DBScholar

Back to papers

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
0.00019471648
Overall Rank
384 | 97.43%
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 0.00019182322
432 Shark: SQL and Rich Analytics at Scale 2013 SIGMOD 0.00018331051
442 Differential dataflow 2013 CIDR 0.00018201988
754 Profiling, What-if Analysis, and Cost-based Optimization of MapReduce Programs 2011 VLDB 0.00014231311
1,009 Simulation of Database-Valued Markov Chains Using SimSQL 2013 SIGMOD 0.0001253551
1,073 Interactive Analytical Processing in Big Data Systems: A Cross-Industry Study of MapReduce Workloads 2012 VLDB 0.00012163258
1,282 Automatic Optimization for MapReduce Programs 2011 VLDB 0.00011208192
1,351 SkewTune: Mitigating Skew in MapReduce Applications 2012 SIGMOD 0.00010929229
1,445 An Architecture for Compiling UDF-centric Workflows 2015 VLDB 0.00010628379
1,487 Photon: A Fast Query Engine for Lakehouse Systems 2022 SIGMOD 0.00010516813
1,504 Asynchronous Large-Scale Graph Processing Made Easy 2013 CIDR 0.00010450172
1,550 Distributed SociaLite: A Datalog-Based Language for Large-Scale Graph Analysis 2013 VLDB 0.00010285521
2,000 Pregelix: Big(ger) Graph Analytics on A Dataflow Engine 2015 VLDB 9.2101691e-05
2,087 LINVIEW: Incremental View Maintenance for Complex Analytical Queries 2014 SIGMOD 9.0661817e-05
2,125 Tupleware: "Big" Data, Big Analytics, Small Clusters 2015 CIDR 9.0017828e-05
2,228 Spinning Fast Iterative Data Flows 2012 VLDB 8.7996087e-05
2,249 Cumulon: Optimizing Statistical Data Analysis in the Cloud 2013 SIGMOD 8.7544468e-05
2,411 epiC: an Extensible and Scalable System for Processing Big Data 2014 VLDB 8.5073756e-05
2,481 REX: Recursive, Delta-Based Data-Centric Computation 2012 VLDB 8.3995962e-05
2,724 Exploiting Matrix Dependency for Efficient Distributed Matrix Computation 2015 SIGMOD 8.090674e-05
2,753 Implicit Parallelism through Deep Language Embedding 2015 SIGMOD 8.0513412e-05
3,040 Knowledge Expansion over Probabilistic Knowledge Bases 2014 SIGMOD 7.7229256e-05
3,144 Early Accurate Results for Advanced Analytics on MapReduce 2012 VLDB 7.5947114e-05
3,317 Keys for Graphs 2015 VLDB 7.432944e-05
3,781 M3R: Increased Performance for In-Memory Hadoop Jobs 2012 VLDB 7.0223677e-05
4,153 Asynchronous and Fault-Tolerant Recursive Datalog Evaluation in Shared-Nothing Engines 2015 VLDB 6.7730626e-05
5,392 PREDIcT: Towards Predicting the Runtime of Large Scale Iterative Analytics 2013 VLDB 6.1494698e-05
5,698 Large-scale Predictive Analytics in Vertica: Fast Data Transfer, Distributed Model Creation, and In-database Prediction 2015 SIGMOD 6.0300581e-05
6,076 Exploiting Soft and Hard Correlations in Big Data Query Optimization 2016 VLDB 5.8918218e-05
7,311 Optimization for iterative queries on MapReduce 2014 VLDB 5.5546605e-05
8,107 Hone: “Scaling Down” Hadoop on Shared-Memory Systems 2013 VLDB 5.3917406e-05
8,252 Large-scale Complex Analytics on Semi-structured Datasets using AsterixDB and Spark 2016 VLDB 5.3668849e-05
8,712 sPCA: Scalable Principal Component Analysis for Big Data on Distributed Platforms 2015 SIGMOD 5.2880532e-05
9,557 Redoop Infrastructure for Recurring Big Data Queries 2014 VLDB 5.1577635e-05
9,606 Hybrid Pulling/Pushing for I/O-Efficient Distributed and Iterative Graph Computing 2016 SIGMOD 5.1529242e-05
9,831 Optimistic Recovery for Iterative Dataflows in Action 2015 SIGMOD 5.1230071e-05
12,445 Big Data Research: Will Industry Solve all the Problems? 2015 VLDB 4.9769913e-05
12,471 Anti-Combining for MapReduce 2014 SIGMOD 4.9769913e-05
12,633 SkewTune in Action: Mitigating Skew in MapReduce Applications 2012 VLDB 4.9769913e-05
Previous Page 1 / 1 Next

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 0.0012087459
6 Pig Latin: A Not-So-Foreign Language for Data Processing 2008 SIGMOD 0.0010515896
43 A Comparison of Approaches to Large-Scale Data Analysis 2009 SIGMOD 0.0004552807
67 An Amateur's Introduction to Recursive Query Processing Strategies 1986 SIGMOD 0.00037991902
120 HadoopDB: An Architectural Hybrid of MapReduce and DBMS Technologies for Analytical Workloads 2009 VLDB 0.00031099083
Previous Page 1 / 1 Next

Semantically Similar Papers

# Overall Rank Paper Year Venue
1 1,964 Fast Iterative Graph Computation with Block Updates 2013 VLDB
2 7,288 Experimental Analysis of Distributed Graph Systems 2018 VLDB
3 1,073 Interactive Analytical Processing in Big Data Systems: A Cross-Industry Study of MapReduce Workloads 2012 VLDB
4 2,362 Online Aggregation and Continuous Query support in MapReduce 2010 SIGMOD
5 2,228 Spinning Fast Iterative Data Flows 2012 VLDB
6 675 Hadoop++: Making a Yellow Elephant Run Like a Cheetah (Without It Even Noticing) 2010 VLDB
7 9,557 Redoop Infrastructure for Recurring Big Data Queries 2014 VLDB
8 1,466 The Performance of MapReduce: An In-depth Study 2010 VLDB
9 12,453 Shared Execution of Recurring Workloads in MapReduce 2015 VLDB
10 2,285 A Platform for Scalable One-Pass Analytics using MapReduce 2011 SIGMOD