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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：323/76  |  提交时间：2022/12/27
Fine-grained Emotion Decoding  Multi-view Learning  Multi-label Learning  Variational Autoencoder  Product of Experts  
Bidirectional Siamese correlation analysis method for enhancing the detection of SSVEPs 期刊论文
JOURNAL OF NEURAL ENGINEERING, 2022, 卷号: 19, 期号: 4, 页码: 20
作者:  Zhang, Xinyi;  Qiu, Shuang;  Zhang, Yukun;  Wang, Kangning;  Wang, Yijun;  He, Huiguang
收藏  |  浏览/下载：217/0  |  提交时间：2022/09/19
brain-computer interface (BCI)  electroencephalogram (EEG)  deep learning  steady-state visual evoked potential (SSVEP)  
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
作者:  Li, Dan;  Du, Changde;  Wang, Shengpei;  Wang, Haibao;  He, Huiguang
Adobe PDF(2428Kb)  |  收藏  |  浏览/下载：392/62  |  提交时间：2021/03/02
Data augmentation  Semantic decoding  Multi-view adversarial learning  Sparse reconstruction relation  
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：316/71  |  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：431/115  |  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：493/136  |  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：372/75  |  提交时间：2020/08/03
brain-computer interface, motor imagery, same limb  
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
作者:  Li, Jinpeng;  Qiu, Shuang;  Shen, Yuan-Yuan;  Liu, Cheng-Lin;  He, Huiguang
Adobe PDF(2274Kb)  |  收藏  |  浏览/下载：326/6  |  提交时间：2020/08/03
Brain modeling  Electroencephalography  Emotion recognition  Data models  Training  Calibration  Training data  Brain-computer interface  emotion recognition  transfer learning (TL)  
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
Adobe PDF(2274Kb)  |  收藏  |  浏览/下载：238/7  |  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：332/72  |  提交时间：2020/08/03