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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
4931
Venue
SIGMOD
Year
2014
Pagerank
6.4648124e-05
Overall Rank
4,883 | 66.50%
DOI
10.1145/2588555.2610498

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{zoumpatianos_sigmod14,
        title = {{Indexing for Interactive Exploration of Big Data Series}},
        author = {Zoumpatianos, Kostas and Idreos, Stratos and Palpanas, Themis},
        series = {{SIGMOD} '14},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2588555.2610498},
        url = {https://dl.acm.org/doi/10.1145/2588555.2610498},
        year = {2014}
}

Incoming Citations (Sorted by Pagerank)

Showing 20 of 20 citing papers.

Rank Citing Paper Year Venue Pagerank
1,198 Overview of Data Exploration Techniques 2015 SIGMOD 0.00011706307
1,616 The Data Calculator*: Data Structure Design and Cost Synthesis from First Principles and Learned Cost Models 2018 SIGMOD 0.00010213691
3,322 RINSE: Interactive Data Series Exploration with ADS+ 2015 VLDB 7.5213802e-05
3,486 Scalable, Variable-Length Similarity Search in Data Series: The ULISSE Approach 2018 VLDB 7.3696676e-05
4,234 GRAIL: Efficient Time-Series Representation Learning 2019 VLDB 6.8171563e-05
4,665 Coconut: A Scalable Bottom-Up Approach for Building Data Series Indexes 2018 VLDB 6.5780693e-05
4,826 Design Tradeoffs of Data Access Methods 2016 SIGMOD 6.4904836e-05
4,993 Key-Value Storage Engines 2020 SIGMOD 6.4096682e-05
5,039 Holistic Indexing in Main-memory Column-stores 2015 SIGMOD 6.3909067e-05
5,244 Top-k Nearest Neighbor Search In Uncertain Data Series 2015 VLDB 6.3018164e-05
5,978 From Auto-tuning One Size Fits All to Self-designed and Learned Data-intensive Systems 2019 SIGMOD 6.0212877e-05
6,691 Dumpy: A Compact and Adaptive Index for Large Data Series Collections 2023 SIGMOD 5.8011086e-05
7,145 Subspace Collision: An Efficient and Accurate Framework for High-dimensional Approximate Nearest Neighbor Search 2025 SIGMOD 5.6908957e-05
8,898 Cracking Vector Search Indexes 2025 VLDB 5.3495662e-05
9,034 Fast and Adaptive Indexing of Multi-Dimensional Observational Data 2016 VLDB 5.3274671e-05
9,278 Odyssey: A Journey in the Land of Distributed Data Series Similarity Search 2023 VLDB 5.2936898e-05
9,377 LeaFi: Data Series Indexes on Steroids with Learned Filters 2025 SIGMOD 5.2755515e-05
9,734 Optimizing Dataflow Systems for Scalable Interactive Visualization 2024 SIGMOD 5.227679e-05
9,964 DIDS: Double Indices and Double Summarizations for Fast Similarity Search 2024 VLDB 5.18753e-05
12,058 On Measuring the Lattice of Commonalities Among Several Linked Datasets 2016 VLDB 5.093636e-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.

Rank Cited Paper Year Venue Pagerank
2 R-Trees: A Dynamic Index Structure For Spatial Searching 1984 SIGMOD 0.0020210012
41 Fast Subsequence Matching in Time-Series Databases 1994 SIGMOD 0.00046675394
85 The X-tree: An Index Structure for High-Dimensional Data 1996 VLDB 0.00035405879
259 Database Cracking 2007 CIDR 0.00023119313
468 Fast Time Sequence Indexing for Arbitrary Lp Norms 2000 VLDB 0.00017986163
810 Similarity-Based Queries for Time Series Data 1997 SIGMOD 0.00013874464
932 Buffering Database Operations for Enhanced Instruction Cache Performance 2004 SIGMOD 0.00013119305
1,084 A Data-adaptive and Dynamic Segmentation Index for Whole Matching on Time Series 2013 VLDB 0.00012256753
1,110 Buffering Accesses to Memory-Resident Index Structures 2003 VLDB 0.00012140661
1,679 Self-organizing Tuple Reconstruction in Column-stores 2009 SIGMOD 0.00010029136
1,811 Merging What's Cracked, Cracking What's Merged: Adaptive Indexing in Main-Memory Column-Stores 2011 VLDB 9.698026e-05
1,927 Here are my Data Files. Here are my Queries. Where are my Results? 2011 CIDR 9.4703074e-05
2,378 The Uncracked Pieces in Database Cracking 2014 VLDB 8.6682285e-05
2,559 dbTouch: Analytics at your Fingertips 2013 CIDR 8.4156672e-05
3,558 Updating a Cracked Database 2007 SIGMOD 7.3101789e-05
3,830 Stochastic Database Cracking: Towards Robust Adaptive Indexing in Main-Memory Column-Stores 2012 VLDB 7.0877801e-05
5,903 Concurrency Control for Adaptive Indexing 2012 VLDB 6.0464632e-05
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