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Online Aggregation for Large MapReduce Jobs

Summary: Brings online aggregation to MapReduce, providing progressive estimates and confidence bounds during large-scale aggregations. Enables pay-as-you-go cloud processing by early stopping when accuracy suffices, reducing cost for big data jobs. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hc7d5efc68818921d
Venue
VLDB
Year
2011
Pagerank
0.00012437619
Overall Rank
1,021 | 93.14%
DOI
10.14778/3402707.3402748

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{pansare_vldb11,
        title = {{Online Aggregation for Large MapReduce Jobs}},
        author = {Pansare, Niketan and Borkar, Vinayak and Jermaine, Chris and Condie, Tyson},
        journal = {PVLDB},
        series = {{VLDB} '11},
        volume = {4},
        number = {11},
        pages = {1135},
        doi = {10.14778/3402707.3402748},
        url = {https://doi.org/10.14778/3402707.3402748},
        year = {2011}
}

Incoming Citations (Sorted by Pagerank)

Showing 39 of 39 citing papers.

Rank Citing Paper Year Venue Pagerank
596 Wander Join: Online Aggregation via Random Walks 2016 SIGMOD 0.00015782051
772 VerdictDB: Universalizing Approximate Query Processing 2018 SIGMOD 0.0001409096
795 Random Sampling over Joins Revisited 2018 SIGMOD 0.00013934719
841 Quickr: Lazily Approximating Complex AdHoc Queries in BigData Clusters 2016 SIGMOD 0.00013543
1,061 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00012208639
1,428 Knowing When You’re Wrong: Building Fast and Reliable Approximate Query Processing Systems 2014 SIGMOD 0.0001069161
1,722 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.7921604e-05
1,828 DBEst: Revisiting Approximate Query Processing Engines with Machine Learning Models 2019 SIGMOD 9.547768e-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
2,573 Minimal MapReduce Algorithms 2013 SIGMOD 8.2782871e-05
2,607 dbTouch: Analytics at your Fingertips 2013 CIDR 8.2260445e-05
2,719 Partial Results in Database Systems 2014 SIGMOD 8.0942034e-05
3,144 Early Accurate Results for Advanced Analytics on MapReduce 2012 VLDB 7.5947114e-05
3,258 How to Fit when No One Size Fits 2013 CIDR 7.4839611e-05
3,424 AQP++: Connecting Approximate Query Processing With Aggregate Precomputation for Interactive Analytics 2018 SIGMOD 7.3084429e-05
3,607 Plato: Approximate Analytics over Compressed Time Series with Tight Deterministic Error Guarantees 2020 VLDB 7.1645803e-05
3,819 Spatial Online Sampling and Aggregation 2016 VLDB 7.0027383e-05
4,069 Dynamically Optimizing Queries over Large Scale Data Platforms 2014 SIGMOD 6.8184364e-05
4,795 Error-bounded Sampling for Analytics on Big Sparse Data 2014 VLDB 6.4101044e-05
4,852 Neighbor-Sensitive Hashing 2016 VLDB 6.3776281e-05
5,474 ABS: a System for Scalable Approximate Queries with Accuracy Guarantees 2014 SIGMOD 6.1159955e-05
5,744 Scalable Progressive Analytics on Big Data in the Cloud 2013 VLDB 6.0072829e-05
5,829 Joins on Samples: A Theoretical Guide for Practitioners 2020 VLDB 5.9764044e-05
5,930 Hillview: A trillion-cell spreadsheet for big data 2019 VLDB 5.9410245e-05
6,002 Approximate Query Engines: Commercial Challenges and Research Opportunities 2017 SIGMOD 5.9149725e-05
6,192 VergeDB: A Database for IoT Analytics on Edge Devices 2021 CIDR 5.8540507e-05
6,220 iOLAP: Managing Uncertainty for Efficient Incremental OLAP 2016 SIGMOD 5.8447948e-05
7,707 Enabling Efficient and General Subpopulation Analytics in Multidimensional Data Streams 2022 VLDB 5.4723863e-05
7,749 PilotDB: Database-Agnostic Online Approximate Query Processing with A Priori Error Guarantees 2025 SIGMOD 5.4585522e-05
8,771 One Size Does Not Fit All: A Bandit-Based Sampler Combination Framework with Theoretical Guarantees 2022 SIGMOD 5.2808131e-05
9,583 A Step Toward Deep Online Aggregation 2023 SIGMOD 5.154741e-05
9,769 Sapprox: Enabling Efficient and Accurate Approximations on Sub-datasets with Distribution-aware Online Sampling 2017 VLDB 5.1320422e-05
11,542 Enabling Adaptive Sampling for Intra-Window Join: Simultaneously Optimizing Quantity and Quality 2024 SIGMOD 4.9769913e-05
12,045 FlashP: An Analytical Pipeline for Real-time Forecasting of Time-Series Relational Data 2021 VLDB 4.9769913e-05
12,221 Demonstration of VerdictDB, the Platform-Independent AQP System 2018 SIGMOD 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 6 of 6 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
135 Ripple Joins for Online Aggregation 1999 SIGMOD 0.00029858107
153 New Sampling-Based Summary Statistics for Improving Approximate Query Answers 1998 SIGMOD 0.00028621958
1,090 Scalable Approximate Query Processing With The DBO Engine 2007 SIGMOD 0.00012074369
3,904 Distributed Online Aggregations 2009 VLDB 6.9307047e-05
6,158 CONTROL: Continuous Output and Navigation Technology with Refinement On-Line 1998 SIGMOD 5.8653927e-05
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