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On Random Sampling over Joins

Summary: Random sampling over joins: feasibility of sampling join outputs without full evaluation; theoretical limits on efficiency. Proposes new join-sampling algorithms for settings where limits don't apply; empirical evaluation on SQL Server 7.0 shows efficiency gains. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h79d1755b9f1d7b67
Venue
SIGMOD
Year
1999
Pagerank
0.0003999751
Overall Rank
57 | 99.62%
DOI
10.1145/304182.304206

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{chaudhuri_sigmod99,
        title = {{On Random Sampling over Joins}},
        author = {Chaudhuri, Surajit and Motwani, Rajeev and Narasayya, Vivek},
        series = {{SIGMOD} '99},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/304182.304206},
        url = {https://dl.acm.org/doi/10.1145/304182.304206},
        year = {1999}
}

Incoming Citations (Sorted by Pagerank)

Showing 40 of 90 citing papers.

Rank Citing Paper Year Venue Pagerank
5,671 PGMJoins: Random Join Sampling with Graphical Models 2021 SIGMOD 6.026372e-05
5,756 Scalable Progressive Analytics on Big Data in the Cloud 2013 VLDB 5.987569e-05
5,841 Joins on Samples: A Theoretical Guide for Practitioners 2020 VLDB 5.9569427e-05
5,843 FluxQuery: An Execution Framework for Highly Interactive Query Workloads 2016 SIGMOD 5.9558503e-05
5,864 A Dip in the Reservoir: Maintaining Sample Synopses of Evolving Datasets 2006 VLDB 5.9498215e-05
5,994 Supporting Time-Constrained SQL Queries in Oracle 2007 VLDB 5.9045522e-05
6,068 Spatial Join Selectivity Using Power Laws 2000 SIGMOD 5.8805774e-05
6,703 Query Sampling in DB2 Universal Database 2004 SIGMOD 5.687355e-05
6,816 ROX: Run-time Optimization of XQueries 2009 SIGMOD 5.6593309e-05
6,988 Sampling Dirty Data for Matching Attributes 2010 SIGMOD 5.6110503e-05
7,161 On Joining and Caching Stochastic Streams 2005 SIGMOD 5.5803315e-05
7,175 Learning to Sample: Counting with Complex Queries 2020 VLDB 5.5779755e-05
7,267 Efficient Dynamic Weighted Set Sampling and Its Extension 2024 VLDB 5.5539363e-05
7,490 Reservoir Sampling over Joins 2024 SIGMOD 5.499011e-05
7,512 Synopses for Query Optimization: A Space-Complexity Perspective 2004 PODS 5.490671e-05
7,537 Computing A Well-Representative Summary of Conjunctive Query Results 2024 PODS 5.4841462e-05
7,584 Histograms Revisited: When are histograms the best approximation method for aggregates over joins? 2005 PODS 5.4749539e-05
7,654 Consistent Histograms In The Presence of Distinct Value Counts 2009 VLDB 5.4588598e-05
7,745 PilotDB: Database-Agnostic Online Approximate Query Processing with A Priori Error Guarantees 2025 SIGMOD 5.4457135e-05
7,902 Identifying Insufficient Data Coverage in Databases with Multiple Relations 2020 VLDB 5.4135994e-05
8,300 Subset Sampling over Joins 2026 PODS 5.3434957e-05
8,363 alpha to omega: The Greek Alphabet of Sampling 2020 CIDR 5.3305234e-05
8,685 ShadowAQP: Efficient Approximate Group-by and Join Query via Attribute-oriented Sample Size Allocation and Data Generation 2023 VLDB 5.2730954e-05
8,751 Effective Change Detection Using Sampling 2002 VLDB 5.2705676e-05
9,454 Towards Observability for Production Machine Learning Pipelines 2022 VLDB 5.1607878e-05
9,476 Saving Money for Analytical Workloads in the Cloud 2024 VLDB 5.157794e-05
9,669 Poisson Sampling over Acyclic Joins 2026 SIGMOD 5.1275185e-05
10,057 The Data Interaction Game 2018 SIGMOD 5.0766855e-05
10,192 Threshold Queries in Theory and in the Wild 2022 VLDB 5.052396e-05
10,273 Scalable and Usable Relational Learning With Automatic Language Bias 2021 SIGMOD 5.0356939e-05
10,345 AB-tree: Index for Concurrent Random Sampling and Updates 2022 VLDB 5.0197268e-05
10,464 Towards Output-Optimal Uniform Sampling and Approximate Counting for Join-Project Queries 2026 PODS 4.9605343e-05
10,480 Accelerating Approximate Analytical Join Queries over Unstructured Data with Statistical Guarantees 2026 SIGMOD 4.9605343e-05
10,771 Sample-based Distinct Cardinality Estimation for Multiple Attributes in Multi-Dataset Queries 2026 VLDB 4.9605343e-05
10,795 Secure Multi-Party Sampling over Joins 2026 VLDB 4.9605343e-05
11,165 Smallest Synthetic Witnesses for Conjunctive Queries 2025 PODS 4.9605343e-05
11,591 Enabling Adaptive Sampling for Intra-Window Join: Simultaneously Optimizing Quantity and Quality 2024 SIGMOD 4.9605343e-05
12,008 XLJoins 2021 SIGMOD 4.9605343e-05
12,089 FlashP: An Analytical Pipeline for Real-time Forecasting of Time-Series Relational Data 2021 VLDB 4.9605343e-05
12,877 Composable, Scalable, and Accurate Weight Summarization of Unaggregated Data Sets 2009 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

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

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