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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
5966
Venue
SIGMOD
Year
2020
Pagerank
4.9864636e-05
Overall Rank
6,618 | 54.01%
DOI
10.1145/3318464.3389750

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Incoming Citations (Sorted by Pagerank)

Showing 5 of 5 citing papers.

Rank Citing Paper Year Venue Pagerank
5,049 High-Performance Row Pattern Recognition Using Joins 2023 VLDB 5.7275467e-05
5,963 Beyond Equi-joins: Ranking, Enumeration and Factorization 2021 VLDB 5.2485815e-05
7,247 A Scalable and Generic Approach to Range Joins 2022 VLDB 4.7846107e-05
7,459 Lachesis: Automatic Partitioning for UDF-Centric Analytics 2021 VLDB 4.7199075e-05
9,987 I Can't Believe It's Not Yannakakis: Pragmatic Bitmap Filters in Microsoft SQL Server 2026 CIDR 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

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
63 Improved Histograms for Selectivity Estimation of Range Predicates 1996 SIGMOD 0.00063595699
77 Multiprocessor Hash-Based Join Algorithms 1985 VLDB 0.00056488357
141 Selectivity Estimation Without the Attribute Value Independence Assumption 1997 VLDB 0.00041819767
151 An Evaluation of Non-Equijoin Algorithms 1991 VLDB 0.00041010211
230 A Performance Evaluation of Four Parallel Join Algorithms in a Shared-Nothing Multiprocessor Environment 1989 SIGMOD 0.00032145125
548 Practical Skew Handling in Parallel Joins 1992 VLDB 0.00020369531
852 A Taxonomy and Performance Model of Data Skew Effects in Parallel Joins 1991 VLDB 0.00015896035
962 A Comparison of Join Algorithms for Log Processing in MapReduce 2010 SIGMOD 0.00015003834
1,063 Tradeoffs in Processing Complex Join Queries via Hashing in Multiprocessor Database Machines 1990 VLDB 0.00014352292
1,073 Processing Theta-Joins using MapReduce* 2011 SIGMOD 0.00014255717
1,219 Bucket Spreading Parallel Hash: A New, Robust, Parallel Hash Join Method for Data Skew in the Super Database Computer (SDC) 1990 VLDB 0.00013215689
1,351 The End of Slow Networks: It's Time for a Redesign 2016 VLDB 0.00012439556
1,355 Handling Data Skew in Multiprocessor Database Computers Using Partition Tuning 1991 VLDB 0.00012417228
1,919 Handling Data Skew in Parallel Joins in Shared-Nothing Systems 2008 SIGMOD 0.00010097452
1,938 From Theory to Practice: Efficient Join Query Evaluation in a Parallel Database System 2015 SIGMOD 0.00010025547
2,216 Skew in Parallel Query Processing 2014 PODS 9.2693784e-05
2,518 Track Join: Distributed Joins with Minimal Network Traffic 2014 SIGMOD 8.6052941e-05
3,068 Efficient Multi-way Theta-Join Processing Using MapReduce 2012 VLDB 7.6241861e-05
3,139 ClusterJoin: A Similarity Joins Framework using Map-Reduce 2014 VLDB 7.4915127e-05
3,384 Scalable and Adaptive Online Joins 2014 VLDB 7.153329e-05
3,896 Estimation of Query-Result Distribution and its Application in Parallel-Join Load Balancing 1996 VLDB 6.6526869e-05
4,128 Advanced Join Strategies for Large-Scale Distributed Computation 2014 VLDB 6.4214449e-05
4,752 Set Similarity Joins on MapReduce: An Experimental Survey 2018 VLDB 5.9396804e-05
5,961 Skew-Aware Join Optimization for Array Databases 2015 SIGMOD 5.2510172e-05
6,502 Similarity Join over Array Data 2016 SIGMOD 5.0288901e-05
7,154 Submodularity of Distributed Join Computation 2018 SIGMOD 4.8107765e-05
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