Matches in SemOpenAlex for { <https://semopenalex.org/work/W3186186619> ?p ?o ?g. }
Showing items 1 to 82 of
82
with 100 items per page.
- W3186186619 abstract "Popular feature importance techniques compute additive approximations to nonlinear models by first defining a cooperative game describing the value of different subsets of the model’s features, then calculating the resulting game’s Shapley values to attribute credit additively between the features. However, the specific modeling settings in which the Shapley values are a poor approximation for the true game have not been well-described. In this paper we utilize an interpretation of Shapley values as the result of an orthogonal projection between vector spaces to calculate a residual representing the kernel component of that projection. We provide an algorithm for computing these residuals, characterize different modeling settings based on the value of the residuals, and demonstrate that they capture information about model predictions that Shapley values cannot." @default.
- W3186186619 created "2021-08-02" @default.
- W3186186619 creator A5035997603 @default.
- W3186186619 creator A5044396805 @default.
- W3186186619 creator A5061790878 @default.
- W3186186619 creator A5086384189 @default.
- W3186186619 date "2020-01-01" @default.
- W3186186619 modified "2023-09-23" @default.
- W3186186619 title "Shapley Residuals: Quantifying the limits of the Shapley value for explanations." @default.
- W3186186619 hasPublicationYear "2020" @default.
- W3186186619 type Work @default.
- W3186186619 sameAs 3186186619 @default.
- W3186186619 citedByCount "2" @default.
- W3186186619 countsByYear W31861866192021 @default.
- W3186186619 crossrefType "proceedings-article" @default.
- W3186186619 hasAuthorship W3186186619A5035997603 @default.
- W3186186619 hasAuthorship W3186186619A5044396805 @default.
- W3186186619 hasAuthorship W3186186619A5061790878 @default.
- W3186186619 hasAuthorship W3186186619A5086384189 @default.
- W3186186619 hasConcept C11413529 @default.
- W3186186619 hasConcept C118615104 @default.
- W3186186619 hasConcept C126255220 @default.
- W3186186619 hasConcept C138885662 @default.
- W3186186619 hasConcept C144237770 @default.
- W3186186619 hasConcept C155512373 @default.
- W3186186619 hasConcept C177142836 @default.
- W3186186619 hasConcept C199022921 @default.
- W3186186619 hasConcept C199360897 @default.
- W3186186619 hasConcept C2776401178 @default.
- W3186186619 hasConcept C2781416736 @default.
- W3186186619 hasConcept C28826006 @default.
- W3186186619 hasConcept C33923547 @default.
- W3186186619 hasConcept C41008148 @default.
- W3186186619 hasConcept C41895202 @default.
- W3186186619 hasConcept C527412718 @default.
- W3186186619 hasConcept C57493831 @default.
- W3186186619 hasConcept C74193536 @default.
- W3186186619 hasConceptScore W3186186619C11413529 @default.
- W3186186619 hasConceptScore W3186186619C118615104 @default.
- W3186186619 hasConceptScore W3186186619C126255220 @default.
- W3186186619 hasConceptScore W3186186619C138885662 @default.
- W3186186619 hasConceptScore W3186186619C144237770 @default.
- W3186186619 hasConceptScore W3186186619C155512373 @default.
- W3186186619 hasConceptScore W3186186619C177142836 @default.
- W3186186619 hasConceptScore W3186186619C199022921 @default.
- W3186186619 hasConceptScore W3186186619C199360897 @default.
- W3186186619 hasConceptScore W3186186619C2776401178 @default.
- W3186186619 hasConceptScore W3186186619C2781416736 @default.
- W3186186619 hasConceptScore W3186186619C28826006 @default.
- W3186186619 hasConceptScore W3186186619C33923547 @default.
- W3186186619 hasConceptScore W3186186619C41008148 @default.
- W3186186619 hasConceptScore W3186186619C41895202 @default.
- W3186186619 hasConceptScore W3186186619C527412718 @default.
- W3186186619 hasConceptScore W3186186619C57493831 @default.
- W3186186619 hasConceptScore W3186186619C74193536 @default.
- W3186186619 hasLocation W31861866191 @default.
- W3186186619 hasOpenAccess W3186186619 @default.
- W3186186619 hasPrimaryLocation W31861866191 @default.
- W3186186619 hasRelatedWork W1001287412 @default.
- W3186186619 hasRelatedWork W1506041035 @default.
- W3186186619 hasRelatedWork W1994956922 @default.
- W3186186619 hasRelatedWork W2118312974 @default.
- W3186186619 hasRelatedWork W2163967519 @default.
- W3186186619 hasRelatedWork W2380202880 @default.
- W3186186619 hasRelatedWork W2498050860 @default.
- W3186186619 hasRelatedWork W2519875705 @default.
- W3186186619 hasRelatedWork W2775620190 @default.
- W3186186619 hasRelatedWork W2808839094 @default.
- W3186186619 hasRelatedWork W2950301635 @default.
- W3186186619 hasRelatedWork W2990782003 @default.
- W3186186619 hasRelatedWork W2996024399 @default.
- W3186186619 hasRelatedWork W2996537108 @default.
- W3186186619 hasRelatedWork W3020946223 @default.
- W3186186619 hasRelatedWork W3123259369 @default.
- W3186186619 hasRelatedWork W3139758891 @default.
- W3186186619 hasRelatedWork W3150596181 @default.
- W3186186619 hasRelatedWork W3183516532 @default.
- W3186186619 hasRelatedWork W928334094 @default.
- W3186186619 isParatext "false" @default.
- W3186186619 isRetracted "false" @default.
- W3186186619 magId "3186186619" @default.
- W3186186619 workType "article" @default.