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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
6027
Venue
SIGMOD
Year
2020
Pagerank
5.828647e-05
Overall Rank
6,596 | 54.75%
DOI
10.1145/3318464.3389750

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{li_sigmod20,
        title = {{Near-Optimal Distributed Band-Joins through Recursive Partitioning}},
        author = {Li, Rundong and Gatterbauer, Wolfgang and Riedewald, Mirek},
        series = {{SIGMOD} '20},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3318464.3389750},
        url = {https://dl.acm.org/doi/10.1145/3318464.3389750},
        year = {2020}
}

Incoming Citations (Sorted by Pagerank)

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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
35 Improved Histograms for Selectivity Estimation of Range Predicates 1996 SIGMOD 0.00048481081
101 Selectivity Estimation Without the Attribute Value Independence Assumption 1997 VLDB 0.00034376651
152 Multiprocessor Hash-Based Join Algorithms 1985 VLDB 0.00029038365
210 An Evaluation of Non-Equijoin Algorithms 1991 VLDB 0.00024797689
242 A Performance Evaluation of Four Parallel Join Algorithms in a Shared-Nothing Multiprocessor Environment 1989 SIGMOD 0.00023604323
481 Practical Skew Handling in Parallel Joins 1992 VLDB 0.00017780716
769 A Comparison of Join Algorithms for Log Processing in MapReduce 2010 SIGMOD 0.00014166872
811 A Taxonomy and Performance Model of Data Skew Effects in Parallel Joins 1991 VLDB 0.00013859761
843 Processing Theta-Joins using MapReduce* 2011 SIGMOD 0.00013666161
904 Tradeoffs in Processing Complex Join Queries via Hashing in Multiprocessor Database Machines 1990 VLDB 0.00013319798
976 The End of Slow Networks: It's Time for a Redesign 2016 VLDB 0.00012864533
1,188 Bucket Spreading Parallel Hash: A New, Robust, Parallel Hash Join Method for Data Skew in the Super Database Computer (SDC) 1990 VLDB 0.00011756444
1,236 Handling Data Skew in Multiprocessor Database Computers Using Partition Tuning 1991 VLDB 0.00011548179
1,320 From Theory to Practice: Efficient Join Query Evaluation in a Parallel Database System 2015 SIGMOD 0.00011166426
1,448 Skew in Parallel Query Processing 2014 PODS 0.00010758872
1,657 Handling Data Skew in Parallel Joins in Shared-Nothing Systems 2008 SIGMOD 0.00010096933
1,974 Track Join: Distributed Joins with Minimal Network Traffic 2014 SIGMOD 9.3658402e-05
2,567 ClusterJoin: A Similarity Joins Framework using Map-Reduce 2014 VLDB 8.4098241e-05
2,887 Efficient Multi-way Theta-Join Processing Using MapReduce 2012 VLDB 7.9952432e-05
2,892 Scalable and Adaptive Online Joins 2014 VLDB 7.9852178e-05
3,578 Advanced Join Strategies for Large-Scale Distributed Computation 2014 VLDB 7.2899943e-05
3,893 Estimation of Query-Result Distribution and its Application in Parallel-Join Load Balancing 1996 VLDB 7.04191e-05
4,260 Set Similarity Joins on MapReduce: An Experimental Survey 2018 VLDB 6.7984322e-05
5,534 Skew-Aware Join Optimization for Array Databases 2015 SIGMOD 6.1831004e-05
6,157 Similarity Join over Array Data 2016 SIGMOD 5.9554363e-05
7,111 Submodularity of Distributed Join Computation 2018 SIGMOD 5.69924e-05
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