FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3217755000> ?p ?o ?g. }

• W3217755000 endingPage "778" @default.
• W3217755000 startingPage "766" @default.
• W3217755000 abstract "Variable importance, interaction measures, and partial dependence plots are important summaries in the interpretation of statistical and machine learning models. In this article, we describe new visualization techniques for exploring these model summaries. We construct heatmap and graph-based displays showing variable importance and interaction jointly, which are carefully designed to highlight important aspects of the fit. We describe a new matrix-type layout showing all single and bivariate partial dependence plots, and an alternative layout based on graph Eulerians focusing on key subsets. Our new visualizations are model-agnostic and are applicable to regression and classification supervised learning settings. They enhance interpretation even in situations where the number of variables is large. Our R package vivid (variable importance and variable interaction displays) provides an implementation. Supplementary files for this article are available online." @default.
• W3217755000 created "2021-12-06" @default.
• W3217755000 creator A5011937254 @default.
• W3217755000 creator A5042898219 @default.
• W3217755000 creator A5068060543 @default.
• W3217755000 date "2022-01-04" @default.
• W3217755000 modified "2023-10-01" @default.
• W3217755000 title "Visualizing Variable Importance and Variable Interaction Effects in Machine Learning Models" @default.
• W3217755000 cites W2032388524 @default.
• W3217755000 cites W2040484093 @default.
• W3217755000 cites W2048231652 @default.
• W3217755000 cites W2066077440 @default.
• W3217755000 cites W2088475681 @default.
• W3217755000 cites W2091886411 @default.
• W3217755000 cites W2094839437 @default.
• W3217755000 cites W2102201073 @default.
• W3217755000 cites W2105398277 @default.
• W3217755000 cites W2116394790 @default.
• W3217755000 cites W2117101792 @default.
• W3217755000 cites W2123998733 @default.
• W3217755000 cites W2125847307 @default.
• W3217755000 cites W2133120537 @default.
• W3217755000 cites W2138766682 @default.
• W3217755000 cites W2142116340 @default.
• W3217755000 cites W2143461268 @default.
• W3217755000 cites W2143481518 @default.
• W3217755000 cites W2322754609 @default.
• W3217755000 cites W2461270385 @default.
• W3217755000 cites W2612932006 @default.
• W3217755000 cites W2787894218 @default.
• W3217755000 cites W2808418858 @default.
• W3217755000 cites W2889646458 @default.
• W3217755000 cites W2911964244 @default.
• W3217755000 cites W2962717969 @default.
• W3217755000 cites W2963292722 @default.
• W3217755000 cites W2989888127 @default.
• W3217755000 cites W3035517615 @default.
• W3217755000 cites W3047113895 @default.
• W3217755000 cites W3089708264 @default.
• W3217755000 cites W3102719377 @default.
• W3217755000 cites W3109065399 @default.
• W3217755000 cites W590241356 @default.
• W3217755000 doi "https://doi.org/10.1080/10618600.2021.2007935" @default.
• W3217755000 hasPublicationYear "2022" @default.
• W3217755000 type Work @default.
• W3217755000 sameAs 3217755000 @default.
• W3217755000 citedByCount "5" @default.
• W3217755000 countsByYear W32177550002022 @default.
• W3217755000 countsByYear W32177550002023 @default.
• W3217755000 crossrefType "journal-article" @default.
• W3217755000 hasAuthorship W3217755000A5011937254 @default.
• W3217755000 hasAuthorship W3217755000A5042898219 @default.
• W3217755000 hasAuthorship W3217755000A5068060543 @default.
• W3217755000 hasBestOaLocation W32177550001 @default.
• W3217755000 hasConcept C119857082 @default.
• W3217755000 hasConcept C124101348 @default.
• W3217755000 hasConcept C132525143 @default.
• W3217755000 hasConcept C134306372 @default.
• W3217755000 hasConcept C154945302 @default.
• W3217755000 hasConcept C182365436 @default.
• W3217755000 hasConcept C199360897 @default.
• W3217755000 hasConcept C27574286 @default.
• W3217755000 hasConcept C33923547 @default.
• W3217755000 hasConcept C36464697 @default.
• W3217755000 hasConcept C41008148 @default.
• W3217755000 hasConcept C527412718 @default.
• W3217755000 hasConcept C64341305 @default.
• W3217755000 hasConcept C80444323 @default.
• W3217755000 hasConceptScore W3217755000C119857082 @default.
• W3217755000 hasConceptScore W3217755000C124101348 @default.
• W3217755000 hasConceptScore W3217755000C132525143 @default.
• W3217755000 hasConceptScore W3217755000C134306372 @default.
• W3217755000 hasConceptScore W3217755000C154945302 @default.
• W3217755000 hasConceptScore W3217755000C182365436 @default.
• W3217755000 hasConceptScore W3217755000C199360897 @default.
• W3217755000 hasConceptScore W3217755000C27574286 @default.
• W3217755000 hasConceptScore W3217755000C33923547 @default.
• W3217755000 hasConceptScore W3217755000C36464697 @default.
• W3217755000 hasConceptScore W3217755000C41008148 @default.
• W3217755000 hasConceptScore W3217755000C527412718 @default.
• W3217755000 hasConceptScore W3217755000C64341305 @default.
• W3217755000 hasConceptScore W3217755000C80444323 @default.
• W3217755000 hasFunder F4320320847 @default.
• W3217755000 hasFunder F4320320854 @default.
• W3217755000 hasFunder F4320332999 @default.
• W3217755000 hasIssue "3" @default.
• W3217755000 hasLocation W32177550001 @default.
• W3217755000 hasLocation W32177550002 @default.
• W3217755000 hasLocation W32177550003 @default.
• W3217755000 hasOpenAccess W3217755000 @default.
• W3217755000 hasPrimaryLocation W32177550001 @default.
• W3217755000 hasRelatedWork W2013060750 @default.
• W3217755000 hasRelatedWork W2961085424 @default.
• W3217755000 hasRelatedWork W3046775127 @default.
• W3217755000 hasRelatedWork W3170094116 @default.
• W3217755000 hasRelatedWork W4285260836 @default.
• W3217755000 hasRelatedWork W4286629047 @default.
• W3217755000 hasRelatedWork W4306321456 @default.

• next