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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
10275
Venue
VLDB
Year
2010
Pagerank
0.0001981521
Overall Rank
372 | 97.45%
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
389 One Trillion Edges: Graph Processing at Facebook-Scale 2015 VLDB 0.00019386526
425 Shark: SQL and Rich Analytics at Scale 2013 SIGMOD 0.00018704491
455 Differential dataflow 2013 CIDR 0.00018133241
735 Profiling, What-if Analysis, and Cost-based Optimization of MapReduce Programs 2011 VLDB 0.00014522606
993 Simulation of Database-Valued Markov Chains Using SimSQL 2013 SIGMOD 0.00012789598
1,054 Interactive Analytical Processing in Big Data Systems: A Cross-Industry Study of MapReduce Workloads 2012 VLDB 0.00012390673
1,257 Automatic Optimization for MapReduce Programs 2011 VLDB 0.000114432
1,319 SkewTune: Mitigating Skew in MapReduce Applications 2012 SIGMOD 0.00011175005
1,442 An Architecture for Compiling UDF-centric Workflows 2015 VLDB 0.00010778486
1,474 Asynchronous Large-Scale Graph Processing Made Easy 2013 CIDR 0.0001066385
1,539 Distributed SociaLite: A Datalog-Based Language for Large-Scale Graph Analysis 2013 VLDB 0.000104329
1,824 Photon: A Fast Query Engine for Lakehouse Systems 2022 SIGMOD 9.6734544e-05
1,983 Pregelix: Big(ger) Graph Analytics on A Dataflow Engine 2015 VLDB 9.3544951e-05
2,059 LINVIEW: Incremental View Maintenance for Complex Analytical Queries 2014 SIGMOD 9.2471145e-05
2,094 Tupleware: "Big" Data, Big Analytics, Small Clusters 2015 CIDR 9.1819738e-05
2,196 Spinning Fast Iterative Data Flows 2012 VLDB 8.9704984e-05
2,217 Cumulon: Optimizing Statistical Data Analysis in the Cloud 2013 SIGMOD 8.9332438e-05
2,354 epiC: an Extensible and Scalable System for Processing Big Data 2014 VLDB 8.7060612e-05
2,454 REX: Recursive, Delta-Based Data-Centric Computation 2012 VLDB 8.5560058e-05
2,681 Exploiting Matrix Dependency for Efficient Distributed Matrix Computation 2015 SIGMOD 8.2632778e-05
2,717 Implicit Parallelism through Deep Language Embedding 2015 SIGMOD 8.2102313e-05
2,990 Knowledge Expansion over Probabilistic Knowledge Bases 2014 SIGMOD 7.8883704e-05
3,096 Early Accurate Results for Advanced Analytics on MapReduce 2012 VLDB 7.7629371e-05
3,251 Keys for Graphs 2015 VLDB 7.5963955e-05
3,719 M3R: Increased Performance for In-Memory Hadoop Jobs 2012 VLDB 7.1740814e-05
4,078 Asynchronous and Fault-Tolerant Recursive Datalog Evaluation in Shared-Nothing Engines 2015 VLDB 6.9209348e-05
5,287 PREDIcT: Towards Predicting the Runtime of Large Scale Iterative Analytics 2013 VLDB 6.2815429e-05
5,584 Large-scale Predictive Analytics in Vertica: Fast Data Transfer, Distributed Model Creation, and In-database Prediction 2015 SIGMOD 6.1604087e-05
6,044 Exploiting Soft and Hard Correlations in Big Data Query Optimization 2016 VLDB 5.995949e-05
7,168 Optimization for iterative queries on MapReduce 2014 VLDB 5.6841364e-05
7,932 Hone: “Scaling Down” Hadoop on Shared-Memory Systems 2013 VLDB 5.5181056e-05
8,129 Large-scale Complex Analytics on Semi-structured Datasets using AsterixDB and Spark 2016 VLDB 5.4819569e-05
8,535 sPCA: Scalable Principal Component Analysis for Big Data on Distributed Platforms 2015 SIGMOD 5.4119882e-05
9,369 Redoop Infrastructure for Recurring Big Data Queries 2014 VLDB 5.2774963e-05
9,424 Hybrid Pulling/Pushing for I/O-Efficient Distributed and Iterative Graph Computing 2016 SIGMOD 5.2715528e-05
9,670 Optimistic Recovery for Iterative Dataflows in Action 2015 SIGMOD 5.2389261e-05
12,147 Big Data Research: Will Industry Solve all the Problems? 2015 VLDB 5.093636e-05
12,174 Anti-Combining for MapReduce 2014 SIGMOD 5.093636e-05
12,336 SkewTune in Action: Mitigating Skew in MapReduce Applications 2012 VLDB 5.093636e-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 0.0012250108
6 Pig Latin: A Not-So-Foreign Language for Data Processing 2008 SIGMOD 0.0010686205
44 A Comparison of Approaches to Large-Scale Data Analysis 2009 SIGMOD 0.00046055057
63 An Amateur's Introduction to Recursive Query Processing Strategies 1986 SIGMOD 0.00038782376
120 HadoopDB: An Architectural Hybrid of MapReduce and DBMS Technologies for Analytical Workloads 2009 VLDB 0.00031680027
Previous Page 1 / 1 Next

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