Omni Graph Mining: Graph mining using RDBMS

نویسندگان

  • Jin Kyu Kim
  • Alex Degtiar
  • Jay Yoon Lee
چکیده

In this study, we compare three approaches to implement graph algorithms SQL, MapReduce, and GraphChi in terms of performance and cost efficiency. Since MapReduce was introduced, it has been considered as a standard tool to analyze large scale data including graph data. However, we believe that there is a ‘sweet spot’ in which RDBMS can outperform MapReduce. We think that the performance of these approaches is affected by the size of data and the kind of graph algorithm. The main contribution of this study is to find the most efficient approach for a given data and algorithm.

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تاریخ انتشار 2012