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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  
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  
Graph Adversarial Immunization for Certifiable Robustness 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2024, 卷号: 36, 期号: 4, 页码: 1597-1610
作者:  Tao, Shuchang;  Cao, Qi;  Shen, Huawei;  Wu, Yunfan;  Hou, Liang;  Cheng, Xueqi
收藏  |  浏览/下载：12/0  |  提交时间：2024/05/20
Adversarial attack  adversarial immunization  certifiable robustness  graph neural networks  node classification  
Unified Dense Subgraph Detection: Fast Spectral Theory Based Algorithms 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2024, 卷号: 36, 期号: 3, 页码: 1356-1370
作者:  Feng, Wenjie;  Liu, Shenghua;  Koutra, Danai;  Cheng, Xueqi
收藏  |  浏览/下载：9/0  |  提交时间：2024/05/20
Approximation algorithms  Image edge detection  Heuristic algorithms  Greedy algorithms  Optimization  Collaboration  Task analysis  Algorithm  anomaly detection  dense subgraph  graph spectral theory  large graph mining  
Matching Knowledge Graphs in Entity Embedding Spaces: An Experimental Study 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2023, 卷号: 35, 期号: 12, 页码: 12770-12784
作者:  Zeng, Weixin;  Zhao, Xiang;  Tan, Zhen;  Tang, Jiuyang;  Cheng, Xueqi
收藏  |  浏览/下载：9/0  |  提交时间：2024/05/20
Entity alignment  entity matching  knowledge graph  knowledge graph alignment  
Adaptive Memory Networks With Self-Supervised Learning for Unsupervised Anomaly Detection 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2023, 卷号: 35, 期号: 12, 页码: 12068-12080
作者:  Zhang, Yuxin;  Wang, Jindong;  Chen, Yiqiang;  Yu, Han;  Qin, Tao
收藏  |  浏览/下载：12/0  |  提交时间：2024/05/20
Unsupervised anomaly detection  time series  self-supervised learning  memory network  
Heterogeneous Graph Neural Network With Multi-View Representation Learning 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2023, 卷号: 35, 期号: 11, 页码: 11476-11488
作者:  Shao, Zezhi;  Xu, Yongjun;  Wei, Wei;  Wang, Fei;  Zhang, Zhao;  Zhu, Feida
收藏  |  浏览/下载：11/0  |  提交时间：2024/05/20
Heterogeneous graphs  graph neural networks  graph embedding  
Generalizing to Unseen Domains: A Survey on Domain Generalization 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2023, 卷号: 35, 期号: 8, 页码: 8052-8072
作者:  Wang, Jindong;  Lan, Cuiling;  Liu, Chang;  Ouyang, Yidong;  Qin, Tao;  Lu, Wang;  Chen, Yiqiang;  Zeng, Wenjun;  Yu, Philip S.
收藏  |  浏览/下载：14/0  |  提交时间：2023/12/04
Domain generalization  domain adaptation  transfer learning  out-of-distribution generalization  
Memory-Guided Multi-View Multi-Domain Fake News Detection 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2023, 卷号: 35, 期号: 7, 页码: 7178-7191
作者:  Zhu, Yongchun;  Sheng, Qiang;  Cao, Juan;  Nan, Qiong;  Shu, Kai;  Wu, Minghui;  Wang, Jindong;  Zhuang, Fuzhen
收藏  |  浏览/下载：16/0  |  提交时间：2023/12/04
Fake news detection  multi-domain learning  multi-view learning  memory bank  
What is Event Knowledge Graph: A Survey 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2023, 卷号: 35, 期号: 7, 页码: 7569-7589
作者:  Guan, Saiping;  Cheng, Xueqi;  Bai, Long;  Zhang, Fujun;  Li, Zixuan;  Zeng, Yutao;  Jin, Xiaolong;  Guo, Jiafeng
收藏  |  浏览/下载：15/0  |  提交时间：2023/12/04
Event knowledge graph  schema  event acquisition  script event prediction  temporal knowledge graph prediction