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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
0.00012438826
Overall Rank
1,022 | 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 0.00015785583
784 VerdictDB: Universalizing Approximate Query Processing 2018 SIGMOD 0.00014012614
795 Random Sampling over Joins Revisited 2018 SIGMOD 0.00013938779
840 Quickr: Lazily Approximating Complex AdHoc Queries in BigData Clusters 2016 SIGMOD 0.0001354605
1,082 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00012122749
1,428 Knowing When You’re Wrong: Building Fast and Reliable Approximate Query Processing Systems 2014 SIGMOD 0.00010693831
1,720 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.7965659e-05
1,829 DBEst: Revisiting Approximate Query Processing Engines with Machine Learning Models 2019 SIGMOD 9.5510333e-05
1,868 G-OLA: Generalized On-Line Aggregation for Interactive Analysis on Big Data 2015 SIGMOD 9.4754064e-05
1,916 The Analytical Bootstrap: a New Method for Fast Error Estimation in Approximate Query Processing 2014 SIGMOD 9.3837729e-05
2,000 Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee 2016 SIGMOD 9.2112617e-05
2,027 Database Learning: Toward a Database that Becomes Smarter Every Time 2017 SIGMOD 9.1618139e-05
2,573 Minimal MapReduce Algorithms 2013 SIGMOD 8.2821647e-05
2,605 dbTouch: Analytics at your Fingertips 2013 CIDR 8.229938e-05
2,717 Partial Results in Database Systems 2014 SIGMOD 8.0980367e-05
3,145 Early Accurate Results for Advanced Analytics on MapReduce 2012 VLDB 7.5965257e-05
3,258 How to Fit when No One Size Fits 2013 CIDR 7.4873069e-05
3,424 AQP++: Connecting Approximate Query Processing With Aggregate Precomputation for Interactive Analytics 2018 SIGMOD 7.3117029e-05
3,613 Plato: Approximate Analytics over Compressed Time Series with Tight Deterministic Error Guarantees 2020 VLDB 7.162283e-05
3,818 Spatial Online Sampling and Aggregation 2016 VLDB 7.0060535e-05
4,069 Dynamically Optimizing Queries over Large Scale Data Platforms 2014 SIGMOD 6.821366e-05
4,792 Error-bounded Sampling for Analytics on Big Sparse Data 2014 VLDB 6.4130671e-05
4,856 Neighbor-Sensitive Hashing 2016 VLDB 6.3798143e-05
5,473 ABS: a System for Scalable Approximate Queries with Accuracy Guarantees 2014 SIGMOD 6.1178467e-05
5,745 Scalable Progressive Analytics on Big Data in the Cloud 2013 VLDB 6.0090513e-05
5,831 Joins on Samples: A Theoretical Guide for Practitioners 2020 VLDB 5.9782109e-05
5,930 Hillview: A trillion-cell spreadsheet for big data 2019 VLDB 5.9438354e-05
6,004 Approximate Query Engines: Commercial Challenges and Research Opportunities 2017 SIGMOD 5.9166815e-05
6,189 VergeDB: A Database for IoT Analytics on Edge Devices 2021 CIDR 5.8568233e-05
6,227 iOLAP: Managing Uncertainty for Efficient Incremental OLAP 2016 SIGMOD 5.8452386e-05
7,701 Enabling Efficient and General Subpopulation Analytics in Multidimensional Data Streams 2022 VLDB 5.474978e-05
8,223 PilotDB: Database-Agnostic Online Approximate Query Processing with A Priori Error Guarantees 2025 SIGMOD 5.3751366e-05
8,770 One Size Does Not Fit All: A Bandit-Based Sampler Combination Framework with Theoretical Guarantees 2022 SIGMOD 5.2812395e-05
9,575 A Step Toward Deep Online Aggregation 2023 SIGMOD 5.1571823e-05
9,764 Sapprox: Enabling Efficient and Accurate Approximations on Sub-datasets with Distribution-aware Online Sampling 2017 VLDB 5.1344728e-05
11,536 Enabling Adaptive Sampling for Intra-Window Join: Simultaneously Optimizing Quantity and Quality 2024 SIGMOD 4.9793485e-05
12,039 FlashP: An Analytical Pipeline for Real-time Forecasting of Time-Series Relational Data 2021 VLDB 4.9793485e-05
12,215 Demonstration of VerdictDB, the Platform-Independent AQP System 2018 SIGMOD 4.9793485e-05
12,405 STORM: Spatio-Temporal Online Reasoning and Management of Large Spatio-Temporal Data 2015 SIGMOD 4.9793485e-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 0.00076195956
135 Ripple Joins for Online Aggregation 1999 SIGMOD 0.00029866033
153 New Sampling-Based Summary Statistics for Improving Approximate Query Answers 1998 SIGMOD 0.00028633995
1,090 Scalable Approximate Query Processing With The DBO Engine 2007 SIGMOD 0.00012077577
3,905 Distributed Online Aggregations 2009 VLDB 6.9335334e-05
6,157 CONTROL: Continuous Output and Navigation Technology with Refinement On-Line 1998 SIGMOD 5.867836e-05
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