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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：1/0  |  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：4/0  |  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：6/0  |  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：5/0  |  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：11/0  |  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：19/0  |  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：16/0  |  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：27/0  |  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  
Event Graph Guided Compositional Spatial--Temporal Reasoning for Video Question Answering 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2024, 卷号: 33, 页码: 1109-1121
作者:  Bai, Ziyi;  Wang, Ruiping;  Gao, Difei;  Chen, Xilin
收藏  |  浏览/下载：29/0  |  提交时间：2024/05/20
Visualization  Cognition  Transformers  Semantics  Feature extraction  Context modeling  Task analysis  VideoQA  video representation  transformer  spatial-temporal reasoning  compositional reasoning  
Deep spatial-temporal travel time prediction model based on trajectory feature 期刊论文
COMPUTERS & ELECTRICAL ENGINEERING, 2023, 卷号: 110, 页码: 12
作者:  Sheng, Zhaoyu;  Lv, Zhiqiang;  Li, Jianbo;  Xu, Zhihao
收藏  |  浏览/下载：38/0  |  提交时间：2023/12/04
Travel time prediction  Trajectory feature  Traffic condition  Spatial correlation  Temporal dependence