TraClass: Trajectory Classification Using Hierarchical Region-Based and Trajectory-Based Clustering
Summary: TraClass proposes hierarchical feature generation for trajectories, partitioning paths to reveal parts. Regional clustering yields region features; trajectory clustering yields movement features; together, multi-level features improve classification. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Jae-Gil Lee (University of Illinois Urbana-Champaign)
- 2. Jiawei Han (University of Illinois Urbana-Champaign)
- 3. Xiaolei Li (University of Illinois Urbana-Champaign)
- 4. Hector Gonzalez (University of Illinois Urbana-Champaign)
BibTeX Citation
@article{lee_vldb08,
title = {{TraClass: Trajectory Classification Using Hierarchical Region-Based and Trajectory-Based Clustering}},
author = {Lee, Jae-Gil and Han, Jiawei and Li, Xiaolei and Gonzalez, Hector},
journal = {PVLDB},
series = {{VLDB} '08},
volume = {1},
number = {1},
pages = {1081--1092},
doi = {10.14778/1453856.1453972},
url = {https://doi.org/10.14778/1453856.1453972},
year = {2008}
}
Incoming Citations (Sorted by Pagerank)
Showing 9 of 9 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,389 | Finding Time Period-Based Most Frequent Path in Big Trajectory Data | 2013 | SIGMOD | 0.00010817927 |
| 2,021 | Distributed Trajectory Similarity Search | 2017 | VLDB | 9.1719539e-05 |
| 2,196 | DITA: Distributed In-Memory Trajectory Analytics | 2018 | SIGMOD | 8.8780862e-05 |
| 2,914 | Direction-Preserving Trajectory Simplification | 2013 | VLDB | 7.8619624e-05 |
| 8,799 | MoveMine: Mining Moving Object Databases | 2010 | SIGMOD | 5.2745263e-05 |
| 9,077 | A Multi-Scale Decomposition MLP-Mixer for Time Series Analysis | 2024 | VLDB | 5.2283159e-05 |
| 9,408 | PerNav: A Route Summarization Framework for Personalized Navigation | 2016 | SIGMOD | 5.1828314e-05 |
| 10,870 | KAFY: An Extensible and Scalable Transformers-Based System for Trajectory Data Analysis | 2026 | VLDB | 4.9793485e-05 |
| 11,707 | ST4ML: Machine Learning Oriented Spatio-Temporal Data Processing at Scale | 2023 | SIGMOD | 4.9793485e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 2 of 2 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 917 | Trajectory Clustering: A Partition-and-Group Framework | 2007 | SIGMOD | 0.00013091246 |
| 4,926 | Building Hierarchical Classifiers Using Class Proximity | 1999 | VLDB | 6.3508104e-05 |
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Semantically Similar Papers
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|---|---|---|---|---|
| 1 | 13,030 | A System for Analyzing and Indexing Human-Motion Databases | 2005 | SIGMOD |
| 2 | 10,150 | RED: Effective Trajectory Representation Learning with Comprehensive Information | 2025 | VLDB |
| 3 | 12,313 | Efficient Mining of Regional Movement Patterns in Semantic Trajectories | 2017 | VLDB |
| 4 | 6,730 | Trajectory Similarity Measurement: An Efficiency Perspective | 2024 | VLDB |
| 5 | 5,011 | Fast Large-Scale Trajectory Clustering | 2020 | VLDB |
| 6 | 11,214 | Revisiting CNNs for Trajectory Similarity Learning | 2025 | VLDB |
| 7 | 3,770 | Calibrating Trajectory Data for Similarity-based Analysis | 2013 | SIGMOD |
| 8 | 6,701 | A Deep Generative Model for Trajectory Modeling and Utilization | 2023 | VLDB |
| 9 | 4,907 | Subtrajectory Clustering: Models and Algorithms | 2018 | PODS |
| 10 | 917 | Trajectory Clustering: A Partition-and-Group Framework | 2007 | SIGMOD |