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Multi-View Multi-Label Fine-Grained Emotion Decoding From Human Brain Activity 期刊论文
IEEE Transactions on Neural Networks and Learning Systems, 2022, 页码: 1-15
作者:  Fu, Kaicheng;  Du, Changde;  Wang, Shengpei;  He, Huiguang
Adobe PDF(4570Kb)  |  收藏  |  浏览/下载：307/73  |  提交时间：2022/12/27
Fine-grained Emotion Decoding  Multi-view Learning  Multi-label Learning  Variational Autoencoder  Product of Experts  
Time-Distributed Attention Network for EEG-Based Motor Imagery Decoding From the Same Limb 期刊论文
IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2022, 卷号: 30, 页码: 496-508
作者:  Ma, Xuelin;  Qiu, Shuang;  He, Huiguang
收藏  |  浏览/下载：212/0  |  提交时间：2022/06/06
Attention mechanism  electroencephalography (EEG)  fine motor imagery  same limb  
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：434/165  |  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  
Neural Encoding for Human Visual Cortex With Deep Neural Networks Learning "What" and "Where" 期刊论文
IEEE TRANSACTIONS ON COGNITIVE AND DEVELOPMENTAL SYSTEMS, 2021, 卷号: 13, 期号: 4, 页码: 827-840
作者:  Wang, Haibao;  Huang, Lijie;  Du, Changde;  Li, Dan;  Wang, Bo;  He, Huiguang
收藏  |  浏览/下载：228/0  |  提交时间：2022/01/27
Visualization  Feature extraction  Encoding  Brain modeling  Biological neural networks  Sociology  Statistics  Deep neural network (DNN)  neural encoding  regularization  "what" and "where"  
Continuous theta-burst stimulation modulates resting-state EEG microstates in healthy subjects 期刊论文
COGNITIVE NEURODYNAMICS, 2021, 页码: 11
作者:  Qiu, Shuang;  Wang, Shengpei;  Peng, Weiwei;  Yi, Weibo;  Zhang, Chuncheng;  Zhang, Jing;  He, Huiguang
收藏  |  浏览/下载：210/0  |  提交时间：2021/12/28
Continuous theta-burst stimulation  Resting-state EEG  Brain dynamics  EEG microstate  Microstate functional connectivity  
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：228/41  |  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：303/67  |  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：411/107  |  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：473/133  |  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
Adobe PDF(3879Kb)  |  收藏  |  浏览/下载：357/72  |  提交时间：2020/08/03
brain-computer interface, motor imagery, same limb