DBScholar

Back to papers

Dynamic Sample Selection for Approximate Query Processing

Summary: Dynamic per-query biased sampling for approximate query processing using a pre-built library of non-uniform samples. Runtime selects the most informative sub-sample via an index, delivering tighter aggregations than static sampling with improved accuracy and responsiveness. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hf744be1c5d22fdea
Venue
SIGMOD
Year
2003
Pagerank
0.00013009255
Overall Rank
930 | 93.76%
DOI
10.1145/872757.872822

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{babcock_sigmod03,
        title = {{Dynamic Sample Selection for Approximate Query Processing}},
        author = {Babcock, Brian and Chaudhuri, Surajit and Das, Gautam},
        series = {{SIGMOD} '03},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/872757.872822},
        url = {https://dl.acm.org/doi/10.1145/872757.872822},
        year = {2003}
}

Incoming Citations (Sorted by Pagerank)

Showing 44 of 44 citing papers.

Rank Citing Paper Year Venue Pagerank
772 VerdictDB: Universalizing Approximate Query Processing 2018 SIGMOD 0.0001409096
841 Quickr: Lazily Approximating Complex AdHoc Queries in BigData Clusters 2016 SIGMOD 0.00013543
1,061 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00012208639
1,461 Online Maintenance of Very Large Random Samples on Flash Storage 2008 VLDB 0.0001058011
1,662 Rapid Sampling for Visualizations with Ordering Guarantees 2015 VLDB 9.9502569e-05
1,722 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.7921604e-05
1,869 G-OLA: Generalized On-Line Aggregation for Interactive Analysis on Big Data 2015 SIGMOD 9.4749419e-05
1,916 The Analytical Bootstrap: a New Method for Fast Error Estimation in Approximate Query Processing 2014 SIGMOD 9.3822742e-05
2,003 Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee 2016 SIGMOD 9.2071735e-05
2,028 Database Learning: Toward a Database that Becomes Smarter Every Time 2017 SIGMOD 9.1584244e-05
2,324 Online Maintenance of Very Large Random Samples 2004 SIGMOD 8.6332031e-05
3,085 Continuous Sampling for Online Aggregation Over Multiple Queries 2010 SIGMOD 7.6607519e-05
3,208 Efficiently Approximating Selectivity Functions using Low Overhead Regression Models 2020 VLDB 7.5355264e-05
3,341 I've Seen "Enough": Incrementally Improving Visualizations to Support Rapid Decision Making 2017 VLDB 7.4028264e-05
3,424 AQP++: Connecting Approximate Query Processing With Aggregate Precomputation for Interactive Analytics 2018 SIGMOD 7.3084429e-05
3,988 Exploiting Correlations for Expensive Predicate Evaluation 2015 SIGMOD 6.8694751e-05
4,452 Bounded Conjunctive Queries 2014 VLDB 6.5918046e-05
4,795 Error-bounded Sampling for Analytics on Big Sparse Data 2014 VLDB 6.4101044e-05
5,025 Adaptive Sampling for Rapidly Matching Histograms 2018 VLDB 6.3078009e-05
5,474 ABS: a System for Scalable Approximate Queries with Accuracy Guarantees 2014 SIGMOD 6.1159955e-05
5,590 Derby/S: A DBMS for Sample-Based Query Answering 2006 SIGMOD 6.0712954e-05
5,829 Joins on Samples: A Theoretical Guide for Practitioners 2020 VLDB 5.9764044e-05
5,877 BlinkML: Efficient Maximum Likelihood Estimation with Probabilistic Guarantees 2019 SIGMOD 5.9599042e-05
5,983 Supporting Time-Constrained SQL Queries in Oracle 2007 VLDB 5.9241225e-05
6,146 Efficient Construction of Approximate Ad-Hoc ML models Through Materialization and Reuse 2018 VLDB 5.869373e-05
6,202 Combining Aggregation and Sampling (Nearly) Optimally for Approximate Query Processing 2021 SIGMOD 5.8494367e-05
6,220 iOLAP: Managing Uncertainty for Efficient Incremental OLAP 2016 SIGMOD 5.8447948e-05
6,710 Tempura: A General Cost-Based Optimizer Framework for Incremental Data Processing 2021 VLDB 5.7022785e-05
6,948 Querying Big Data by Accessing Small Data 2015 PODS 5.6350267e-05
6,994 Skimmer: Rapid Scrolling of Relational Query Results 2012 SIGMOD 5.6241476e-05
7,152 Learning to Sample: Counting with Complex Queries 2020 VLDB 5.5959861e-05
7,363 PairwiseHist: Fast, Accurate and Space-Efficient Approximate Query Processing with Data Compression 2024 VLDB 5.5404386e-05
7,749 PilotDB: Database-Agnostic Online Approximate Query Processing with A Priori Error Guarantees 2025 SIGMOD 5.4585522e-05
8,052 Authenticated Online Data Integration Services 2015 SIGMOD 5.3982012e-05
8,289 Experiences with Approximating Queries in Microsoft’s Production Big-Data Clusters 2019 VLDB 5.360349e-05
8,367 Probabilistic Database Summarization for Interactive Data Exploration 2017 VLDB 5.344711e-05
8,771 One Size Does Not Fit All: A Bandit-Based Sampler Combination Framework with Theoretical Guarantees 2022 SIGMOD 5.2808131e-05
8,842 Unbiased Estimation of Size and Other Aggregates Over Hidden Web Databases 2010 SIGMOD 5.2651524e-05
8,851 Data Driven Approximation with Bounded Resources 2017 VLDB 5.2634608e-05
9,583 A Step Toward Deep Online Aggregation 2023 SIGMOD 5.154741e-05
11,460 Datamap-Driven Tabular Coreset Selection for Classifier Training 2025 VLDB 4.9769913e-05
11,542 Enabling Adaptive Sampling for Intra-Window Join: Simultaneously Optimizing Quantity and Quality 2024 SIGMOD 4.9769913e-05
11,940 Leam: An Interactive System for In-situ Visual Text Analysis 2021 CIDR 4.9769913e-05
12,045 FlashP: An Analytical Pipeline for Real-time Forecasting of Time-Series Relational Data 2021 VLDB 4.9769913e-05
Previous Page 1 / 1 Next

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.

Previous Page 1 / 1 Next

Semantically Similar Papers