A General and Parallel Platform for Mining Co-Movement Patterns over Large-scale Trajectories
Summary: Unifies prior co-movement definitions into a general pattern class for large-scale trajectories. Presents two parallel Spark-based frameworks for scalable mining, and demonstrates effectiveness on real datasets with hundreds of millions of points. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Qi Fan
- 2. Dongxiang Zhang
- 3. Huayu Wu
- 4. Kian-Lee Tan
Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,318 | Trajectory Simplification: An Experimental Study and Quality Analysis | 2018 | VLDB | 7.2282052e-05 |
| 4,916 | UlTraMan: A Unified Platform for Big Trajectory Data Management and Analytics | 2018 | VLDB | 5.8300787e-05 |
| 7,037 | Real-time Distributed Co-Movement Pattern Detection on Streaming Trajectories | 2019 | VLDB | 4.8548122e-05 |
| 7,432 | k/2-hop: Fast Mining of Convoy Patterns With Effective Pruning | 2019 | VLDB | 4.7316373e-05 |
| 9,751 | Co-movement Pattern Mining from Videos | 2024 | VLDB | 4.2897489e-05 |
| 10,576 | Mining Platoon Patterns from Traffic Videos | 2025 | VLDB | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 36 | Fast Algorithms for Mining Association Rules | 1994 | VLDB | 0.00076161096 |
| 1,334 | SkewTune: Mitigating Skew in MapReduce Applications | 2012 | SIGMOD | 0.0001250413 |
| 1,718 | Swarm: Mining Relaxed Temporal Moving Object Clusters | 2010 | VLDB | 0.00010789285 |
| 1,745 | Discovery of Convoys in Trajectory Databases | 2008 | VLDB | 0.00010702338 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,889 | Prediction and Indexing of Moving Objects with Unknown Motion Patterns | 2004 | SIGMOD | 7.9587247e-05 |
| 7,432 | k/2-hop: Fast Mining of Convoy Patterns With Effective Pruning | 2019 | VLDB | 4.7316373e-05 |
| 1,126 | Trajectory Clustering: A Partition-and-Group Framework | 2007 | SIGMOD | 0.00013821443 |
| 8,419 | MoveMine: Mining Moving Object Databases | 2010 | SIGMOD | 4.5180464e-05 |
| 11,992 | MoveMine 2.0: Mining Object Relationships from Movement Data | 2014 | VLDB | 4.1945683e-05 |
| 8,865 | CoMing: A Real-time Co-Movement Mining System for Streaming Trajectories | 2020 | SIGMOD | 4.4324982e-05 |
| 11,815 | Efficient Mining of Regional Movement Patterns in Semantic Trajectories | 2017 | VLDB | 4.1945683e-05 |
| 1,776 | Distributed Trajectory Similarity Search | 2017 | VLDB | 0.00010593716 |
| 9,751 | Co-movement Pattern Mining from Videos | 2024 | VLDB | 4.2897489e-05 |
| 7,037 | Real-time Distributed Co-Movement Pattern Detection on Streaming Trajectories | 2019 | VLDB | 4.8548122e-05 |