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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：4/0  |  提交时间：2025/12/03
MDD detection  Sub-domain knowledge alignment (SDKA)  Temporal-frequency-spatial transformer (TFST)  Frequency attention (FA)  
End-to-End Optimized Lossy Compression for Neural-Morphic Spiking Camera Captured Data 期刊论文
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2025, 卷号: 35, 期号: 6, 页码: 6074-6086
作者:  Feng, Kexiang;  Jia, Chuanmin;  Pan, Jingshan;  Ma, Siwei;  Gao, Wen
收藏  |  浏览/下载：6/0  |  提交时间：2025/12/03
Image coding  Cameras  Image reconstruction  Streams  Correlation  Redundancy  Visualization  Firing  Spatial resolution  Retina  Spike compression  spatio-temporal contextual compression  attention mechanism  end-to-end spike coding  
A Hybrid Long Short-Term Memory-Graph Convolutional Network Model for Enhanced Stock Return Prediction: Integrating Temporal and Spatial Dependencies 期刊论文
MATHEMATICS, 2025, 卷号: 13, 期号: 7, 页码: 13
作者:  Shi, Songze;  Li, Fan;  Li, Wei
收藏  |  浏览/下载：15/0  |  提交时间：2025/06/25
LSTM  GCN  machine learning  temporal information  spatial information  stock return prediction  
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：41/0  |  提交时间：2025/06/25
spatial-temporal data mining  trajectory prediction  hierarchical framework  model-agnostic  
Cross-Transportation-Mode Knowledge Transfer for Trajectory Recovery With Meta Learning 期刊论文
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2025, 页码: 16
作者:  Wang, Chenxing;  Zhao, Fang;  Luo, Haiyong;  Sun, Poly Z. H.;  Fang, Yuchen
收藏  |  浏览/下载：39/0  |  提交时间：2025/06/25
Trajectory  Transportation  Roads  Metalearning  Legged locomotion  Knowledge transfer  Transformers  Global Positioning System  Video recording  Predictive models  Transportation mode-aware trajectory recovery  spatial-temporal data mining  knowledge transfer  
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：39/0  |  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  
A transportation Revitalization index prediction model based on Spatial-Temporal attention mechanism 期刊论文
ADVANCED ENGINEERING INFORMATICS, 2024, 卷号: 61, 页码: 17
作者:  Lv, Zhiqiang;  Ma, Zhaobin;  Xia, Fengqian;  Li, Jianbo
收藏  |  浏览/下载：28/0  |  提交时间：2024/12/06
COVID-19  Transportation  Spatial-temporal model  Transportation revitalization index  Data mining  Data models  
DMGSTCN: Dynamic Multigraph Spatio-Temporal Convolution Network for Traffic Forecasting 期刊论文
IEEE INTERNET OF THINGS JOURNAL, 2024, 卷号: 11, 期号: 12, 页码: 22208-22219
作者:  Qin, Yanjun;  Tao, Xiaoming;  Fang, Yuchen;  Luo, Haiyong;  Zhao, Fang;  Wang, Chenxing
收藏  |  浏览/下载：38/0  |  提交时间：2024/12/06
Time series analysis  Convolution  Forecasting  Correlation  Task analysis  Roads  Predictive models  Graph convolution network (GCN)  spatial-temporal data  traffic forecasting  
DMSTG: Dynamic Multiview Spatio-Temporal Networks for Traffic Forecasting 期刊论文
IEEE TRANSACTIONS ON MOBILE COMPUTING, 2024, 卷号: 23, 期号: 6, 页码: 6865-6880
作者:  Diao, Zulong;  Wang, Xin;  Zhang, Dafang;  Xie, Gaogang;  Chen, Jianguo;  Pei, Changhua;  Meng, Xuying;  Xie, Kun;  Zhang, Guangxing
收藏  |  浏览/下载：39/0  |  提交时间：2024/12/06
Forecasting  Convolutional neural networks  Predictive models  Roads  Real-time systems  Feature extraction  Tensors  Traffic forecasting  dynamic spatial-temporal graph networks  traffic sensor networks  smart city services  
Knowledge Distillation for Travel Time Estimation 期刊论文
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2024, 页码: 12
作者:  Zhang, Haichao;  Zhao, Fang;  Wang, Chenxing;  Luo, Haiyong;  Xiong, Haoyu;  Fang, Yuchen
收藏  |  浏览/下载：50/0  |  提交时间：2024/05/20
Computational modeling  Trajectory  Roads  Global Positioning System  Predictive models  Estimation  Context modeling  Spatial-travel time estimation  temporal data mining  knowledge distillation  deep learning