.   Journal of Neural Engineering

Review of advanced techniques for the estimation of brain connectivity measured with EEG/MEG

(2011) V. Sakkalis   COMPUTERS IN BIOLOGY AND MEDICINE

Adaptive training using an artificial neural network and EEG metrics for within- and cross-task workload classification

(2011) Carryl L. Baldwin et al.   NEUROIMAGE

Cross-subject workload classification with a hierarchical Bayes model

(2011) Ziheng Wang et al.   NEUROIMAGE

DEAP: A Database for Emotion Analysis ;Using Physiological Signals

(2011) S. Koelstra et al.   IEEE Transactions on Affective Computing

EEG signal classification using PCA, ICA, LDA and support vector machines

(2010) Abdulhamit Subasi et al.   EXPERT SYSTEMS WITH APPLICATIONS

Introduction to machine learning for brain imaging

(2010) Steven Lemm et al.   NEUROIMAGE

ADJUST: An automatic EEG artifact detector based on the joint use of spatial and temporal features

(2010) Andrea Mognon et al.   PSYCHOPHYSIOLOGY

Evaluation and prediction of on-line maintenance workload in nuclear power plants

(2008) Guo-Feng Liang et al.   Human Factors and Ergonomics in Manufacturing & Service Industries

EEG Signal Analysis: A Survey

(2008) D. Puthankattil Subha et al.   JOURNAL OF MEDICAL SYSTEMS

Machine learning for real-time single-trial EEG-analysis: From brain–computer interfacing to mental state monitoring

(2007) Klaus-Robert Müller et al.   JOURNAL OF NEUROSCIENCE METHODS