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Trajectory Clustering: A Partition-and-Group Framework

Summary: Proposes partition-and-group approach that splits trajectories into line segments and clusters similar segments to uncover sub-trajectories. TRACLUS merges MDL-based partitioning with density-based line-seg clustering to reveal sub-trajectory patterns. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3884
Venue
SIGMOD
Year
2007
Pagerank
0.00013821443
Overall Rank
1,126 | 92.17%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 22 of 22 citing papers.

Rank Citing Paper Year Venue Pagerank
1,115 Finding Time Period-Based Most Frequent Path in Big Trajectory Data 2013 SIGMOD 0.00013894562
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
1,776 Distributed Trajectory Similarity Search 2017 VLDB 0.00010593716
2,041 Indexable PLA for Efficient Similarity Search 2007 VLDB 9.6992894e-05
2,046 TraClass: Trajectory Classification Using Hierarchical Region-Based and Trajectory-Based Clustering 2008 VLDB 9.6920859e-05
2,192 DITA: Distributed In-Memory Trajectory Analytics 2018 SIGMOD 9.3185895e-05
3,088 Direction-Preserving Trajectory Simplification 2013 VLDB 7.5936173e-05
3,318 Trajectory Simplification: An Experimental Study and Quality Analysis 2018 VLDB 7.2282052e-05
3,618 Calibrating Trajectory Data for Similarity-based Analysis 2013 SIGMOD 6.9085505e-05
3,817 A Particle-and-Density Based Evolutionary Clustering Method for Dynamic Networks 2009 VLDB 6.730222e-05
4,065 AutoPlait: Automatic Mining of Co-evolving Time Sequences 2014 SIGMOD 6.4819215e-05
4,916 UlTraMan: A Unified Platform for Big Trajectory Data Management and Analytics 2018 VLDB 5.8300787e-05
5,508 Fast Large-Scale Trajectory Clustering 2020 VLDB 5.4713696e-05
5,936 Efficient and Effective Similar Subtrajectory Search with Deep Reinforcement Learning 2020 VLDB 5.2654071e-05
6,512 Trajectory Similarity Measurement: An Efficiency Perspective 2024 VLDB 5.0321577e-05
7,151 EDS: A Segment-based Distance Measure for Sub-trajectory Similarity Search 2014 SIGMOD 4.8154472e-05
8,419 MoveMine: Mining Moving Object Databases 2010 SIGMOD 4.5180464e-05
10,750 Quantifying Point Contributions: A Lightweight Framework for Efficient and Effective Query-Driven Trajectory Simplification 2025 VLDB 4.1945683e-05
11,257 Efficient Non-Learning Similar Subtrajectory Search 2023 VLDB 4.1945683e-05
11,655 Top-k Queries over Digital Traces 2019 SIGMOD 4.1945683e-05
11,815 Efficient Mining of Regional Movement Patterns in Semantic Trajectories 2017 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 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 0.0032169493
33 BIRCH: An Efficient Data Clustering Method for Very Large Databases 1996 SIGMOD 0.00077324389
251 Robust and Fast Similarity Search for Moving Object Trajectories 2005 SIGMOD 0.00030644658
270 OPTICS: Ordering Points To Identify the Clustering Structure 1999 SIGMOD 0.00029505642
699 Exact Indexing of Dynamic Time Warping 2002 VLDB 0.00018015254
1,097 STING : A Statistical Information Grid Approach to Spatial Data Mining 1997 VLDB 0.00014119975
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Overall Rank Paper Year Venue Pagerank
7,037 Real-time Distributed Co-Movement Pattern Detection on Streaming Trajectories 2019 VLDB 4.8548122e-05
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3,318 Trajectory Simplification: An Experimental Study and Quality Analysis 2018 VLDB 7.2282052e-05
1,776 Distributed Trajectory Similarity Search 2017 VLDB 0.00010593716
1,745 Discovery of Convoys in Trajectory Databases 2008 VLDB 0.00010702338
4,622 A General and Parallel Platform for Mining Co-Movement Patterns over Large-scale Trajectories 2017 VLDB 6.0416152e-05
5,508 Fast Large-Scale Trajectory Clustering 2020 VLDB 5.4713696e-05
11,257 Efficient Non-Learning Similar Subtrajectory Search 2023 VLDB 4.1945683e-05
3,618 Calibrating Trajectory Data for Similarity-based Analysis 2013 SIGMOD 6.9085505e-05
2,046 TraClass: Trajectory Classification Using Hierarchical Region-Based and Trajectory-Based Clustering 2008 VLDB 9.6920859e-05