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HaLoop: Efficient Iterative Data Processing on Large Clusters

Summary: HaLoop, a modified Hadoop MapReduce, adds loop-aware scheduling and caching to support iterative data mining workloads. By reusing state across iterations, it achieves 1.85x faster runtimes and shuffles only 4% of data between map and reduce. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h1a14d9d34a478e91
Venue
VLDB
Year
2010
Pagerank
0.0001948031
Overall Rank
384 | 97.42%
DOI
10.14778/1920841.1920881

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{bu_vldb10,
        title = {{HaLoop: Efficient Iterative Data Processing on Large Clusters}},
        author = {Bu, Yingyi and Howe, Bill and Balazinska, Magdalena and Ernst, Michael D.},
        journal = {PVLDB},
        series = {{VLDB} '10},
        volume = {3},
        number = {1},
        pages = {285--296},
        doi = {10.14778/1920841.1920881},
        url = {https://doi.org/10.14778/1920841.1920881},
        year = {2010}
}

Incoming Citations (Sorted by Pagerank)

Showing 39 of 39 citing papers.

Rank Citing Paper Year Venue Pagerank
394 One Trillion Edges: Graph Processing at Facebook-Scale 2015 VLDB 0.00019191286
432 Shark: SQL and Rich Analytics at Scale 2013 SIGMOD 0.00018339357
442 Differential dataflow 2013 CIDR 0.00018210463
753 Profiling, What-if Analysis, and Cost-based Optimization of MapReduce Programs 2011 VLDB 0.00014237583
1,009 Simulation of Database-Valued Markov Chains Using SimSQL 2013 SIGMOD 0.00012539827
1,072 Interactive Analytical Processing in Big Data Systems: A Cross-Industry Study of MapReduce Workloads 2012 VLDB 0.00012168947
1,281 Automatic Optimization for MapReduce Programs 2011 VLDB 0.00011213384
1,351 SkewTune: Mitigating Skew in MapReduce Applications 2012 SIGMOD 0.00010934347
1,444 An Architecture for Compiling UDF-centric Workflows 2015 VLDB 0.0001063181
1,487 Photon: A Fast Query Engine for Lakehouse Systems 2022 SIGMOD 0.00010521722
1,504 Asynchronous Large-Scale Graph Processing Made Easy 2013 CIDR 0.00010455083
1,548 Distributed SociaLite: A Datalog-Based Language for Large-Scale Graph Analysis 2013 VLDB 0.00010290306
1,998 Pregelix: Big(ger) Graph Analytics on A Dataflow Engine 2015 VLDB 9.2144238e-05
2,087 LINVIEW: Incremental View Maintenance for Complex Analytical Queries 2014 SIGMOD 9.068879e-05
2,123 Tupleware: "Big" Data, Big Analytics, Small Clusters 2015 CIDR 9.0060385e-05
2,227 Spinning Fast Iterative Data Flows 2012 VLDB 8.8021772e-05
2,247 Cumulon: Optimizing Statistical Data Analysis in the Cloud 2013 SIGMOD 8.7585767e-05
2,410 epiC: an Extensible and Scalable System for Processing Big Data 2014 VLDB 8.5114032e-05
2,480 REX: Recursive, Delta-Based Data-Centric Computation 2012 VLDB 8.4035081e-05
2,723 Exploiting Matrix Dependency for Efficient Distributed Matrix Computation 2015 SIGMOD 8.0944934e-05
2,754 Implicit Parallelism through Deep Language Embedding 2015 SIGMOD 8.0534972e-05
3,039 Knowledge Expansion over Probabilistic Knowledge Bases 2014 SIGMOD 7.7262528e-05
3,145 Early Accurate Results for Advanced Analytics on MapReduce 2012 VLDB 7.5965257e-05
3,317 Keys for Graphs 2015 VLDB 7.436464e-05
3,779 M3R: Increased Performance for In-Memory Hadoop Jobs 2012 VLDB 7.0256928e-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
5,702 Large-scale Predictive Analytics in Vertica: Fast Data Transfer, Distributed Model Creation, and In-database Prediction 2015 SIGMOD 6.0312071e-05
6,074 Exploiting Soft and Hard Correlations in Big Data Query Optimization 2016 VLDB 5.8946121e-05
7,308 Optimization for iterative queries on MapReduce 2014 VLDB 5.5572894e-05
8,100 Hone: “Scaling Down” Hadoop on Shared-Memory Systems 2013 VLDB 5.3942942e-05
8,246 Large-scale Complex Analytics on Semi-structured Datasets using AsterixDB and Spark 2016 VLDB 5.3694246e-05
8,704 sPCA: Scalable Principal Component Analysis for Big Data on Distributed Platforms 2015 SIGMOD 5.2905577e-05
9,548 Redoop Infrastructure for Recurring Big Data Queries 2014 VLDB 5.1601681e-05
9,598 Hybrid Pulling/Pushing for I/O-Efficient Distributed and Iterative Graph Computing 2016 SIGMOD 5.1553646e-05
9,824 Optimistic Recovery for Iterative Dataflows in Action 2015 SIGMOD 5.1254334e-05
12,439 Big Data Research: Will Industry Solve all the Problems? 2015 VLDB 4.9793485e-05
12,465 Anti-Combining for MapReduce 2014 SIGMOD 4.9793485e-05
12,627 SkewTune in Action: Mitigating Skew in MapReduce Applications 2012 VLDB 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 5 of 5 cited papers.

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

Rank Cited Paper Year Venue Pagerank
3 Pregel: A System for Large-Scale Graph Processing 2010 SIGMOD 0.0012092602
6 Pig Latin: A Not-So-Foreign Language for Data Processing 2008 SIGMOD 0.001052036
43 A Comparison of Approaches to Large-Scale Data Analysis 2009 SIGMOD 0.00045546775
67 An Amateur's Introduction to Recursive Query Processing Strategies 1986 SIGMOD 0.00038009523
120 HadoopDB: An Architectural Hybrid of MapReduce and DBMS Technologies for Analytical Workloads 2009 VLDB 0.000311132
Previous Page 1 / 1 Next

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