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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
- 4870
- Venue
- SIGMOD
- Year
- 2014
- Pagerank
- 5.9411478e-05
- Overall Rank
- 4,751 | 66.99%
- DOI
-
10.1145/2588555.2610498
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 20 of 20 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
| 1,507 |
Overview of Data Exploration Techniques |
2015 |
SIGMOD |
0.00011594294 |
| 2,151 |
RINSE: Interactive Data Series Exploration with ADS+ |
2015 |
VLDB |
9.4234044e-05 |
| 2,153 |
The Data Calculator*: Data Structure Design and Cost Synthesis from First Principles and Learned Cost Models |
2018 |
SIGMOD |
9.418541e-05 |
| 3,544 |
Scalable, Variable-Length Similarity Search in Data Series: The ULISSE Approach |
2018 |
VLDB |
6.98759e-05 |
| 4,062 |
GRAIL: Efficient Time-Series Representation Learning |
2019 |
VLDB |
6.4792249e-05 |
| 5,118 |
Design Tradeoffs of Data Access Methods |
2016 |
SIGMOD |
5.6781464e-05 |
| 5,156 |
Coconut: A Scalable Bottom-Up Approach for Building Data Series Indexes |
2018 |
VLDB |
5.6534878e-05 |
| 5,313 |
Key-Value Storage Engines |
2020 |
SIGMOD |
5.5711707e-05 |
| 5,378 |
Holistic Indexing in Main-memory Column-stores |
2015 |
SIGMOD |
5.5379945e-05 |
| 5,763 |
Top-k Nearest Neighbor Search In Uncertain Data Series |
2015 |
VLDB |
5.3358283e-05 |
| 6,440 |
From Auto-tuning One Size Fits All to Self-designed and Learned Data-intensive Systems |
2019 |
SIGMOD |
5.0546781e-05 |
| 7,090 |
Dumpy: A Compact and Adaptive Index for Large Data Series Collections |
2023 |
SIGMOD |
4.8318862e-05 |
| 7,848 |
Subspace Collision: An Efficient and Accurate Framework for High-dimensional Approximate Nearest Neighbor Search |
2025 |
SIGMOD |
4.6323445e-05 |
| 8,895 |
Fast and Adaptive Indexing of Multi-Dimensional Observational Data |
2016 |
VLDB |
4.423024e-05 |
| 9,208 |
Odyssey: A Journey in the Land of Distributed Data Series Similarity Search |
2023 |
VLDB |
4.3693005e-05 |
| 9,233 |
LeaFi: Data Series Indexes on Steroids with Learned Filters |
2025 |
SIGMOD |
4.3648789e-05 |
| 9,600 |
Optimizing Dataflow Systems for Scalable Interactive Visualization |
2024 |
SIGMOD |
4.3136057e-05 |
| 9,821 |
DIDS: Double Indices and Double Summarizations for Fast Similarity Search |
2024 |
VLDB |
4.2716118e-05 |
| 10,718 |
Cracking Vector Search Indexes |
2025 |
VLDB |
4.1905499e-05 |
| 11,865 |
On Measuring the Lattice of Commonalities Among Several Linked Datasets |
2016 |
VLDB |
4.1905499e-05 |
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 |
0.0032118946 |
| 65 |
Fast Subsequence Matching in Time-Series Databases |
1994 |
SIGMOD |
0.00061977022 |
| 129 |
The X-tree: An Index Structure for High-Dimensional Data |
1996 |
VLDB |
0.00044255276 |
| 407 |
Database Cracking |
2007 |
CIDR |
0.00023941779 |
| 537 |
Fast Time Sequence Indexing for Arbitrary L_p Norms |
2000 |
VLDB |
0.00020650291 |
| 999 |
Similarity-Based Queries for Time Series Data |
1997 |
SIGMOD |
0.00014726031 |
| 1,046 |
Buffering Database Operations for Enhanced Instruction Cache Performance |
2004 |
SIGMOD |
0.00014446882 |
| 1,157 |
A Data-adaptive and Dynamic Segmentation Index for Whole Matching on Time Series |
2013 |
VLDB |
0.00013600695 |
| 1,195 |
Buffering Accesses to Memory-Resident Index Structures |
2003 |
VLDB |
0.00013404419 |
| 1,845 |
dbTouch: Analytics at your Fingertips |
2013 |
CIDR |
0.00010339281 |
| 2,231 |
Self-organizing Tuple Reconstruction in Column-stores |
2009 |
SIGMOD |
9.2367968e-05 |
| 2,361 |
Merging What’s Cracked, Cracking What’s Merged: Adaptive Indexing in Main-Memory Column-Stores |
2011 |
VLDB |
8.9648608e-05 |
| 2,367 |
Here are my Data Files. Here are my Queries. Where are my Results? |
2011 |
CIDR |
8.9502761e-05 |
| 2,979 |
The Uncracked Pieces in Database Cracking |
2014 |
VLDB |
7.7833926e-05 |
| 3,897 |
Updating a Cracked Database |
2007 |
SIGMOD |
6.6526754e-05 |
| 4,507 |
Stochastic Database Cracking: Towards Robust Adaptive Indexing in Main-Memory Column-Stores |
2012 |
VLDB |
6.1271582e-05 |
| 6,201 |
Concurrency Control for Adaptive Indexing |
2012 |
VLDB |
5.1559919e-05 |
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Year |
Venue |
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| 9,760 |
Practical Dynamic Extension for Sampling Indexes |
2023 |
SIGMOD |
4.2838028e-05 |
| 3,989 |
Beyond Simple Aggregates: Indexing for Summary Queries |
2011 |
PODS |
6.5545373e-05 |
| 2,151 |
RINSE: Interactive Data Series Exploration with ADS+ |
2015 |
VLDB |
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| 4,755 |
Optimization for Active Learning-based Interactive Database Exploration |
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Adaptive Indexing of Objects with Spatial Extent |
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Fast Search-By-Classification for Large-Scale Databases Using Index-Aware Decision Trees and Random Forests |
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VLDB |
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| 6,708 |
Just-In-Time Data Structures |
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CIDR |
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| 8,895 |
Fast and Adaptive Indexing of Multi-Dimensional Observational Data |
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| 10,754 |
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| 7,000 |
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VLDB |
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