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Structured Neural Decoding With Multitask Transfer Learning of Deep Neural Network Representations 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2022, 卷号: 33, 期号: 2, 页码: 600-614
作者:  Du, Changde;  Du, Changying;  Huang, Lijie;  Wang, Haibao;  He, Huiguang
Adobe PDF(8742Kb)  |  收藏  |  浏览/下载：420/161  |  提交时间：2022/03/17
Decoding  Image reconstruction  Functional magnetic resonance imaging  Visualization  Task analysis  Brain  Correlation  Deep neural network (DNN)  functional magnetic resonance imaging (fMRI)  image reconstruction  multioutput regression  neural decoding  
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
作者:  Du, Changde;  Du, Changying;  He, Huiguang
Adobe PDF(2917Kb)  |  收藏  |  浏览/下载：214/38  |  提交时间：2021/03/29
Multiview learning  Multimodal fusion  Generative adversarial networks  Deep generative models  Semi-supervised learning  
Dynamical Channel Pruning by Conditional Accuracy Change for Deep Neural Networks 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2020, 卷号: 无, 期号: 无, 页码: 无
作者:  Chen, Zhiqiang;  Xu, Ting-Bing;  Du, Changde;  Liu, Cheng-Lin;  He, Huiguang
浏览  |  Adobe PDF(4352Kb)  |  收藏  |  浏览/下载：288/64  |  提交时间：2021/01/27
Conditional accuracy change (CAC), direct criterion, dynamical channel pruning, neural network compression, structure shaping.  
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
作者:  Wei, Wei;  Qiu, Shuang;  Ma, Xuelin;  Li, Dan;  Wang, Bo;  He, Huiguang
浏览  |  Adobe PDF(2448Kb)  |  收藏  |  浏览/下载：389/98  |  提交时间：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 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
作者:  Wang, Yixin;  Qiu, Shuang;  Ma, Xuelin;  He, Huiguang
Adobe PDF(2166Kb)  |  收藏  |  浏览/下载：457/129  |  提交时间：2021/01/06
EEG  Emotion recognition  Domain adaptation  SPD matrix  Riemannian manifold  Prototype learning  
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
作者:  Ma, Xuelin;  Qiu, Shuang;  He, Huiguang
浏览  |  Adobe PDF(3879Kb)  |  收藏  |  浏览/下载：341/70  |  提交时间：2020/08/03
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
作者:  Li, Jinpeng;  Qiu, Shuang;  Du, Changde;  Wang, Yixin;  He, Huiguang
收藏  |  浏览/下载：215/0  |  提交时间：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  
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
作者:  Xing, Jiezhen;  Qiu, Shuang;  Ma, Xuelin;  Wu, Chenyao;  Li, Jinpeng;  Wang, Shengpei;  He, Huiguang
Adobe PDF(2141Kb)  |  收藏  |  浏览/下载：304/63  |  提交时间：2020/08/03
Reorganization of rich-clubs in functional brain networks during propofol-induced unconsciousness and natural sleep 期刊论文
NEUROIMAGE-CLINICAL, 2020, 期号: 25, 页码: 18
作者:  Wang Shengpei;  Yun, Li;  Shuang, Qiu;  Zhang Chuncheng;  Wang Guyan;  Xian Junfang;  Li, Tianzuo;  He Huiguang
浏览  |  Adobe PDF(4758Kb)  |  收藏  |  浏览/下载：343/62  |  提交时间：2020/06/02
Resting-state functional magnetic resonance images (rs-fMRI)  Brain network  Rich-club organization  Propofol-induced sedation  Natural sleep  
Deep Channel-Correlation Network for Motor Imagery Decoding From the Same Limb 期刊论文
IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2020, 卷号: 28, 期号: 1, 页码: 297-306
作者:  Ma, Xuelin;  Qiu, Shuang;  Wei, Wei;  Wang, Shengpei;  He, Huiguang
浏览  |  Adobe PDF(2475Kb)  |  收藏  |  浏览/下载：410/74  |  提交时间：2020/03/30
Channel-correlation network  electroen-cephalography (EEG)  ensemble learning  fine motor imagery  same limb