| EEG-Based Driver Drowsiness Estimation Using Feature Weighted Episodic Training | Sep 25, 2019 | Domain GeneralizationEEG | —Unverified | 0 |
| Sleep Stage Classification Using Bidirectional LSTM in Wearable Multi-sensor Systems | Sep 24, 2019 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| CogniVal: A Framework for Cognitive Word Embedding Evaluation | Sep 19, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| Improved robust weighted averaging for event-related potentials in EEG | Sep 18, 2019 | EEGEEG Denoising | CodeCode Available | 0 |
| Adversarial Representation Learning for Robust Patient-Independent Epileptic Seizure Detection | Sep 18, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| A few filters are enough: Convolutional Neural Network for P300 Detection | Sep 16, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Carbogen inhalation during Non-Convulsive Status Epilepticus: A quantitative analysis of EEG recordings | Sep 14, 2019 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Spoken Speech Enhancement using EEG | Sep 13, 2019 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Tracking momentary attention fluctuations with an EEG-based cognitive brain-machine interface | Sep 11, 2019 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| EEG based Emotion Recognition of Image Stimuli | Sep 11, 2019 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Unravelling the neural signatures of dream recall in EEG: a deep learning approach | Sep 11, 2019 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| HHHFL: Hierarchical Heterogeneous Horizontal Federated Learning for Electroencephalography | Sep 11, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| Machine Learning Approaches for Detecting the Depression from Resting-State Electroencephalogram (EEG): A Review Study | Sep 6, 2019 | BIG-bench Machine LearningDepression Detection | —Unverified | 0 |
| A framework for seizure detection using effective connectivity, graph theory and deep modular neural networks | Sep 6, 2019 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Contextual Minimum-Norm Estimates (CMNE): A Deep Learning Method for Source Estimation in Neuronal Networks | Sep 5, 2019 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Deep User Identification Model with Multiple Biometrics | Sep 3, 2019 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Machine learning with electroencephalography features for precise diagnosis of depression subtypes | Aug 29, 2019 | BIG-bench Machine LearningEEG | —Unverified | 0 |
| Localization of MEG and EEG Brain Signals by Alternating Projection | Aug 29, 2019 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| EEG Signal Dimensionality Reduction and Classification using Tensor Decomposition and Deep Convolutional Neural Networks | Aug 27, 2019 | Dimensionality ReductionEEG | —Unverified | 0 |
| Complex Deep Learning Models for Denoising of Human Heart ECG signals | Aug 27, 2019 | DenoisingECG Denoising | —Unverified | 0 |
| A Deep Evolutionary Approach to Bioinspired Classifier Optimisation for Brain-Machine Interaction | Aug 13, 2019 | ClassificationEEG | —Unverified | 0 |
| Towards Deep Learning-Based EEG Electrode Detection Using Automatically Generated Labels | Aug 12, 2019 | Deep LearningEEG | —Unverified | 0 |
| Classification of Hand Movements from EEG using a Deep Attention-based LSTM Network | Aug 6, 2019 | Deep AttentionEEG | —Unverified | 0 |
| Multi-task Generative Adversarial Learning on Geometrical Shape Reconstruction from EEG Brain Signals | Jul 31, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Large-scale directed network inference with multivariate transfer entropy and hierarchical statistical testing | Jul 30, 2019 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Adversarial Feature Learning in Brain Interfacing: An Experimental Study on Eliminating Drowsiness Effects | Jul 22, 2019 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Synthetic Epileptic Brain Activities Using Generative Adversarial Networks | Jul 22, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| A-Phase classification using convolutional neural networks | Jul 22, 2019 | ClassificationEEG | —Unverified | 0 |
| EEG-Based Emotion Recognition Using Regularized Graph Neural Networks | Jul 18, 2019 | EEGEEG Emotion Recognition | CodeCode Available | 1 |
| An end-to-end (deep) neural network applied to raw EEG, fNIRs and body motion data for data fusion and BCI classification task without any pre-/post-processing | Jul 17, 2019 | Action DetectionActivity Recognition | —Unverified | 0 |
| Deep Invertible Networks for EEG-based brain-signal decoding | Jul 17, 2019 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Electroencephalography based Classification of Long-term Stress using Psychological Labeling | Jul 17, 2019 | ClassificationEEG | —Unverified | 0 |
| Machine learning without a feature set for detecting bursts in the EEG of preterm infants | Jul 16, 2019 | BIG-bench Machine LearningEEG | —Unverified | 0 |
| Deep Learning with ConvNET Predicts Imagery Tasks Through EEG | Jul 12, 2019 | BIG-bench Machine LearningDeep Learning | —Unverified | 0 |
| Suitability of an inter-burst detection method for grading hypoxic-ischemic encephalopathy in newborn EEG | Jul 5, 2019 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Protecting Privacy of Users in Brain-Computer Interface Applications | Jul 2, 2019 | Brain Computer InterfaceEEG | —Unverified | 0 |
| Applying Transfer Learning To Deep Learned Models For EEG Analysis | Jul 2, 2019 | Deep LearningEEG | —Unverified | 0 |
| Tensor Decomposition for EEG Signal Retrieval | Jun 29, 2019 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Electroencephalogram (EEG) for Delineating Objective Measure of Autism Spectrum Disorder (ASD) (Extended Version) | Jun 26, 2019 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Visualizing High Dimensional Dynamical Processes | Jun 25, 2019 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Predicting epileptic seizures using nonnegative matrix factorization | Jun 25, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| Cross-Subject Statistical Shift Estimation for Generalized Electroencephalography-based Mental Workload Assessment | Jun 20, 2019 | Domain AdaptationEEG | —Unverified | 0 |
| Brain correlates of task-load and dementia elucidation with tensor machine learning using oddball BCI paradigm | Jun 19, 2019 | BIG-bench Machine LearningEEG | —Unverified | 0 |
| Bayesian fusion and multimodal DCM for EEG and fMRI | Jun 18, 2019 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Robust End-to-End Speaker Verification Using EEG | Jun 17, 2019 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Advancing Speech Recognition With No Speech Or With Noisy Speech | Jun 17, 2019 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Speech Recognition With No Speech Or With Noisy Speech Beyond English | Jun 17, 2019 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Decoding P300 Variability using Convolutional Neural Networks | Jun 14, 2019 | EEGEeg Decoding | CodeCode Available | 0 |
| Modified swarm-based metaheuristics enhance Gradient Descent initialization performance: Application for EEG spatial filtering | Jun 13, 2019 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Classification of EEG Signals using Genetic Programming for Feature Construction | Jun 11, 2019 | ClassificationDimensionality Reduction | —Unverified | 0 |