FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2747362881> ?p ?o ?g. }

• W2747362881 endingPage "268" @default.
• W2747362881 startingPage "256" @default.
• W2747362881 abstract "Many techniques such as scheduling and resource provisioning rely on performance prediction of workflow tasks for varying input data. However, such estimates are difficult to generate in the cloud. This paper introduces a novel two-stage machine learning approach for predicting workflow task execution times for varying input data in the cloud. In order to achieve high accuracy predictions, our approach relies on parameters reflecting runtime information and two stages of predictions. Empirical results for four real world workflow applications and several commercial cloud providers demonstrate that our approach outperforms existing prediction methods. In our experiments, our approach respectively achieves a best-case and worst-case estimation error of 1.6 and 12.2 percent, while existing methods achieved errors beyond 20 percent (for some cases even over 50 percent) in more than 75 percent of the evaluated workflow tasks. In addition, we show that the models predicted by our approach for a specific cloud can be ported with low effort to new clouds with low errors by requiring only a small number of executions." @default.
• W2747362881 created "2017-08-31" @default.
• W2747362881 creator A5005617723 @default.
• W2747362881 creator A5064235539 @default.
• W2747362881 creator A5087563783 @default.
• W2747362881 date "2020-01-01" @default.
• W2747362881 modified "2023-10-16" @default.
• W2747362881 title "Predicting Workflow Task Execution Time in the Cloud Using A Two-Stage Machine Learning Approach" @default.
• W2747362881 cites W1892383984 @default.
• W2747362881 cites W1966275653 @default.
• W2747362881 cites W1982008063 @default.
• W2747362881 cites W1992928900 @default.
• W2747362881 cites W1992930088 @default.
• W2747362881 cites W2013050450 @default.
• W2747362881 cites W2025983224 @default.
• W2747362881 cites W2047280416 @default.
• W2747362881 cites W2049633694 @default.
• W2747362881 cites W2050538617 @default.
• W2747362881 cites W2089367555 @default.
• W2747362881 cites W2096812688 @default.
• W2747362881 cites W2109546901 @default.
• W2747362881 cites W2148325535 @default.
• W2747362881 cites W2157777898 @default.
• W2747362881 cites W2164385378 @default.
• W2747362881 cites W2171124558 @default.
• W2747362881 cites W2201958145 @default.
• W2747362881 cites W2202483651 @default.
• W2747362881 cites W2911964244 @default.
• W2747362881 cites W3122598275 @default.
• W2747362881 cites W4212883601 @default.
• W2747362881 cites W4235713822 @default.
• W2747362881 cites W4237527047 @default.
• W2747362881 cites W4240916550 @default.
• W2747362881 doi "https://doi.org/10.1109/tcc.2017.2732344" @default.
• W2747362881 hasPublicationYear "2020" @default.
• W2747362881 type Work @default.
• W2747362881 sameAs 2747362881 @default.
• W2747362881 citedByCount "62" @default.
• W2747362881 countsByYear W27473628812017 @default.
• W2747362881 countsByYear W27473628812018 @default.
• W2747362881 countsByYear W27473628812019 @default.
• W2747362881 countsByYear W27473628812020 @default.
• W2747362881 countsByYear W27473628812021 @default.
• W2747362881 countsByYear W27473628812022 @default.
• W2747362881 countsByYear W27473628812023 @default.
• W2747362881 crossrefType "journal-article" @default.
• W2747362881 hasAuthorship W2747362881A5005617723 @default.
• W2747362881 hasAuthorship W2747362881A5064235539 @default.
• W2747362881 hasAuthorship W2747362881A5087563783 @default.
• W2747362881 hasBestOaLocation W27473628811 @default.
• W2747362881 hasConcept C106251023 @default.
• W2747362881 hasConcept C111919701 @default.
• W2747362881 hasConcept C119857082 @default.
• W2747362881 hasConcept C120314980 @default.
• W2747362881 hasConcept C124101348 @default.
• W2747362881 hasConcept C140824633 @default.
• W2747362881 hasConcept C154945302 @default.
• W2747362881 hasConcept C162324750 @default.
• W2747362881 hasConcept C172191483 @default.
• W2747362881 hasConcept C177212765 @default.
• W2747362881 hasConcept C187736073 @default.
• W2747362881 hasConcept C206729178 @default.
• W2747362881 hasConcept C21547014 @default.
• W2747362881 hasConcept C2777904410 @default.
• W2747362881 hasConcept C2780451532 @default.
• W2747362881 hasConcept C41008148 @default.
• W2747362881 hasConcept C77088390 @default.
• W2747362881 hasConcept C79403827 @default.
• W2747362881 hasConcept C79974875 @default.
• W2747362881 hasConceptScore W2747362881C106251023 @default.
• W2747362881 hasConceptScore W2747362881C111919701 @default.
• W2747362881 hasConceptScore W2747362881C119857082 @default.
• W2747362881 hasConceptScore W2747362881C120314980 @default.
• W2747362881 hasConceptScore W2747362881C124101348 @default.
• W2747362881 hasConceptScore W2747362881C140824633 @default.
• W2747362881 hasConceptScore W2747362881C154945302 @default.
• W2747362881 hasConceptScore W2747362881C162324750 @default.
• W2747362881 hasConceptScore W2747362881C172191483 @default.
• W2747362881 hasConceptScore W2747362881C177212765 @default.
• W2747362881 hasConceptScore W2747362881C187736073 @default.
• W2747362881 hasConceptScore W2747362881C206729178 @default.
• W2747362881 hasConceptScore W2747362881C21547014 @default.
• W2747362881 hasConceptScore W2747362881C2777904410 @default.
• W2747362881 hasConceptScore W2747362881C2780451532 @default.
• W2747362881 hasConceptScore W2747362881C41008148 @default.
• W2747362881 hasConceptScore W2747362881C77088390 @default.
• W2747362881 hasConceptScore W2747362881C79403827 @default.
• W2747362881 hasConceptScore W2747362881C79974875 @default.
• W2747362881 hasIssue "1" @default.
• W2747362881 hasLocation W27473628811 @default.
• W2747362881 hasLocation W27473628812 @default.
• W2747362881 hasOpenAccess W2747362881 @default.
• W2747362881 hasPrimaryLocation W27473628811 @default.
• W2747362881 hasRelatedWork W1513593385 @default.
• W2747362881 hasRelatedWork W1600415972 @default.
• W2747362881 hasRelatedWork W1651185206 @default.
• W2747362881 hasRelatedWork W2406201540 @default.
• W2747362881 hasRelatedWork W2413018237 @default.

• next