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Fast Subsequence Matching in Time-Series Databases

Summary: Maps 1D time-series subsequences to a compact feature-space MBR set; sliding windows yield trails partitioned into sub-trails. Indexing with an R*-tree yields fast, length-agnostic subsequence queries, with 3×–100× speedups over scans (real and synthetic data). (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
2745
Venue
SIGMOD
Year
1994
Pagerank
0.00062029383
Overall Rank
65 | 99.55%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 50 of 106 citing papers.

Rank Citing Paper Year Venue Pagerank
43 Models and Issues in Data Stream Systems 2002 PODS 0.00072723062
91 M-tree: An Efficient Access Method for Similarity Search in Metric Spaces 1997 VLDB 0.0005181666
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
362 Fast Similarity Search in the Presence of Noise, Scaling, and Translation in Time-Series Databases 1995 VLDB 0.00025770385
389 Query Processing in Spatial Network Databases 2003 VLDB 0.00024620268
539 Fast Time Sequence Indexing for Arbitrary L_p Norms 2000 VLDB 0.00020666392
575 Distance-Based Indexing For High-Dimensional Metric Spaces 1997 SIGMOD 0.00019882723
665 Fast Nearest Neighbor Search in Medical Image Databases 1996 VLDB 0.00018451109
699 Exact Indexing of Dynamic Time Warping 2002 VLDB 0.00018015254
785 StatStream: Statistical Monitoring of Thousands of Data Streams in Real Time 2002 VLDB 0.00016664156
802 Optimal Multi-Step k-Nearest Neighbor Search 1998 SIGMOD 0.00016502317
825 Dimensionality Reduction for Similarity Searching in Dynamic Databases 1998 SIGMOD 0.00016228517
997 Similarity-Based Queries for Time Series Data 1997 SIGMOD 0.00014739219
1,061 Warping Indexes with Envelope Transforms for Query by Humming 2003 SIGMOD 0.00014368716
1,157 A Data-adaptive and Dynamic Segmentation Index for Whole Matching on Time Series 2013 VLDB 0.00013610658
1,161 Querying and Mining of Time Series Data: Experimental Comparison of Representations and Distance Measures 2008 VLDB 0.00013585236
1,363 Indexing Spatio-Temporal Trajectories with Chebyshev Polynomials 2004 SIGMOD 0.00012372959
1,516 k-Shape: Efficient and Accurate Clustering of Time Series 2015 SIGMOD 0.00011586255
1,755 Efficient User-Adaptable Similarity Search in Large Multimedia Databases 1997 VLDB 0.00010669106
1,786 Fast Approximate Correlation for Massive Time-series Data 2010 SIGMOD 0.00010558719
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
2,314 Optimization of Sequence Queries in Database Systems 2001 PODS 9.0479606e-05
2,427 Optimal Multi-scale Patterns in Time Series Streams 2006 SIGMOD 8.8370658e-05
2,448 Multi-Dimensional Regression Analysis of Time-Series Data Streams 2002 VLDB 8.8032353e-05
2,680 Finding Semantics in Time Series 2011 SIGMOD 8.3234371e-05
2,943 An Efficient and Accurate Method for Evaluating Time Series Similarity 2007 SIGMOD 7.8399495e-05
2,974 Estimating the Selectivity of Spatial Queries Using the 'Correlation' Fractal Dimension 1995 VLDB 7.789769e-05
3,029 A Decade of Progress in Indexing and Mining Large Time Series Databases 2006 VLDB 7.6803666e-05
3,147 Searchlight: Enabling Integrated Search and Exploration over Large Multidimensional Data 2015 VLDB 7.4771804e-05
3,183 Return of the Lernaean Hydra: Experimental Evaluation of Data Series Approximate Similarity Search 2020 VLDB 7.4228241e-05
3,294 Approximate Embedding-Based Subsequence Matching of Time Series 2008 SIGMOD 7.2619257e-05
3,338 Fast Time-Series Searching with Scaling and Shifting 1999 PODS 7.2040692e-05
3,400 ELPIS: Graph-Based Similarity Search for Scalable Data Science 2023 VLDB 7.1405533e-05
3,417 General Match: A Subsequence Matching Method in Time-Series Databases Based on Generalized Windows 2002 SIGMOD 7.1195863e-05
3,518 FTW: Fast Similarity Search under the Time Warping Distance 2005 PODS 7.0153323e-05
3,527 Analysis of n-dimensional Quadtrees Using the Hausdorff Fractal Dimension 1996 VLDB 7.0073154e-05
3,540 Scalable, Variable-Length Similarity Search in Data Series: The ULISSE Approach 2018 VLDB 6.9943185e-05
3,629 The Lernaean Hydra of Data Series Similarity Search: An Experimental Evaluation of the State of the Art 2019 VLDB 6.902069e-05
3,726 Indexing Large Human-Motion Databases 2004 VLDB 6.8148202e-05
3,798 Plato: Approximate Analytics over Compressed Time Series with Tight Deterministic Error Guarantees 2020 VLDB 6.7592302e-05
3,871 A New SQL-like Operator for Mining Association Rules 1996 VLDB 6.6794637e-05
4,059 GRAIL: Efficient Time-Series Representation Learning 2019 VLDB 6.4854417e-05
4,064 Similarity-Based Queries 1995 PODS 6.4820797e-05
4,112 Searching Trajectories by Locations - An Efficiency Study 2010 SIGMOD 6.4422697e-05
4,210 Continually Evaluating Similarity-Based Pattern Queries on a Streaming Time Series 2002 SIGMOD 6.3566839e-05
4,391 Parameter Free Bursty Events Detection in Text Streams 2005 VLDB 6.2271327e-05
4,501 TASTI: Semantic Indexes for Machine Learning-based Queries over Unstructured Data 2022 SIGMOD 6.137686e-05
4,536 Data Series Progressive Similarity Search with Probabilistic Quality Guarantees 2020 SIGMOD 6.104642e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 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
6 The R*-tree: An Efficient and Robust Access Method for Points and Rectangles 1990 SIGMOD 0.0016162015
13 Mining Association Rules between Sets of Items in Large Databases 1993 SIGMOD 0.0010864752
24 The R+-Tree: A Dynamic Index For Multi-Dimensional Objects 1987 VLDB 0.00083378538
76 Spatial Query Processing in an Object-Oriented Database System 1986 SIGMOD 0.00057303551
230 An Interval Classifier for Database Mining Applications 1992 VLDB 0.00032217064
231 A Retrieval Technique for Similar Shapes 1991 SIGMOD 0.00032163466
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Overall Rank Paper Year Venue Pagerank
539 Fast Time Sequence Indexing for Arbitrary L_p Norms 2000 VLDB 0.00020666392
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8,778 The Inherent Time Complexity and An Efficient Algorithm for Subsequence Matching Problem 2022 VLDB 4.4543399e-05
997 Similarity-Based Queries for Time Series Data 1997 SIGMOD 0.00014739219
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5,310 Online Event-driven Subsequence Matching over Financial Data Streams 2004 SIGMOD 5.5753015e-05
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