Efficiency Experiments on Hadoop and Giraph with PageRank

机译：使用PageRank在Hadoop和Giraph上进行效率实验

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摘要

This paper compares the efficiency of two implementations of the PageRank algorithm, one using Hadoop's MapReduce and the other Giraph's Pregel. The implementations are evaluated against CPU usage, CPU I/O wait time, memory usage, and execution time. The result of the evaluation is that Giraph outperforms Hadoop.

机译：本文比较了两种PageRank算法的效率，一种是使用Hadoop的MapReduce，另一种是使用Giraph的Pregel。针对CPU使用率，CPU I / O等待时间，内存使用率和执行时间对实现进行评估。评估的结果是Giraph的性能优于Hadoop。

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《Euromicro International Conference on Parallel, Distributed, and Network-Based Processing》|2016年|328-331|共4页
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Arne Koschel; Felix Heine; Irina Astrova; Fred Korte; Thomas Rossow; Sebastian Stipkovic;
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Giraph; Hadoop; PageRank; big data; cloud computing; experiments; performance;

机译：Giraph; Hadoop; PageRank;大数据;云计算;实验;性能;

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机译：Giraph在图形处理方面优于Hadoop的优势
2. Applicability of Giraph and Hadoop for the Processing of Big Graph [J] . Valenzuela Sebastián A, Vidal Cristian L, Morales Jenny D, Informacion Tecnologica . 2016,第5期

机译：Giraph和Hadoop在处理大图上的适用性
3. The attack efficiency of PageRank and HITS algorithms on complex networks [J] . Yangqian Su, Yunfei Yi, Jun Qin International Journal of Embedded Systems . 2019,第3期

机译：复杂网络上PageRank和HITS算法的攻击效率
4. Efficiency Experiments on Hadoop and Giraph with PageRank [C] . Arne Koschel, Felix Heine, Irina Astrova, Euromicro International Conference on Parallel, Distributed, and Network-Based Processing . 2016

机译：Hadoop和Giraph与PageRank的效率实验
5. The Tessera D&R computational environment: Designed experiments for R-Hadoop performance and Bitcoin analysis. [D] . Li, Jianfu. 2014

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6. Biospark: scalable analysis of large numerical datasets from biologicalsimulations and experiments using Hadoop and Spark [O] . Max Klein, Rati Sharma, Chris H Bohrer, -1

机译：Biospark：来自生物学的大型数值数据集的可扩展分析使用Hadoop和Spark进行模拟和实验
7. Research on PageRank Algorithm parallel computing Based on Hadoop [O] . Pengfei Yang, Liqing Zhou 2016

机译：基于Hadoop的PageRank算法并行计算研究

Efficiency Experiments on Hadoop and Giraph with PageRank

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