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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：1/0  |  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：1/0  |  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：1/0  |  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：1/0  |  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：14/0  |  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：23/0  |  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  
DeepCS: Training a deep learning model for cervical spondylosis recognition on small-labeled sensor data 期刊论文
NEUROCOMPUTING, 2022, 卷号: 472, 页码: 24-34
作者:  Wang, Nana;  Luo, Chunjie;  Huang, Xi;  Huang, Yunyou;  Zhan, Jianfeng
收藏  |  浏览/下载：25/0  |  提交时间：2022/12/07
Cervical spondylosis recognition  High-dimensional time series sensor data  Convolutional neural network  Network architecture search  Feature extraction  
3DACN: 3D Augmented convolutional network for time series data 期刊论文
INFORMATION SCIENCES, 2020, 卷号: 513, 页码: 17-29
作者:  Pei, Songwen;  Shen, Tianma;  Wang, Xianrong;  Gu, Chunhua;  Ning, Zhong;  Ye, Xiaochun;  Xiong, Naixue
收藏  |  浏览/下载：50/0  |  提交时间：2020/12/10
Time series data  Gated recurrent units  Convolutional neural network  Expectation-maximization algorithm  Augmented algorithm