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Fast Time Sequence Indexing for Arbitrary Lp Norms

Summary: A unified time-series index supports similarity search under every Lp norm (p=1…∞), eliminating per-distance structures. Matches prior methods for L2/L∞ and achieves up to 10× speedups for L1 on real and synthetic workloads. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
8855
Venue
VLDB
Year
2000
Pagerank
0.00017986163
Overall Rank
468 | 96.80%
DOI
-

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{yi_vldb00,
        title = {{Fast Time Sequence Indexing for Arbitrary Lp Norms}},
        author = {Yi, Byoung-Kee and Faloutsos, Christos},
        journal = {PVLDB},
        series = {{VLDB} '00},
        pages = {385},
        year = {2000}
}

Incoming Citations (Sorted by Pagerank)

Showing 34 of 34 citing papers.

Rank Citing Paper Year Venue Pagerank
190 Locally Adaptive Dimensionality Reduction for Indexing Large Time Series Databases 2001 SIGMOD 0.00026105472
221 Robust and Fast Similarity Search for Moving Object Trajectories 2005 SIGMOD 0.00024224879
303 On The Marriage of Lp-norms and Edit Distance 2004 VLDB 0.00021956234
601 Exact Indexing of Dynamic Time Warping 2002 VLDB 0.00015870156
668 StatStream: Statistical Monitoring of Thousands of Data Streams in Real Time 2002 VLDB 0.00015166017
898 Querying and Mining of Time Series Data: Experimental Comparison of Representations and Distance Measures 2008 VLDB 0.00013339042
1,046 Warping Indexes with Envelope Transforms for Query by Humming 2003 SIGMOD 0.00012440091
1,084 A Data-adaptive and Dynamic Segmentation Index for Whole Matching on Time Series 2013 VLDB 0.00012256753
1,280 Indexing Spatio-Temporal Trajectories with Chebyshev Polynomials 2004 SIGMOD 0.00011354776
1,722 Indexable PLA for Efficient Similarity Search 2007 VLDB 9.9227051e-05
2,467 An Efficient and Accurate Method for Evaluating Time Series Similarity 2007 SIGMOD 8.5390765e-05
2,541 Locality-Sensitive Hashing for Earthquake Detection: A Case Study of Scaling Data-Driven Science 2018 VLDB 8.4500033e-05
3,267 FTW: Fast Similarity Search under the Time Warping Distance 2005 PODS 7.5816553e-05
4,151 YADING: Fast Clustering of Large-Scale Time Series Data 2015 VLDB 6.8703273e-05
4,234 GRAIL: Efficient Time-Series Representation Learning 2019 VLDB 6.8171563e-05
4,370 Fast Manhattan Sketches in Data Streams 2010 PODS 6.7387541e-05
4,496 Sim-Piece: Highly Accurate Piecewise Linear Approximation through Similar Segment Merging 2023 VLDB 6.6622617e-05
4,604 Debunking Four Long-Standing Misconceptions of Time-Series Distance Measures 2020 SIGMOD 6.6104585e-05
4,826 Design Tradeoffs of Data Access Methods 2016 SIGMOD 6.4904836e-05
4,867 Indexing Large Human-Motion Databases 2004 VLDB 6.4720439e-05
4,883 Indexing for Interactive Exploration of Big Data Series 2014 SIGMOD 6.4648124e-05
5,592 Ranked Subsequence Matching in Time-Series Databases 2007 VLDB 6.1552372e-05
6,061 VergeDB: A Database for IoT Analytics on Edge Devices 2021 CIDR 5.9910733e-05
6,513 Indexing the Earth Mover’s Distance Using Normal Distributions 2012 VLDB 5.8560106e-05
6,517 Interactive Time Series Exploration Powered by the Marriage of Similarity Distances 2017 VLDB 5.8538485e-05
6,756 On Efficiently Searching Trajectories and Archival Data for Historical Similarities 2008 VLDB 5.7829178e-05
6,780 Discovering Longest-lasting Correlation in Sequence Databases 2013 VLDB 5.7766335e-05
8,026 A New Approach for Processing Ranked Subsequence Matching Based on Ranked Union 2011 SIGMOD 5.5049255e-05
8,655 A Non-Linear Dimensionality-Reduction Technique for Fast Similarity Search in Large Databases 2006 SIGMOD 5.3910353e-05
8,959 TSM-Bench: Benchmarking Time Series Database Systems for Monitoring Applications 2023 VLDB 5.3444909e-05
9,964 DIDS: Double Indices and Double Summarizations for Fast Similarity Search 2024 VLDB 5.18753e-05
11,179 High Precision ≠ High Cost: Temporal Data Fusion for Multiple Low-Precision Sensors 2024 SIGMOD 5.093636e-05
11,233 CIVET: Exploring Compact Index for Variable-Length Subsequence Matching on Time Series 2024 VLDB 5.093636e-05
11,416 Correlation Joins over Time Series Data Streams Utilizing Complementary Dimension Reduction and Transformation 2023 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 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 0.0020210012
4 The R*-tree: An Efficient and Robust Access Method for Points and Rectangles 1990 SIGMOD 0.001157935
21 Similarity Search in High Dimensions via Hashing 1999 VLDB 0.00056760516
41 Fast Subsequence Matching in Time-Series Databases 1994 SIGMOD 0.00046675394
42 The R+-Tree: A Dynamic Multi-Dimensional Index for Objects 1987 VLDB 0.00046170812
85 The X-tree: An Index Structure for High-Dimensional Data 1996 VLDB 0.00035405879
213 Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets 1999 SIGMOD 0.00024723025
371 Fast Similarity Search in the Presence of Noise, Scaling, and Translation in Time-Series Databases 1995 VLDB 0.00019869565
483 FastMap: A Fast Algorithm for Indexing, Data-Mining and Visualization of Traditional and Multimedia Datasets 1995 SIGMOD 0.00017756569
810 Similarity-Based Queries for Time Series Data 1997 SIGMOD 0.00013874464
3,264 WALRUS: A Similarity Retrieval Algorithm for Image Databases 1999 SIGMOD 7.5841142e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 1,722 Indexable PLA for Efficient Similarity Search 2007 VLDB
2 6,780 Discovering Longest-lasting Correlation in Sequence Databases 2013 VLDB
3 371 Fast Similarity Search in the Presence of Noise, Scaling, and Translation in Time-Series Databases 1995 VLDB
4 6,858 A Generic Framework for Efficient and Effective Subsequence Retrieval 2012 VLDB
5 8,655 A Non-Linear Dimensionality-Reduction Technique for Fast Similarity Search in Large Databases 2006 SIGMOD
6 10,315 Fast Indexing for Temporal Information Retrieval 2026 SIGMOD
7 810 Similarity-Based Queries for Time Series Data 1997 SIGMOD
8 6,756 On Efficiently Searching Trajectories and Archival Data for Historical Similarities 2008 VLDB
9 190 Locally Adaptive Dimensionality Reduction for Indexing Large Time Series Databases 2001 SIGMOD
10 41 Fast Subsequence Matching in Time-Series Databases 1994 SIGMOD