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CoopStore: Optimizing Precomputed Summaries for Aggregation

Summary: CoopStore optimizes per-segment item-frequency and quantile summaries to improve aggregation accuracy without scanning raw data. By leveraging extra memory for construction and aggregation, it yields tighter combined results than mergeable summaries, with provable worst-case guarantees and up to 25x interval and 4.5x data-cube error reduction. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12108
Venue
VLDB
Year
2020
Pagerank
4.4667395e-05
Overall Rank
8,669 | 39.76%
DOI
10.14778/3407790.3407817

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

Rank Cited Paper Year Venue Pagerank
11 Implementing Data Cubes Efficiently 1996 SIGMOD 0.0011695087
14 Online Aggregation 1997 SIGMOD 0.0010813443
126 Space-Efficient Online Computation of Quantile Summaries 2001 SIGMOD 0.00044753012
398 Mergeable Summaries 2012 PODS 0.00024383201
431 The Aqua Approximate Query Answering System 1999 SIGMOD 0.00023397171
714 Understanding Hierarchical Methods for Differentially Private Histograms 2013 VLDB 0.00017670757
846 Approximate Counts and Quantiles over Sliding Windows 2004 PODS 0.00015949293
1,363 Range Queries in OLAP Data Cubes 1997 SIGMOD 0.00012380611
1,588 Druid: A Real-time Analytical Data Store 2014 SIGMOD 0.00011232949
2,918 DDSketch: A Fast and Fully-Mergeable Quantile Sketch with Relative-Error Guarantees 2019 VLDB 7.9043213e-05
2,954 Moment-Based Quantile Sketches for Efficient High Cardinality Aggregation Queries 2018 VLDB 7.8218804e-05
3,273 Data Sketches for Disaggregated Subset Sum and Frequent Item Estimation 2018 SIGMOD 7.2899198e-05
3,401 Answering Range Queries Under Local Differential Privacy 2019 VLDB 7.1343786e-05
3,944 AQP++: Connecting Approximate Query Processing With Aggregate Precomputation for Interactive Analytics 2018 SIGMOD 6.6056349e-05
4,766 Pinot: Realtime OLAP for 530 Million Users 2018 SIGMOD 5.933206e-05
4,815 DigitHist: a Histogram-Based Data Summary with Tight Error Bounds 2017 VLDB 5.8978716e-05
6,302 Hillview: A trillion-cell spreadsheet for big data 2019 VLDB 5.1166201e-05
6,426 Finding Global Icebergs over Distributed Data Sets 2006 PODS 5.0605823e-05
8,592 Stream Frequency over Interval Queries 2019 VLDB 4.4848323e-05
8,602 Structure-Aware Sampling: Flexible and Accurate Summarization 2011 VLDB 4.4822166e-05
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