A Multifrequency Brain Network-Based Deep Learning Framework for Motor Imagery Decoding

Review on motor imagery based BCI systems for upper limb post-stroke neurorehabilitation: From designing to application

(2020) Muhammad Ahmed Khan et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Graded fMRI Neurofeedback Training of Motor Imagery in Middle Cerebral Artery Stroke Patients: A Preregistered Proof-of-Concept Study

(2020) David M. A. Mehler et al.   Frontiers in Human Neuroscience

BCI for stroke rehabilitation : motor and beyond

(2020) Ravikiran Mane et al.   Journal of Neural Engineering

Deep learning for EEG-based Motor Imagery classification: Accuracy-cost trade-off

(2020) Javier León et al.   PLoS One

EEG Biomarkers Related With the Functional State of Stroke Patients

(2020) Marc Sebastián-Romagosa et al.   Frontiers in Neuroscience

Complex networks and deep learning for EEG signal analysis

(2020) Zhongke Gao et al.   Cognitive Neurodynamics

Bispectrum-Based Channel Selection for Motor Imagery Based Brain-Computer Interfacing

(2020) Jing Jin et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Malware-Detection Method with a Convolutional Recurrent Neural Network Using Opcode Sequences

(2020) Seungho Jeon et al.   INFORMATION SCIENCES

Internal Feature Selection Method of CSP Based on L1-Norm and Dempster–Shafer Theory

(2020) Jing Jin et al.   IEEE Transactions on Neural Networks and Learning Systems

Classification of EEG Signals on VEP-Based BCI Systems With Broad Learning

(2020) Zhongke Gao et al.   IEEE Transactions on Systems Man Cybernetics-Systems

A novel hybrid deep learning scheme for four-class motor imagery classification

(2019) Zhang Ruilong et al.   Journal of Neural 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

Characterization of Visuomotor/Imaginary Movements in EEG: An Information Theory and Complex Network Approach

(2019) Roman Baravalle et al.   Frontiers in Physics

Novel hybrid brain–computer interface system based on motor imagery and P300

(2019) Cili Zuo et al.   Cognitive Neurodynamics

Online Classification of Multiple Motor Imagery Tasks Using Filter Bank Based Maximum-a-Posteriori Common Spatial Pattern Filters

(2019) S.Z. Zahid et al.   IRBM

Correlation-based channel selection and regularized feature optimization for MI-based BCI

(2019) Jing Jin et al.   NEURAL NETWORKS

Epilepsy Seizure Prediction on EEG Using Common Spatial Pattern and Convolutional Neural Network

(2019) Yuan Zhang et al.   IEEE Journal of Biomedical and Health Informatics

Short time Fourier transformation and deep neural networks for motor imagery brain computer interface recognition

(2018) Zijian Wang et al.   CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE

Filter Bank Regularized Common Spatial Pattern Ensemble for Small Sample Motor Imagery Classification

(2018) Sang-Hoon Park et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Learning Temporal Information for Brain-Computer Interface Using Convolutional Neural Networks

(2018) Siavash Sakhavi et al.   IEEE Transactions on Neural Networks and Learning Systems

Classification of Multi-Class BCI Data by Common Spatial Pattern and Fuzzy System

(2018) Thanh Nguyen et al.   IEEE Access

Motor Imagery Classification Based on Bilinear Sub-Manifold Learning of Symmetric Positive-Definite Matrices

(2017) Xiaofeng Xie et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Riemannian Approaches in Brain-Computer Interfaces: A Review

(2017) Florian Yger et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Sparse Bayesian Learning for Obtaining Sparsity of EEG Frequency Bands Based Feature Vectors in Motor Imagery Classification

(2017) Yu Zhang et al.   International Journal of Neural Systems

Canonical Polyadic Decomposition With Auxiliary Information for Brain–Computer Interface

(2017) Junhua Li et al.   IEEE Journal of Biomedical and Health Informatics

Motor Imagery Impairment in Postacute Stroke Patients

(2017) Niclas Braun et al.   NEURAL PLASTICITY

Simultaneously Optimizing Spatial Spectral Features Based on Mutual Information for EEG Classification

(2015) Jianjun Meng et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Feature learning from incomplete EEG with denoising autoencoder

(2015) Junhua Li et al.   NEUROCOMPUTING

Spatial-Temporal Discriminant Analysis for ERP-Based Brain-Computer Interface

(2013) Yu Zhang et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Noninvasive Strategies to Promote Functional Recovery after Stroke

(2013) Alessio Faralli et al.   NEURAL PLASTICITY

Multiclass Brain–Computer Interface Classification by Riemannian Geometry

(2011) A. Barachant et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Regularizing Common Spatial Patterns to Improve BCI Designs: Unified Theory and New Algorithms

(2010) Fabien Lotte et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

The Berlin Brain-Computer Interface: Accurate performance from first-session in BCI-naive subjects

(2008) Benjamin Blankertz et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING