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SEJ: An Even Approach to Multiway Theta-Joins Using MapReduce

Authors: Changchun Zhang; Jing Li; Lei Wu; Meiyan Lin; Weiqing Liu;

SEJ: An Even Approach to Multiway Theta-Joins Using MapReduce

Abstract

Data analyzing and processing are important tasks in cloud computing. The MapReduce framework has been increasingly used to analyze large-scale data over large clusters. Compared with parallel relational database, it has the advantages of excellent scalability and good fault tolerance. However, its performance is not as good as that of parallel relational database. How to efficiently implement join operation using MapReduce is an attractive point to which researchers have been paying attention. Multiway equi-joins and two-way theta-joins using MapReduce have been solved recently. In this paper, we introduce a communication cost model to evaluate multiway theta-joins for the first time and propose a randomized algorithm Strict-Even-Join to solve it. Our algorithm only requires cardinality of input datasets and guarantees the data is distributed across reducers when input datasets are skew. The results of three experiments we have conducted show that our approach is feasible.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
6
Average
Average
Average
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