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Association Algorithm for Two Dynamically Enlarging Tables Implemented in Apache Spark

P. 10–15.
Agarkov A., Semenov A.

In the paper we consider association problem with constraints for two dynamically enlarging tables. We consider an ordered set of rule groups which determine associations between entries from the first table and the second table. Each entry is associated with other entries from both tables directly or indirectly through the other associations. In the problem it is needed to list the associated entries for each entry. Tables are dynamically enlarging, the goal is to improve potential performance of the association process by using of the previously built associations. We consider a base full association algorithm and propose a partial association algorithm that improves the efficiency of the base algorithm, implement and evaluate both algorithms in Apache Spark for a particular case on 12 cluster nodes.

Language: English
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Keywords: association problemdynamically enlarging tables

In book

Proceedings of the 4th GraphHPC conference on large-scale graph processing using HPC systems
Vol. Vol-1981. , CEUR Workshop Proceedings, 2017.
Similar publications
Performance Evaluation of Large Table Association Problem Implemented in Apache Spark on Cluster with Angara Interconnect
Agarkov A., Semenov A., , in: Proceedings of the 3rd Ural Workshop on Parallel, Distributed, and Cloud Computing for Young ScientistsVol. 1990: Proceedings of the 3rd Ural Workshop on Parallel, Distributed, and Cloud Computing for Young Scientists.: CEUR Workshop Proceedings, 2017. P. 92–101.
In this paper we consider an association problem with constraints for two dynamically enlarging tables. We consider a base full association algorithm and propose a partial association algorithm that improves efficiency of the base algorithm. We implement and evaluate the algorithms in Apache Spark for a particular case on the cluster with Angara interconnect. ...
Added: October 30, 2019
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