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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
10742
Venue
VLDB
Year
2013
Pagerank
0.00012401238
Overall Rank
1,078 | 92.51%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 28 of 28 citing papers.

Rank Citing Paper Year Venue Pagerank
2,751 DeltaPQ: Lossless Product Quantization Code Compression for High Dimensional Similarity Search 2020 VLDB 8.2307346e-05
2,766 ELPIS: Graph-Based Similarity Search for Scalable Data Science 2023 VLDB 8.2158926e-05
3,010 The Lernaean Hydra of Data Series Similarity Search: An Experimental Evaluation of the State of the Art 2019 VLDB 7.9174405e-05
3,275 RINSE: Interactive Data Series Exploration with ADS+ 2015 VLDB 7.635683e-05
3,442 Scalable, Variable-Length Similarity Search in Data Series: The ULISSE Approach 2018 VLDB 7.4785746e-05
4,147 Data Series Progressive Similarity Search with Probabilistic Quality Guarantees 2020 SIGMOD 6.9336414e-05
4,436 Matrix Profile X: VALMOD - Scalable Discovery of Variable-Length Motifs in Data Series 2018 SIGMOD 6.7600637e-05
4,564 Debunking Four Long-Standing Misconceptions of Time-Series Distance Measures 2020 SIGMOD 6.6957428e-05
4,614 Coconut: A Scalable Bottom-Up Approach for Building Data Series Indexes 2018 VLDB 6.6710575e-05
4,824 Indexing for Interactive Exploration of Big Data Series 2014 SIGMOD 6.5595899e-05
5,208 Hercules Against Data Series Similarity Search 2022 VLDB 6.3864721e-05
5,809 DET-LSH: A Locality-Sensitive Hashing Scheme with Dynamic Encoding Tree for Approximate Nearest Neighbor Search 2024 VLDB 6.1420182e-05
6,299 High-Dimensional Vector Similarity Search: From Time Series to Deep Network Embeddings 2020 SIGMOD 5.9827143e-05
6,658 Dumpy: A Compact and Adaptive Index for Large Data Series Collections 2023 SIGMOD 5.8707289e-05
6,948 Steiner-Hardness: A Query Hardness Measure for Graph-Based ANN Indexes 2024 VLDB 5.8013455e-05
7,504 Subspace Collision: An Efficient and Accurate Framework for High-dimensional Approximate Nearest Neighbor Search 2025 SIGMOD 5.6637739e-05
7,516 GTI: Graph-based Tree Index with Logarithm Updates for Nearest Neighbor Search in High-Dimensional Spaces 2025 VLDB 5.6614496e-05
8,665 The Inherent Time Complexity and An Efficient Algorithm for Subsequence Matching Problem 2022 VLDB 5.4575046e-05
9,138 Odyssey: A Journey in the Land of Distributed Data Series Similarity Search 2023 VLDB 5.3756048e-05
9,243 LeaFi: Data Series Indexes on Steroids with Learned Filters 2025 SIGMOD 5.3572494e-05
9,817 DIDS: Double Indices and Double Summarizations for Fast Similarity Search 2024 VLDB 5.265059e-05
9,910 RWalks: Random Walks as Attribute Diffusers for Filtered Vector Search 2025 SIGMOD 5.2443572e-05
10,343 MS-Index: Fast Top-k Subsequence Search for Multivariate Time Series under Euclidean Distance 2026 VLDB 5.1725167e-05
10,610 Wolverine: Highly Efficient Monotonic Search Path Repair for Graph-based ANN Index Updates 2025 VLDB 5.1725167e-05
11,025 CIVET: Exploring Compact Index for Variable-Length Subsequence Matching on Time Series 2024 VLDB 5.1725167e-05
11,217 Correlation Joins over Time Series Data Streams Utilizing Complementary Dimension Reduction and Transformation 2023 SIGMOD 5.1725167e-05
11,237 Accelerating Similarity Search for Elastic Measures: A Study and New Generalization of Lower Bounding Distances 2023 VLDB 5.1725167e-05
11,809 Developing a Low Dimensional Patient Class Profile in Accordance to Their Respiration-Induced Tumor Motion 2017 VLDB 5.1725167e-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 0.002032408
41 Fast Subsequence Matching in Time-Series Databases 1994 SIGMOD 0.00046994118
191 Locally Adaptive Dimensionality Reduction for Indexing Large Time Series Databases 2001 SIGMOD 0.00026306037
460 Fast Time Sequence Indexing for Arbitrary L_p Norms 2000 VLDB 0.00018168099
805 Dimensionality Reduction for Similarity Searching in Dynamic Databases 1998 SIGMOD 0.00013953947
1,268 Indexing Spatio-Temporal Trajectories with Chebyshev Polynomials 2004 SIGMOD 0.00011492348
1,719 Indexable PLA for Efficient Similarity Search 2007 VLDB 0.00010013779
2,880 A Decade of Progress in Indexing and Mining Large Time Series Databases 2006 VLDB 8.0698868e-05
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