Efficiency Experiments on Hadoop and Giraph with PageRank
Arne Koschel, Felix Heine, Irina Astrova, Fred Korte, Thomas Rossow, Sebastian Stipković · 2016
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.