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Dynamic Domain Adaptation for Class-Aware Cross-Subject and Cross-Session EEG Emotion Recognition 期刊论文
IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2022, 卷号: 26, 期号: 12, 页码: 5964-5973
作者:  Li, Zhunan;  Zhu, Enwei;  Jin, Ming;  Fan, Cunhang;  He, Huiguang;  Cai, Ting;  Li, Jinpeng
收藏  |  浏览/下载：207/0  |  提交时间：2023/02/22
Brain-computer interface  emotion recognition  transfer learning  domain adaptation  
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: 15
作者:  Fu, Kaicheng;  Du, Changde;  Wang, Shengpei;  He, Huiguang
Adobe PDF(4570Kb)  |  收藏  |  浏览/下载：242/61  |  提交时间：2022/12/27
Decoding  Brain modeling  Functional magnetic resonance imaging  Predictive models  Emotion recognition  Dimensionality reduction  Pattern recognition  Fine-grained emotion decoding  multi-label learning  multi-view learning  product of experts (PoEs)  variational autoencoder  
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：425/126  |  提交时间：2021/01/06
EEG  Emotion recognition  Domain adaptation  SPD matrix  Riemannian manifold  Prototype learning  
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
收藏  |  浏览/下载：269/0  |  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
收藏  |  浏览/下载：192/0  |  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  
Multisource Transfer Learning for Cross- Subject EEG Emotion Recognition 期刊论文
IEEE Transactions Cybernetics, 2019, 期号: online, 页码: online
作者:  Jinpeng Li;  Shuang Qiu;  Yuan-Yuan Shen;  Cheng-Lin Liu;  Huiguang He
Adobe PDF(3564Kb)  |  收藏  |  浏览/下载：760/351  |  提交时间：2019/05/09
Brain-computer Interface, Emotion Recognition, Transfer Learning  
Hierarchical Convolutional Neural Networks for EEG-Based Emotion Recognition 期刊论文
COGNITIVE COMPUTATION, 2018, 卷号: 10, 期号: 2, 页码: 368-380
作者:  Li, Jinpeng;  Zhang, Zhaoxiang;  He, Huiguang
Adobe PDF(1800Kb)  |  收藏  |  浏览/下载：504/231  |  提交时间：2018/08/07
Affective Brain-computer Interface  Emotion Recognition  Brain Wave  Deep Learning  Eeg  
Implementation of EEG Emotion Recognition System Based on Hierarchical Convolutional Neural Networks 会议论文
BICS 2016, Beijing, China, 28-30 November 2016
作者:  Jinpeng Li;  Zhaoxiang Zhang;  Huiguang He
Adobe PDF(2786Kb)  |  收藏  |  浏览/下载：482/174  |  提交时间：2017/02/09
Emotion Recognition  Eeg  Deep Learning  Hcnn  Brain Wave