Real-time Distributed Co-Movement Pattern Detection on Streaming Trajectories
Summary: Flink-based framework for real-time, distributed co-movement detection on unbounded trajectory streams. Two-layer-indexed range joins accelerate clustering, while FBA/VBA partitioning, bit compression, and candidate enumeration reduce pattern search from exponential to linear. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Lu Chen (Aalborg University)
- 2. Yunjun Gao (Alibaba; Zhejiang University)
- 3. Ziquan Fang (Alibaba; Zhejiang University)
- 4. Xiaoye Miao (Zhejiang University)
- 5. Christian S. Jensen (Aalborg University)
- 6. Chenjuan Guo (Aalborg University)
BibTeX Citation
@article{chen_vldb19,
title = {{Real-time Distributed Co-Movement Pattern Detection on Streaming Trajectories}},
author = {Chen, Lu and Gao, Yunjun and Fang, Ziquan and Miao, Xiaoye and Jensen, Christian S. and Guo, Chenjuan},
journal = {PVLDB},
series = {{VLDB} '19},
volume = {12},
number = {10},
pages = {1208--1220},
doi = {10.14778/3339490.3339502},
url = {https://doi.org/10.14778/3339490.3339502},
year = {2019}
}Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,756 | Trajectory Similarity Measurement: An Efficiency Perspective | 2024 | VLDB | 5.6724628e-05 |
| 8,925 | Ghost: A General Framework for High-Performance Online Similarity Queries over Distributed Trajectory Streams | 2023 | SIGMOD | 5.2361195e-05 |
| 9,225 | CoMing: A Real-time Co-Movement Mining System for Streaming Trajectories | 2020 | SIGMOD | 5.1907106e-05 |
| 10,120 | Co-movement Pattern Mining from Videos | 2024 | VLDB | 5.0638787e-05 |
| 11,273 | High-Throughput Ingestion for Video Warehouse: Comprehensive Configuration and Effective Exploration | 2025 | SIGMOD | 4.9605343e-05 |
| 11,311 | Mining Platoon Patterns from Traffic Videos | 2025 | VLDB | 4.9605343e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4 | The R*-tree: An Efficient and Robust Access Method for Points and Rectangles | 1990 | SIGMOD | 0.0011386412 |
| 582 | Efficient Pattern Matching over Event Streams | 2008 | SIGMOD | 0.00016025959 |
| 933 | A Framework for Clustering Evolving Data Streams | 2003 | VLDB | 0.00012976795 |
| 1,390 | SPADE: The System S Declarative Stream Processing Engine | 2008 | SIGMOD | 0.00010802626 |
| 1,794 | Swarm: Mining Relaxed Temporal Moving Object Clusters | 2010 | VLDB | 9.6147752e-05 |
| 1,955 | Discovery of Convoys in Trajectory Databases | 2008 | VLDB | 9.2932912e-05 |
| 2,007 | Epsilon Grid Order: An Algorithm for the Similarity Join on Massive High-Dimensional Data | 2001 | SIGMOD | 9.182637e-05 |
| 3,701 | A General and Parallel Platform for Mining Co-Movement Patterns over Large-scale Trajectories | 2017 | VLDB | 7.0650979e-05 |
| 8,898 | Interactive Visual Exploration of Neighbor-Based Patterns in Data Streams | 2010 | SIGMOD | 5.2403761e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 12,741 | Distributed Inference and Query Processing for RFID Tracking and Monitoring | 2011 | VLDB |
| 2 | 1,955 | Discovery of Convoys in Trajectory Databases | 2008 | VLDB |
| 3 | 2,253 | Streaming Graph Partitioning: An Experimental Study | 2018 | VLDB |
| 4 | 7,867 | A Shared Execution Strategy for Multiple Pattern Mining Requests over Streaming Data | 2009 | VLDB |
| 5 | 9,225 | CoMing: A Real-time Co-Movement Mining System for Streaming Trajectories | 2020 | SIGMOD |
| 6 | 2,035 | Distributed Trajectory Similarity Search | 2017 | VLDB |
| 7 | 3,475 | Prediction and Indexing of Moving Objects with Unknown Motion Patterns | 2004 | SIGMOD |
| 8 | 8,925 | Ghost: A General Framework for High-Performance Online Similarity Queries over Distributed Trajectory Streams | 2023 | SIGMOD |
| 9 | 10,120 | Co-movement Pattern Mining from Videos | 2024 | VLDB |
| 10 | 3,701 | A General and Parallel Platform for Mining Co-Movement Patterns over Large-scale Trajectories | 2017 | VLDB |