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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
3885
Venue
SIGMOD
Year
2007
Pagerank
0.00013801775
Overall Rank
1,127 | 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
1,118 Finding Time Period-Based Most Frequent Path in Big Trajectory Data 2013 SIGMOD 0.00013851562
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
1,749 Distributed Trajectory Similarity Search 2017 VLDB 0.00010684148
2,045 Indexable PLA for Efficient Similarity Search 2007 VLDB 9.6950855e-05
2,052 TraClass: Trajectory Classification Using Hierarchical Region-Based and Trajectory-Based Clustering 2008 VLDB 9.6854498e-05
2,198 DITA: Distributed In-Memory Trajectory Analytics 2018 SIGMOD 9.3096071e-05
3,090 Direction-Preserving Trajectory Simplification 2013 VLDB 7.5904432e-05
3,321 Trajectory Simplification: An Experimental Study and Quality Analysis 2018 VLDB 7.2212455e-05
3,609 Calibrating Trajectory Data for Similarity-based Analysis 2013 SIGMOD 6.9199121e-05
3,813 A Particle-and-Density Based Evolutionary Clustering Method for Dynamic Networks 2009 VLDB 6.7324289e-05
4,066 AutoPlait: Automatic Mining of Co-evolving Time Sequences 2014 SIGMOD 6.4756873e-05
4,937 UlTraMan: A Unified Platform for Big Trajectory Data Management and Analytics 2018 VLDB 5.8147395e-05
5,873 Fast Large-Scale Trajectory Clustering 2020 VLDB 5.2897929e-05
5,939 Efficient and Effective Similar Subtrajectory Search with Deep Reinforcement Learning 2020 VLDB 5.2603518e-05
6,508 Trajectory Similarity Measurement: An Efficiency Perspective 2024 VLDB 5.0273291e-05
7,153 EDS: A Segment-based Distance Measure for Sub-trajectory Similarity Search 2014 SIGMOD 4.8108272e-05
8,413 MoveMine: Mining Moving Object Databases 2010 SIGMOD 4.5137116e-05
10,756 Quantifying Point Contributions: A Lightweight Framework for Efficient and Effective Query-Driven Trajectory Simplification 2025 VLDB 4.1905499e-05
11,259 Efficient Non-Learning Similar Subtrajectory Search 2023 VLDB 4.1905499e-05
11,660 Top-k Queries over Digital Traces 2019 SIGMOD 4.1905499e-05
11,823 Efficient Mining of Regional Movement Patterns in Semantic Trajectories 2017 VLDB 4.1905499e-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 0.0032118946
33 BIRCH: An Efficient Data Clustering Method for Very Large Databases 1996 SIGMOD 0.00077399244
251 Robust and Fast Similarity Search for Moving Object Trajectories 2005 SIGMOD 0.00030589775
263 OPTICS: Ordering Points To Identify the Clustering Structure 1999 SIGMOD 0.00029955858
696 Exact Indexing of Dynamic Time Warping 2002 VLDB 0.00017991162
1,083 STING : A Statistical Information Grid Approach to Spatial Data Mining 1997 VLDB 0.00014181803
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Overall Rank Paper Year Venue Pagerank
7,036 Real-time Distributed Co-Movement Pattern Detection on Streaming Trajectories 2019 VLDB 4.850155e-05
6,596 Trajectory Similarity Join in Spatial Networks 2017 VLDB 4.9945871e-05
3,321 Trajectory Simplification: An Experimental Study and Quality Analysis 2018 VLDB 7.2212455e-05
1,749 Distributed Trajectory Similarity Search 2017 VLDB 0.00010684148
1,741 Discovery of Convoys in Trajectory Databases 2008 VLDB 0.00010696301
4,623 A General and Parallel Platform for Mining Co-Movement Patterns over Large-scale Trajectories 2017 VLDB 6.0352004e-05
5,873 Fast Large-Scale Trajectory Clustering 2020 VLDB 5.2897929e-05
11,259 Efficient Non-Learning Similar Subtrajectory Search 2023 VLDB 4.1905499e-05
3,609 Calibrating Trajectory Data for Similarity-based Analysis 2013 SIGMOD 6.9199121e-05
2,052 TraClass: Trajectory Classification Using Hierarchical Region-Based and Trajectory-Based Clustering 2008 VLDB 9.6854498e-05