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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
10367
Venue
VLDB
Year
2011
Pagerank
0.00012684342
Overall Rank
1,009 | 93.08%
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
593 Wander Join: Online Aggregation via Random Walks 2016 SIGMOD 0.00016027871
772 VerdictDB: Universalizing Approximate Query Processing 2018 SIGMOD 0.00014147905
802 Random Sampling over Joins Revisited 2018 SIGMOD 0.00013907725
819 Quickr: Lazily Approximating Complex AdHoc Queries in BigData Clusters 2016 SIGMOD 0.00013815639
1,108 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00012145154
1,401 Knowing When You’re Wrong: Building Fast and Reliable Approximate Query Processing Systems 2014 SIGMOD 0.00010889902
1,736 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.8984415e-05
1,799 DBEst: Revisiting Approximate Query Processing Engines with Machine Learning Models 2019 SIGMOD 9.7326398e-05
1,827 G-OLA: Generalized On-Line Aggregation for Interactive Analysis on Big Data 2015 SIGMOD 9.6690206e-05
1,872 The Analytical Bootstrap: a New Method for Fast Error Estimation in Approximate Query Processing 2014 SIGMOD 9.5759874e-05
1,962 Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee 2016 SIGMOD 9.3978414e-05
1,995 Database Learning: Toward a Database that Becomes Smarter Every Time 2017 SIGMOD 9.3403665e-05
2,539 Minimal MapReduce Algorithms 2013 SIGMOD 8.4526595e-05
2,559 dbTouch: Analytics at your Fingertips 2013 CIDR 8.4156672e-05
2,663 Partial Results in Database Systems 2014 SIGMOD 8.2818137e-05
3,096 Early Accurate Results for Advanced Analytics on MapReduce 2012 VLDB 7.7629371e-05
3,202 How to Fit when No One Size Fits 2013 CIDR 7.6409287e-05
3,366 AQP++: Connecting Approximate Query Processing With Aggregate Precomputation for Interactive Analytics 2018 SIGMOD 7.4748604e-05
3,595 Plato: Approximate Analytics over Compressed Time Series with Tight Deterministic Error Guarantees 2020 VLDB 7.2736195e-05
3,741 Spatial Online Sampling and Aggregation 2016 VLDB 7.1586403e-05
4,481 Dynamically Optimizing Queries over Large Scale Data Platforms 2014 SIGMOD 6.6754521e-05
4,696 Error-bounded Sampling for Analytics on Big Sparse Data 2014 VLDB 6.557612e-05
4,927 Neighbor-Sensitive Hashing 2016 VLDB 6.4426453e-05
5,358 ABS: a System for Scalable Approximate Queries with Accuracy Guarantees 2014 SIGMOD 6.2492955e-05
5,676 Scalable Progressive Analytics on Big Data in the Cloud 2013 VLDB 6.1251441e-05
5,743 Joins on Samples: A Theoretical Guide for Practitioners 2020 VLDB 6.1025457e-05
5,906 Approximate Query Engines: Commercial Challenges and Research Opportunities 2017 SIGMOD 6.0457047e-05
6,028 Hillview: A trillion-cell spreadsheet for big data 2019 VLDB 6.0019322e-05
6,061 VergeDB: A Database for IoT Analytics on Edge Devices 2021 CIDR 5.9910733e-05
6,122 iOLAP: Managing Uncertainty for Efficient Incremental OLAP 2016 SIGMOD 5.9687498e-05
7,551 Enabling Efficient and General Subpopulation Analytics in Multidimensional Data Streams 2022 VLDB 5.6006414e-05
8,204 PilotDB: Database-Agnostic Online Approximate Query Processing with A Priori Error Guarantees 2025 SIGMOD 5.4667903e-05
8,608 One Size Does Not Fit All: A Bandit-Based Sampler Combination Framework with Theoretical Guarantees 2022 SIGMOD 5.4024561e-05
9,392 A Step Toward Deep Online Aggregation 2023 SIGMOD 5.2755515e-05
9,591 Sapprox: Enabling Efficient and Accurate Approximations on Sub-datasets with Distribution-aware Online Sampling 2017 VLDB 5.2518295e-05
11,194 Enabling Adaptive Sampling for Intra-Window Join: Simultaneously Optimizing Quantity and Quality 2024 SIGMOD 5.093636e-05
11,736 FlashP: An Analytical Pipeline for Real-time Forecasting of Time-Series Relational Data 2021 VLDB 5.093636e-05
11,916 Demonstration of VerdictDB, the Platform-Independent AQP System 2018 SIGMOD 5.093636e-05
12,112 STORM: Spatio-Temporal Online Reasoning and Management of Large Spatio-Temporal Data 2015 SIGMOD 5.093636e-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 0.00077458002
131 Ripple Joins for Online Aggregation 1999 SIGMOD 0.00030424509
149 New Sampling-Based Summary Statistics for Improving Approximate Query Answers 1998 SIGMOD 0.00029226907
1,064 Scalable Approximate Query Processing With The DBO Engine 2007 SIGMOD 0.00012336248
3,844 Distributed Online Aggregations 2009 VLDB 7.0782059e-05
6,035 CONTROL: Continuous Output and Navigation Technology with Refinement On-Line 1998 SIGMOD 5.9996604e-05
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