Matches in SemOpenAlex for { <https://semopenalex.org/work/W4297798504> ?p ?o ?g. }
Showing items 1 to 69 of
69
with 100 items per page.
- W4297798504 abstract "Distributed analytics engines such as Spark are a common choice for processing extremely large datasets. However, finding good configurations for these systems remains challenging, with each workload potentially requiring a different setup to run optimally. Using suboptimal configurations incurs significant extra runtime costs. %Furthermore, Spark and similar platforms are gaining traction within data-scientists communities where awareness of such issues is relatively low. We propose Tuneful, an approach that efficiently tunes the configuration of in-memory cluster computing systems. Tuneful combines incremental Sensitivity Analysis and Bayesian optimization to identify near-optimal configurations from a high-dimensional search space, using a small number of executions. This setup allows the tuning to be done online, without any previous training. Our experimental results show that Tuneful reduces the search time for finding close-to-optimal configurations by 62% (at the median) when compared to existing state-of-the-art techniques. This means that the amortization of the tuning cost happens significantly faster, enabling practical tuning for new classes of workloads." @default.
- W4297798504 created "2022-10-01" @default.
- W4297798504 creator A5005580571 @default.
- W4297798504 creator A5006965199 @default.
- W4297798504 creator A5022981584 @default.
- W4297798504 creator A5078041946 @default.
- W4297798504 creator A5084871131 @default.
- W4297798504 date "2020-01-22" @default.
- W4297798504 modified "2023-09-30" @default.
- W4297798504 title "Tuneful: An Online Significance-Aware Configuration Tuner for Big Data Analytics" @default.
- W4297798504 doi "https://doi.org/10.48550/arxiv.2001.08002" @default.
- W4297798504 hasPublicationYear "2020" @default.
- W4297798504 type Work @default.
- W4297798504 citedByCount "0" @default.
- W4297798504 crossrefType "posted-content" @default.
- W4297798504 hasAuthorship W4297798504A5005580571 @default.
- W4297798504 hasAuthorship W4297798504A5006965199 @default.
- W4297798504 hasAuthorship W4297798504A5022981584 @default.
- W4297798504 hasAuthorship W4297798504A5078041946 @default.
- W4297798504 hasAuthorship W4297798504A5084871131 @default.
- W4297798504 hasBestOaLocation W42977985041 @default.
- W4297798504 hasConcept C111919701 @default.
- W4297798504 hasConcept C113775141 @default.
- W4297798504 hasConcept C119857082 @default.
- W4297798504 hasConcept C120314980 @default.
- W4297798504 hasConcept C124101348 @default.
- W4297798504 hasConcept C127413603 @default.
- W4297798504 hasConcept C199360897 @default.
- W4297798504 hasConcept C21200559 @default.
- W4297798504 hasConcept C24326235 @default.
- W4297798504 hasConcept C2778049539 @default.
- W4297798504 hasConcept C2778476105 @default.
- W4297798504 hasConcept C2781215313 @default.
- W4297798504 hasConcept C41008148 @default.
- W4297798504 hasConcept C75684735 @default.
- W4297798504 hasConcept C79158427 @default.
- W4297798504 hasConcept C79403827 @default.
- W4297798504 hasConceptScore W4297798504C111919701 @default.
- W4297798504 hasConceptScore W4297798504C113775141 @default.
- W4297798504 hasConceptScore W4297798504C119857082 @default.
- W4297798504 hasConceptScore W4297798504C120314980 @default.
- W4297798504 hasConceptScore W4297798504C124101348 @default.
- W4297798504 hasConceptScore W4297798504C127413603 @default.
- W4297798504 hasConceptScore W4297798504C199360897 @default.
- W4297798504 hasConceptScore W4297798504C21200559 @default.
- W4297798504 hasConceptScore W4297798504C24326235 @default.
- W4297798504 hasConceptScore W4297798504C2778049539 @default.
- W4297798504 hasConceptScore W4297798504C2778476105 @default.
- W4297798504 hasConceptScore W4297798504C2781215313 @default.
- W4297798504 hasConceptScore W4297798504C41008148 @default.
- W4297798504 hasConceptScore W4297798504C75684735 @default.
- W4297798504 hasConceptScore W4297798504C79158427 @default.
- W4297798504 hasConceptScore W4297798504C79403827 @default.
- W4297798504 hasLocation W42977985041 @default.
- W4297798504 hasOpenAccess W4297798504 @default.
- W4297798504 hasPrimaryLocation W42977985041 @default.
- W4297798504 hasRelatedWork W2204201938 @default.
- W4297798504 hasRelatedWork W2920997070 @default.
- W4297798504 hasRelatedWork W2953793907 @default.
- W4297798504 hasRelatedWork W2980653475 @default.
- W4297798504 hasRelatedWork W3015302228 @default.
- W4297798504 hasRelatedWork W3191926225 @default.
- W4297798504 hasRelatedWork W4206451144 @default.
- W4297798504 hasRelatedWork W4206536433 @default.
- W4297798504 hasRelatedWork W4242971741 @default.
- W4297798504 hasRelatedWork W4366736309 @default.
- W4297798504 isParatext "false" @default.
- W4297798504 isRetracted "false" @default.
- W4297798504 workType "article" @default.