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Spinning Fast Iterative Data Flows

Summary: Integrates incremental/workset iterations into parallel dataflows, exposing sparse computational dependencies absent from bulk iteration. A prototype achieves up to 100× speedups on iterative algorithms while retaining a unified, optimizer-friendly dataflow abstraction competitive with specialized systems. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h3323ec8cde7e19d5
Venue
VLDB
Year
2012
Pagerank
8.8021772e-05
Overall Rank
2,227 | 85.03%
DOI
10.14778/2350229.2350252

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{ewen_vldb12,
        title = {{Spinning Fast Iterative Data Flows}},
        author = {Ewen, Stephan and Tzoumas, Kostas and Kaufmann, Moritz and Markl, Volker},
        journal = {PVLDB},
        series = {{VLDB} '12},
        volume = {5},
        number = {11},
        pages = {1268--1279},
        doi = {10.14778/2350229.2350252},
        url = {https://doi.org/10.14778/2350229.2350252},
        year = {2012}
}

Incoming Citations (Sorted by Pagerank)

Showing 16 of 16 citing papers.

Rank Citing Paper Year Venue Pagerank
442 Differential dataflow 2013 CIDR 0.00018210463
1,255 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011325762
1,998 Pregelix: Big(ger) Graph Analytics on A Dataflow Engine 2015 VLDB 9.2144238e-05
2,264 An Intermediate Representation for Optimizing Machine Learning Pipelines 2019 VLDB 8.7289107e-05
2,512 Large-Scale Graph Analytics in Aster 6: Bringing Context to Big Data Discovery 2014 VLDB 8.3689316e-05
2,635 Big Data Analytics with Datalog Queries on Spark 2016 SIGMOD 8.1965216e-05
2,754 Implicit Parallelism through Deep Language Embedding 2015 SIGMOD 8.0534972e-05
4,154 Asynchronous and Fault-Tolerant Recursive Datalog Evaluation in Shared-Nothing Engines 2015 VLDB 6.776227e-05
5,386 PREDIcT: Towards Predicting the Runtime of Large Scale Iterative Analytics 2013 VLDB 6.1522468e-05
6,321 "Amnesia" - A Selection of Machine Learning Models That Can Forget User Data Very Fast 2020 CIDR 5.814903e-05
7,866 Building Advanced SQL Analytics From Low-Level Plan Operators 2021 SIGMOD 5.4365876e-05
8,588 A Demonstration of Iterative Parallel Array Processing in Support of Telescope Image Analysis 2013 VLDB 5.3078077e-05
9,824 Optimistic Recovery for Iterative Dataflows in Action 2015 SIGMOD 5.1254334e-05
9,985 Breaking the Chains: On Declarative Data Analysis and Data Independence in the Big Data Era 2014 VLDB 5.1007079e-05
11,976 Hybrid Evaluation for Distributed Iterative Matrix Computation 2021 SIGMOD 4.9793485e-05
12,528 Iterative Parallel Data Processing with Stratosphere: An Inside Look 2013 SIGMOD 4.9793485e-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
1 Access Path Selection in a Relational Database Management System 1979 SIGMOD 0.0023947656
3 Pregel: A System for Large-Scale Graph Processing 2010 SIGMOD 0.0012092602
30 SCOPE: Easy and Efficient Parallel Processing of Massive Data Sets 2008 VLDB 0.00050495102
54 GAMMA - A High Performance Dataflow Database Machine 1986 VLDB 0.00040499302
67 An Amateur's Introduction to Recursive Query Processing Strategies 1986 SIGMOD 0.00038009523
249 A Performance Evaluation of Four Parallel Join Algorithms in a Shared-Nothing Multiprocessor Environment 1989 SIGMOD 0.00023175253
352 On the Power of Magic 1987 PODS 0.00020223279
384 HaLoop: Efficient Iterative Data Processing on Large Clusters 2010 VLDB 0.0001948031
656 An Overview of The System Software of A Parallel Relational Database Machine GRACE 1986 VLDB 0.00015069885
2,195 Opening the Black Boxes in Data Flow Optimization 2012 VLDB 8.8781177e-05
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6 8,376 Meta-Dataflows: Efficient Exploratory Dataflow Jobs 2018 SIGMOD
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