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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
h3542d8b3f0aa3560
Venue
SIGMOD
Year
2014
Pagerank
6.30259e-05
Overall Rank
5,013 | 66.40%
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
1,220 Overview of Data Exploration Techniques 2015 SIGMOD 0.00011449992
1,611 The Data Calculator*: Data Structure Design and Cost Synthesis from First Principles and Learned Cost Models 2018 SIGMOD 0.00010066379
3,388 RINSE: Interactive Data Series Exploration with ADS+ 2015 VLDB 7.3299881e-05
3,521 Scalable, Variable-Length Similarity Search in Data Series: The ULISSE Approach 2018 VLDB 7.2177846e-05
3,532 Key-Value Storage Engines 2020 SIGMOD 7.2054521e-05
4,334 GRAIL: Efficient Time-Series Representation Learning 2019 VLDB 6.6441978e-05
4,693 Coconut: A Scalable Bottom-Up Approach for Building Data Series Indexes 2018 VLDB 6.4490657e-05
4,897 Design Tradeoffs of Data Access Methods 2016 SIGMOD 6.3489205e-05
5,149 Holistic Indexing in Main-memory Column-stores 2015 SIGMOD 6.2382463e-05
5,264 Top-k Nearest Neighbor Search In Uncertain Data Series 2015 VLDB 6.1929831e-05
6,095 From Auto-tuning One Size Fits All to Self-designed and Learned Data-intensive Systems 2019 SIGMOD 5.8706416e-05
6,621 Dumpy: A Compact and Adaptive Index for Large Data Series Collections 2023 SIGMOD 5.7145251e-05
7,286 Subspace Collision: An Efficient and Accurate Framework for High-dimensional Approximate Nearest Neighbor Search 2025 SIGMOD 5.5493084e-05
7,456 Cracking Vector Search Indexes 2025 VLDB 5.5083275e-05
9,235 Fast and Adaptive Indexing of Multi-Dimensional Observational Data 2016 VLDB 5.1884043e-05
9,478 Odyssey: A Journey in the Land of Distributed Data Series Similarity Search 2023 VLDB 5.1576017e-05
9,596 LeaFi: Data Series Indexes on Steroids with Learned Filters 2025 SIGMOD 5.1376962e-05
9,819 Optimizing Dataflow Systems for Scalable Interactive Visualization 2024 SIGMOD 5.1106557e-05
10,162 DIDS: Double Indices and Double Summarizations for Fast Similarity Search 2024 VLDB 5.0579479e-05
12,401 On Measuring the Lattice of Commonalities Among Several Linked Datasets 2016 VLDB 4.9605343e-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 0.0019892478
42 Fast Subsequence Matching in Time-Series Databases 1994 SIGMOD 0.00045609336
90 The X-tree: An Index Structure for High-Dimensional Data 1996 VLDB 0.00034749222
253 Database Cracking 2007 CIDR 0.00023037921
481 Fast Time Sequence Indexing for Arbitrary Lp Norms 2000 VLDB 0.00017567157
832 Similarity-Based Queries for Time Series Data 1997 SIGMOD 0.00013562724
943 Buffering Database Operations for Enhanced Instruction Cache Performance 2004 SIGMOD 0.0001293608
1,098 A Data-adaptive and Dynamic Segmentation Index for Whole Matching on Time Series 2013 VLDB 0.00012016918
1,106 Buffering Accesses to Memory-Resident Index Structures 2003 VLDB 0.00011960288
1,696 Self-organizing Tuple Reconstruction in Column-stores 2009 SIGMOD 9.8272691e-05
1,846 Merging What's Cracked, Cracking What's Merged: Adaptive Indexing in Main-Memory Column-Stores 2011 VLDB 9.5057831e-05
1,937 Here are my Data Files. Here are my Queries. Where are my Results? 2011 CIDR 9.3333463e-05
2,392 The Uncracked Pieces in Database Cracking 2014 VLDB 8.5172189e-05
2,618 dbTouch: Analytics at your Fingertips 2013 CIDR 8.1988906e-05
3,614 Updating a Cracked Database 2007 SIGMOD 7.1420426e-05
3,890 Stochastic Database Cracking: Towards Robust Adaptive Indexing in Main-Memory Column-Stores 2012 VLDB 6.926806e-05
6,013 Concurrency Control for Adaptive Indexing 2012 VLDB 5.8958102e-05
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