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One approach consists of all MPI processes periodically halting the simulation and executing analysis routines on the data in memory ('in situ').
The distributed graph engines execute analysis process after partitioning input graph data and assign them to distributed computers, so the quality of graph partitioning largely affects the communication cost and load balance among computers during the analysis process.
This behavior is certainly not desired by pharmacometricians who must often execute analysis jobs quickly.
Elastream is a software package composed of a set of modules for constructing a computer cluster in the cloud and executing analysis jobs on it.
Statistical analysis software (SigmaStat version 2.03, SPSS Inc., Chicago, Illinois USA) was used for data processing to execute analysis of variance with appropriate post-hoc multiple comparisons, including non-parametric methods when applicable.
DAR and AMR executed the analysis, and AMR, DAR, MPL, and RLW interpreted the results of the analysis and prepared and revised the manuscript.
We executed the analysis 25 times.
FYM executed statistical analysis.
SY HK LOM EL executed data analysis.
For each of the rank vectors in Figure 5, we executed the analysis with both algorithms.
The first two authors (RDO, JL-S) conceived and executed the analysis, and drafted the manuscript.
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