FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4200593453> ?p ?o ?g. }

• W4200593453 abstract "Computer simulations continue to grow in size and complexity and are moving towards exascale. Simulations at this scale can generate outputs that exceed both storage capacity and the bandwidth available for transferring to storage, making traditional offline statistical inference challenging. Therefore, it is desirable to embed statistical analyses in the simulation framework while the simulation is running - a strategy called in situ inference - to alleviate the burden of storage. In this work, we focus on adapting Principal Component Analysis (PCA) - a statistical method for reducing dimensionality of big data - to the in situ setting. We develop TributaryPCA: a distributed version of Oja&#x0027;s algorithm for streaming PCA that uses the Message Passing Interface (MPI) standard. Our approach significantly reduces data storage requirements of offline PCA and avoids excessive communication across compute nodes. We illustrate the method using data generated from the SHIELDS Framework for space weather simulation." @default.
• W4200593453 created "2021-12-31" @default.
• W4200593453 creator A5007402077 @default.
• W4200593453 creator A5016725199 @default.
• W4200593453 creator A5034501433 @default.
• W4200593453 creator A5052624174 @default.
• W4200593453 creator A5064091882 @default.
• W4200593453 creator A5071507211 @default.
• W4200593453 creator A5076860785 @default.
• W4200593453 date "2021-11-01" @default.
• W4200593453 modified "2023-09-23" @default.
• W4200593453 title "TributaryPCA: Distributed, Streaming PCA for In Situ Dimension Reduction with Application to Space Weather Simulations" @default.
• W4200593453 cites W1485437584 @default.
• W4200593453 cites W1661223625 @default.
• W4200593453 cites W1784620720 @default.
• W4200593453 cites W1964419747 @default.
• W4200593453 cites W1973164982 @default.
• W4200593453 cites W2006808488 @default.
• W4200593453 cites W2015136766 @default.
• W4200593453 cites W2032169078 @default.
• W4200593453 cites W2042791573 @default.
• W4200593453 cites W2050583479 @default.
• W4200593453 cites W2081925286 @default.
• W4200593453 cites W2088424151 @default.
• W4200593453 cites W2157237396 @default.
• W4200593453 cites W2279901945 @default.
• W4200593453 cites W2296083302 @default.
• W4200593453 cites W2298720961 @default.
• W4200593453 cites W2346425402 @default.
• W4200593453 cites W2432567885 @default.
• W4200593453 cites W2765877021 @default.
• W4200593453 cites W2768896577 @default.
• W4200593453 cites W2888567594 @default.
• W4200593453 cites W2963058819 @default.
• W4200593453 cites W2964044134 @default.
• W4200593453 cites W2990554251 @default.
• W4200593453 cites W3158905659 @default.
• W4200593453 cites W3164087718 @default.
• W4200593453 cites W5731987 @default.
• W4200593453 doi "https://doi.org/10.1109/drbsd754563.2021.00009" @default.
• W4200593453 hasPublicationYear "2021" @default.
• W4200593453 type Work @default.
• W4200593453 citedByCount "0" @default.
• W4200593453 crossrefType "proceedings-article" @default.
• W4200593453 hasAuthorship W4200593453A5007402077 @default.
• W4200593453 hasAuthorship W4200593453A5016725199 @default.
• W4200593453 hasAuthorship W4200593453A5034501433 @default.
• W4200593453 hasAuthorship W4200593453A5052624174 @default.
• W4200593453 hasAuthorship W4200593453A5064091882 @default.
• W4200593453 hasAuthorship W4200593453A5071507211 @default.
• W4200593453 hasAuthorship W4200593453A5076860785 @default.
• W4200593453 hasConcept C111030470 @default.
• W4200593453 hasConcept C111919701 @default.
• W4200593453 hasConcept C113843644 @default.
• W4200593453 hasConcept C11413529 @default.
• W4200593453 hasConcept C119857082 @default.
• W4200593453 hasConcept C120314980 @default.
• W4200593453 hasConcept C124101348 @default.
• W4200593453 hasConcept C129307140 @default.
• W4200593453 hasConcept C154945302 @default.
• W4200593453 hasConcept C157915830 @default.
• W4200593453 hasConcept C173608175 @default.
• W4200593453 hasConcept C179799912 @default.
• W4200593453 hasConcept C194739806 @default.
• W4200593453 hasConcept C27438332 @default.
• W4200593453 hasConcept C2776214188 @default.
• W4200593453 hasConcept C2776257435 @default.
• W4200593453 hasConcept C31258907 @default.
• W4200593453 hasConcept C41008148 @default.
• W4200593453 hasConcept C70518039 @default.
• W4200593453 hasConcept C75684735 @default.
• W4200593453 hasConceptScore W4200593453C111030470 @default.
• W4200593453 hasConceptScore W4200593453C111919701 @default.
• W4200593453 hasConceptScore W4200593453C113843644 @default.
• W4200593453 hasConceptScore W4200593453C11413529 @default.
• W4200593453 hasConceptScore W4200593453C119857082 @default.
• W4200593453 hasConceptScore W4200593453C120314980 @default.
• W4200593453 hasConceptScore W4200593453C124101348 @default.
• W4200593453 hasConceptScore W4200593453C129307140 @default.
• W4200593453 hasConceptScore W4200593453C154945302 @default.
• W4200593453 hasConceptScore W4200593453C157915830 @default.
• W4200593453 hasConceptScore W4200593453C173608175 @default.
• W4200593453 hasConceptScore W4200593453C179799912 @default.
• W4200593453 hasConceptScore W4200593453C194739806 @default.
• W4200593453 hasConceptScore W4200593453C27438332 @default.
• W4200593453 hasConceptScore W4200593453C2776214188 @default.
• W4200593453 hasConceptScore W4200593453C2776257435 @default.
• W4200593453 hasConceptScore W4200593453C31258907 @default.
• W4200593453 hasConceptScore W4200593453C41008148 @default.
• W4200593453 hasConceptScore W4200593453C70518039 @default.
• W4200593453 hasConceptScore W4200593453C75684735 @default.
• W4200593453 hasFunder F4320338304 @default.
• W4200593453 hasLocation W42005934531 @default.
• W4200593453 hasOpenAccess W4200593453 @default.
• W4200593453 hasPrimaryLocation W42005934531 @default.
• W4200593453 hasRelatedWork W10302706 @default.
• W4200593453 hasRelatedWork W11553578 @default.
• W4200593453 hasRelatedWork W11652828 @default.
• W4200593453 hasRelatedWork W12723491 @default.
• W4200593453 hasRelatedWork W12917353 @default.

• next