Real-time Distributed Co-Movement Pattern Detection on Streaming Trajectories

Summary: Real-time distributed co-movement detection on streaming trajectories with Apache Flink. A two-phase framework uses a two-layer range-join index for clustering and id-based partitioning (FBA/VBA) with bit compression for pattern enumeration, reducing cost to linear and outperforming offline methods. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 11818
Venue: VLDB
Year: 2019
Pagerank: 4.8548122e-05
Overall Rank: 7,037 | 51.05%
DOI: 10.14778/3339490.3339502

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 6 of 6 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
6,512	Trajectory Similarity Measurement: An Efficiency Perspective	2024	VLDB	5.0321577e-05
8,865	CoMing: A Real-time Co-Movement Mining System for Streaming Trajectories	2020	SIGMOD	4.4324982e-05
9,751	Co-movement Pattern Mining from Videos	2024	VLDB	4.2897489e-05
10,518	High-Throughput Ingestion for Video Warehouse: Comprehensive Configuration and Effective Exploration	2025	SIGMOD	4.1945683e-05
10,576	Mining Platoon Patterns from Traffic Videos	2025	VLDB	4.1945683e-05
11,201	Ghost: A General Framework for High-Performance Online Similarity Queries over Distributed Trajectory Streams	2023	SIGMOD	4.1945683e-05

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
6	The R*-tree: An Efficient and Robust Access Method for Points and Rectangles	1990	SIGMOD	0.0016162015
662	A Framework for Clustering Evolving Data Streams	2003	VLDB	0.00018475968
776	Efficient Pattern Matching over Event Streams	2008	SIGMOD	0.00016799754
1,467	SPADE: The System S Declarative Stream Processing Engine	2008	SIGMOD	0.00011849864
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
2,281	Epsilon Grid Order: An Algorithm for the Similarity Join on Massive High-Dimensional Data	2001	SIGMOD	9.1077704e-05
4,622	A General and Parallel Platform for Mining Co-Movement Patterns over Large-scale Trajectories	2017	VLDB	6.0416152e-05
8,500	Interactive Visual Exploration of Neighbor-Based Patterns in Data Streams	2010	SIGMOD	4.4974096e-05

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Overall Rank	Paper	Year	Venue	Pagerank
12,206	Distributed Inference and Query Processing for RFID Tracking and Monitoring	2011	VLDB	4.1945683e-05
1,745	Discovery of Convoys in Trajectory Databases	2008	VLDB	0.00010702338
2,494	Streaming Graph Partitioning: An Experimental Study	2018	VLDB	8.6508229e-05
7,419	A Shared Execution Strategy for Multiple Pattern Mining Requests over Streaming Data	2009	VLDB	4.7348504e-05
8,865	CoMing: A Real-time Co-Movement Mining System for Streaming Trajectories	2020	SIGMOD	4.4324982e-05
1,776	Distributed Trajectory Similarity Search	2017	VLDB	0.00010593716
2,889	Prediction and Indexing of Moving Objects with Unknown Motion Patterns	2004	SIGMOD	7.9587247e-05
11,201	Ghost: A General Framework for High-Performance Online Similarity Queries over Distributed Trajectory Streams	2023	SIGMOD	4.1945683e-05
9,751	Co-movement Pattern Mining from Videos	2024	VLDB	4.2897489e-05
4,622	A General and Parallel Platform for Mining Co-Movement Patterns over Large-scale Trajectories	2017	VLDB	6.0416152e-05