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Multimodal deep generative adversarial models for scalable doubly semi-supervised learning 期刊论文
INFORMATION FUSION, 2021, 卷号: 68, 页码: 118-130
Authors:  Du, Changde;  Du, Changying;  He, Huiguang
Favorite  |  View/Download:4/0  |  Submit date:2021/03/29
Multiview learning  Multimodal fusion  Generative adversarial networks  Deep generative models  Semi-supervised learning  
Multi-subject data augmentation for target subject semantic decoding with deep multi-view adversarial learning 期刊论文
INFORMATION SCIENCES, 2021, 卷号: 547, 页码: 1025-1044
Authors:  Li, Dan;  Du, Changde;  Wang, Shengpei;  Wang, Haibao;  He, Huiguang
Favorite  |  View/Download:27/0  |  Submit date:2021/03/02
Data augmentation  Semantic decoding  Multi-view adversarial learning  Sparse reconstruction relation  
A prototype-based SPD matrix network for domain adaptation EEG emotion recognition 期刊论文
PATTERN RECOGNITION, 2021, 卷号: 110, 期号: 1, 页码: 12
Authors:  Wang, Yixin;  Qiu, Shuang;  Ma, Xuelin;  He, Huiguang
View  |  Adobe PDF(2166Kb)  |  Favorite  |  View/Download:23/4  |  Submit date:2021/01/06
EEG  Emotion recognition  Domain adaptation  SPD matrix  Riemannian manifold  Prototype learning  
Reducing Calibration Efforts in RSVP Tasks With Multi-Source Adversarial Domain Adaptation 期刊论文
IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2020, 卷号: 28, 期号: 11, 页码: 2344-2355
Authors:  Wei, Wei;  Qiu, Shuang;  Ma, Xuelin;  Li, Dan;  Wang, Bo;  He, Huiguang
View  |  Adobe PDF(2448Kb)  |  Favorite  |  View/Download:13/1  |  Submit date:2021/01/06
Electroencephalography  Calibration  Correlation  Brain modeling  Task analysis  Feature extraction  Visualization  EEG  RSVP-based BCI  calibration reduction  multi-source domain adaptation  correlation metric learning  
A CNN -based comparing network for the detection of steady-state visual evoked potential responses 期刊论文
NEUROCOMPUTING, 2020, 卷号: 403, 页码: 452-461
Authors:  Xing, Jiezhen;  Qiu, Shuang;  Ma, Xuelin;  Wu, Chenyao;  Li, Jinpeng;  Wang, Shengpei;  He, Huiguang
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Transition and Dynamic Reconfiguration of Whole-Brain Network in Major Depressive Disorder 期刊论文
MOLECULAR NEUROBIOLOGY, 2020, 期号: 57, 页码: 4031-4044
Authors:  Wang, Shengpei;  Wen, Hongwei;  Hu, Xiaopeng;  Xie, Peng;  Qiu, Shuang;  Qian, Yinfeng;  Qiu, Jiang;  He, Huiguang
View  |  Adobe PDF(6324Kb)  |  Favorite  |  View/Download:36/10  |  Submit date:2020/08/03
Resting-state fMRI  Major depressive disorder (MDD)  Hidden Markov model (HMM)  Brain network dynamic  Transition probability  
Multisource Transfer Learning for Cross-Subject EEG Emotion Recognition 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2020, 卷号: 50, 期号: 7, 页码: 3281-3293
Authors:  Li, Jinpeng;  Qiu, Shuang;  Shen, Yuan-Yuan;  Liu, Cheng-Lin;  He, Huiguang
Favorite  |  View/Download:31/0  |  Submit date:2020/08/03
Brain modeling  Electroencephalography  Emotion recognition  Data models  Training  Calibration  Training data  Brain-computer interface  emotion recognition  transfer learning (TL)  
Multi-channel EEG recording during motor imagery of different joints from the same limb 期刊论文
SCIENTIFIC DATA, 2020, 卷号: 7, 期号: 1, 页码: 9
Authors:  Ma, Xuelin;  Qiu, Shuang;  He, Huiguang
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brain-computer interface, motor imagery, same limb  
Domain Adaptation for EEG Emotion Recognition Based on Latent Representation Similarity 期刊论文
IEEE TRANSACTIONS ON COGNITIVE AND DEVELOPMENTAL SYSTEMS, 2020, 卷号: 12, 期号: 2, 页码: 344-353
Authors:  Li, Jinpeng;  Qiu, Shuang;  Du, Changde;  Wang, Yixin;  He, Huiguang
Favorite  |  View/Download:16/0  |  Submit date:2020/08/03
Electroencephalography  Brain modeling  Emotion recognition  Adaptation models  Training  Feature extraction  Neural networks  Domain adaptation  electroencephalogram (EEG)  emotion recognition  neural network  transfer learning  
The Lasting Effects of Low-Frequency Repetitive Transcranial Magnetic Stimulation on Resting State EEG in Healthy Subjects 期刊论文
IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2020, 卷号: 28, 期号: 4, 页码: 832-841
Authors:  Qiu, Shuang;  Yi, Weibo;  Wang, Shengpei;  Zhang, Chuncheng;  He, Huiguang
Favorite  |  View/Download:27/0  |  Submit date:2020/06/22
Electroencephalography  Transcranial magnetic stimulation  Band-pass filters  Finite impulse response filters  Indexes  Automation  Modulation  Repetitive transcranial magnetic stimulation  low-frequency  resting state EEG  power  functional connectivity