Matches in SemOpenAlex for { <https://semopenalex.org/work/W2953233585> ?p ?o ?g. }
Showing items 1 to 93 of
93
with 100 items per page.
- W2953233585 abstract "Tree-based models have proven to be an effective solution for web ranking as well as other problems in diverse domains. This paper focuses on optimizing the runtime performance of applying such models to make predictions, given an already-trained model. Although exceedingly simple conceptually, most implementations of tree-based models do not efficiently utilize modern superscalar processor architectures. By laying out data structures in memory in a more cache-conscious fashion, removing branches from the execution flow using a technique called predication, and micro-batching predictions using a technique called vectorization, we are able to better exploit modern processor architectures and significantly improve the speed of tree-based models over hard-coded if-else blocks. Our work contributes to the exploration of architecture-conscious runtime implementations of machine learning algorithms." @default.
- W2953233585 created "2019-06-27" @default.
- W2953233585 creator A5048421272 @default.
- W2953233585 creator A5060259737 @default.
- W2953233585 creator A5082997975 @default.
- W2953233585 date "2012-12-11" @default.
- W2953233585 modified "2023-09-27" @default.
- W2953233585 title "Runtime Optimizations for Prediction with Tree-Based Models" @default.
- W2953233585 cites W1973435495 @default.
- W2953233585 cites W1987238352 @default.
- W2953233585 cites W1987356990 @default.
- W2953233585 cites W2038509324 @default.
- W2953233585 cites W2058224795 @default.
- W2953233585 cites W2061453990 @default.
- W2953233585 cites W206268357 @default.
- W2953233585 cites W2063483916 @default.
- W2953233585 cites W2078584104 @default.
- W2953233585 cites W2094145178 @default.
- W2953233585 cites W2108278040 @default.
- W2953233585 cites W2115584760 @default.
- W2953233585 cites W2116420167 @default.
- W2953233585 cites W2124851765 @default.
- W2953233585 cites W2125816831 @default.
- W2953233585 cites W2137077706 @default.
- W2953233585 cites W2155651153 @default.
- W2953233585 cites W2545960051 @default.
- W2953233585 cites W2949654875 @default.
- W2953233585 cites W3125278938 @default.
- W2953233585 cites W656215335 @default.
- W2953233585 hasPublicationYear "2012" @default.
- W2953233585 type Work @default.
- W2953233585 sameAs 2953233585 @default.
- W2953233585 citedByCount "2" @default.
- W2953233585 countsByYear W29532335852016 @default.
- W2953233585 crossrefType "posted-content" @default.
- W2953233585 hasAuthorship W2953233585A5048421272 @default.
- W2953233585 hasAuthorship W2953233585A5060259737 @default.
- W2953233585 hasAuthorship W2953233585A5082997975 @default.
- W2953233585 hasConcept C113174947 @default.
- W2953233585 hasConcept C115537543 @default.
- W2953233585 hasConcept C118524514 @default.
- W2953233585 hasConcept C134306372 @default.
- W2953233585 hasConcept C150552126 @default.
- W2953233585 hasConcept C165696696 @default.
- W2953233585 hasConcept C173608175 @default.
- W2953233585 hasConcept C199360897 @default.
- W2953233585 hasConcept C26713055 @default.
- W2953233585 hasConcept C33923547 @default.
- W2953233585 hasConcept C38652104 @default.
- W2953233585 hasConcept C41008148 @default.
- W2953233585 hasConcept C41681595 @default.
- W2953233585 hasConcept C80444323 @default.
- W2953233585 hasConceptScore W2953233585C113174947 @default.
- W2953233585 hasConceptScore W2953233585C115537543 @default.
- W2953233585 hasConceptScore W2953233585C118524514 @default.
- W2953233585 hasConceptScore W2953233585C134306372 @default.
- W2953233585 hasConceptScore W2953233585C150552126 @default.
- W2953233585 hasConceptScore W2953233585C165696696 @default.
- W2953233585 hasConceptScore W2953233585C173608175 @default.
- W2953233585 hasConceptScore W2953233585C199360897 @default.
- W2953233585 hasConceptScore W2953233585C26713055 @default.
- W2953233585 hasConceptScore W2953233585C33923547 @default.
- W2953233585 hasConceptScore W2953233585C38652104 @default.
- W2953233585 hasConceptScore W2953233585C41008148 @default.
- W2953233585 hasConceptScore W2953233585C41681595 @default.
- W2953233585 hasConceptScore W2953233585C80444323 @default.
- W2953233585 hasLocation W29532335851 @default.
- W2953233585 hasOpenAccess W2953233585 @default.
- W2953233585 hasPrimaryLocation W29532335851 @default.
- W2953233585 hasRelatedWork W124540566 @default.
- W2953233585 hasRelatedWork W1516570188 @default.
- W2953233585 hasRelatedWork W1565283590 @default.
- W2953233585 hasRelatedWork W1971065013 @default.
- W2953233585 hasRelatedWork W2018966684 @default.
- W2953233585 hasRelatedWork W2115667390 @default.
- W2953233585 hasRelatedWork W2117741696 @default.
- W2953233585 hasRelatedWork W2252715512 @default.
- W2953233585 hasRelatedWork W2291474020 @default.
- W2953233585 hasRelatedWork W2314944927 @default.
- W2953233585 hasRelatedWork W2606167063 @default.
- W2953233585 hasRelatedWork W2731911005 @default.
- W2953233585 hasRelatedWork W2772573827 @default.
- W2953233585 hasRelatedWork W2799666047 @default.
- W2953233585 hasRelatedWork W2899371701 @default.
- W2953233585 hasRelatedWork W2975489744 @default.
- W2953233585 hasRelatedWork W3080709216 @default.
- W2953233585 hasRelatedWork W3092207469 @default.
- W2953233585 hasRelatedWork W376853803 @default.
- W2953233585 hasRelatedWork W2461790642 @default.
- W2953233585 isParatext "false" @default.
- W2953233585 isRetracted "false" @default.
- W2953233585 magId "2953233585" @default.
- W2953233585 workType "article" @default.