Efficient Multi-way Theta-Join Processing Using MapReduce

Summary: Cost-based scheduling for multi-way Theta-joins in a shared-nothing MapReduce paradigm; metrics for single and multi-job plans. Introduces a chain-typed Theta-join that can be done in one MapReduce job, beating Pig/Hive solutions. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 10357
Venue: VLDB
Year: 2012
Pagerank: 7.6241861e-05
Overall Rank: 3,068 | 78.68%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 12 of 12 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,938	From Theory to Practice: Efficient Join Query Evaluation in a Parallel Database System	2015	SIGMOD	0.00010025547
2,172	Scalable Subgraph Enumeration in MapReduce	2015	VLDB	9.37776e-05
2,281	Adopting Worst-Case Optimal Joins in Relational Database Systems	2020	VLDB	9.122455e-05
2,714	Minimal MapReduce Algorithms	2013	SIGMOD	8.2426646e-05
3,188	Scalable Big Graph Processing in MapReduce	2014	SIGMOD	7.4142307e-05
3,384	Scalable and Adaptive Online Joins	2014	VLDB	7.153329e-05
3,575	Lightning Fast and Space Efficient Inequality Joins	2015	VLDB	6.9509846e-05
6,618	Near-Optimal Distributed Band-Joins through Recursive Partitioning	2020	SIGMOD	4.9864636e-05
7,578	Squall: Scalable Real-time Analytics	2016	VLDB	4.702646e-05
8,423	SPRINTER: A Fast n-ary Join Query Processing Method for Complex OLAP Queries	2020	SIGMOD	4.5112315e-05
8,857	Distributed Evaluation of Top-k Temporal Joins	2016	SIGMOD	4.4302523e-05
11,843	An Efficient MapReduce Cube Algorithm for Varied Data Distributions	2016	SIGMOD	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
335	Optimization of Real Conjunctive Queries	1993	PODS	0.00027012705
442	Efficient Parallel Set-Similarity Joins Using MapReduce	2010	SIGMOD	0.00023095823
789	Hadoop++: Making a Yellow Elephant Run Like a Cheetah (Without It Even Noticing)	2010	VLDB	0.00016602215
947	MRShare: Sharing Across Multiple Queries in MapReduce	2010	VLDB	0.00015112344
1,073	Processing Theta-Joins using MapReduce*	2011	SIGMOD	0.00014255717
1,497	Apache Hadoop Goes Realtime at Facebook	2011	SIGMOD	0.00011668393
1,615	The Performance of MapReduce: An In-depth Study	2010	VLDB	0.00011137225
3,508	Scheduling Shared Scans of Large Data Files	2008	VLDB	7.0293743e-05

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3,899	Efficient Join Algorithms For Large Database Tables in a Multi-GPU Environment	2021	VLDB	6.6513982e-05
442	Efficient Parallel Set-Similarity Joins Using MapReduce	2010	SIGMOD	0.00023095823
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2,051	Optimization of Multi-Way Join Queries for Parallel Execution	1991	VLDB	9.6871984e-05
15	Map-Reduce-Merge: Simplified Relational Data Processing on Large Clusters	2007	SIGMOD	0.0010668335
11,898	Let's Rethink Join Optimization in Distributed Systems	2015	CIDR	4.1905499e-05
3,709	Multi-Query Optimization in MapReduce Framework	2014	VLDB	6.8211506e-05
1,938	From Theory to Practice: Efficient Join Query Evaluation in a Parallel Database System	2015	SIGMOD	0.00010025547
1,073	Processing Theta-Joins using MapReduce*	2011	SIGMOD	0.00014255717