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

Measuring Mental Workload with EEG+fNIRS

(2017) Haleh Aghajani et al.   Frontiers in Human Neuroscience

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

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

Cross-Subject EEG Feature Selection for Emotion Recognition Using Transfer Recursive Feature Elimination

(2017) Zhong Yin et al.   Frontiers in Neurorobotics

EEG-based prediction of driver's cognitive performance by deep convolutional neural network

(2016) Mehdi Hajinoroozi et al.   SIGNAL PROCESSING-IMAGE COMMUNICATION

Brain Dynamics in Predicting Driving Fatigue Using a Recurrent Self-Evolving Fuzzy Neural Network

(2016) Yu-Ting Liu et al.   IEEE Transactions on Neural Networks and Learning Systems

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

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

The PREP pipeline: standardized preprocessing for large-scale EEG analysis

(2015) Nima Bigdely-Shamlo et al.   Frontiers in Neuroinformatics

Spectrotemporal dynamics of the EEG during working memory encoding and maintenance predicts individual behavioral capacity

(2014) Pouya Bashivan et al.   EUROPEAN JOURNAL OF NEUROSCIENCE

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

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

Cross-subject workload classification with a hierarchical Bayes model

(2011) Ziheng Wang et al.   NEUROIMAGE

Subject-independent mental state classification in single trials

(2009) Siamac Fazli et al.   NEURAL NETWORKS

Analysis of EEG signals by implementing eigenvector methods/recurrent neural networks

(2008) Elif Derya Übeyli   DIGITAL SIGNAL PROCESSING