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Robust and Fast Similarity Search for Moving Object Trajectories

Summary: EDR for moving-object trajectories; robust to noise, sensor errors, shifts, and scaling. Outperforms Euclidean, DTW, ERP; 50% more accurate than LCSS; three pruning techniques boost retrieval efficiency; experiments validate. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3660
Venue
SIGMOD
Year
2005
Pagerank
0.00030644658
Overall Rank
251 | 98.26%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 50 of 52 citing papers.

Rank Citing Paper Year Venue Pagerank
212 Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph 2019 VLDB 0.00033913475
358 On The Marriage of Lp-norms and Edit Distance 2004 VLDB 0.0002599481
1,126 Trajectory Clustering: A Partition-and-Group Framework 2007 SIGMOD 0.00013821443
1,161 Querying and Mining of Time Series Data: Experimental Comparison of Representations and Distance Measures 2008 VLDB 0.00013585236
1,516 k-Shape: Efficient and Accurate Clustering of Time Series 2015 SIGMOD 0.00011586255
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
2,192 DITA: Distributed In-Memory Trajectory Analytics 2018 SIGMOD 9.3185895e-05
2,870 Streaming Similarity Search over one Billion Tweets using Parallel Locality-Sensitive Hashing 2013 VLDB 7.9799783e-05
2,943 An Efficient and Accurate Method for Evaluating Time Series Similarity 2007 SIGMOD 7.8399495e-05
3,318 Trajectory Simplification: An Experimental Study and Quality Analysis 2018 VLDB 7.2282052e-05
3,456 STMaker - A System to Make Sense of Trajectory Data 2014 VLDB 7.075962e-05
3,618 Calibrating Trajectory Data for Similarity-based Analysis 2013 SIGMOD 6.9085505e-05
3,632 Monochromatic and Bichromatic Reverse Skyline Search over Uncertain Databases 2008 SIGMOD 6.9009547e-05
4,059 GRAIL: Efficient Time-Series Representation Learning 2019 VLDB 6.4854417e-05
4,112 Searching Trajectories by Locations - An Efficiency Study 2010 SIGMOD 6.4422697e-05
4,853 Debunking Four Long-Standing Misconceptions of Time-Series Distance Measures 2020 SIGMOD 5.8760276e-05
5,291 Fast Subtrajectory Similarity Search in Road Networks under Weighted Edit Distance Constraints 2020 VLDB 5.5826473e-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
6,074 Pigeonring: A Principle for Faster Thresholded Similarity Search 2019 VLDB 5.2242306e-05
6,512 Trajectory Similarity Measurement: An Efficiency Perspective 2024 VLDB 5.0321577e-05
6,577 On Efficiently Searching Trajectories and Archival Data for Historical Similarities 2008 VLDB 5.0042166e-05
6,595 Trajectory Similarity Join in Spatial Networks 2017 VLDB 4.9993852e-05
6,770 An Incremental Hausdorff Distance Calculation Algorithm 2011 VLDB 4.9317829e-05
7,021 VRE: A Versatile, Robust, and Economical Trajectory Data System 2022 VLDB 4.8581131e-05
7,151 EDS: A Segment-based Distance Measure for Sub-trajectory Similarity Search 2014 SIGMOD 4.8154472e-05
7,210 Set-based Similarity Search for Time Series 2016 SIGMOD 4.799457e-05
7,633 Mining Frequent Itemsets over Uncertain Databases 2012 VLDB 4.6914549e-05
8,778 The Inherent Time Complexity and An Efficient Algorithm for Subsequence Matching Problem 2022 VLDB 4.4543399e-05
9,048 On Repairing Timestamps for Regular Interval Time Series 2022 VLDB 4.4039656e-05
9,428 A Subsequence Matching with Gaps-Range-Tolerances Framework: A Query-By-Humming Application 2011 VLDB 4.3441378e-05
10,529 Revisiting CNNs for Trajectory Similarity Learning 2025 VLDB 4.1945683e-05
10,588 SimRN: Trajectory Similarity Learning in Road Networks based on Distributed Deep Reinforcement Learning 2025 VLDB 4.1945683e-05
10,605 TMLKD: Few-shot Trajectory Metric Learning via Knowledge Distillation 2025 VLDB 4.1945683e-05
10,739 Time-Series Clustering: A Comprehensive Study of Data Mining, Machine Learning, and Deep Learning Methods 2025 VLDB 4.1945683e-05
10,750 Quantifying Point Contributions: A Lightweight Framework for Efficient and Effective Query-Driven Trajectory Simplification 2025 VLDB 4.1945683e-05
10,877 RED: Effective Trajectory Representation Learning with Comprehensive Information 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
11,235 Accelerating Similarity Search for Elastic Measures: A Study and New Generalization of Lower Bounding Distances 2023 VLDB 4.1945683e-05
11,257 Efficient Non-Learning Similar Subtrajectory Search 2023 VLDB 4.1945683e-05
11,340 Scalable Time Series Compound Infrastructure 2022 SIGMOD 4.1945683e-05
11,655 Top-k Queries over Digital Traces 2019 SIGMOD 4.1945683e-05
11,686 The Maximum Trajectory Coverage Query in Spatial Databases 2019 VLDB 4.1945683e-05
11,716 DITA: A Distributed In-Memory Trajectory Analytics System 2018 SIGMOD 4.1945683e-05
11,865 A Demonstration of VisDPT: Visual Exploration of Differentially Private Trajectories 2016 VLDB 4.1945683e-05
11,921 SMiLer: A Semi-Lazy Time Series Prediction System for Sensors 2015 SIGMOD 4.1945683e-05
11,990 Attraction and Avoidance Detection from Movements 2014 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
79 A Quantitative Analysis and Performance Study for Similarity-Search Methods in High-Dimensional Spaces 1998 VLDB 0.00056242144
125 Approximate String Joins in a Database (Almost) for Free 2001 VLDB 0.00044847972
243 Locally Adaptive Dimensionality Reduction for Indexing Large Time Series Databases 2001 SIGMOD 0.00031074984
358 On The Marriage of Lp-norms and Edit Distance 2004 VLDB 0.0002599481
539 Fast Time Sequence Indexing for Arbitrary L_p Norms 2000 VLDB 0.00020666392
693 Efficiently Supporting Ad Hoc Queries in Large Datasets of Time Sequences 1997 SIGMOD 0.00018077335
699 Exact Indexing of Dynamic Time Warping 2002 VLDB 0.00018015254
1,363 Indexing Spatio-Temporal Trajectories with Chebyshev Polynomials 2004 SIGMOD 0.00012372959
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
6,512 Trajectory Similarity Measurement: An Efficiency Perspective 2024 VLDB 5.0321577e-05
8,139 Anticipatory DTW for Efficient Similarity Search in Time Series Databases 2009 VLDB 4.5770301e-05
4,373 Efficient and Effective Similarity Search over Probabilistic Data based on Earth Mover's Distance 2010 VLDB 6.2443809e-05
2,943 An Efficient and Accurate Method for Evaluating Time Series Similarity 2007 SIGMOD 7.8399495e-05
3,425 Efficient EMD-based Similarity Search in Multimedia Databases via Flexible Dimensionality Reduction 2008 SIGMOD 7.1077107e-05
6,577 On Efficiently Searching Trajectories and Archival Data for Historical Similarities 2008 VLDB 5.0042166e-05
5,326 Earth Mover's Distance based Similarity Search at Scale 2014 VLDB 5.5680074e-05
5,291 Fast Subtrajectory Similarity Search in Road Networks under Weighted Edit Distance Constraints 2020 VLDB 5.5826473e-05
11,257 Efficient Non-Learning Similar Subtrajectory Search 2023 VLDB 4.1945683e-05
7,151 EDS: A Segment-based Distance Measure for Sub-trajectory Similarity Search 2014 SIGMOD 4.8154472e-05