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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
10085
Venue
VLDB
Year
2010
Pagerank
0.00023939456
Overall Rank
408 | 97.17%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 39 of 39 citing papers.

Rank Citing Paper Year Venue Pagerank
395 One Trillion Edges: Graph Processing at Facebook-Scale 2015 VLDB 0.00024440144
524 Differential dataflow 2013 CIDR 0.00021093133
539 Shark: SQL and Rich Analytics at Scale 2013 SIGMOD 0.00020615453
866 Profiling, What-if Analysis, and Cost-based Optimization of MapReduce Programs 2011 VLDB 0.00015771189
981 Interactive Analytical Processing in Big Data Systems: A Cross-Industry Study of MapReduce Workloads 2012 VLDB 0.00014866268
1,165 Simulation of Database-Valued Markov Chains Using SimSQL 2013 SIGMOD 0.00013567206
1,281 Automatic Optimization for MapReduce Programs 2011 VLDB 0.00012837411
1,323 Distributed SociaLite: A Datalog-Based Language for Large-Scale Graph Analysis 2013 VLDB 0.00012595443
1,339 SkewTune: Mitigating Skew in MapReduce Applications 2012 SIGMOD 0.00012492978
1,449 Asynchronous Large-Scale Graph Processing Made Easy 2013 CIDR 0.00011928716
1,797 epiC: an Extensible and Scalable System for Processing Big Data 2014 VLDB 0.00010502488
1,875 An Architecture for Compiling UDF-centric Workflows 2015 VLDB 0.00010243959
2,179 Spinning Fast Iterative Data Flows 2012 VLDB 9.3632007e-05
2,260 LINVIEW: Incremental View Maintenance for Complex Analytical Queries 2014 SIGMOD 9.1771829e-05
2,421 Tupleware: "Big" Data, Big Analytics, Small Clusters 2015 CIDR 8.8471956e-05
2,463 REX: Recursive, Delta-Based Data-Centric Computation 2012 VLDB 8.7438403e-05
2,472 Photon: A Fast Query Engine for Lakehouse Systems 2022 SIGMOD 8.7156826e-05
2,528 Pregelix: Big(ger) Graph Analytics on A Dataflow Engine 2015 VLDB 8.5953347e-05
2,672 Cumulon: Optimizing Statistical Data Analysis in the Cloud 2013 SIGMOD 8.3334428e-05
2,728 Keys for Graphs 2015 VLDB 8.2228869e-05
2,823 Implicit Parallelism through Deep Language Embedding 2015 SIGMOD 8.0593793e-05
2,855 Exploiting Matrix Dependency for Efficient Distributed Matrix Computation 2015 SIGMOD 8.013421e-05
3,084 Knowledge Expansion over Probabilistic Knowledge Bases 2014 SIGMOD 7.5967738e-05
3,247 Early Accurate Results for Advanced Analytics on MapReduce 2012 VLDB 7.3237519e-05
3,511 M3R: Increased Performance for In-Memory Hadoop Jobs 2012 VLDB 7.0242945e-05
4,694 Asynchronous and Fault-Tolerant Recursive Datalog Evaluation in Shared-Nothing Engines 2015 VLDB 5.985448e-05
5,400 Large-scale Predictive Analytics in Vertica: Fast Data Transfer, Distributed Model Creation, and In-database Prediction 2015 SIGMOD 5.5262667e-05
5,699 PREDIcT: Towards Predicting the Runtime of Large Scale Iterative Analytics 2013 VLDB 5.3655096e-05
6,177 Exploiting Soft and Hard Correlations in Big Data Query Optimization 2016 VLDB 5.1646971e-05
7,293 Optimization for iterative queries on MapReduce 2014 VLDB 4.7668182e-05
7,510 Hone: "Scaling Down" Hadoop on Shared-Memory Systems 2013 VLDB 4.7135369e-05
7,796 Large-scale Complex Analytics on Semi-structured Datasets using AsterixDB and Spark 2016 VLDB 4.6438468e-05
8,294 sPCA: Scalable Principal Component Analysis for Big Data on Distributed Platforms 2015 SIGMOD 4.5392079e-05
9,270 Redoop Infrastructure for Recurring Big Data Queries 2014 VLDB 4.362604e-05
9,287 Hybrid Pulling/Pushing for I/O-Efficient Distributed and Iterative Graph Computing 2016 SIGMOD 4.3593134e-05
9,548 Optimistic Recovery for Iterative Dataflows in Action 2015 SIGMOD 4.3219254e-05
11,957 Big Data Research: Will Industry Solve all the Problems? 2015 VLDB 4.1905499e-05
11,984 Anti-Combining for MapReduce 2014 SIGMOD 4.1905499e-05
12,148 SkewTune in Action: Mitigating Skew in MapReduce Applications 2012 VLDB 4.1905499e-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 Pig Latin: A Not-So-Foreign Language for Data Processing 2008 SIGMOD 0.0024217964
4 Pregel: A System for Large-Scale Graph Processing 2010 SIGMOD 0.0019040811
42 A Comparison of Approaches to Large-Scale Data Analysis 2009 SIGMOD 0.00073570328
79 An Amateur's Introduction to Recursive Query Processing Strategies 1986 SIGMOD 0.00056010993
158 HadoopDB: An Architectural Hybrid of MapReduce and DBMS Technologies for Analytical Workloads 2009 VLDB 0.00040401371
Previous Page 1 / 1 Next

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981 Interactive Analytical Processing in Big Data Systems: A Cross-Industry Study of MapReduce Workloads 2012 VLDB 0.00014866268
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