2016 · 65 citations · 19 references
ComputingComputer ScienceData ScienceDistributed SystemsProgramming LanguagesScientific ComputingData ParallelismDistributed ComputingDistributed Data ProcessingScalable Machine LearningData ProcessingData-intensive ComputingDistributed Computation ModelsInteractive AnalysisLarge-scale Data ProcessingStatistical Programming Languages
R is a popular statistical programming language with a number of extensions that support data processing and machine learning tasks. However, interactive data analysis in R is usually limited as the R runtime is single threaded and can only process data sets that fit in a single machine's memory. We present SparkR, an R package that provides a frontend to Apache Spark and uses Spark's distributed computation engine to enable large scale data analysis from the R shell. We describe the main design goals of SparkR, discuss how the high-level DataFrame API enables scalable computation and present some of the key details of our implementation.
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R: A Language and Environment for Statistical Computing
R Core Team · 2000 · 353K citations · Full text
Natural Sciences, Computer Science, Statistical Computing +10