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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
13386
Venue
VLDB
Year
2024
Pagerank
4.3434046e-05
Overall Rank
9,431 | 34.40%
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
327 Balancing Histogram Optimality and Practicality for Query Result Size Estimation 1995 SIGMOD 0.00027308479
608 DeepDB: Learn from Data, not from Queries! 2020 VLDB 0.00019235898
1,204 VerdictDB: Universalizing Approximate Query Processing 2018 SIGMOD 0.00013319541
1,260 Dynamic Sample Selection for Approximate Query Processing 2003 SIGMOD 0.00012993347
1,574 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00011287495
1,874 Knowing When You’re Wrong: Building Fast and Reliable Approximate Query Processing Systems 2014 SIGMOD 0.00010244443
1,981 Improved Selectivity Estimation by Combining Knowledge from Sampling and Synopses 2018 VLDB 9.8687545e-05
2,129 IDEBench: A Benchmark for Interactive Data Exploration 2020 SIGMOD 9.480002e-05
2,365 The Analytical Bootstrap: a New Method for Fast Error Estimation in Approximate Query Processing 2014 SIGMOD 8.9551432e-05
2,501 DBEst: Revisiting Approximate Query Processing Engines with Machine Learning Models 2019 SIGMOD 8.6453446e-05
3,944 AQP++: Connecting Approximate Query Processing With Aggregate Precomputation for Interactive Analytics 2018 SIGMOD 6.6078243e-05
4,831 DigitHist: a Histogram-Based Data Summary with Tight Error Bounds 2017 VLDB 5.8924198e-05
5,879 Fast and Near–Optimal Algorithms for Approximating Distributions by Histograms 2015 PODS 5.2908101e-05
6,230 Learned Approximate Query Processing: Make it Light, Accurate and Fast 2021 CIDR 5.145989e-05
6,740 Combining Aggregation and Sampling (Nearly) Optimally for Approximate Query Processing 2021 SIGMOD 4.944395e-05
8,393 LAQy: Efficient and Reusable Query Approximations via Lazy Sampling 2023 SIGMOD 4.5280102e-05
9,107 NeuroSketch: Fast and Approximate Evaluation of Range Aggregate Queries with Neural Networks 2023 SIGMOD 4.3950706e-05
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