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Major depressive disorder detection via temporal-frequency-spatial transformer with sub-domain knowledge alignment using EEG 期刊论文
NEURAL NETWORKS, 2026, 卷号: 193, 页码: 12
作者:  Xu, Chen-Yang;  Fan, Fei-Yi;  Zhao, Li-Xuan;  Jin, Li-Cheng;  Zhang, Yong-Hui;  Meng, Qing-Hao
收藏  |  浏览/下载：19/0  |  提交时间：2025/12/03
MDD detection  Sub-domain knowledge alignment (SDKA)  Temporal-frequency-spatial transformer (TFST)  Frequency attention (FA)  
Identification and Localization of Breast Tumor Components via a Convolutional Neural Network Based on High-Frequency Ultrasound Combined With Histopathologic Registration: Prospective Study 期刊论文
JMIR MEDICAL INFORMATICS, 2026, 卷号: 14, 页码: 12
作者:  Yao, Jia-Qian;  Zhou, Wen-Wen;  Chai, Zhi-Fei;  Ren, Fei;  Huang, Tong-Yi;  Zhen, Tian-Tian;  Shi, Hui-Juan;  Xie, Xiao-Yan;  Zhao, Ze;  Xu, Ming
收藏  |  浏览/下载：0/0  |  提交时间：2026/05/25
breast  neoplasms  biopsy  ultrasonography  registration  
HUTFormer: Hierarchical U-Net transformer for long-term traffic forecasting 期刊论文
COMMUNICATIONS IN TRANSPORTATION RESEARCH, 2025, 卷号: 5, 页码: 15
作者:  Shao, Zezhi;  Wang, Fei;  Sun, Tao;  Yu, Chengqing;  Fang, Yuchen;  Jin, Guangyin;  An, Zhulin;  Liu, Yang;  Qu, Xiaobo;  Xu, Yongjun
收藏  |  浏览/下载：1/0  |  提交时间：2026/05/25
Traffic condition forecasting  Long-term time series forecasting  Multivariate time series forecasting  
GinAR plus : A Robust End-to-End Framework for Multivariate Time Series Forecasting With Missing Values 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2025, 卷号: 37, 期号: 8, 页码: 4635-4648
作者:  Yu, Chengqing;  Wang, Fei;  Shao, Zezhi;  Qian, Tangwen;  Zhang, Zhao;  Wei, Wei;  An, Zhulin;  Wang, Qi;  Xu, Yongjun
收藏  |  浏览/下载：25/0  |  提交时间：2025/12/03
Correlation  Predictive models  Forecasting  Time series analysis  Data models  Robustness  Adaptation models  Imputation  Contrastive learning  Training  graph interpolation attention recursive network  multivariate time series forecasting with missing values  
AdaE: Knowledge Graph Embedding With Adaptive Embedding Sizes 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2025, 卷号: 37, 期号: 8, 页码: 4432-4445
作者:  Guan, Zhanpeng;  Zhang, Fuwei;  Zhang, Zhao;  Zhuang, Fuzhen;  Wang, Fei;  An, Zhulin;  Xu, Yongjun
收藏  |  浏览/下载：21/0  |  提交时间：2025/12/03
Knowledge graphs  Adaptation models  Training  Data models  Search problems  Vectors  Overfitting  Tail  Optimization  Tensors  Knowledge graph embedding (KGE)  Data imbalance issue  Dimension selection  
A Model-Agnostic Hierarchical Framework Towards Trajectory Prediction 期刊论文
JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY, 2025, 卷号: 40, 期号: 2, 页码: 322-339
作者:  Qian, Tang-Wen;  Wang, Yuan;  Xu, Yong-Jun;  Zhang, Zhao;  Wu, Lin;  Qiu, Qiang;  Wang, Fei
收藏  |  浏览/下载：55/0  |  提交时间：2025/06/25
spatial-temporal data mining  trajectory prediction  hierarchical framework  model-agnostic  
Trajectory-User Linking via Multi-Scale Graph Attention Network 期刊论文
PATTERN RECOGNITION, 2025, 卷号: 158, 页码: 16
作者:  Li, Yujie;  Sun, Tao;  Shao, Zezhi;  Zhen, Yiqiang;  Xu, Yongjun;  Wang, Fei
收藏  |  浏览/下载：70/0  |  提交时间：2024/12/06
Trajectory-user linking  Graph neural network  Trajectory classification  Spatio-temporal data mining  Check-in data  
Open-set deep learning-enabled single-cell Raman spectroscopy for rapid identification of airborne pathogens in real-world environments 期刊论文
SCIENCE ADVANCES, 2025, 卷号: 11, 期号: 2, 页码: 14
作者:  Zhu, Longji;  Yang, Yunan;  Xu, Fei;  Lu, Xinyu;  Shuai, Mingrui;  An, Zhulin;  Chen, Xiaomeng;  Li, Hu;  Martin, Francis L.;  Vikesland, Peter J.;  Ren, Bin;  Tian, Zhong-Qun;  Zhu, Yong-Guan;  Cui, Li
收藏  |  浏览/下载：30/0  |  提交时间：2025/06/25
MGSFformer: A Multi-Granularity Spatiotemporal Fusion Transformer for air quality prediction 期刊论文
INFORMATION FUSION, 2025, 卷号: 113, 页码: 15
作者:  Yu, Chengqing;  Wang, Fei;  Wang, Yilun;  Shao, Zezhi;  Sun, Tao;  Yao, Di;  Xu, Yongjun
收藏  |  浏览/下载：66/0  |  提交时间：2024/12/06
Air quality prediction  Multi-Granularity Spatiotemporal Fusion  Transformer  Spatiotemporal correlation  Multi-source information fusion  
Exploring Progress in Multivariate Time Series Forecasting: Comprehensive Benchmarking and Heterogeneity Analysis 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2025, 卷号: 37, 期号: 1, 页码: 291-305
作者:  Shao, Zezhi;  Wang, Fei;  Xu, Yongjun;  Wei, Wei;  Yu, Chengqing;  Zhang, Zhao;  Yao, Di;  Sun, Tao;  Jin, Guangyin;  Cao, Xin;  Cong, Gao;  Jensen, Christian S.;  Cheng, Xueqi
收藏  |  浏览/下载：55/0  |  提交时间：2025/06/25
Forecasting  Time series analysis  Benchmark testing  Transformers  Predictive models  Data models  Computer science  Reliability  Proposals  Electricity  Benchmarking  multivariate time series  spatial-temporal forecasting  long-term time series forecasting