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A Data-adaptive and Dynamic Segmentation Index for Whole Matching on Time Series

Summary: Data-adaptive, dynamic segmentation DSTree for time-series whole matching; replaces global equi-length segmentation. Defines tight upper/lower distance bounds and cuts index size and query time, with strong empirical efficiency gains. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
10741
Venue
VLDB
Year
2013
Pagerank
0.00013610658
Overall Rank
1,157 | 91.96%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 28 of 28 citing papers.

Rank Citing Paper Year Venue Pagerank
2,147 RINSE: Interactive Data Series Exploration with ADS+ 2015 VLDB 9.4325176e-05
3,225 DeltaPQ: Lossless Product Quantization Code Compression for High Dimensional Similarity Search 2020 VLDB 7.3463484e-05
3,400 ELPIS: Graph-Based Similarity Search for Scalable Data Science 2023 VLDB 7.1405533e-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
4,219 Matrix Profile X: VALMOD - Scalable Discovery of Variable-Length Motifs in Data Series 2018 SIGMOD 6.3500768e-05
4,536 Data Series Progressive Similarity Search with Probabilistic Quality Guarantees 2020 SIGMOD 6.104642e-05
4,755 Indexing for Interactive Exploration of Big Data Series 2014 SIGMOD 5.946863e-05
4,853 Debunking Four Long-Standing Misconceptions of Time-Series Distance Measures 2020 SIGMOD 5.8760276e-05
5,158 Coconut: A Scalable Bottom-Up Approach for Building Data Series Indexes 2018 VLDB 5.6588553e-05
5,738 Hercules Against Data Series Similarity Search 2022 VLDB 5.3478528e-05
6,360 High-Dimensional Vector Similarity Search: From Time Series to Deep Network Embeddings 2020 SIGMOD 5.0961051e-05
6,376 DET-LSH: A Locality-Sensitive Hashing Scheme with Dynamic Encoding Tree for Approximate Nearest Neighbor Search 2024 VLDB 5.0916875e-05
7,095 Dumpy: A Compact and Adaptive Index for Large Data Series Collections 2023 SIGMOD 4.8350023e-05
7,316 Steiner-Hardness: A Query Hardness Measure for Graph-Based ANN Indexes 2024 VLDB 4.7640297e-05
7,837 GTI: Graph-based Tree Index with Logarithm Updates for Nearest Neighbor Search in High-Dimensional Spaces 2025 VLDB 4.6379694e-05
7,843 Subspace Collision: An Efficient and Accurate Framework for High-dimensional Approximate Nearest Neighbor Search 2025 SIGMOD 4.6367909e-05
8,778 The Inherent Time Complexity and An Efficient Algorithm for Subsequence Matching Problem 2022 VLDB 4.4543399e-05
9,206 Odyssey: A Journey in the Land of Distributed Data Series Similarity Search 2023 VLDB 4.373492e-05
9,230 LeaFi: Data Series Indexes on Steroids with Learned Filters 2025 SIGMOD 4.3690661e-05
9,822 DIDS: Double Indices and Double Summarizations for Fast Similarity Search 2024 VLDB 4.2757088e-05
9,914 RWalks: Random Walks as Attribute Diffusers for Filtered Vector Search 2025 SIGMOD 4.2561557e-05
10,331 MS-Index: Fast Top-k Subsequence Search for Multivariate Time Series under Euclidean Distance 2026 VLDB 4.1945683e-05
10,602 Wolverine: Highly Efficient Monotonic Search Path Repair for Graph-based ANN Index Updates 2025 VLDB 4.1945683e-05
11,022 CIVET: Exploring Compact Index for Variable-Length Subsequence Matching on Time Series 2024 VLDB 4.1945683e-05
11,215 Correlation Joins over Time Series Data Streams Utilizing Complementary Dimension Reduction and Transformation 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
11,801 Developing a Low Dimensional Patient Class Profile in Accordance to Their Respiration-Induced Tumor Motion 2017 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
2 R-Trees: A Dynamic Index Structure For Spatial Searching 1984 SIGMOD 0.0032169493
65 Fast Subsequence Matching in Time-Series Databases 1994 SIGMOD 0.00062029383
243 Locally Adaptive Dimensionality Reduction for Indexing Large Time Series Databases 2001 SIGMOD 0.00031074984
539 Fast Time Sequence Indexing for Arbitrary L_p Norms 2000 VLDB 0.00020666392
825 Dimensionality Reduction for Similarity Searching in Dynamic Databases 1998 SIGMOD 0.00016228517
1,363 Indexing Spatio-Temporal Trajectories with Chebyshev Polynomials 2004 SIGMOD 0.00012372959
2,041 Indexable PLA for Efficient Similarity Search 2007 VLDB 9.6992894e-05
3,029 A Decade of Progress in Indexing and Mining Large Time Series Databases 2006 VLDB 7.6803666e-05
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