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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  
REFOL: Resource-Efficient Federated Online Learning for Traffic Flow Forecasting 期刊论文
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2024, 页码: 16
作者:  Liu, Qingxiang;  Sun, Sheng;  Liang, Yuxuan;  Xu, Xiaolong;  Liu, Min;  Bilal, Muhammad;  Wang, Yuwei;  Li, Xujing;  Zheng, Yu
收藏  |  浏览/下载：3/0  |  提交时间：2025/06/25
Predictive models  Concept drift  Correlation  Forecasting  Computational modeling  Data models  Optimization  Adaptation models  Urban areas  Training  Traffic flow forecasting  federated learning  concept drift  online learning  graph convolution  
Online Spatio-Temporal Correlation-Based Federated Learning for Traffic Flow Forecasting 期刊论文
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2024, 页码: 13
作者:  Liu, Qingxiang;  Sun, Sheng;  Liu, Min;  Wang, Yuwei;  Gao, Bo
收藏  |  浏览/下载：15/0  |  提交时间：2024/12/06
Predictive models  Forecasting  Servers  Correlation  Data models  Federated learning  Adaptation models  online learning  spatio-temporal correlation  traffic flow forecasting  
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  
STWave+: A Multi-Scale Efficient Spectral Graph Attention Network With Long-Term Trends for Disentangled Traffic Flow Forecasting 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2024, 卷号: 36, 期号: 6, 页码: 2671-2685
作者:  Fang, Yuchen;  Qin, Yanjun;  Luo, Haiyong;  Zhao, Fang;  Zheng, Kai
收藏  |  浏览/下载：23/0  |  提交时间：2024/12/06
Market research  Forecasting  Roads  Time series analysis  Sensors  Correlation  Encoding  Contrastive learning  graph attention network  spatio-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  
WGformer: A Weibull-Gaussian Informer based model for wind speed prediction 期刊论文
ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2024, 卷号: 131, 页码: 20
作者:  Shi, Ziyi;  Li, Jia;  Jiang, Zheyuan;  Li, Huang;  Yu, Chengqing;  Mi, Xiwei
收藏  |  浏览/下载：31/0  |  提交时间：2024/05/20
Wind speed forecasting  Weibull-Gaussian transform  Informer  Kernel mean square error loss  Deep learning  
Unsupervised Deep Anomaly Detection for Multi-Sensor Time-Series Signals 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2023, 卷号: 35, 期号: 2, 页码: 2118-2132
作者:  Zhang, Yuxin;  Chen, Yiqiang;  Wang, Jindong;  Pan, Zhiwen
收藏  |  浏览/下载：37/0  |  提交时间：2023/07/12
Anomaly detection  Predictive models  Data models  Autoregressive processes  Image reconstruction  Forecasting  Computational modeling  Unsupervised anomaly detection  multi-sensor time series  convolutional autoencoder  attention based BiLSTM  
A New Feature Based Deep Attention Sales Forecasting Model for Enterprise Sustainable Development 期刊论文
SUSTAINABILITY, 2022, 卷号: 14, 期号: 19, 页码: 18
作者:  Huang, Jian;  Chen, Qinyu;  Yu, Chengqing
收藏  |  浏览/下载：38/0  |  提交时间：2023/07/12
enterprise sustainable development  E-commerce  sales forecasting  feature engineering  deep learning  attention mechanism  
A dynamic ensemble deep deterministic policy gradient recursive network for spatiotemporal traffic speed forecasting in an urban road network 期刊论文
DIGITAL SIGNAL PROCESSING, 2022, 卷号: 129, 页码: 16
作者:  Mi, Xiwei;  Yu, Chengqing;  Liu, Xinwei;  Yan, Guangxi;  Yu, Fuhao;  Shang, Pan
收藏  |  浏览/下载：39/0  |  提交时间：2023/07/12
Spatiotemporal traffic speed forecasting  Deep deterministic policy gradient  Simple recursive network  Temporal convolution network