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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：2/0  |  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  
PhysCL: Knowledge-Aware Contrastive Learning of Physiological Signal Models for Cuff-Less Blood Pressure Estimation 期刊论文
IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2025, 卷号: 29, 期号: 7, 页码: 4728-4740
作者:  Liu, Renju;  Shen, Jianfei;  Gu, Yang;  Chen, Yiqiang;  Zhang, Jiling;  Wu, Qingyu;  Xu, Chenyang;  Fan, Feiyi
收藏  |  浏览/下载：2/0  |  提交时间：2025/12/03
Blood pressure  Physiology  Contrastive learning  Data augmentation  Semantics  Feature extraction  Estimation  Time series analysis  Training  Data models  Blood pressure estimation  physiological signal processing  representation learning  self-supervised learning  
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：34/0  |  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  
Exploring the DIMM PIM Architecture for Accelerating Time Series Analysis 期刊论文
IEEE COMPUTER ARCHITECTURE LETTERS, 2025, 卷号: 24, 期号: 1, 页码: 169-172
作者:  Shi, Shunchen;  Yang, Fan;  Li, Zhichun;  Li, Xueqi;  Sun, Ninghui
收藏  |  浏览/下载：2/0  |  提交时间：2025/12/03
Time series analysis  Computer architecture  Pipelines  Hardware  Bandwidth  Indexes  Parallel processing  Data mining  Central Processing Unit  Data transfer  processing in memory  
Spatio-Temporal Graph Neural Networks for Predictive Learning in Urban Computing: A Survey 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2024, 卷号: 36, 期号: 10, 页码: 5388-5408
作者:  Jin, Guangyin;  Liang, Yuxuan;  Fang, Yuchen;  Shao, Zezhi;  Huang, Jincai;  Zhang, Junbo;  Zheng, Yu
收藏  |  浏览/下载：31/0  |  提交时间：2024/12/06
Surveys  Task analysis  Time series analysis  Transportation  Topology  Graph neural networks  Deep learning  predictive learning  spatio-temporal data mining  time series  urban computing  
Modality Consistency-Guided Contrastive Learning for Wearable-Based Human Activity Recognition 期刊论文
IEEE INTERNET OF THINGS JOURNAL, 2024, 卷号: 11, 期号: 12, 页码: 21750-21762
作者:  Guo, Changru;  Zhang, Yingwei;  Chen, Yiqiang;  Xu, Chenyang;  Wang, Zhong
收藏  |  浏览/下载：29/0  |  提交时间：2024/12/06
Human activity recognition  Self-supervised learning  Task analysis  Data models  Time series analysis  Internet of Things  Face recognition  Contrastive learning (CL)  human activity recognition (HAR)  intermodality  intramodality  self-supervised  
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：31/0  |  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：35/0  |  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  
Accelerating k-Shape Time Series Clustering Algorithm Using GPU 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2023, 卷号: 34, 期号: 10, 页码: 2718-2734
作者:  Wang, Xun;  Song, Ruibao;  Xiao, Junmin;  Li, Tong;  Li, Xueqi
收藏  |  浏览/下载：47/0  |  提交时间：2023/12/04
Data space  time series analysis  time series clustering  GPU architecture  k-shape algorithm  
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：46/0  |  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