Trajectory Similarity Join in Spatial Networks
Summary: Defines TS-Join for trajectories in road networks with a practical similarity notion. Proposes a two-phase divide-and-conquer: parallel per-trajectory searches with upper-bound pruning, plus a constant-cost merge; yields order-of-magnitude speedups over baselines. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Shuo Shang
- 2. Lisi Chen
- 3. Zhewei Wei
- 4. Christian S. Jensen
- 5. Kai Zheng
- 6. Panos Kalnis
Incoming Citations (Sorted by Pagerank)
Showing 7 of 7 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,297 | Fast Subtrajectory Similarity Search in Road Networks under Weighted Edit Distance Constraints | 2020 | VLDB | 5.5772847e-05 |
| 6,080 | Pigeonring: A Principle for Faster Thresholded Similarity Search | 2019 | VLDB | 5.219249e-05 |
| 6,508 | Trajectory Similarity Measurement: An Efficiency Perspective | 2024 | VLDB | 5.0273291e-05 |
| 10,596 | SimRN: Trajectory Similarity Learning in Road Networks based on Distributed Deep Reinforcement Learning | 2025 | VLDB | 4.1905499e-05 |
| 11,131 | LARGE: A Length-Aggregation-based Grid Structure for Line Density Visualization | 2024 | VLDB | 4.1905499e-05 |
| 11,203 | Ghost: A General Framework for High-Performance Online Similarity Queries over Distributed Trajectory Streams | 2023 | SIGMOD | 4.1905499e-05 |
| 11,691 | The Maximum Trajectory Coverage Query in Spatial Databases | 2019 | VLDB | 4.1905499e-05 |
Previous
Page 1 / 1
Next
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 |
|---|---|---|---|---|
| 2 | R-Trees: A Dynamic Index Structure For Spatial Searching | 1984 | SIGMOD | 0.0032118946 |
| 251 | Robust and Fast Similarity Search for Moving Object Trajectories | 2005 | SIGMOD | 0.00030589775 |
| 362 | Fast Similarity Search in the Presence of Noise, Scaling, and Translation in Time-Series Databases | 1995 | VLDB | 0.00025758421 |
| 1,118 | Finding Time Period-Based Most Frequent Path in Big Trajectory Data | 2013 | SIGMOD | 0.00013851562 |
| 1,129 | On Map-Matching Vehicle Tracking Data | 2005 | VLDB | 0.00013779223 |
| 2,729 | String Similarity Joins: An Experimental Evaluation | 2014 | VLDB | 8.2175463e-05 |
| 4,111 | Searching Trajectories by Locations - An Efficiency Study | 2010 | SIGMOD | 6.4354586e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,873 | Fast Large-Scale Trajectory Clustering | 2020 | VLDB | 5.2897929e-05 |
| 1,741 | Discovery of Convoys in Trajectory Databases | 2008 | VLDB | 0.00010696301 |
| 13,486 | Exploiting Database Similarity Joins for Metric Spaces | 2012 | VLDB | - |
| 8,899 | Fast Approximate Similarity Join in Vector Databases | 2025 | SIGMOD | 4.4229886e-05 |
| 6,240 | Scaling Similarity Joins over Tree-Structured Data | 2015 | VLDB | 5.1362097e-05 |
| 11,259 | Efficient Non-Learning Similar Subtrajectory Search | 2023 | VLDB | 4.1905499e-05 |
| 4,111 | Searching Trajectories by Locations - An Efficiency Study | 2010 | SIGMOD | 6.4354586e-05 |
| 5,297 | Fast Subtrajectory Similarity Search in Road Networks under Weighted Edit Distance Constraints | 2020 | VLDB | 5.5772847e-05 |
| 1,749 | Distributed Trajectory Similarity Search | 2017 | VLDB | 0.00010684148 |
| 3,294 | Spatio-Textual Similarity Joins | 2013 | VLDB | 7.2590482e-05 |