Matches in SemOpenAlex for { <https://semopenalex.org/work/W4224993429> ?p ?o ?g. }
Showing items 1 to 75 of
75
with 100 items per page.
- W4224993429 abstract "Model-agnostic explainable AI tools explain their predictions by means of ’local’ feature contributions. We empirically investigate two potential improvements over current approaches. The first one is to always present feature contributions in terms of the contribution to the outcome that is perceived as positive by the user (“positive framing”). The second one is to add “semantic labeling”, that explains the directionality of each feature contribution (“this feature leads to +5% eligibility”), reducing additional cognitive processing steps. In a user study, participants evaluated the understandability of explanations for different framing and labeling conditions for loan applications and music recommendations. We found that positive framing improves understandability even when the prediction is negative. Additionally, adding semantic labels eliminates any framing effects on understandability, with positive labels outperforming negative labels. We implemented our suggestions in a package ArgueView[11]." @default.
- W4224993429 created "2022-04-28" @default.
- W4224993429 creator A5006886273 @default.
- W4224993429 creator A5042649883 @default.
- W4224993429 creator A5069451287 @default.
- W4224993429 creator A5074802146 @default.
- W4224993429 date "2022-04-29" @default.
- W4224993429 modified "2023-10-15" @default.
- W4224993429 title "Improving understandability of feature contributions in model-agnostic explainable AI tools" @default.
- W4224993429 cites W1996796871 @default.
- W4224993429 cites W2005611533 @default.
- W4224993429 cites W2021665578 @default.
- W4224993429 cites W2151679033 @default.
- W4224993429 cites W2493343568 @default.
- W4224993429 cites W2516809705 @default.
- W4224993429 cites W2588078446 @default.
- W4224993429 cites W2810511505 @default.
- W4224993429 cites W3013870856 @default.
- W4224993429 cites W3094294665 @default.
- W4224993429 cites W3102834905 @default.
- W4224993429 cites W3130391092 @default.
- W4224993429 cites W3132091045 @default.
- W4224993429 cites W3133894893 @default.
- W4224993429 cites W3163257742 @default.
- W4224993429 cites W3183729494 @default.
- W4224993429 doi "https://doi.org/10.1145/3491102.3517650" @default.
- W4224993429 hasPublicationYear "2022" @default.
- W4224993429 type Work @default.
- W4224993429 citedByCount "3" @default.
- W4224993429 countsByYear W42249934292022 @default.
- W4224993429 countsByYear W42249934292023 @default.
- W4224993429 crossrefType "proceedings-article" @default.
- W4224993429 hasAuthorship W4224993429A5006886273 @default.
- W4224993429 hasAuthorship W4224993429A5042649883 @default.
- W4224993429 hasAuthorship W4224993429A5069451287 @default.
- W4224993429 hasAuthorship W4224993429A5074802146 @default.
- W4224993429 hasBestOaLocation W42249934291 @default.
- W4224993429 hasConcept C119857082 @default.
- W4224993429 hasConcept C127413603 @default.
- W4224993429 hasConcept C138885662 @default.
- W4224993429 hasConcept C154945302 @default.
- W4224993429 hasConcept C169087156 @default.
- W4224993429 hasConcept C204321447 @default.
- W4224993429 hasConcept C2776401178 @default.
- W4224993429 hasConcept C41008148 @default.
- W4224993429 hasConcept C41895202 @default.
- W4224993429 hasConcept C66938386 @default.
- W4224993429 hasConceptScore W4224993429C119857082 @default.
- W4224993429 hasConceptScore W4224993429C127413603 @default.
- W4224993429 hasConceptScore W4224993429C138885662 @default.
- W4224993429 hasConceptScore W4224993429C154945302 @default.
- W4224993429 hasConceptScore W4224993429C169087156 @default.
- W4224993429 hasConceptScore W4224993429C204321447 @default.
- W4224993429 hasConceptScore W4224993429C2776401178 @default.
- W4224993429 hasConceptScore W4224993429C41008148 @default.
- W4224993429 hasConceptScore W4224993429C41895202 @default.
- W4224993429 hasConceptScore W4224993429C66938386 @default.
- W4224993429 hasLocation W42249934291 @default.
- W4224993429 hasLocation W42249934292 @default.
- W4224993429 hasLocation W42249934293 @default.
- W4224993429 hasOpenAccess W4224993429 @default.
- W4224993429 hasPrimaryLocation W42249934291 @default.
- W4224993429 hasRelatedWork W2961085424 @default.
- W4224993429 hasRelatedWork W3046775127 @default.
- W4224993429 hasRelatedWork W3107602296 @default.
- W4224993429 hasRelatedWork W3170094116 @default.
- W4224993429 hasRelatedWork W3209574120 @default.
- W4224993429 hasRelatedWork W4210805261 @default.
- W4224993429 hasRelatedWork W4306674287 @default.
- W4224993429 hasRelatedWork W4312192474 @default.
- W4224993429 hasRelatedWork W4386462264 @default.
- W4224993429 hasRelatedWork W4387297750 @default.
- W4224993429 isParatext "false" @default.
- W4224993429 isRetracted "false" @default.
- W4224993429 workType "article" @default.