Matches in SemOpenAlex for { <https://semopenalex.org/work/W2893142924> ?p ?o ?g. }
Showing items 1 to 75 of
75
with 100 items per page.
- W2893142924 abstract "To cope with today's large scale of data, parallel dataflow engines such as Hadoop, and more recently Spark and Flink, have been proposed. They offer scalability and performance, but require data scientists to develop analysis pipelines in unfamiliar programming languages and abstractions. To overcome this hurdle, dataflow engines have introduced some forms of multi-language integrations, e.g., for Python and R. However, this results in data exchange between the dataflow engine and the integrated language runtime, which requires inter-process communication and causes high runtime overheads. In this paper, we present ScootR, a novel approach to execute R in dataflow systems. ScootR tightly integrates the dataflow and R language runtime by using the Truffle framework and the Graal compiler. As a result, ScootR executes R scripts directly in the Flink data processing engine, without serialization and inter-process communication. Our experimental study reveals that ScootR outperforms state-of-the-art systems by up to an order of magnitude." @default.
- W2893142924 created "2018-10-05" @default.
- W2893142924 creator A5002030730 @default.
- W2893142924 creator A5002413906 @default.
- W2893142924 creator A5011678778 @default.
- W2893142924 creator A5013417274 @default.
- W2893142924 creator A5015294945 @default.
- W2893142924 creator A5025674223 @default.
- W2893142924 creator A5032404318 @default.
- W2893142924 creator A5049092406 @default.
- W2893142924 creator A5072690436 @default.
- W2893142924 date "2018-10-11" @default.
- W2893142924 modified "2023-10-18" @default.
- W2893142924 title "ScootR" @default.
- W2893142924 cites W1575324001 @default.
- W2893142924 cites W1970372442 @default.
- W2893142924 cites W1986466480 @default.
- W2893142924 cites W2013373704 @default.
- W2893142924 cites W2014830756 @default.
- W2893142924 cites W2030623053 @default.
- W2893142924 cites W2051685933 @default.
- W2893142924 cites W2094269821 @default.
- W2893142924 cites W2110086534 @default.
- W2893142924 cites W2119738171 @default.
- W2893142924 cites W2121810937 @default.
- W2893142924 cites W2153185479 @default.
- W2893142924 cites W2266823300 @default.
- W2893142924 cites W2443893970 @default.
- W2893142924 cites W2532319962 @default.
- W2893142924 cites W2547190417 @default.
- W2893142924 cites W2595314725 @default.
- W2893142924 cites W2619959750 @default.
- W2893142924 cites W2998420272 @default.
- W2893142924 cites W2998715488 @default.
- W2893142924 doi "https://doi.org/10.1145/3267809.3267813" @default.
- W2893142924 hasPublicationYear "2018" @default.
- W2893142924 type Work @default.
- W2893142924 sameAs 2893142924 @default.
- W2893142924 citedByCount "5" @default.
- W2893142924 countsByYear W28931429242019 @default.
- W2893142924 countsByYear W28931429242020 @default.
- W2893142924 countsByYear W28931429242021 @default.
- W2893142924 countsByYear W28931429242022 @default.
- W2893142924 crossrefType "proceedings-article" @default.
- W2893142924 hasAuthorship W2893142924A5002030730 @default.
- W2893142924 hasAuthorship W2893142924A5002413906 @default.
- W2893142924 hasAuthorship W2893142924A5011678778 @default.
- W2893142924 hasAuthorship W2893142924A5013417274 @default.
- W2893142924 hasAuthorship W2893142924A5015294945 @default.
- W2893142924 hasAuthorship W2893142924A5025674223 @default.
- W2893142924 hasAuthorship W2893142924A5032404318 @default.
- W2893142924 hasAuthorship W2893142924A5049092406 @default.
- W2893142924 hasAuthorship W2893142924A5072690436 @default.
- W2893142924 hasConcept C41008148 @default.
- W2893142924 hasConceptScore W2893142924C41008148 @default.
- W2893142924 hasFunder F4320307904 @default.
- W2893142924 hasFunder F4320320879 @default.
- W2893142924 hasFunder F4320321114 @default.
- W2893142924 hasLocation W28931429241 @default.
- W2893142924 hasOpenAccess W2893142924 @default.
- W2893142924 hasPrimaryLocation W28931429241 @default.
- W2893142924 hasRelatedWork W2049775471 @default.
- W2893142924 hasRelatedWork W2093578348 @default.
- W2893142924 hasRelatedWork W2350741829 @default.
- W2893142924 hasRelatedWork W2358668433 @default.
- W2893142924 hasRelatedWork W2376932109 @default.
- W2893142924 hasRelatedWork W2382290278 @default.
- W2893142924 hasRelatedWork W2390279801 @default.
- W2893142924 hasRelatedWork W2748952813 @default.
- W2893142924 hasRelatedWork W2899084033 @default.
- W2893142924 hasRelatedWork W3004735627 @default.
- W2893142924 isParatext "false" @default.
- W2893142924 isRetracted "false" @default.
- W2893142924 magId "2893142924" @default.
- W2893142924 workType "article" @default.