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Near-Optimal Distributed Band-Joins through Recursive Partitioning

Summary: Recursive partitioning of the join-attribute space with a split-score yields near-optimal load and duplication for band-joins. Extends to multi-attribute band-joins, matching lower bounds within ~10% and reducing optimization cost versus prior work. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5965
Venue
SIGMOD
Year
2020
Pagerank
4.9910152e-05
Overall Rank
6,619 | 53.96%
DOI
10.1145/3318464.3389750

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Showing 26 of 26 cited papers.

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

Rank Cited Paper Year Venue Pagerank
64 Improved Histograms for Selectivity Estimation of Range Predicates 1996 SIGMOD 0.00063612837
78 Multiprocessor Hash-Based Join Algorithms 1985 VLDB 0.00056413752
141 Selectivity Estimation Without the Attribute Value Independence Assumption 1997 VLDB 0.00041786333
152 An Evaluation of Non-Equijoin Algorithms 1991 VLDB 0.00040963225
232 A Performance Evaluation of Four Parallel Join Algorithms in a Shared-Nothing Multiprocessor Environment 1989 SIGMOD 0.00032122485
588 Practical Skew Handling in Parallel Joins 1992 VLDB 0.00019604754
861 A Taxonomy and Performance Model of Data Skew Effects in Parallel Joins 1991 VLDB 0.00015848554
960 A Comparison of Join Algorithms for Log Processing in MapReduce 2010 SIGMOD 0.00015012242
1,063 Tradeoffs in Processing Complex Join Queries via Hashing in Multiprocessor Database Machines 1990 VLDB 0.00014362773
1,074 Processing Theta-Joins using MapReduce* 2011 SIGMOD 0.00014260096
1,232 Bucket Spreading Parallel Hash: A New, Robust, Parallel Hash Join Method for Data Skew in the Super Database Computer (SDC) 1990 VLDB 0.00013147188
1,361 The End of Slow Networks: It's Time for a Redesign 2016 VLDB 0.00012379741
1,365 Handling Data Skew in Multiprocessor Database Computers Using Partition Tuning 1991 VLDB 0.00012368421
1,915 Handling Data Skew in Parallel Joins in Shared-Nothing Systems 2008 SIGMOD 0.00010104123
1,939 From Theory to Practice: Efficient Join Query Evaluation in a Parallel Database System 2015 SIGMOD 0.00010025655
2,212 Skew in Parallel Query Processing 2014 PODS 9.2771827e-05
2,526 Track Join: Distributed Joins with Minimal Network Traffic 2014 SIGMOD 8.5968612e-05
3,062 Efficient Multi-way Theta-Join Processing Using MapReduce 2012 VLDB 7.6343994e-05
3,141 ClusterJoin: A Similarity Joins Framework using Map-Reduce 2014 VLDB 7.4829448e-05
3,382 Scalable and Adaptive Online Joins 2014 VLDB 7.1597145e-05
3,893 Estimation of Query-Result Distribution and its Application in Parallel-Join Load Balancing 1996 VLDB 6.6584217e-05
4,132 Advanced Join Strategies for Large-Scale Distributed Computation 2014 VLDB 6.4241067e-05
4,775 Set Similarity Joins on MapReduce: An Experimental Survey 2018 VLDB 5.9315784e-05
5,960 Skew-Aware Join Optimization for Array Databases 2015 SIGMOD 5.2559595e-05
6,507 Similarity Join over Array Data 2016 SIGMOD 5.0337166e-05
7,153 Submodularity of Distributed Join Computation 2018 SIGMOD 4.8153963e-05
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