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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
Favorite  |  View/Download:19/0  |  Submit date:2020/08/03
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:8/0  |  Submit date:2020/08/03
Brain modeling  Electroencephalography  Emotion recognition  Data models  Training  Calibration  Training data  Brain-computer interface  emotion recognition  transfer learning (TL)  
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:7/0  |  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  
脑电情绪识别中跨被试迁移学习方法研究 学位论文
, 中国科学院自动化研究所: 中国科学院自动化研究所, 2019
Authors:  李劲鹏
Adobe PDF(4425Kb)  |  Favorite  |  View/Download:330/8  |  Submit date:2019/06/19
脑-机接口,情绪识别,深度学习,迁移学习,领域自适应,对抗训练  
Multisource Transfer Learning for Cross- Subject EEG Emotion Recognition 期刊论文
IEEE Transactions Cybernetics, 2019, 期号: online, 页码: online
Authors:  Jinpeng Li;  Shuang Qiu;  Yuan-Yuan Shen;  Cheng-Lin Liu;  Huiguang He
Adobe PDF(3564Kb)  |  Favorite  |  View/Download:326/231  |  Submit date:2019/05/09
Brain-computer Interface, Emotion Recognition, Transfer Learning  
Brain Encoding and Decoding in fMRI with Bidirectional Deep Generative Models 期刊论文
Engineering, 2019, 期号: 0, 页码: 1-8
Authors:  Du Changde;  Li Jinpeng;  Huang Lijie;  He Huiguang
View  |  Adobe PDF(497Kb)  |  Favorite  |  View/Download:228/74  |  Submit date:2019/05/06
Brain Encoding And Decoding  Fmri  Deep Neural Networks  Deep Generative Models  Dual 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
Authors:  Li, Jinpeng;  Zhang, Zhaoxiang;  He, Huiguang
Adobe PDF(1800Kb)  |  Favorite  |  View/Download:249/140  |  Submit date:2018/08/07
Affective Brain-computer Interface  Emotion Recognition  Brain Wave  Deep Learning  Eeg  
Semi-supervised Deep Generative Modelling of Incomplete Multi-Modality Emotional Data 会议论文
, Seoul, Republic of Korea, October 22--26, 2018
Authors:  Du Changde;  Du Changying;  Wang Hao;  Li Jinpeng;  Zheng Wei-Long;  Lu Bao-Liang;  He Huiguang
View  |  Adobe PDF(1217Kb)  |  Favorite  |  View/Download:160/61  |  Submit date:2019/05/06
Implementation of EEG Emotion Recognition System Based on Hierarchical Convolutional Neural Networks 会议论文
BICS 2016, Beijing, China, 28-30 November 2016
Authors:  Jinpeng Li;  Zhaoxiang Zhang;  Huiguang He
Adobe PDF(2786Kb)  |  Favorite  |  View/Download:176/50  |  Submit date:2017/02/09
Emotion Recognition  Eeg  Deep Learning  Hcnn  Brain Wave  
Visual Information Processing Mechanism Revealed by fMRI Data 会议论文
BIH 2016, Omaha, NE, USA, 13-16 October 2016
Authors:  Jinpeng Li;  Zhaoxiang Zhang;  Huiguang He
Adobe PDF(362Kb)  |  Favorite  |  View/Download:163/30  |  Submit date:2017/02/09
Visual Cortex  Ventral Pathway  Dorsal Pathway  Fmri  Classification  Representation