Matches in SemOpenAlex for { <https://semopenalex.org/work/W4310921808> ?p ?o ?g. }
Showing items 1 to 50 of
50
with 100 items per page.
- W4310921808 abstract "Variable importance is defined as a measure of each regressor's contribution to model fit. Using R^2 as the fit criterion in linear models leads to the Shapley value (LMG) and proportionate value (PMVD) as variable importance measures. Similar measures are defined for ensemble models, using random forests as the example. The properties of the LMG and PMVD are compared. Variable importance is proposed to assess regressors' practical effects or oomph. The uses of variable importance in modelling, interventions and causal analysis are discussed." @default.
- W4310921808 created "2022-12-21" @default.
- W4310921808 creator A5084115931 @default.
- W4310921808 date "2022-12-06" @default.
- W4310921808 modified "2023-10-16" @default.
- W4310921808 title "The Importance of Variable Importance" @default.
- W4310921808 doi "https://doi.org/10.48550/arxiv.2212.03289" @default.
- W4310921808 hasPublicationYear "2022" @default.
- W4310921808 type Work @default.
- W4310921808 citedByCount "0" @default.
- W4310921808 crossrefType "posted-content" @default.
- W4310921808 hasAuthorship W4310921808A5084115931 @default.
- W4310921808 hasBestOaLocation W43109218081 @default.
- W4310921808 hasConcept C105795698 @default.
- W4310921808 hasConcept C124101348 @default.
- W4310921808 hasConcept C134306372 @default.
- W4310921808 hasConcept C149782125 @default.
- W4310921808 hasConcept C182365436 @default.
- W4310921808 hasConcept C27574286 @default.
- W4310921808 hasConcept C2776291640 @default.
- W4310921808 hasConcept C2780009758 @default.
- W4310921808 hasConcept C33923547 @default.
- W4310921808 hasConcept C41008148 @default.
- W4310921808 hasConceptScore W4310921808C105795698 @default.
- W4310921808 hasConceptScore W4310921808C124101348 @default.
- W4310921808 hasConceptScore W4310921808C134306372 @default.
- W4310921808 hasConceptScore W4310921808C149782125 @default.
- W4310921808 hasConceptScore W4310921808C182365436 @default.
- W4310921808 hasConceptScore W4310921808C27574286 @default.
- W4310921808 hasConceptScore W4310921808C2776291640 @default.
- W4310921808 hasConceptScore W4310921808C2780009758 @default.
- W4310921808 hasConceptScore W4310921808C33923547 @default.
- W4310921808 hasConceptScore W4310921808C41008148 @default.
- W4310921808 hasLocation W43109218081 @default.
- W4310921808 hasLocation W43109218082 @default.
- W4310921808 hasOpenAccess W4310921808 @default.
- W4310921808 hasPrimaryLocation W43109218081 @default.
- W4310921808 hasRelatedWork W2360673138 @default.
- W4310921808 hasRelatedWork W2382043075 @default.
- W4310921808 hasRelatedWork W2387011115 @default.
- W4310921808 hasRelatedWork W2808854221 @default.
- W4310921808 hasRelatedWork W2809151339 @default.
- W4310921808 hasRelatedWork W4255628145 @default.
- W4310921808 hasRelatedWork W4255837520 @default.
- W4310921808 hasRelatedWork W4311072340 @default.
- W4310921808 hasRelatedWork W4375841781 @default.
- W4310921808 hasRelatedWork W4382559908 @default.
- W4310921808 isParatext "false" @default.
- W4310921808 isRetracted "false" @default.
- W4310921808 workType "article" @default.