Hybrid deep neural network using transfer learning for EEG motor imagery decoding

Feature extraction of four-class motor imagery EEG signals based on functional brain network

(2019) Qingsong Ai et al.   Journal of Neural 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

Deep learning with convolutional neural networks for EEG decoding and visualization

(2017) Robin Tibor Schirrmeister et al.   HUMAN BRAIN MAPPING

A Deep Learning Scheme for Motor Imagery Classification based on Restricted Boltzmann Machines

(2017) Na Lu et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

LSTM: A Search Space Odyssey

(2017) Klaus Greff et al.   IEEE Transactions on Neural Networks and Learning Systems

Region-Based Convolutional Networks for Accurate Object Detection and Segmentation

(2016) Ross Girshick et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

A novel deep learning approach for classification of EEG motor imagery signals

(2016) Yousef Rezaei Tabar et al.   Journal of Neural Engineering

Adaptive Stacked Generalization for Multiclass Motor Imagery-Based Brain Computer Interfaces

(2015) Luis F. Nicolas-Alonso et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Adaptive semi-supervised classification to reduce intersession non-stationarity in multiclass motor imagery-based brain–computer interfaces

(2015) Luis F. Nicolas-Alonso et al.   NEUROCOMPUTING

ID Proof on the Go: Development of a Mobile EEG-Based Biometric Authentication System

(2013) Juris Klonovs et al.   IEEE Vehicular Technology Magazine

Non-homogeneous spatial filter optimization for ElectroEncephaloGram (EEG)-based motor imagery classification

(2013) Tae-Eui Kam et al.   NEUROCOMPUTING

Optimizing Spatial Filters by Minimizing Within-Class Dissimilarities in Electroencephalogram-Based Brain–Computer Interface

(2013) M. Arvaneh et al.   IEEE Transactions on Neural Networks and Learning Systems

How Much Control Is Enough? Influence of Unreliable Input on User Experience

(2013) Bram van de Laar et al.   IEEE Transactions on Cybernetics

A Hybrid Brain Computer Interface to Control the Direction and Speed of a Simulated or Real Wheelchair

(2012) Jinyi Long et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Stationary common spatial patterns for brain–computer interfacing

(2012) Wojciech Samek et al.   Journal of Neural Engineering

Adaptive tracking of discriminative frequency components in electroencephalograms for a robust brain–computer interface

(2011) Kavitha P Thomas et al.   Journal of Neural Engineering

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

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

Toward Unsupervised Adaptation of LDA for Brain–Computer Interfaces

(2010) C Vidaurre et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Machine-Learning-Based Coadaptive Calibration for Brain-Computer Interfaces

(2010) Carmen Vidaurre et al.   NEURAL COMPUTATION

A Survey on Transfer Learning

(2009) Sinno Jialin Pan et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Unsupervised Brain Computer Interface Based on Intersubject Information and Online Adaptation

(2009) Shijian Lu et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Optimizing Spatial filters for Robust EEG Single-Trial Analysis

(2008) Benjamin Blankertz et al.   IEEE SIGNAL PROCESSING MAGAZINE

Classifying Single-Trial EEG During Motor Imagery by Iterative Spatio-Spectral Patterns Learning (ISSPL)

(2008) Wei Wu et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING