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: 11819
Venue: VLDB
Year: 2019
Pagerank: 4.850155e-05
Overall Rank: 7,036 | 51.11%
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
6,508	Trajectory Similarity Measurement: An Efficiency Perspective	2024	VLDB	5.0273291e-05
8,865	CoMing: A Real-time Co-Movement Mining System for Streaming Trajectories	2020	SIGMOD	4.4282495e-05
9,750	Co-movement Pattern Mining from Videos	2024	VLDB	4.2856385e-05
10,527	High-Throughput Ingestion for Video Warehouse: Comprehensive Configuration and Effective Exploration	2025	SIGMOD	4.1905499e-05
10,585	Mining Platoon Patterns from Traffic Videos	2025	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

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	0.0016113151
663	A Framework for Clustering Evolving Data Streams	2003	VLDB	0.00018466049
772	Efficient Pattern Matching over Event Streams	2008	SIGMOD	0.00016790632
1,467	SPADE: The System S Declarative Stream Processing Engine	2008	SIGMOD	0.00011838188
1,704	Swarm: Mining Relaxed Temporal Moving Object Clusters	2010	VLDB	0.00010814313
1,741	Discovery of Convoys in Trajectory Databases	2008	VLDB	0.00010696301
2,285	Epsilon Grid Order: An Algorithm for the Similarity Join on Massive High-Dimensional Data	2001	SIGMOD	9.1097273e-05
4,623	A General and Parallel Platform for Mining Co-Movement Patterns over Large-scale Trajectories	2017	VLDB	6.0352004e-05
8,498	Interactive Visual Exploration of Neighbor-Based Patterns in Data Streams	2010	SIGMOD	4.4930973e-05

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Overall Rank	Paper	Year	Venue	Pagerank
12,214	Distributed Inference and Query Processing for RFID Tracking and Monitoring	2011	VLDB	4.1905499e-05
1,741	Discovery of Convoys in Trajectory Databases	2008	VLDB	0.00010696301
2,497	Streaming Graph Partitioning: An Experimental Study	2018	VLDB	8.6427191e-05
7,418	A Shared Execution Strategy for Multiple Pattern Mining Requests over Streaming Data	2009	VLDB	4.7306322e-05
8,865	CoMing: A Real-time Co-Movement Mining System for Streaming Trajectories	2020	SIGMOD	4.4282495e-05
1,749	Distributed Trajectory Similarity Search	2017	VLDB	0.00010684148
2,893	Prediction and Indexing of Moving Objects with Unknown Motion Patterns	2004	SIGMOD	7.9547451e-05
11,203	Ghost: A General Framework for High-Performance Online Similarity Queries over Distributed Trajectory Streams	2023	SIGMOD	4.1905499e-05
9,750	Co-movement Pattern Mining from Videos	2024	VLDB	4.2856385e-05
4,623	A General and Parallel Platform for Mining Co-Movement Patterns over Large-scale Trajectories	2017	VLDB	6.0352004e-05