VLDB 2023 时空&时序论文总结

VLDB 2023

VLDB 2023于2023年8月28日到9月1日在加拿大温哥华举行。

本文总结了VLDB有关**时空数据（时空数据库，时空数据管理）和时间序列（时间序列数据库、时序数据管理）**的相关论文，如有疏漏，欢迎大家补充。

总结的初衷是有几篇时空数据挖掘的论文所以就顺手都总结了。关键词对于DB方向的把握可能不是很恰当，欢迎大家批评指正。

Research

1. LDPTrace: Locally Differentially Private Trajectory Synthesis

论文链接：ACM：https://dl.acm.org/doi/abs/10.14778/3594512.3594520 VLDB链接： https://www.vldb.org/pvldb/vol16/p1897-gao.pdf

代码：https://github.com/zealscott/LDPTrace

作者： Yuntao Du (Zhejiang University); Yujia Hu (Zhejiang University); Zhikun Zhang (Stanford University); Ziquan Fang (Zhejiang University); Lu Chen (Zhejiang University); Baihua Zheng (Singapore Management University); Yunjun Gao (Zhejiang University)*

**关键词：**轨迹合成，隐私保护

2. Trajectory Data Collection with Local Differential Privacy

论文链接：ACM:https://dl.acm.org/doi/abs/10.14778/3603581.3603597 VLDB链接：https://www.vldb.org/pvldb/vol16/p2591-chen.pdf

代码：https://github.com/ymzgithub/ymzgithub-traj_LDP_submission_sup

作者 ：Yuemin Zhang (Harbin Engineering University); Qingqing Ye (Hong Kong Polytechnic University); Rui Chen (Harbin Engineering University)*; Haibo Hu (Hong Kong Polytechnic University); Qilong Han (Harbin Engineering University)

关键词：轨迹数据收集，差分隐私

3. Efficient Non-Learning Similar Subtrajectory Search

论文链接：ACM：https://dl.acm.org/doi/abs/10.14778/3611479.3611512 arXiv链接：https://arxiv.org/abs/2307.10082

代码：https://github.com/inabao/trajcSimilar

作者： Jin Jiabao (East China Normal University); Peng Cheng (East China Normal University)*; Lei Chen (Hong Kong University of Science and Technology); Xuemin Lin (Shanghai Jiaotong University); Wenjie Zhang (University of New South Wales)

关键词：轨迹相似度搜索

4. Effective and Efficient Route Planning Using Historical Trajectories on Road Networks

论文链接：ACM：https://dl.acm.org/doi/abs/10.14778/3603581.3603591 VLDB链接：https://www.vldb.org/pvldb/vol16/p2512-tian.pdf

代码：https://github.com/derekwtian/DRPK

作者： Wei Tian (The Hong Kong Polytechnic University)*; Jieming Shi (The Hong Kong Polytechnic University); Siqiang Luo (Nanyang Technological University); Hui Li (Xiamen University); Xike Xie (University of Science and Technology of China); Yuanhang Zou (Tencent)

关键词：路径规划

5. A Deep Generative Model for Trajectory Modeling and Utilization

论文链接：ACM：https://dl.acm.org/doi/abs/10.14778/3574245.3574277 VLDB链接：https://www.vldb.org/pvldb/vol16/p973-li.pdf

代码：https://github.com/wangyong01/MTNet_Code

作者：Yong Wang (Tsinghua University); Guoliang Li (Tsinghua University)*; Kaiyu Li (Tsinghua University); Haitao Yuan (Baidu)

关键词：轨迹生成，生成模型

6. Route Travel Time Estimation on A Road Network Revisited: Heterogeneity, Proximity, Periodicity and Dynamicity

论文链接：ACM：https://dl.acm.org/doi/abs/10.14778/3570690.3570691 VLDB链接：https://www.vldb.org/pvldb/vol16/p393-yuan.pdf

代码：https://github.com/yuanhaitao/STHR_CODE

作者：Haitao Yuan (Nanyang Technological University)*; Guoliang Li (Tsinghua University); Zhifeng Bao (RMIT University)

关键词：行程时间估计（ETA，TTE）

以上两篇可参考李国良老师Database Group的公众号文章：清华数据库组在VLDB 2023发表多篇高质量论文

7. Privacy-preserving Cooperative Online Matching over Spatial Crowdsourcing Platforms

论文链接：ACM：https://dl.acm.org/doi/abs/10.14778/3561261.3561266 VLDB:https://www.vldb.org/pvldb/vol16/p51-yang.pdf

代码：https://github.com/Yi107/Privacy-preserving-COM.git

作者： Yi Yang (Beijing Institute of Technology)*; Yurong Cheng (Beijing institute of technology); Ye Yuan (Beijing Institute of Technology); Guoren Wang (Beijing Institute of Technology); Lei Chen (Hong Kong University of Science and Technology); Yongjiao Sun (Northeastern University)

关键词：隐私保护、空间众包

8. Budget-Conscious Fine-Grained Configuration Optimization for Spatio-Temporal Applications

论文链接：ACM： https://dl.acm.org/doi/abs/10.14778/3579075.3579082 VLDB：https://www.vldb.org/pvldb/vol16/p1073-li.pdf

代码：https://github.com/liboyang77/ACTA/

作者：Boyang Li (Beijing Institute of Technology)*; Yurong Cheng (Beijing institute of technology); Ye Yuan (Beijing Institute of Technology); Yi Yang (Beijing Institute of Technology); Qianqian Jin (Beijing Institute of Technolog China); Guoren Wang (Beijing Institute of Technology)

**关键词：**空间众包

9. Budget-Conscious Fine-Grained Configuration Optimization for Spatio-Temporal Applications

论文链接：ACM：https://dl.acm.org/doi/abs/10.14778/3565838.3565858 VLDB：https://www.vldb.org/pvldb/vol15/p4079-richly.pdf

代码：https://github.com/hyrise/table_configuration_optimizer

作者：Keven Richly (Hasso Plattner Institute); Rainer Schlosser (Hasso Plattner Institute); Martin Boissier (Hasso Plattner Institute)

关键词：时空程序优化

10. Models and Mechanisms for Spatial Data Fairness

论文链接：ACM：https://dl.acm.org/doi/abs/10.14778/3565816.3565820 VLDB：https://www.vldb.org/pvldb/vol16/p167-ghinita.pdf

代码：https://github.com/SinaShaham/c-Fair-Polynomials/tree/main

作者：Sina Shaham (University of Southern California); Gabriel Ghinita (Hamad Bin Khalifa University)*; Cyrus Shahabi (Computer Science Department. University of Southern California)

关键词：数据公平性

11. TASK: An Efficient Framework for Instant Error-tolerant Spatial Keyword Queries on Road Networks

论文链接：ACM：https://dl.acm.org/doi/abs/10.14778/3603581.3603584 VLDB：https://www.vldb.org/pvldb/vol16/p2418-gao.pdf

代码：https://github.com/ZJU-DAILY/TASK

作者： Chengyang Luo (Zhejiang University); Qing Liu (Zhejiang University); Yunjun Gao (Zhejiang University)*; Lu Chen (Zhejiang University); Ziheng Wei (Huawei Technologies Co., Ltd.); Congcong Ge (Huawei Technologies Co., Ltd.)

关键词：道路网络空间关键词查询

12. Elf: Erasing-based Lossless Floating-Point Compression

论文链接：ACM：https://dl.acm.org/doi/abs/10.14778/3587136.3587149 VLDB：https://www.vldb.org/pvldb/vol16/p1763-li.pdf

代码：https://github.com/Spatio-Temporal-Lab/elf

作者：Ruiyuan Li (Chongqing University)*; Zheng Li (Chongqing University); Yi Wu (Chongqing University); Chao Chen (Chongqing University); Yu Zheng (JD)

关键词：时间序列数据压缩

可以参考Ruiyuan Li老师实验室公众号文章：VLDB 2023 | 基于擦除的浮点无损压缩（附论文和源码）

13. Motiflets - Simple and Accurate Detection of Motifs in Time Series

论文链接：ACM：https://dl.acm.org/doi/abs/10.14778/3574245.3574257 VLDB：https://www.vldb.org/pvldb/vol16/p725-schafer.pdf

代码：https://github.com/patrickzib/motiflets

作者：Patrick Schäfer (Humboldt-Universität zu Berlin)*; Ulf Leser (Humboldt-Universität zu Berlin)

**关键词：**时间序列测序

14. OneShotSTL: One-Shot Seasonal-Trend Decomposition For Online Time Series Anomaly Detection And Forecasting

论文链接：ACM： https://dl.acm.org/doi/abs/10.14778/3583140.3583155 VLDB：https://www.vldb.org/pvldb/vol16/p1399-he.pdf

代码：https://github.com/xiao-he/OneShotSTL/

作者：Xiao He (Alibaba Group)*; Ye Li (Alibaba); Jian Tan (Alibaba); Bin Wu (Alibaba Group); Feifei Li (Alibaba Group)

**关键词：**在线时间序列异常检测和预测

15. Fast and Scalable Mining of Time Series Motifs with Probabilistic Guarantees

论文链接：ACM：https://dl.acm.org/doi/abs/10.14778/3565838.3565840 VLDB：https://www.vldb.org/pvldb/vol15/p3841-ceccarello.pdf

代码：https://github.com/Cecca/attimo

作者：Matteo Ceccarello (University of Padova); Johann Gamper (Free University of Bozen-Bolzano, Italy)

**关键词：**时序数据挖掘，扩展性，高效

16. Time2Feat: Learning Interpretable Representations for Multivariate Time Series Clustering

论文链接：ACM：https://dl.acm.org/doi/abs/10.14778/3565816.3565822 VLDB： https://www.vldb.org/pvldb/vol16/p193-tiano.pdf

代码：https://github.com/softlab-unimore/time2feat

作者 ：Angela Bonifati (Univ. of Lyon); Francesco Del Buono (University of Modena e Reggio Emilia); Francesco Guerra (University of Modena e Reggio Emilia); Donato Tiano (Università degli Studi di Modena e Reggio Emilia)*

关键词：多元时间序列聚类

17. Blink-hash: An Adaptive Hybrid Index for In-Memory Time-Series Databases

论文链接：ACM：https://dl.acm.org/doi/abs/10.14778/3583140.3583143 VLDB：https://www.vldb.org/pvldb/vol16/p1235-cha.pdf

代码：https://github.com/chahk0129/Blink-hash

作者：Hokeun Cha (University of Wisconsin-Madison)*; Xiangpeng Hao (University of Wisconsin Madison); Tianzheng Wang (Simon Fraser University); Huanchen Zhang (Tsinghua University); Aditya Akella (UT Austin); Xiangyao Yu (University of Wisconsin-Madison)

关键词：时间序列数据库索引

EDB(Experiment, Analysis and Benchmark)

18. TSM-Bench: Benchmarking Time Series Database Systems for Monitoring Applications

论文链接：ACM：https://dl.acm.org/doi/abs/10.14778/3611479.3611532 VLDB：http://www.vldb.org/pvldb/vol16/p3363-khelifati.pdf

代码：https://github.com/eXascaleInfolab/TSM-Bench

作者：Abdelouahab Khelifati (University of Fribourg)*; Mourad Khayati (University of Fribourg); Anton Dignös (Free University of Bozen-Bolzano); Djellel Difallah (NYU); Philippe Cudre-Mauroux (University of Fribourg)

关键词：时间序列数据库测试基准

19. Choose Wisely: An Extensive Evaluation of Model Selection for Anomaly Detection in Time Series

论文链接：ACM：https://dl.acm.org/doi/abs/10.14778/3611479.3611536

代码：https://github.com/boniolp/MSAD

作者：Emmanouil Sylligardos (FORTH); Paul Boniol (Université de Paris)*; John Paparrizos (The Ohio State University); Panos Trahanias (FORTH); Themis Palpanas (Université Paris Cité)

关键词：时间序列异常检测评估

相关链接

ICDE 2023 时空数据论文汇总

KDD 2023 时空数据相关论文

CIKM 2023 时空数据论文总结

NeurIPS 2023 时间序列(Time Series)论文总结

NeurIPS 2023 时空数据论文总结

IJCAI 2023 时空数据论文