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DIDS: Double Indices and Double Summarizations for Fast Similarity Search

Summary: DIDS introduces Double Indices and Double Summarizations: combines traditional segment-based and novel reference-point-based summarizations with a sorted representation to tighten lower bounds and reduce invalid accesses. Uses reference-point clustering with a cost model and a graph-based inter-region index to improve approximate candidate quality and enable scalable, high-precision disk-based exact similarity search on large data-series collections. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13451
Venue
VLDB
Year
2024
Pagerank
4.2757088e-05
Overall Rank
9,822 | 31.68%
DOI
10.14778/3665844.3665851

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Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
7,544 A Topology-Aware Localized Update Strategy for Graph-Based ANN Index 2026 VLDB 4.7149033e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 cited papers.

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

Rank Cited Paper Year Venue Pagerank
65 Fast Subsequence Matching in Time-Series Databases 1994 SIGMOD 0.00062029383
79 A Quantitative Analysis and Performance Study for Similarity-Search Methods in High-Dimensional Spaces 1998 VLDB 0.00056242144
212 Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph 2019 VLDB 0.00033913475
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
605 Locality-Sensitive Hashing Scheme Based on Dynamic Collision Counting 2012 SIGMOD 0.000193396
693 Efficiently Supporting Ad Hoc Queries in Large Datasets of Time Sequences 1997 SIGMOD 0.00018077335
867 SRS: Solving c-Approximate Nearest Neighbor Queries in High Dimensional Euclidean Space with a Tiny Index 2015 VLDB 0.00015792021
1,010 HD-Index: Pushing the Scalability-Accuracy Boundary for Approximate kNN Search in High-Dimensional Spaces 2018 VLDB 0.00014652858
1,157 A Data-adaptive and Dynamic Segmentation Index for Whole Matching on Time Series 2013 VLDB 0.00013610658
2,725 HVS: Hierarchical Graph Structure Based on Voronoi Diagrams for Solving Approximate Nearest Neighbor Search 2022 VLDB 8.2294908e-05
3,183 Return of the Lernaean Hydra: Experimental Evaluation of Data Series Approximate Similarity Search 2020 VLDB 7.4228241e-05
3,400 ELPIS: Graph-Based Similarity Search for Scalable Data Science 2023 VLDB 7.1405533e-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
4,243 Locality-Sensitive Hashing Scheme based on Longest Circular Co-Substring 2020 SIGMOD 6.32976e-05
4,755 Indexing for Interactive Exploration of Big Data Series 2014 SIGMOD 5.946863e-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
7,095 Dumpy: A Compact and Adaptive Index for Large Data Series Collections 2023 SIGMOD 4.8350023e-05
9,206 Odyssey: A Journey in the Land of Distributed Data Series Similarity Search 2023 VLDB 4.373492e-05
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