Cuntai Guan

Affiliations:
  • Nanyang Technological University, School of Computer Science and Engineering, Singapore
  • Southeast University, Nanjing, China (PhD 1993)


According to our database1, Cuntai Guan authored at least 289 papers between 1993 and 2024.

Collaborative distances:

Awards

IEEE Fellow

IEEE Fellow 2018, "For contributions to brain-computer interfaces and applications".

Timeline

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Bibliography

2024
Machine Learning Technique Reveals Intrinsic EEG Connectivity Characteristics of Patients With Mild Stroke During Cognitive Task Performing.
IEEE Trans. Cogn. Dev. Syst., February, 2024

2023
Tensor-CSPNet: A Novel Geometric Deep Learning Framework for Motor Imagery Classification.
IEEE Trans. Neural Networks Learn. Syst., December, 2023

Self-Supervised Contrastive Representation Learning for Semi-Supervised Time-Series Classification.
IEEE Trans. Pattern Anal. Mach. Intell., December, 2023

Enhancing the confidence of deep learning classifiers via interpretable saliency maps.
Neurocomputing, December, 2023

μ-STAR: A novel framework for spatio-temporal M/EEG source imaging optimized by microstates.
NeuroImage, November, 2023

A transformer-based deep neural network model for SSVEP classification.
Neural Networks, July, 2023

Robust Bayesian Estimation of EEG-Based Brain Causality Networks.
IEEE Trans. Biomed. Eng., June, 2023

OCTAve: 2D En Face Optical Coherence Tomography Angiography Vessel Segmentation in Weakly-Supervised Learning With Locality Augmentation.
IEEE Trans. Biomed. Eng., June, 2023

LE-UDA: Label-Efficient Unsupervised Domain Adaptation for Medical Image Segmentation.
IEEE Trans. Medical Imaging, March, 2023

Video Based Cocktail Causal Container for Blood Pressure Classification and Blood Glucose Prediction.
IEEE J. Biomed. Health Informatics, February, 2023

ADAST: Attentive Cross-Domain EEG-Based Sleep Staging Framework With Iterative Self-Training.
IEEE Trans. Emerg. Top. Comput. Intell., February, 2023

Effects of Cognitive Distraction on Upper Limb Movement Decoding From EEG Signals.
IEEE Trans. Biomed. Eng., 2023

Quantifying Explainability of Saliency Methods in Deep Neural Networks With a Synthetic Dataset.
IEEE Trans. Artif. Intell., 2023

E-Key: An EEG-Based Biometric Authentication and Driving Fatigue Detection System.
IEEE Trans. Affect. Comput., 2023

TSception: Capturing Temporal Dynamics and Spatial Asymmetry From EEG for Emotion Recognition.
IEEE Trans. Affect. Comput., 2023

MASA-TCN: Multi-anchor Space-aware Temporal Convolutional Neural Networks for Continuous and Discrete EEG Emotion Recognition.
CoRR, 2023

Aggregating Intrinsic Information to Enhance BCI Performance through Federated Learning.
CoRR, 2023

Interpretable and Robust AI in EEG Systems: A Survey.
CoRR, 2023

SemiGNN-PPI: Self-Ensembling Multi-Graph Neural Network for Efficient and Generalizable Protein-Protein Interaction Prediction.
Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, 2023

MTDN: Learning Multiple Temporal Dynamics Representation for Emotional Valence Classification with EEG.
Proceedings of the 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2023

Continuous Erroneous Feedback Processing during Deviation from the Road within a 2D Steering Task.
Proceedings of the 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2023

Score-Based Data Generation for EEG Spatial Covariance Matrices: Towards Boosting BCI Performance.
Proceedings of the 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2023

Gait Pattern Recognition Based on Supervised Contrastive Learning Between EEG and EMG.
Proceedings of the 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2023

GIGN: Learning Graph-in-graph Representations of EEG Signals for Continuous Emotion Recognition.
Proceedings of the 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2023

Multimodal Continuous Emotion Recognition: A Technical Report for ABAW5.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

Efficient Representation Learning for Inner Speech Domain Generalization.
Proceedings of the Computer Analysis of Images and Patterns, 2023

2022
Spatio-Spectral Feature Representation for Motor Imagery Classification Using Convolutional Neural Networks.
IEEE Trans. Neural Networks Learn. Syst., 2022

Robust Traffic Prediction From Spatial-Temporal Data Based on Conditional Distribution Learning.
IEEE Trans. Cybern., 2022

Design a Novel BCI for Neurorehabilitation Using Concurrent LFP and EEG Features: A Case Study.
IEEE Trans. Biomed. Eng., 2022

MIN2Net: End-to-End Multi-Task Learning for Subject-Independent Motor Imagery EEG Classification.
IEEE Trans. Biomed. Eng., 2022

Visual-to-EEG cross-modal knowledge distillation for continuous emotion recognition.
Pattern Recognit., 2022

ME-PLAN: A deep prototypical learning with local attention network for dynamic micro-expression recognition.
Neural Networks, 2022

Decomposing 3D Neuroimaging into 2+1D Processing for Schizophrenia Recognition.
CoRR, 2022

Graph Neural Networks on SPD Manifolds for Motor Imagery Classification: A Perspective from the Time-Frequency Analysis.
CoRR, 2022

Deep Optimal Transport on SPD Manifolds for Domain Adaptation.
CoRR, 2022

Improving Deep Neural Network Classification Confidence using Heatmap-based eXplainable AI.
CoRR, 2022

Online Adaptive CNN: a Session-to-session Transfer Learning Approach for Non-stationary EEG.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2022

Meta-hallucinator: Towards Few-Shot Cross-Modality Cardiac Image Segmentation.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2022, 2022

TESANet: Self-attention network for olfactory EEG classification.
Proceedings of the International Joint Conference on Neural Networks, 2022

MATN: Multi-model Attention Network for Gait Prediction from EEG.
Proceedings of the International Joint Conference on Neural Networks, 2022

ACT-NET: Asymmetric Co-Teacher Network for Semi-Supervised Memory-Efficient Medical Image Segmentation.
Proceedings of the 2022 IEEE International Conference on Image Processing, 2022

MMGL: Multi-Scale Multi-View Global-Local Contrastive Learning for Semi-Supervised Cardiac Image Segmentation.
Proceedings of the 2022 IEEE International Conference on Image Processing, 2022

Self-supervised Assisted Active Learning for Skin Lesion Segmentation.
Proceedings of the 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2022

Continuous Emotion Recognition using Visual-audio-linguistic Information: A Technical Report for ABAW3.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2022

MS-MT: Multi-scale Mean Teacher with Contrastive Unpaired Translation for Cross-Modality Vestibular Schwannoma and Cochlea Segmentation.
Proceedings of the Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, 2022

2021
A Survey on Explainable Artificial Intelligence (XAI): Toward Medical XAI.
IEEE Trans. Neural Networks Learn. Syst., 2021

Generative Adversarial Networks-Based Data Augmentation for Brain-Computer Interface.
IEEE Trans. Neural Networks Learn. Syst., 2021

DSAL: Deeply Supervised Active Learning From Strong and Weak Labelers for Biomedical Image Segmentation.
IEEE J. Biomed. Health Informatics, 2021

Decoding Single-Hand and Both-Hand Movement Directions From Noninvasive Neural Signals.
IEEE Trans. Biomed. Eng., 2021

Adaptive transfer learning for EEG motor imagery classification with deep Convolutional Neural Network.
Neural Networks, 2021

An end-to-end 3D convolutional neural network for decoding attentive mental state.
Neural Networks, 2021

WiFi-Sleep: Sleep Stage Monitoring Using Commodity Wi-Fi Devices.
IEEE Internet Things J., 2021

fMRI-SI-STBF: An fMRI-informed Bayesian electromagnetic spatio-temporal extended source imaging.
Neurocomputing, 2021

Neurorehabilitation From a Distance: Can Intelligent Technology Support Decentralized Access to Quality Therapy?
Frontiers Robotics AI, 2021

Self Reward Design with Fine-grained Interpretability.
CoRR, 2021

Two Instances of Interpretable Neural Network for Universal Approximations.
CoRR, 2021

Adversarial Domain Adaptation with Self-Training for EEG-based Sleep Stage Classification.
CoRR, 2021

Audio-visual Attentive Fusion for Continuous Emotion Recognition.
CoRR, 2021

LGGNet: Learning from Local-Global-Graph Representations for Brain-Computer Interface.
CoRR, 2021

TSception: Capturing Temporal Dynamics and Spatial Asymmetry from EEG for Emotion Recognition.
CoRR, 2021

FBCNet: A Multi-view Convolutional Neural Network for Brain-Computer Interface.
CoRR, 2021

A Pilot Study on Visually-Stimulated Cognitive Tasks for EEG-Based Dementia Recognition Using Frequency and Time Features.
CoRR, 2021

Convolutional Neural Network Interpretability with General Pattern Theory.
CoRR, 2021

MT-UDA: Towards Unsupervised Cross-modality Medical Image Segmentation with Limited Source Labels.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2021 - 24th International Conference, Strasbourg, France, September 27, 2021

Time-Series Representation Learning via Temporal and Contextual Contrasting.
Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021

Continuous Emotion Recognition with Audio-visual Leader-follower Attentive Fusion.
Proceedings of the IEEE/CVF International Conference on Computer Vision Workshops, 2021

A Study of Visual Search based Calibration Protocol for EEG Attention Detection.
Proceedings of the 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2021

Performance Evaluation of Compressed Deep CNN for Motor Imagery Classification using EEG.
Proceedings of the 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2021

Investigation on Robustness of EEG-based Brain-Computer Interfaces.
Proceedings of the 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2021

Hierarchical Consistency Regularized Mean Teacher for Semi-supervised 3D Left Atrium Segmentation.
Proceedings of the 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2021

Learning Generalized Representations of EEG between Multiple Cognitive Attention Tasks.
Proceedings of the 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2021

2020
Subject-Independent Brain-Computer Interfaces Based on Deep Convolutional Neural Networks.
IEEE Trans. Neural Networks Learn. Syst., 2020

A Context-Aware Locality Measure for Inlier Pool Enrichment in Stepwise Image Registration.
IEEE Trans. Image Process., 2020

Assessment of the Efficacy of EEG-Based MI-BCI With Visual Feedback and EEG Correlates of Mental Fatigue for Upper-Limb Stroke Rehabilitation.
IEEE Trans. Biomed. Eng., 2020

Brain-Computer Interface-Based Soft Robotic Glove Rehabilitation for Stroke.
IEEE Trans. Biomed. Eng., 2020

Quantifying Explainability of Saliency Methods in Deep Neural Networks.
CoRR, 2020

Generalization on the Enhancement of Layerwise Relevance Interpretability of Deep Neural Network.
CoRR, 2020

A Brain-Computer Interface Framework Based on Compressive Sensing and Deep Learning.
IEEE Consumer Electron. Mag., 2020

Deep Multi-Task Learning for SSVEP Detection and Visual Response Mapping.
Proceedings of the 2020 IEEE International Conference on Systems, Man, and Cybernetics, 2020

Optimizing Filter-bank Canonical Correlation Analysis for fast response SSVEP Brain-Computer Interface (BCI).
Proceedings of the 2020 International Joint Conference on Neural Networks, 2020

TSception: A Deep Learning Framework for Emotion Detection Using EEG.
Proceedings of the 2020 International Joint Conference on Neural Networks, 2020

Emotion Recognition with Refined Labels for Deep Learning.
Proceedings of the 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2020

Deep Learning for Neuroimaging Segmentation with a Novel Data Augmentation Strategy.
Proceedings of the 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2020

Effects of Stimulus Spatial Resolution on SSVEP Responses under Overt and Covert Attention.
Proceedings of the 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2020

Generalizability of EEG-based Mental Attention Modeling with Multiple Cognitive Tasks.
Proceedings of the 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2020

A Multi-view CNN with Novel Variance Layer for Motor Imagery Brain Computer Interface.
Proceedings of the 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2020

Minimizing Hybrid Dice Loss for Highly Imbalanced 3D Neuroimage Segmentation.
Proceedings of the 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2020

Federated Transfer Learning for EEG Signal Classification.
Proceedings of the 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2020

Brain MRI-based 3D Convolutional Neural Networks for Classification of Schizophrenia and Controls.
Proceedings of the 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2020

Interpreting mechanisms of prediction for skin cancer diagnosis using multi-task learning.
Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

BCI Facilitates the Improvement of Cognitive Functions in Children and Elderly.
Proceedings of the 8th International Winter Conference on Brain-Computer Interface, 2020

2019
Enhancing the Extraction of Interpretable Information for Ischemic Stroke Imaging from Deep Neural Networks.
CoRR, 2019

Machine learning driven synthesis of few-layered WTe2.
CoRR, 2019

A Survey on Explainable Artificial Intelligence (XAI): Towards Medical XAI.
CoRR, 2019

Machine learning-guided synthesis of advanced inorganic materials.
CoRR, 2019

A review on EMG-based motor intention prediction of continuous human upper limb motion for human-robot collaboration.
Biomed. Signal Process. Control., 2019

EEG Representation in Deep Convolutional Neural Networks for Classification of Motor Imagery.
Proceedings of the 2019 IEEE International Conference on Systems, Man and Cybernetics, 2019

A Comparative Study of Mental States in 2D and 3D Virtual Environments Using EEG.
Proceedings of the 2019 IEEE International Conference on Systems, Man and Cybernetics, 2019

Improving the Performance of SSVEP BCI with Short Response Time by Temporal Alignments Enhanced CCA.
Proceedings of the 2019 9th International IEEE/EMBS Conference on Neural Engineering (NER), 2019

Motor-Controlled Spindle (MCS) Detection for Primate in BCI System.
Proceedings of the 2019 9th International IEEE/EMBS Conference on Neural Engineering (NER), 2019

Intracortical Activity decoding of motor imagery based on Deep Convolutional Neural Network: a Pilot Study.
Proceedings of the 8th Graz Brain-Computer Interface Conference 2019, 2019

Exploring Cortex Connectivity Signal in Sensory Response to Odors.
Proceedings of the 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2019

A Framework on Optimization Strategy for EEG Motor Imagery Recognition.
Proceedings of the 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2019

Motor imagery signal classification based on transfer learning.
Proceedings of the IEEE International Conference on Computational Intelligence and Virtual Environments for Measurement Systems and Applications, 2019

Three-class Motor Imagery Classification Based on FBCSP Combined with Voting Mechanism.
Proceedings of the IEEE International Conference on Computational Intelligence and Virtual Environments for Measurement Systems and Applications, 2019

Towards EEG Generation Using GANs for BCI Applications.
Proceedings of the 2019 IEEE EMBS International Conference on Biomedical & Health Informatics, 2019

2018
Learning Temporal Information for Brain-Computer Interface Using Convolutional Neural Networks.
IEEE Trans. Neural Networks Learn. Syst., 2018

Robust Nonlinear Causality Analysis of Nonstationary Multivariate Physiological Time Series.
IEEE Trans. Biomed. Eng., 2018

A Study of SSVEP Responses in Case of Overt and Covert Visual Attention with Different View Angles.
Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics, 2018

Neural Indexes of Attention Extracted from EEG Correlate with Elderly Reaction Time in response to an Attentional Task.
Proceedings of the 3rd International Conference on Crowd Science and Engineering, 2018

Spectrum and Phase Adaptive CCA for SSVEP-based Brain Computer Interface.
Proceedings of the 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2018

Quantitative EEG as Biomarkers for the Monitoring of Post-Stroke Motor Recovery in BCI and tDCS Rehabilitation.
Proceedings of the 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2018

Differential Amplitude of Low-Frequency Fluctuations in brain networks after BCI Training with and without tDCS in Stroke.
Proceedings of the 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2018

A Study of the Role of Attention in Classifying Covert and Overt Motor Activities.
Proceedings of the Advances in Brain Inspired Cognitive Systems, 2018

Motor Imagery EEG Recognition Based on FBCSP and PCA.
Proceedings of the Advances in Brain Inspired Cognitive Systems, 2018

A Single-Trial Event-Related Potential Estimation Based on Independent Component Analysis and Kalman Smoother.
Proceedings of the 2018 IEEE/ASME International Conference on Advanced Intelligent Mechatronics, 2018

2017
A Unified Fisher's Ratio Learning Method for Spatial Filter Optimization.
IEEE Trans. Neural Networks Learn. Syst., 2017

A New Variational Method for Bias Correction and Its Applications to Rodent Brain Extraction.
IEEE Trans. Medical Imaging, 2017

Automatic EEG Artifact Removal Techniques by Detecting Influential Independent Components.
IEEE Trans. Emerg. Top. Comput. Intell., 2017

Discriminative Ocular Artifact Correction for Feature Learning in EEG Analysis.
IEEE Trans. Biomed. Eng., 2017

Facilitating motor imagery-based brain-computer interface for stroke patients using passive movement.
Neural Comput. Appl., 2017

Effects of transcranial direct current stimulation on the motor-imagery brain-computer interface for stroke recovery: An EEG source-space study.
Proceedings of the 2017 IEEE International Conference on Systems, Man, and Cybernetics, 2017

Convolutional neural network-based transfer learning and knowledge distillation using multi-subject data in motor imagery BCI.
Proceedings of the 8th International IEEE/EMBS Conference on Neural Engineering, 2017

A comparison of DTI pre-processing tools on a dataset of chronic subcortical stroke rehabilitation patients.
Proceedings of the 8th International IEEE/EMBS Conference on Neural Engineering, 2017

Use of wavelet transform coefficients for spike detection for a Robust Intracortical Brain Machine Interface.
Proceedings of the 8th International IEEE/EMBS Conference on Neural Engineering, 2017

The P300 BCI: on its Way to End-Users?
Proceedings of the From Vision to Reality, 2017

Boosting performance in brain-machine interface by classifier-level fusion based on accumulative training models from multi-day data.
Proceedings of the 2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2017

Stop state classification in intracortical brain-machine-interface.
Proceedings of the 2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2017

Personalized features for attention detection in children with Attention Deficit Hyperactivity Disorder.
Proceedings of the 2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2017

Detecting and tracking multiple directional movements in EEG based BCI.
Proceedings of the 5th International Winter Conference on Brain-Computer Interface, 2017

2016
Computational Intelligence for Brain Computer Interface [Guest Editorial].
IEEE Comput. Intell. Mag., 2016

A novel supervised locality sensitive Factor analysis to classify voluntary hand movement in multi direction using EEG source space.
Proceedings of the 2016 IEEE International Conference on Systems, Man, and Cybernetics, 2016

High-resolution in vivo Wistar rodent brain atlas based on T1 weighted image.
Proceedings of the Medical Imaging 2016: Biomedical Applications in Molecular, Structural, and Functional Imaging, San Diego, California, United States, 27 February, 2016

Multiway analysis of EEG artifacts based on Block Term Decomposition.
Proceedings of the 2016 International Joint Conference on Neural Networks, 2016

Adaptive decoding using local field potentials in a brain-machine interface.
Proceedings of the 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2016

Multi-direction hand movement classification using EEG-based source space analysis.
Proceedings of the 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2016

Adaptation in motor imagery brain-computer interfaces and its implication in rehabilitation.
Proceedings of the 4th International Winter Conference on Brain-Computer Interface, 2016

2015
Cluster-Based Analysis for Personalized Stress Evaluation Using Physiological Signals.
IEEE J. Biomed. Health Informatics, 2015

Brain-Computer Interface for Neurorehabilitation of Upper Limb After Stroke.
Proc. IEEE, 2015

Cortical Source Localization for Analysing Single-Trial Motor Imagery EEG.
Proceedings of the 2015 IEEE International Conference on Systems, 2015

Motor cortical adaptation induced by closed-loop BCI.
Proceedings of the 7th International IEEE/EMBS Conference on Neural Engineering, 2015

Neural representations of movement intentions during brain-controlled self-motion.
Proceedings of the 7th International IEEE/EMBS Conference on Neural Engineering, 2015

Towards improvement of MI-BCI performance of subjects with BCI deficiency.
Proceedings of the 7th International IEEE/EMBS Conference on Neural Engineering, 2015

Stress level detection using double-layer subband filter.
Proceedings of the INTERSPEECH 2015, 2015

On robust extraction of pulse transit time from multimodal pulsatile signals.
Proceedings of the 2015 IEEE International Conference on Digital Signal Processing, 2015

Fast TVL1-L2 MR image reconstruction using variable splitting and accelerated alternating direction method with adaptive restart.
Proceedings of the 2015 IEEE International Conference on Digital Signal Processing, 2015

Parallel convolutional-linear neural network for motor imagery classification.
Proceedings of the 23rd European Signal Processing Conference, 2015

An ocular artefacts correction method for discriminative EEG analysis based on logistic regression.
Proceedings of the 23rd European Signal Processing Conference, 2015

Reduction in time-to-sleep through EEG based brain state detection and audio stimulation.
Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2015

On the use of convolutional neural networks and augmented CSP features for multi-class motor imagery of EEG signals classification.
Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2015

Frame-based compressive sensing MR image reconstruction with balanced regularization.
Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2015

EC-PC spike detection for high performance brain-computer interface.
Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2015

Combining EPI and motion correction for fMRI human brain images with big motion.
Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2015

An analysis on driver drowsiness based on reaction time and EEG band power.
Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2015

Combining firing rate and spike-train synchrony features in the decoding of motor cortical activity.
Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2015

Brain-computer interface and its applications in cognitive training.
Proceedings of the 3rd International Winter Conference on Brain-Computer Interface, 2015

A measurement of motor recovery for motor imagery-based BCI using EEG coherence analysis.
Proceedings of the 10th International Conference on Information, 2015

Shrinkage estimator based regularization for EEG motor imagery classification.
Proceedings of the 10th International Conference on Information, 2015

Spatial filter subspace optimization based on mutual information.
Proceedings of the 10th International Conference on Information, 2015

2014
Mutual information-based optimization of sparse spatio-spectral filters in brain-computer interface.
Neural Comput. Appl., 2014

Quality assessment of EEG signals based on statistics of signal fluctuations.
Proceedings of the 2014 IEEE International Conference on Systems, Man, and Cybernetics, 2014

A BCI speller based on SSVEP using high frequency stimuli design.
Proceedings of the 2014 IEEE International Conference on Systems, Man, and Cybernetics, 2014

Evaluation of EEG features during overt visual attention during neurofeedback game.
Proceedings of the 2014 IEEE International Conference on Systems, Man, and Cybernetics, 2014

Information processing of optical sensor data in ambient applications.
Proceedings of the 2014 IEEE Ninth International Conference on Intelligent Sensors, 2014

Spatial filter adaptation based on geodesic-distance for motor EEG classification.
Proceedings of the 2014 International Joint Conference on Neural Networks, 2014

Spatio-temporal variations in hand movement trajectory based brain activation patterns.
Proceedings of the 13th International Conference on Control Automation Robotics & Vision, 2014

Heart rate estimation from FBG sensors using cepstrum analysis and sensor fusion.
Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014

Detection of variations in cognitive workload using multi-modality physiological sensors and a large margin unbiased regression machine.
Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014

Automatic sleep onset detection using single EEG sensor.
Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014

Cortical activation of passive hand movement using Haptic Knob: A preliminary multi-channel fNIRS study.
Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014

Selection of effective EEG channels in brain computer interfaces based on inconsistencies of classifiers.
Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014

On the asynchronously continuous control of mobile robot movement by motor cortical spiking activity.
Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014

Spatial filter adaptation based on the divergence framework for motor imagery EEG classification.
Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014

Discriminative channel addition and reduction for filter bank common spatial pattern in motor imagery BCI.
Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014

Single-trial classification of NIRS data from prefrontal cortex during working memory tasks.
Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014

Brain-computer interface for neurorehabilitation: Looking beyond upper limbs.
Proceedings of the 2014 International Winter Workshop on Brain-Computer Interface, 2014

2013
Bayesian Learning for Spatial Filtering in an EEG-Based Brain-Computer Interface.
IEEE Trans. Neural Networks Learn. Syst., 2013

Optimizing Spatial Filters by Minimizing Within-Class Dissimilarities in Electroencephalogram-Based Brain-Computer Interface.
IEEE Trans. Neural Networks Learn. Syst., 2013

EEG-Based Classification of Fast and Slow Hand Movements Using Wavelet-CSP Algorithm.
IEEE Trans. Biomed. Eng., 2013

Quantifying Limb Movements in Epileptic Seizures Through Color-Based Video Analysis.
IEEE Trans. Biomed. Eng., 2013

Discriminative Learning of Propagation and Spatial Pattern for Motor Imagery EEG Analysis.
Neural Comput., 2013

EEG Data Space Adaptation to Reduce Intersession Nonstationarity in Brain-Computer Interface.
Neural Comput., 2013

Brain-Computer Interface in Stroke Rehabilitation.
J. Comput. Sci. Eng., 2013

eT2FIS: An Evolving Type-2 Neural Fuzzy Inference System.
Inf. Sci., 2013

Hand Movement Trajectory Reconstruction from EEG for Brain-Computer Interface Systems.
Proceedings of the IEEE International Conference on Systems, 2013

Maximum dependency and minimum redundancy-based channel selection for motor imagery of walking EEG signal detection.
Proceedings of the IEEE International Conference on Acoustics, 2013

Neural decoding of movement targets by unsorted spike trains.
Proceedings of the IEEE International Conference on Acoustics, 2013

Error entropy based adaptive kernel classification for non-stationary EEG analysis.
Proceedings of the IEEE International Conference on Acoustics, 2013

Joint spatial-temporal filter design for analysis of motor imagery EEG.
Proceedings of the IEEE International Conference on Acoustics, 2013

Feature consistency-based model adaptation in session-to-session classification: A study using motor imagery of swallow EEG signals.
Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2013

Motor imagery BCI for upper limb stroke rehabilitation: An evaluation of the EEG recordings using coherence analysis.
Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2013

Design of an online EEG based neurofeedback game for enhancing attention and memory.
Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2013

Estimation of glance from EEG for cursor control.
Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2013

Optimizing low-frequency common spatial pattern features for multi-class classification of hand movement directions.
Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2013

Improving session-to-session transfer performance of motor imagery-based BCI using adaptive extreme learning machine.
Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2013

A clinical study of motor imagery BCI performance in stroke by including calibration data from passive movement.
Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2013

A novel hand strength assessment method integrated into haptic knob for stroke rehabilitation.
Proceedings of the 2013 IEEE Symposium on Computational Intelligence in Rehabilitation and Assistive Technologies, 2013

Neural representation and identification of reaching targets by spike trains in motor cortex.
Proceedings of the 2013 IEEE Symposium on Computational Intelligence, 2013

Navigation in a virtual environment using multiclass motor imagery Brain-Computer Interface.
Proceedings of the 2013 IEEE Symposium on Computational Intelligence, 2013

Brain-computer interface for stroke rehabilitation with clinical studies.
Proceedings of the International Winter Workshop on Brain-Computer Interface, 2013

2012
Mutual information-based selection of optimal spatial-temporal patterns for single-trial EEG-based BCIs.
Pattern Recognit., 2012

SoHyFIS-Yager: A self-organizing Yager based Hybrid neural Fuzzy Inference System.
Expert Syst. Appl., 2012

Dynamic initiation and dual-tree complex wavelet feature-based classification of motor imagery of swallow EEG signals.
Proceedings of the 2012 International Joint Conference on Neural Networks (IJCNN), 2012

Traffic modeling and identification using a Self-adaptive Fuzzy Inference Network.
Proceedings of the 2012 International Joint Conference on Neural Networks (IJCNN), 2012

A modified Wavelet-Common Spatial Pattern method for decoding hand movement directions in brain computer interfaces.
Proceedings of the 2012 International Joint Conference on Neural Networks (IJCNN), 2012

Seizure detection based on spatiotemporal correlation and frequency regularity of scalp EEG.
Proceedings of the 2012 International Joint Conference on Neural Networks (IJCNN), 2012

Dynamically Weighted Classification with Clustering to tackle non-stationarity in Brain computer Interfacing.
Proceedings of the 2012 International Joint Conference on Neural Networks (IJCNN), 2012

Asymmetric Spatial Pattern for EEG-based emotion detection.
Proceedings of the 2012 International Joint Conference on Neural Networks (IJCNN), 2012

Robust EEG channel selection across sessions in brain-computer interface involving stroke patients.
Proceedings of the 2012 International Joint Conference on Neural Networks (IJCNN), 2012

Extracting and selecting discriminative features from high density NIRS-based BCI for numerical cognition.
Proceedings of the 2012 International Joint Conference on Neural Networks (IJCNN), 2012

Online ICP forecast for patients with traumatic brain injury.
Proceedings of the 21st International Conference on Pattern Recognition, 2012

Iterative clustering and support vectors-based high-confidence query selection for motor imagery EEG signals classification.
Proceedings of the 21st International Conference on Pattern Recognition, 2012

Artifact correction with robust statistics for non-stationary intracranial pressure signal monitoring.
Proceedings of the 21st International Conference on Pattern Recognition, 2012

Cross-Subject Classification of Speaking Modes Using fNIRS.
Proceedings of the Neural Information Processing - 19th International Conference, 2012

Cluster impurity and forward-backward error maximization-based active learning for EEG signals classification.
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

Fast emotion detection from EEG using asymmetric spatial filtering.
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

Multi-frequency band common spatial pattern with sparse optimization in Brain-Computer Interface.
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

Extracting effective features from high density nirs-based BCI for assessing numerical cognition.
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

Prefrontal cortical activation during arithmetic processing differentiated by cultures: A preliminary fNIRS study.
Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012

Impact of obstructive sleep apnea on sleep-wake stage ratio.
Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012

Speaking mode recognition from functional Near Infrared Spectroscopy.
Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012

Utilization of temporal information for intracranial pressure development trend forecasting in traumatic brain injury.
Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012

Online semi-supervised learning with KL distance weighting for Motor Imagery-based BCI.
Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012

Omitting the intra-session calibration in EEG-based brain computer interface used for stroke rehabilitation.
Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012

Transcranial direct current stimulation and EEG-based motor imagery BCI for upper limb stroke rehabilitation.
Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012

2011
Optimum Spatio-Spectral Filtering Network for Brain-Computer Interface.
IEEE Trans. Neural Networks, 2011

SaFIN: A Self-Adaptive Fuzzy Inference Network.
IEEE Trans. Neural Networks, 2011

Regularizing Common Spatial Patterns to Improve BCI Designs: Unified Theory and New Algorithms.
IEEE Trans. Biomed. Eng., 2011

Optimizing the Channel Selection and Classification Accuracy in EEG-Based BCI.
IEEE Trans. Biomed. Eng., 2011

A linear discriminant analysis method based on mutual information maximization.
Pattern Recognit., 2011

Filter Bank Feature Combination (FBFC) approach for brain-computer interface.
Proceedings of the 2011 International Joint Conference on Neural Networks, 2011

Filter Bank Common Spatial Pattern (FBCSP) algorithm using online adaptive and semi-supervised learning.
Proceedings of the 2011 International Joint Conference on Neural Networks, 2011

Real coded GA-based SVM for motor imagery classification in a Brain-Computer Interface.
Proceedings of the 9th IEEE International Conference on Control and Automation, 2011

Spatially sparsed Common Spatial Pattern to improve BCI performance.
Proceedings of the IEEE International Conference on Acoustics, 2011

FAPOP: Feature analysis enhanced pseudo outer-product fuzzy rule identification system.
Proceedings of the FUZZ-IEEE 2011, 2011

Artificial neural network based intracranial pressure mean forecast algorithm for medical decision support.
Proceedings of the 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2011

iSyNCC: An intelligent system for patient monitoring & clinical decision support in Neuro-Critical-Care.
Proceedings of the 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2011

Artifact removal for intracranial pressure monitoring signals: A robust solution with signal decomposition.
Proceedings of the 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2011

Calibrating EEG-based motor imagery brain-computer interface from passive movement.
Proceedings of the 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2011

Composite Filter Bank Common Spatial Pattern for motor imagery-based Brain-Computer Interface.
Proceedings of the 2011 IEEE Symposium on Computational Intelligence, 2011

A Wavelet-CSP method to classify hand movement directions in EEG based BCI system.
Proceedings of the 8th International Conference on Information, 2011

2010
Regularized Common Spatial Pattern With Aggregation for EEG Classification in Small-Sample Setting.
IEEE Trans. Biomed. Eng., 2010

An EEG-Based BCI System for 2-D Cursor Control by Combining Mu/Beta Rhythm and P300 Potential.
IEEE Trans. Biomed. Eng., 2010

An Evolving Type-2 Neural Fuzzy Inference System.
Proceedings of the PRICAI 2010: Trends in Artificial Intelligence, 2010

A Study on the impact of spectral variability in brain-computer interface.
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2010), May 30, 2010

EEG signal separation for multi-class motor imagery using common spatial patterns based on Joint Approximate Diagonalization.
Proceedings of the International Joint Conference on Neural Networks, 2010

Application of rough set-based neuro-fuzzy system in NIRS-based BCI for assessing numerical cognition in classroom.
Proceedings of the International Joint Conference on Neural Networks, 2010

An Information Theoretic Linear Discriminant Analysis Method.
Proceedings of the 20th International Conference on Pattern Recognition, 2010

A Covariate Shift Minimisation Method to Alleviate Non-stationarity Effects for an Adaptive Brain-Computer Interface.
Proceedings of the 20th International Conference on Pattern Recognition, 2010

Spatially Regularized Common Spatial Patterns for EEG Classification.
Proceedings of the 20th International Conference on Pattern Recognition, 2010

A Brain-Computer Interface for Mental Arithmetic Task from Single-Trial Near-Infrared Spectroscopy Brain Signals.
Proceedings of the 20th International Conference on Pattern Recognition, 2010

Towards optimum linear transformation under zero-mean Gaussian mixtures for detection of motor imagery EEG.
Proceedings of the IEEE International Conference on Acoustics, 2010

Learning from other subjects helps reducing Brain-Computer Interface calibration time.
Proceedings of the IEEE International Conference on Acoustics, 2010

2009
A New Discriminative Common Spatial Pattern Method for Motor Imagery Brain-Computer Interfaces.
IEEE Trans. Biomed. Eng., 2009

Voxel Selection in fMRI Data Analysis Based on Sparse Representation.
IEEE Trans. Biomed. Eng., 2009

Discriminative FilterBank Selection and EEG Information Fusion for Brain Computer Interface.
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2009), 2009

Learning EEG-based Spectral-spatial Patterns for Attention Level Measurement.
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2009), 2009

Voxel selection in fMRI data analysis: A sparse representation method.
Proceedings of the IEEE International Conference on Acoustics, 2009

T2-HyFIS-yager: Type 2 hybrid neural fuzzy inference system realizing yager inference.
Proceedings of the FUZZ-IEEE 2009, 2009

2008
Equivalence Probability and Sparsity of Two Sparse Solutions in Sparse Representation.
IEEE Trans. Neural Networks, 2008

Asynchronous P300-Based Brain-Computer Interfaces: A Computational Approach With Statistical Models.
IEEE Trans. Biomed. Eng., 2008

A self-training semi-supervised SVM algorithm and its application in an EEG-based brain computer interface speller system.
Pattern Recognit. Lett., 2008

Joint feature re-extraction and classification using an iterative semi-supervised support vector machine algorithm.
Mach. Learn., 2008

Learning adaptive subject-independent P300 models for EEG-based brain-computer interfaces.
Proceedings of the International Joint Conference on Neural Networks, 2008

An EEG-based BCI system for 2D cursor control.
Proceedings of the International Joint Conference on Neural Networks, 2008

Filter Bank Common Spatial Pattern (FBCSP) in Brain-Computer Interface.
Proceedings of the International Joint Conference on Neural Networks, 2008

Subject-independent brain computer interface through boosting.
Proceedings of the 19th International Conference on Pattern Recognition (ICPR 2008), 2008

HyFIS-Yager-gDIC: A Self-organizing Hybrid Neural Fuzzy Inference System Realizing Yager Inference.
Proceedings of the Advances in Neuro-Information Processing, 15th International Conference, 2008

Performance Evaluation and Fusion of Methods for Early Detection of Alzheimer Disease.
Proceedings of the 2008 International Conference on BioMedical Engineering and Informatics, 2008

2007
Temporal classification of multichannel near-infrared spectroscopy signals of motor imagery for developing a brain-computer interface.
NeuroImage, 2007

Controlling a Wheelchair Indoors Using Thought.
IEEE Intell. Syst., 2007

Expectation-Maximization Method for EEG-Based Continuous Cursor Control.
EURASIP J. Adv. Signal Process., 2007

Brainy Communicator.
Proceedings of the 2007 IEEE International Conference on Multimedia and Expo, 2007

A Self-Training Semi-Supervised Support Vector Machine Algorithm and its Applications in Brain Computer Interface.
Proceedings of the IEEE International Conference on Acoustics, 2007

Feature Selection Based on Fisher Ratio and Mutual Information Analyses for Robust Brain Computer Interface.
Proceedings of the IEEE International Conference on Acoustics, 2007

2006
Probability Estimation for Recoverability Analysis of Blind Source Separation Based on Sparse Representation.
IEEE Trans. Inf. Theory, 2006

An Extended EM Algorithm for Joint Feature Extraction and Classification in Brain-Computer Interfaces.
Neural Comput., 2006

Signal processing for brain-computer interface: enhance feature extraction and classification.
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2006), 2006

A Kernel-based Signal Localization Method for NIRS Brain-computer Interfaces.
Proceedings of the 18th International Conference on Pattern Recognition (ICPR 2006), 2006

Analysis of Source Sparsity and Recoverability for SCA Based Blind Source Separation.
Proceedings of the Independent Component Analysis and Blind Signal Separation, 2006

Media Communication Center Using Brain Computer Interface.
Proceedings of the 28th International Conference of the IEEE Engineering in Medicine and Biology Society, 2006

An Effective BCI Speller Based on Semi-supervised Learning.
Proceedings of the 28th International Conference of the IEEE Engineering in Medicine and Biology Society, 2006

A Semi-supervised SVM Learning Algorithm for Joint Feature Extraction and Classification in Brain Computer Interfaces.
Proceedings of the 28th International Conference of the IEEE Engineering in Medicine and Biology Society, 2006

Electrocorticographic signal classification based on time-frequency decomposition and nonparametric statistical modeling.
Proceedings of the 28th International Conference of the IEEE Engineering in Medicine and Biology Society, 2006

2004
High Accuracy Classification of EEG Signal.
Proceedings of the 17th International Conference on Pattern Recognition, 2004

2003
On unit analysis for Cantonese corpus-based TTS.
Proceedings of the 8th European Conference on Speech Communication and Technology, EUROSPEECH 2003, 2003

2002
Multilingual speech recognition with language identification.
Proceedings of the 7th International Conference on Spoken Language Processing, ICSLP2002, 2002

1997
A space transformation approach for robust speech recognition in noisy environments.
Proceedings of the Fifth European Conference on Speech Communication and Technology, 1997

1993
Direct modulation on LPC coefficients with application to speech enhancement and improving the performance of speech recognition in noise.
Proceedings of the IEEE International Conference on Acoustics, 1993


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