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PairwiseHist: Fast, Accurate and Space-Efficient Approximate Query Processing with Data Compression

Summary: PairwiseHist: histogram-based AQP using recursive hypothesis testing to produce accurate pairwise-aware synopses. Operates directly on Generalized Deduplication-compressed data, giving higher accuracy, lower latency, much smaller synopses and faster builds. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13387
Venue
VLDB
Year
2024
Pagerank
4.5135713e-05
Overall Rank
8,414 | 41.53%
DOI
10.14778/3648160.3648181

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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
328 Balancing Histogram Optimality and Practicality for Query Result Size Estimation 1995 SIGMOD 0.00027301497
606 DeepDB: Learn from Data, not from Queries! 2020 VLDB 0.00019251186
1,161 VerdictDB: Universalizing Approximate Query Processing 2018 SIGMOD 0.00013579831
1,257 Dynamic Sample Selection for Approximate Query Processing 2003 SIGMOD 0.00013002384
1,574 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00011289028
1,867 Knowing When You’re Wrong: Building Fast and Reliable Approximate Query Processing Systems 2014 SIGMOD 0.00010264932
1,978 Improved Selectivity Estimation by Combining Knowledge from Sampling and Synopses 2018 VLDB 9.8764627e-05
2,126 IDEBench: A Benchmark for Interactive Data Exploration 2020 SIGMOD 9.4814404e-05
2,424 The Analytical Bootstrap: a New Method for Fast Error Estimation in Approximate Query Processing 2014 SIGMOD 8.8415494e-05
2,494 DBEst: Revisiting Approximate Query Processing Engines with Machine Learning Models 2019 SIGMOD 8.6457436e-05
3,944 AQP++: Connecting Approximate Query Processing With Aggregate Precomputation for Interactive Analytics 2018 SIGMOD 6.6056349e-05
4,815 DigitHist: a Histogram-Based Data Summary with Tight Error Bounds 2017 VLDB 5.8978716e-05
5,799 Learned Approximate Query Processing: Make it Light, Accurate and Fast 2021 CIDR 5.3219666e-05
5,832 Fast and Near–Optimal Algorithms for Approximating Distributions by Histograms 2015 PODS 5.3085972e-05
6,724 Combining Aggregation and Sampling (Nearly) Optimally for Approximate Query Processing 2021 SIGMOD 4.9449472e-05
8,370 LAQy: Efficient and Reusable Query Approximations via Lazy Sampling 2023 SIGMOD 4.5287754e-05
9,078 NeuroSketch: Fast and Approximate Evaluation of Range Aggregate Queries with Neural Networks 2023 SIGMOD 4.3959645e-05
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