Cuntai Guan

Research interests

Publications

• Non-Invasive Brain-Computer Interfaces: State of the Art and Trends

  IEEE Reviews in Biomedical Engineering · 2024 · https://doi.org/10.1109/rbme.2024.3449790

• TSception: Capturing Temporal Dynamics and Spatial Asymmetry From EEG for Emotion Recognition

  IEEE Transactions on Affective Computing · 2022 · https://doi.org/10.1109/taffc.2022.3169001

• An Attention-Based Deep Learning Approach for Sleep Stage Classification With Single-Channel EEG

  IEEE Transactions on Neural Systems and Rehabilitation Engineering · 2021 · https://doi.org/10.1109/tnsre.2021.3076234

• Time-Series Representation Learning via Temporal and Contextual Contrasting

  Journal · 2021 · https://doi.org/10.24963/ijcai.2021/324

• Machine-Learning-Driven Synthesis of Carbon Dots with Enhanced Quantum Yields

  ACS Nano · 2020 · https://doi.org/10.1021/acsnano.0c01899

• A Survey on Explainable Artificial Intelligence (XAI): Toward Medical XAI

  IEEE Transactions on Neural Networks and Learning Systems · 2020 · https://doi.org/10.1109/tnnls.2020.3027314

• BCI for stroke rehabilitation: motor and beyond

  Journal of Neural Engineering · 2020 · https://doi.org/10.1088/1741-2552/aba162

• Adaptive transfer learning for EEG motor imagery classification with deep Convolutional Neural Network

  Neural Networks · 2020 · https://doi.org/10.1016/j.neunet.2020.12.013

• Subject-Independent Brain–Computer Interfaces Based on Deep Convolutional Neural Networks

  IEEE Transactions on Neural Networks and Learning Systems · 2019 · https://doi.org/10.1109/tnnls.2019.2946869

• A review on EMG-based motor intention prediction of continuous human upper limb motion for human-robot collaboration

  Biomedical Signal Processing and Control · 2019 · https://doi.org/10.1016/j.bspc.2019.02.011

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

  IEEE Transactions on Neural Networks and Learning Systems · 2018 · https://doi.org/10.1109/tnnls.2018.2789927

• EEG-Based Strategies to Detect Motor Imagery for Control and Rehabilitation

  IEEE Transactions on Neural Systems and Rehabilitation Engineering · 2016 · https://doi.org/10.1109/tnsre.2016.2646763

• A Randomized Controlled Trial of EEG-Based Motor Imagery Brain-Computer Interface Robotic Rehabilitation for Stroke

  Clinical EEG and Neuroscience · 2014 · https://doi.org/10.1177/1550059414522229

• Brain-computer interface-based robotic end effector system for wrist and hand rehabilitation: results of a three-armed randomized controlled trial for chronic stroke

  Frontiers in Neuroengineering · 2014 · https://doi.org/10.3389/fneng.2014.00030

• Filter Bank Common Spatial Pattern Algorithm on BCI Competition IV Datasets 2a and 2b

  Frontiers in Neuroscience · 2012 · https://doi.org/10.3389/fnins.2012.00039

• Optimizing the Channel Selection and Classification Accuracy in EEG-Based BCI

  IEEE Transactions on Biomedical Engineering · 2011 · https://doi.org/10.1109/tbme.2011.2131142

• A Large Clinical Study on the Ability of Stroke Patients to Use an EEG-Based Motor Imagery Brain-Computer Interface

  Clinical EEG and Neuroscience · 2011 · https://doi.org/10.1177/155005941104200411

• A Brain Controlled Wheelchair to Navigate in Familiar Environments

  IEEE Transactions on Neural Systems and Rehabilitation Engineering · 2010 · https://doi.org/10.1109/tnsre.2010.2049862

• Regularized Common Spatial Pattern With Aggregation for EEG Classification in Small-Sample Setting

  IEEE Transactions on Biomedical Engineering · 2010 · https://doi.org/10.1109/tbme.2010.2082540

• An EEG-Based BCI System for 2-D Cursor Control by Combining Mu/Beta Rhythm and P300 Potential

  IEEE Transactions on Biomedical Engineering · 2010 · https://doi.org/10.1109/tbme.2010.2055564

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

  IEEE Transactions on Biomedical Engineering · 2010 · https://doi.org/10.1109/tbme.2010.2082539

• A New Discriminative Common Spatial Pattern Method for Motor Imagery Brain–Computer Interfaces

  IEEE Transactions on Biomedical Engineering · 2009 · https://doi.org/10.1109/tbme.2009.2026181

• Filter Bank Common Spatial Pattern (FBCSP) in Brain-Computer Interface

  Journal · 2008 · https://doi.org/10.1109/ijcnn.2008.4634130

• Sub-band Common Spatial Pattern (SBCSP) for Brain-Computer Interface

  Journal · 2007 · https://doi.org/10.1109/cne.2007.369647

• Temporal classification of multichannel near-infrared spectroscopy signals of motor imagery for developing a brain–computer interface

  NeuroImage · 2006 · https://doi.org/10.1016/j.neuroimage.2006.11.005

Current projects

No projects listed.