成果/Result
- Uncertainty-Aware Graph Contrastive Fusion Network for multimodal physiological signal emotion recognition被引量：73收藏
- 作者：Li, Guangqiang Chen, Ning Zhu, Hongqing Li, Jing Xu, Zhangyong Zhu, Zhiying
- 机构： School of Information Science and Engineering
- 来源：Neural Networks 2025
- 关键词：Convolutional neural networks - Graph neural networks - Physiological models - Semantics - Signal modulation
- Incongruity-aware multimodal physiology signals fusion for emotion recognition被引量：33收藏
- 作者：Li, Jing Chen, Ning Zhu, Hongqing Li, Guangqiang Xu, Zhangyong Chen, Dingxin
- 机构：East China Univ Sci & Technol
- 来源：INFORMATION FUSION 2024
- 关键词：Emotion recognition Multi-modal fusion Physiological signal incongruity Cross-Modal Transformer (CMT) Self-Attention Transformer (SAT) Low Rank Fusion (LRF)
- The mitigation of heterogenEIty in temporal scale among different cortical regions for EEG emotion recognition被引量：13收藏
- 作者：Xu, Zhangyong Chen, Ning Li, Guangqiang Li, Jing Zhu, Hongqing Zhu, Zhiying
- 机构：East China Univ Sci & Technol
- 来源：KNOWLEDGE-BASED SYSTEMS 2025
- 关键词：Electroencephalogram (EEG) Emotion recognition HeterogenEIty Neuroscience knowledge
- Emotion recognition based on time-scale heterogenEIty and hierarchical spatial coupling analysis of multimodal physiological signals被引量：5收藏
- 作者：Xu, Zhangyong Chen, Ning Li, Guangqiang Li, Jing Zhu, Hongqing Zhu, Zhiying
- 机构：East China Univ Sci & Technol
- 来源：EXPERT SYSTEMS WITH APPLICATIONS 2025
- 关键词：Multimodal fusion Emotion recognition Time-scale heterogenEIty Hierarchical spatial coupling Cross-Scale Transformer
- PSGCL: Pseudo-siamese supervised graph contrastive learning for enhancing prior knowledge guidance in EEG classification被引量：0收藏
- 作者：Li, Guangqiang Chen, Ning Zhu, Hongqing Niu, Yixiang Xu, Zhangyong Li, Jing Zhu, Zhiying
- 机构：East China Univ Sci & Technol
- 来源：KNOWLEDGE-BASED SYSTEMS 2026
- 关键词：EEG signal classification Knowledge guidance Pseudo-siamese network Graph neural network Supervised contrastive learning
- Real-Time Traffic Flow Prediction for 6G Enabled Intelligent Transportation System被引量：0收藏
- 作者：Liu, Xin Zhao, Haihang Li, Jie Han, Qi Wu, Jingyuan
- 机构：Hebei Univ Technol;East China Univ Sci & Technol
- 来源：IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS 2025
- 关键词：Predictive models Optimization Neural networks Prediction algorithms Forecasting Biological system modeling Accuracy 6G mobile communication Real-time systems Noise Intelligent transportation system traffic flow prediction deep fuzzy rough neural network large-scale multiobjective optimization algorithm evolutionary algorithm
- HeterogenEIty-aware multi-modal physiological signal fusion strategy based on combined contrastive learning for emotion recognition被引量：0收藏
- 作者：Tian, Yuan Li, Jing Chen, Ning Li, Guangqiang Xu, Zhangyong Zhu, Hongqing Li, Yu Zhu, Zhiying
- 机构：East China Univ Sci & Technol
- 来源：NEURAL NETWORKS 2026
- 关键词：Multi-modal emotion recognition Physiological signals HeterogenEIty Contrastive learning
