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Scalable Approximate Query Processing With The DBO Engine

Summary: Scalable AQP for ad-hoc analytics in DBO; running aggregate guess with statistically meaningful bounds. As more data is processed, the guess converges to exact result; users may stop early when accuracy is satisfactory, enabling exploratory data analysis. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h6af6565f3dfb3702
Venue
SIGMOD
Year
2007
Pagerank
0.00012074369
Overall Rank
1,090 | 92.68%
DOI
10.1145/1247480.1247560

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{jermaine_sigmod07,
        title = {{Scalable Approximate Query Processing With The DBO Engine}},
        author = {Jermaine, Christopher and Arumugam, Subramanian and Pol, Abhijit and Dobra, Alin},
        series = {{SIGMOD} '07},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1247480.1247560},
        url = {https://dl.acm.org/doi/10.1145/1247480.1247560},
        year = {2007}
}

Incoming Citations (Sorted by Pagerank)

Showing 38 of 38 citing papers.

Rank Citing Paper Year Venue Pagerank
245 MCDB: A Monte Carlo Approach to Managing Uncertain Data 2008 SIGMOD 0.00023251151
596 Wander Join: Online Aggregation via Random Walks 2016 SIGMOD 0.00015782051
795 Random Sampling over Joins Revisited 2018 SIGMOD 0.00013934719
841 Quickr: Lazily Approximating Complex AdHoc Queries in BigData Clusters 2016 SIGMOD 0.00013543
1,021 Online Aggregation for Large MapReduce Jobs 2011 VLDB 0.00012437619
1,061 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00012208639
1,408 Northstar: An Interactive Data Science System 2018 VLDB 0.00010738859
1,662 Rapid Sampling for Visualizations with Ordering Guarantees 2015 VLDB 9.9502569e-05
1,916 The Analytical Bootstrap: a New Method for Fast Error Estimation in Approximate Query Processing 2014 SIGMOD 9.3822742e-05
2,455 A Sampling Algebra for Aggregate Estimation 2013 VLDB 8.4377251e-05
2,495 Independent Range Sampling 2014 PODS 8.3834888e-05
3,213 Turbo-Charging Estimate Convergence in DBO 2009 VLDB 7.5304969e-05
3,417 Revisiting Reuse for Approximate Query Processing 2017 VLDB 7.3184905e-05
3,424 AQP++: Connecting Approximate Query Processing With Aggregate Precomputation for Interactive Analytics 2018 SIGMOD 7.3084429e-05
3,651 Davos: A System for Interactive Data-Driven Decision Making 2021 VLDB 7.1336875e-05
3,819 Spatial Online Sampling and Aggregation 2016 VLDB 7.0027383e-05
3,988 Exploiting Correlations for Expensive Predicate Evaluation 2015 SIGMOD 6.8694751e-05
4,211 Efficient Selection of Geospatial Data on Maps for Interactive and Visualized Exploration 2018 SIGMOD 6.7290558e-05
4,215 Approximating Predicates and Expressive Queries on Probabilistic Databases 2008 PODS 6.7264836e-05
4,305 Data Series Progressive Similarity Search with Probabilistic Quality Guarantees 2020 SIGMOD 6.6740088e-05
4,377 Beyond Simple Aggregates: Indexing for Summary Queries 2011 PODS 6.6269629e-05
5,379 At-the-time and Back-in-time Persistent Sketches 2021 SIGMOD 6.1540191e-05
5,459 SeeDB: Visualizing Database Queries Efficiently 2014 VLDB 6.1211089e-05
5,474 ABS: a System for Scalable Approximate Queries with Accuracy Guarantees 2014 SIGMOD 6.1159955e-05
5,657 PGMJoins: Random Join Sampling with Graphical Models 2021 SIGMOD 6.0461e-05
5,658 Uncertainty Aware Query Execution Time Prediction 2014 VLDB 6.0460211e-05
5,744 Scalable Progressive Analytics on Big Data in the Cloud 2013 VLDB 6.0072829e-05
7,331 Stat! - An Interactive Analytics Environment for Big Data 2013 SIGMOD 5.5483611e-05
7,749 PilotDB: Database-Agnostic Online Approximate Query Processing with A Priori Error Guarantees 2025 SIGMOD 5.4585522e-05
8,223 Wander Join: Online Aggregation for Joins 2016 SIGMOD 5.3738811e-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
8,550 The DBO Database System 2008 SIGMOD 5.3162466e-05
9,194 PR-Join: A Non-Blocking Join Achieving Higher Early Result Rate with Statistical Guarantees 2010 SIGMOD 5.2090739e-05
9,583 A Step Toward Deep Online Aggregation 2023 SIGMOD 5.154741e-05
11,542 Enabling Adaptive Sampling for Intra-Window Join: Simultaneously Optimizing Quantity and Quality 2024 SIGMOD 4.9769913e-05
11,923 High-dimensional Data Cubes 2022 VLDB 4.9769913e-05
12,411 STORM: Spatio-Temporal Online Reasoning and Management of Large Spatio-Temporal Data 2015 SIGMOD 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

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

Rank Cited Paper Year Venue Pagerank
9 Online Aggregation 1997 SIGMOD 0.00076265429
57 On Random Sampling over Joins 1999 SIGMOD 0.00040095727
135 Ripple Joins for Online Aggregation 1999 SIGMOD 0.00029858107
478 Random Sampling from B+ trees 1989 VLDB 0.00017625093
1,231 Random Sampling from Hash Files 1990 SIGMOD 0.00011415576
1,820 A Scalable Hash Ripple Join Algorithm 2002 SIGMOD 9.5651265e-05
2,845 Progressive Merge Join: A Generic and Non-Blocking Sort-Based Join Algorithm 2002 VLDB 7.9439702e-05
4,218 A Disk-Based Join With Probabilistic Guarantees* 2005 SIGMOD 6.7242128e-05
5,609 On Producing Join Results Early 2003 PODS 6.0665543e-05
13,056 Online Estimation For Subset-Based SQL Queries 2005 VLDB 4.9769913e-05
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