ICDE 2024 | 时空（Spatial-Temporal）数据论文总结

时空探索之旅

发布于 2024-11-19 16:17:51

1480

第40届IEEE数据工程国际会议（ICDE2024 ）于5月13日到17日在荷兰乌德勒支召开。

本届ICDE Research共接收论文376篇，Industry and Application接受论文21篇。本文总结了ICDE 2024上有关时空数据（Spatial-Temporal）的工作,部分挂在了arXiv上。如有疏漏和错误，欢迎后台私信补充和修正。

时空数据Topic

时空数据挖掘：时空预测，POI预测，持续学习，轨迹异常检测等
时空数据管理：轨迹数据管理，轨迹查询优化，路径规划，轨迹相似度检测，空间众包等

标题词云

1. AdapTraj: A Multi-Source Domain Generalization Framework for Multi-Agent Trajectory Prediction

作者：Tangwen Qian ( Institute of Computing Technology, Chinese Academy of Sciences)*; Yile Chen (Nanyang Technological University); Gao Cong (Nanyang Technological Univesity); yongjun xu (Institute of Computing Technology, Chinese Academy of Sciences); Fei Wang (Institute of Computing Technology, Chinese Academy of Sciences)

链接：https://arxiv.org/abs/2312.14394

关键词：多智能体，轨迹预测

AdapTraj

2. Collectively Simplifying Trajectories in a Database: A Query Accuracy Driven Approach

作者：ZHENG WANG (Nanyang Technological University)*; Cheng Long (Nanyang Technological University); Gao Cong (Nanyang Technological Univesity); Christian S. Jensen (Aalborg University)

关键词：轨迹简化，查询加速

代码：https://github.com/zhengwang125/Query-TS

链接：https://arxiv.org/abs/2311.11204

RL4QDTS

3. Learning Time-aware Graph Structures for Spatially Correlated Time Series Forecasting

作者：Minbo Ma (Southwest Jiaotong University)*; Jilin Hu (Aalborg University); Christian S. Jensen (Aalborg University); Fei Teng (Southwest Jiaotong University); Peng Han (KAUST); Zhiqiang Xu (MBZUAI); Tianrui Li (School of Computing and Artificial Intelligence, Southwest Jiaotong University, Chengdu, 611756, China)

链接：https://arxiv.org/abs/2312.16403

关键词：时空图，时序预测

TGCRN

4. A Unified Model for Spatio-Temporal Prediction Queries with Arbitrary Modifiable Areal Units

作者：Liyue Chen (Peking University); Jiangyi Fang (Peking University); Tengfei Liu (China University of Geosciences); Shaosheng Cao (DiDi Global); Leye Wang (Peking University, China)

关键词：统一模型，时空预测，任意区域单元

代码：https://github.com/uctb/One4All-ST

链接：https://arxiv.org/abs/2403.07022

One4All-ST system

5. Deep Learning with Spatiotemporal Data: A Deep Dive into GeotorchAI

Industry and Application Track

作者：Kanchan Chowdhury (Arizona State University); Mohamed Sarwat (Wherobots Inc.)

链接：https://kanchanchy.github.io/files/GeoTorchAI-ICDE-2024.pdf

代码：https://github.com/wherobots/GeoTorchAI

关键词：时空深度学习，栅格图像（raster images）

GeoTrochAI

GeoTrochAI

6. A Unified Replay-based Continuous Learning Framework for Spatio-Temporal Prediction on Streaming Data

作者：Hao Miao (Aalborg University)*; Yan Zhao (Aalborg University); Chenjuan Guo (ECNU); Bin Yang (Aalborg University); Kai Zheng (University of Electronic Science and Technology of China); Feiteng Huang (Huawei Cloud Database Innovation Lab); jiandong xie (HUAWEI TECHNOLOGIES CO.LTD.); Christian S. Jensen (Aalborg University)

关键词：持续学习，时空预测，流式数据

7. ST-ABC: Spatio-Temporal Attention-Based Convolutional Network for Multi-Scale Lane-Level Traffic Prediction

作者：Shuhao Li (Fudan University); Yue Cui (The Hong Kong University of Science and Technology); Libin Li (Guangzhou University); Weidong Yang (Fudan University); Fan Zhang (Guangzhou University); Xiaofang Zhou (The Hong Kong University of Science and Technology)

关键词：多尺度，车道级别交通预测

8. Scaling up Multivariate Time Series Pre-Training with Decoupled Spatial-Temporal Representations

作者：Rui Zha ( University of Science and Technology of China); Le Zhang (Baidu Research); Shuangli Li (University of Science and Technology of China); jingbo zhou (Baidu Research); Tong Xu (University of Science and Technology of China); Enhong Chen (University of Science and Technology of China); Hui Xiong (Hong Kong University of Science and Tech)

关键词：多元时间序列，时空解耦表示

9. Congestion-mitigating Spatiotemporal Routing in Road Networks

作者：Libin Wang (Hong Kong University of Science and Technology)*; Raymond Chi-Wing Wong (Hong Kong University of Science and Technology); Christian S. Jensen (Aalborg University)

关键词：时空路线，拥堵缓解

10. Deep Dirichlet Process Mixture Model for Non-parametric Trajectory Clustering

作者：Di Yao (Institute of Computing Technology, Chinese Academy of Sciences)*; Jin Wang (UCLA); Wenjie Chen ( Institute of Computing Technology, Chinese Academy of Sciences); Fangda Guo (Institute of Computing Technology, Chinese Academy of Sciences); Peng Han (KAUST); Jingping Bi (Institute of Computing Technology, Chinese Academy of Sciences)

关键词：轨迹聚类，非参数化，狄利克雷过程

11. CausalTAD: Causal Implicit Generative Model for Debiased Online Trajectory Anomaly Detection

作者：Wenbin Li (Institute of Computing Technology, Chinese Academy of Sciences)*; Di Yao (Institute of Computing Technology, Chinese Academy of Sciences); Chang Gong (Institute of Computing Technology, Chinese Academy of Sciences); Xiaokai Chu (Institute of Computing Technology, Chinese Academy of Sciences); Quanliang Jing (Institute of Computing Technology, Chinese Academy of Sciences); Xiaolei Zhou (DIDI Global Inc.); Zhang Yuxuan (DiDi Global); Yunxia Fan (DIDI Global Inc.); Jingping Bi (Institute of Computing Technology, Chinese Academy of Sciences)

关键词：轨迹异常检测，生成模型，因果

12. Learning to Hash for Trajectory Similarity Computation and Search

作者：Liwei Deng (University of Electronic Science and Technology of China); Yan Zhao (Aalborg University); Jin Chen (University of Electronic Science and Technology of China(UESTC)); Shuncheng Liu (University of Electronic Science and Technology of China); Yuyang Xia (University of Electronic Science and Technology of China); Kai Zheng (University of Electronic Science and Technology of China)*

关键词：轨迹相似性计算和搜索

13. TMan: A High-Performance Trajectory Data Management System Based on Key-value Stores

作者：Huajun He (School of Computing and Artificial Intelligence, Southwest Jiaotong University)*; Xu ZiHang (Southwest Jiaotong University); Ruiyuan Li (Chongqing University); Jie Bao (JD Intelligent Cities Research); Tianrui Li (School of Computing and Artificial Intelligence, Southwest Jiaotong University, Chengdu, 611756, China); Yu Zheng (JD)

关键词：高性能轨迹数据管理

14. A Spatio-Temporal Series Data Model with Efficient Indexing and Layout for Cloud-Based Trajectory Data Management

作者：Yang Guo (The Chinese University of Hong Kong); Zhiqi Wang ( The Chinese University of Hong Kong); Jin XUE (The Chinese University of HK); Zili Shao (The Chinese University of Hong Kong)

关键词：轨迹数据管理，时空序列建模

15. LightTR: A Lightweight Framework for Federated Trajectory Recovery

作者：Ziqiao Liu (UESTC); Hao Miao (Aalborg University); Yan Zhao (Aalborg University); Chenxi Liu (Nanyang Technological University); Kai Zheng (University of Electronic Science and Technology of China); Huan Li (Zhejiang University)*

关键词：轻量化，联邦轨迹恢复

16. Real-Time Trajectory Synthesis with Local Differential Privacy

作者：Yujia Hu (Zhejiang University); Yuntao Du (Purdue University); Zhikun Zhang (Stanford University); Ziquan Fang (Zhejiang University); Lu Chen (Zhejiang University); Kai Zheng (University of Electronic Science and Technology of China); Yunjun Gao (Zhejiang University)

关键词：实时轨迹合成，差分隐私

17. Efficient Learning-based Top-k Representative Similar Subtrajectory Query

作者：Kunming Wang (Guangzhou university); Shiyu Yang (Guangzhou University); Jin Jiabao (East China Normal University); Peng Cheng (East China Normal University); Jianye Yang (Guangzhou University); Xuemin Lin (Shanghai Jiaotong University)

关键词：相似子轨迹查询

18. Urban Sensing for Multi-destination Workers via Deep Reinforcement Learning

作者：Shuliang Wang (Beijing Institute of Technology); Song Tang (Beijing Institute of Technology); Sijie Ruan (Beijing Institute of Technology)*; Cheng Long (Nanyang Technological University); Yuxuan Liang (The Hong Kong University of Science and Technology (Guangzhou)); Qi Li (Beijing institute of technology); Ziqiang Yuan (Beijing Institute of Technology); Jie Bao (Microsoft Research Asia, China); Yu Zheng (JD)

关键词：城市感知，多目的地优化，强化学习

19. Towards Effective Next POI Prediction: Spatial and Semantic Augmentation with Remote Sensing Data

作者：Nan Jiang (Beijing University of Posts and Telecommunications); Haitao Yuan (Nanyang Technological University); Jianing Si (Beijing University of Posts and Telecommunications); Minxiao Chen (Beijing University of Posts and Telecommunications); Shangguang Wang (State Key Laboratory of Networking and Switching Technology)

关键词：POI预测，遥感数据

20. AFTER: Adaptive Friend Discovery for Temporal-spatial and Social-aware XR

作者：Bing-Jyue Chen (Academia Sinica); Chiok Yew Ho (National Taiwan University); De-Nian Yang (Academia Sinica)*

关键词：社交感知

21. Cross Online Assignment of Hybrid Task in Spatial Crowdsourcing

作者：Zhao Liu (Hunan university)*; Guoqing Xiao (Hunan University); Xu Zhou (Hunan university); qin yunchuan (hunan university); Yunjun Gao (Zhejiang University); Kenli Li (Hunan University)

关键词：空间众包

22. Task Recommendation in Spatial Crowdsourcing: A Trade-off between Diversity and Coverage

作者：Liwei Deng (University of Electronic Science and Technology of China); Yan Zhao (Aalborg University); Yue Cui (The Hong Kong University of Science and Technology); Yuyang Xia (University of Electronic Science and Technology of China); Jin Chen (University of Electronic Science and Technology of China(UESTC)); Kai Zheng (University of Electronic Science and Technology of China)*

关键词：空间众包，任务推荐

23. MUSE-Net: Disentangling Multi-Periodicity for Traffic Flow Forecasting

作者：Jianyang Qin (Harbin Institute of Technology (Shenzhen)); Yan Jia (National University of Defense Technology); Yongxin Tong (Beihang University); Heyan Chai (HarBin Institute of technology, ShenZhen); Ye Ding (Dongguan University of Technology); Xuan Wang (Harbin Institute of Technology); Binxing Fang (Chinese Academy of Engineering); Qing Liao (Harbin Institute of Technology (Shenzhen))

关键词：交通预测（也可能是网络流，方滨兴院士是做网络的）

24. Querying Shortest Path on Large Time-Dependent Road Networks with Shortcuts

作者：Zengyang Gong (The Hong Kong University of Science and Technology ); Yuxiang Zeng (Hong Kong University of Science and Technology)*; Lei Chen (Hong Kong University of Science and Technology)

关键词：最短路径查询

25. Querying Numeric-Constrained Shortest Distances on Road Networks

作者：Mingyu Yang (The Hong Kong University of Science and Technology (Guangzhou)); Wentao Li (The Hong Kong University of Science and Technology (Guangzhou)); Wei Wang (Hong Kong University of Science and Technology (Guangzhou)); Dong Wen (University of New South Wales); Lu Qin (UTS)

关键词：最短路径查询

26. Online Multi-Worker-Aware Route Planning over Time-Dependent Road Networks

作者：Di Chen (Northeastern University); Ye Yuan ( Beijing Institute of Technology); Yurong Cheng (Beijing institute of technology); Guoren Wang (Beijing Institute of Technology)

关键词：路径规划

27. Cooperative Global Path Planning for Multiple Platforms

作者：Xiaoxi Cui (Beijing Institute of Technology)*; Yurong Cheng (Beijing institute of technology); Siyi Zhang (Beijing Institute of Technology); Ye Yuan ( Beijing Institute of Technology); Guoren Wang (Beijing Institute of Technology)

关键词：路径规划