Effective and Efficient Route Planning Using Historical Trajectories on Road Networks
Summary: DRPK splits a route-planning query by detecting a key segment (KSD) and applies destination-driven planning (DRP), both driven by a directed-association (DA) indicator that encodes inter-segment dependencies from historical trajectories. Achieves SOTA accuracy while being far cheaper to train/run (e.g., 2768 RPQs/s), scalable to large datasets and avoiding heavyweight deep models. (summarized by gpt-5-mini on Feb 09 2026)
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Authors
- 1. Wei Tian (Hong Kong Polytechnic University)
- 2. Jieming Shi (Hong Kong Polytechnic University)
- 3. Siqiang Luo (Nanyang Technological University)
- 4. Hui Li (Xiamen University)
- 5. Xike Xie (University of Science and Technology Beijing)
- 6. Yuanhang Zou (Tencent Co. Ltd.)
BibTeX Citation
@article{tian_vldb23,
title = {{Effective and Efficient Route Planning Using Historical Trajectories on Road Networks}},
author = {Tian, Wei and Shi, Jieming and Luo, Siqiang and Li, Hui and Xie, Xike and Zou, Yuanhang},
journal = {PVLDB},
series = {{VLDB} '23},
volume = {16},
number = {10},
pages = {2512--2524},
doi = {10.14778/3603581.3603591},
url = {https://doi.org/10.14778/3603581.3603591},
year = {2023}
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Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,381 | Finding Time Period-Based Most Frequent Path in Big Trajectory Data | 2013 | SIGMOD | 0.00010965263 |
| 2,416 | DITA: Distributed In-Memory Trajectory Analytics | 2018 | SIGMOD | 8.6068712e-05 |
| 3,345 | Effective Travel Time Estimation: When Historical Trajectories over Road Networks Matter | 2020 | SIGMOD | 7.4975085e-05 |
| 4,807 | Diversified Top-k Route Planning in Road Network | 2022 | VLDB | 6.4992836e-05 |
| 5,997 | Efficient and Effective Similar Subtrajectory Search with Deep Reinforcement Learning | 2020 | VLDB | 6.0146869e-05 |
| 7,155 | VRE: A Versatile, Robust, and Economical Trajectory Data System | 2022 | VLDB | 5.6869288e-05 |
| 8,541 | Travel Cost Inference from Sparse, Spatio-Temporally Correlated Time Series Using Markov Models | 2013 | VLDB | 5.4119882e-05 |
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