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Indexing for Interactive Exploration of Big Data Series

Summary: Adaptive indexing for big data series builds index parts on demand for regions touched by queries. Enables immediate exploration and large latency reductions, answering ~3×10^5 queries before conventional up-front indexing finishes indexing 1B series. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4869
Venue
SIGMOD
Year
2014
Pagerank
5.946863e-05
Overall Rank
4,755 | 66.93%
DOI
10.1145/2588555.2610498

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 20 of 20 citing papers.

Rank Citing Paper Year Venue Pagerank
1,552 Overview of Data Exploration Techniques 2015 SIGMOD 0.00011408814
2,147 RINSE: Interactive Data Series Exploration with ADS+ 2015 VLDB 9.4325176e-05
2,157 The Data Calculator*: Data Structure Design and Cost Synthesis from First Principles and Learned Cost Models 2018 SIGMOD 9.416022e-05
3,540 Scalable, Variable-Length Similarity Search in Data Series: The ULISSE Approach 2018 VLDB 6.9943185e-05
4,059 GRAIL: Efficient Time-Series Representation Learning 2019 VLDB 6.4854417e-05
5,119 Design Tradeoffs of Data Access Methods 2016 SIGMOD 5.6807904e-05
5,158 Coconut: A Scalable Bottom-Up Approach for Building Data Series Indexes 2018 VLDB 5.6588553e-05
5,308 Key-Value Storage Engines 2020 SIGMOD 5.576303e-05
5,376 Holistic Indexing in Main-memory Column-stores 2015 SIGMOD 5.5417421e-05
5,758 Top-k Nearest Neighbor Search In Uncertain Data Series 2015 VLDB 5.339397e-05
6,456 From Auto-tuning One Size Fits All to Self-designed and Learned Data-intensive Systems 2019 SIGMOD 5.0564619e-05
7,095 Dumpy: A Compact and Adaptive Index for Large Data Series Collections 2023 SIGMOD 4.8350023e-05
7,843 Subspace Collision: An Efficient and Accurate Framework for High-dimensional Approximate Nearest Neighbor Search 2025 SIGMOD 4.6367909e-05
8,895 Fast and Adaptive Indexing of Multi-Dimensional Observational Data 2016 VLDB 4.427268e-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
9,600 Optimizing Dataflow Systems for Scalable Interactive Visualization 2024 SIGMOD 4.3177432e-05
9,822 DIDS: Double Indices and Double Summarizations for Fast Similarity Search 2024 VLDB 4.2757088e-05
10,711 Cracking Vector Search Indexes 2025 VLDB 4.1945683e-05
11,857 On Measuring the Lattice of Commonalities Among Several Linked Datasets 2016 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 17 of 17 cited papers.

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

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