Research Interests
- Spatial Temporal Data Management
- Graph Data Management
- Distributed Database
- Data-Driven Machine Learning
Projects
- Deep Learning Research in Finance Data Applications, OKT2 – HKUST-Kaisa Joint Research Institute, 2021- , Leading.
- Key Techniques of the Large Scale Dynamic Time-Dependent Road Network, NSFC Youth Program, 2023-2025, Leading.
- Efficient Approximate Constrained Shortest Path Finding in Dynamic Road Network, Guangzhou-HKUST(GZ) Joint Funding Scheme, 2023-2025, Leading.
- Large Scale AGV Path Planning System, HKUST \& HKPC Joint Laboratory, 2022-2023, Leading.
- Efficient Multi-Objective Shortest Path Finding in Dynamic Road Network, Jiangsu Province Big Data Intelligent Engineering Lab, 2023-2024, Leading.
- Big Data Intelligence Key Laboratory, 2023 Guangzhou-HKUST(GZ) Joint Funding Scheme, 2023-2025, Participating.
Representaive Publications
- Lei Li, Wen Hua, Xingzhong Du, and Xiaofang Zhou. “Minimal on‑road time route scheduling on time‑dependent graphs”. PVLDB 2017
- Lei Li, Kai Zheng, Sibo Wang, Wen Hua, and Xiaofang Zhou. “Go slow to go fast: minimal on‑road time route scheduling with parking facilities using historical trajectory”. VLDB Journal 2018
- Lei Li, Sibo Wang, and Xiaofang Zhou. “Time‑dependent hop labeling on road network”. ICDE 2019
- Lei Li, Sibo Wang, and Xiaofang Zhou. “Fastest Path Query Answering using Time‑Dependent Hop‑Labeling in Road Network”. TKDE 2020
- Lei Li, Mengxuan Zhang, Wen Hua, and Xiaofang Zhou. “Fast Query Decomposition for Batch Shortest Path Processing in Road Networks.” ICDE 2020
- Mengxuan Zhang, Lei Li, Wen Hua, and Xiaofang Zhou. “Stream Processing of Shortest Path Queries in Dynamic Road Networks.” TKDE 2020
- Mengxuan Zhang, Lei Li, Wen Hua, and Xiaofang Zhou. “Efficient 2‑Hop Labeling Maintenance in Dynamic Small‑World Networks.” ICDE 2021
- Ziyi Liu, Lei Li, Mengxuan Zhang, Wen Hua, Pingfu Chao, and Xiaofang Zhou. “Efficient Constrained Shortest Path Query Answering with Forest Hop Labeling”. ICDE 2021
- Mengxuan Zhang, Lei Li, Wen Hua, Rui Mao, Pingfu Chao, and Xiaofang Zhou. “Dynamic Hub Labeling for Road Networks”. ICDE 2021
- Mengxuan Zhang, Lei Li, and Xiaofang Zhou.“An Experimental Evaluation and Guideline for Path Finding in Weighted Dynamic Network”. PVLDB 2021
- Ziyi Liu, Lei Li, Mengxuan Zhang, Wen Hua, and Xiaofang Zhou.“Multi‑Constraint Shortest Path using Forest Hop Labeling”. VLDBJ 2022
- Zihan Luo, Lei Li, Mengxuan Zhang, Wen Hua, and Xiaofang Zhou. “Diversified Top‑k Route Planning in Road Network” VLDB 2022
- Ziyi Liu, Lei Li, Mengxuan Zhang, Wen Hua, and Xiaofang Zhou.“FHL‑Cube:Multi‑Constraint Shortest Path Querying with Varying Combination of Constraints”. VLDB 2022
- Jiajia Li, Cancan Ni, Dan He, Lei Li, Xiufeng Xia, and Xiaofang Zhou. “Efficient kNN query for Moving Object Query on Time‑Dependent Directed Road Network”. VLDBJ 2022
- Jiajia Li, Xing Xiong, Lei Li, Chuanyu Zong, and Xiaofang Zhou.“Finding Top‑k Optimal Routes with Collective Spatial Keywords on Road Networks”. ICDE 2023
- Mengxuan Zhang, Lei Li, Goce Trajcevski, Andreas Zufle, and Xiaofang Zhou. “Parallel Hub Labeling Maintenance with High Efficiency in Dynamic Small‑World Networks”. TKDE 2023
Teaching Assignments
Current Teaching Assignments:
- DSAA 5027, Spatio-Temporal Data Analysis, Fall 2022
- DSAA 5012, Advanced Database Management for Data Science, Spring 2023
- UCMP 6010, Cross-Disciplinary Research Methods, Spring 2023
Past Teaching Assignments:
- DSAA 5012, Advanced Database Management for Data Science, Spring 2021
RPG Supervision
Current RPGs
Doctor of Philosophy:
- Ziyi Liu, started in 10/2019
- Zihan Luo, started in 01/2022
- Zizhuo Xu, started in 01/2022
- Xinjie Zhou, started in 01/2022
- Chuyi Li, started in 01/2023
Graduated RPGs
Doctor of Philosophy:
- Mengxuan Zhang, graduated in 08/2021
- Xuanyi Zhang, graduated in 07/2021