FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4313705063> ?p ?o ?g. }

• W4313705063 endingPage "101483" @default.
• W4313705063 startingPage "101483" @default.
• W4313705063 abstract "We consider the influence of two types of contextual information, background information available to users and users’ goals, on users’ views and preferences regarding textual explanations generated for the outcomes predicted by Decision Trees (DTs). To investigate the influence of background information, we generate contrastive explanations that address potential conflicts between aspects of DT predictions and plausible expectations licensed by background information. We define four types of conflicts, operationalize their identification, and specify explanatory schemas that address them. To investigate the influence of users’ goals, we employ an interactive setting where given a goal and an initial explanation for a predicted outcome, users select follow-up questions, and assess the explanations that answer these questions. Here, we offer algorithms to generate explanations that address six types of follow-up questions. The main result from both user studies is that explanations which have a contrastive aspect about a predicted class are generally preferred by users. In addition, the results from the first study indicate that these explanations are deemed especially valuable when users expectations differ from predicted outcomes; and the results from the second study indicate that contrastive explanations which describe how to change a predicted outcome are particularly well regarded in terms of helping users achieve this goal, and they are also popular in terms of helping users achieve other goals." @default.
• W4313705063 created "2023-01-08" @default.
• W4313705063 creator A5005939553 @default.
• W4313705063 creator A5035648097 @default.
• W4313705063 creator A5045662541 @default.
• W4313705063 creator A5081525024 @default.
• W4313705063 date "2023-06-01" @default.
• W4313705063 modified "2023-10-17" @default.
• W4313705063 title "Influence of context on users’ views about explanations for decision-tree predictions" @default.
• W4313705063 cites W1579090648 @default.
• W4313705063 cites W1968634175 @default.
• W4313705063 cites W1996209520 @default.
• W4313705063 cites W1996877569 @default.
• W4313705063 cites W2021581601 @default.
• W4313705063 cites W2039546655 @default.
• W4313705063 cites W2045903770 @default.
• W4313705063 cites W2116151961 @default.
• W4313705063 cites W2175216453 @default.
• W4313705063 cites W2282821441 @default.
• W4313705063 cites W2342281051 @default.
• W4313705063 cites W2513866468 @default.
• W4313705063 cites W2618132268 @default.
• W4313705063 cites W2741678970 @default.
• W4313705063 cites W2745777039 @default.
• W4313705063 cites W2763172566 @default.
• W4313705063 cites W2788403449 @default.
• W4313705063 cites W2795530988 @default.
• W4313705063 cites W2862332728 @default.
• W4313705063 cites W2940373590 @default.
• W4313705063 cites W2942073295 @default.
• W4313705063 cites W2954197146 @default.
• W4313705063 cites W2963095307 @default.
• W4313705063 cites W2964125683 @default.
• W4313705063 cites W2966362896 @default.
• W4313705063 cites W2979716919 @default.
• W4313705063 cites W2994120362 @default.
• W4313705063 cites W3081769598 @default.
• W4313705063 cites W3103795814 @default.
• W4313705063 cites W3104847483 @default.
• W4313705063 cites W3107855336 @default.
• W4313705063 cites W3125997628 @default.
• W4313705063 cites W4231827019 @default.
• W4313705063 cites W68015109 @default.
• W4313705063 doi "https://doi.org/10.1016/j.csl.2023.101483" @default.
• W4313705063 hasPublicationYear "2023" @default.
• W4313705063 type Work @default.
• W4313705063 citedByCount "0" @default.
• W4313705063 crossrefType "journal-article" @default.
• W4313705063 hasAuthorship W4313705063A5005939553 @default.
• W4313705063 hasAuthorship W4313705063A5035648097 @default.
• W4313705063 hasAuthorship W4313705063A5045662541 @default.
• W4313705063 hasAuthorship W4313705063A5081525024 @default.
• W4313705063 hasConcept C111472728 @default.
• W4313705063 hasConcept C116834253 @default.
• W4313705063 hasConcept C138885662 @default.
• W4313705063 hasConcept C144237770 @default.
• W4313705063 hasConcept C148220186 @default.
• W4313705063 hasConcept C151730666 @default.
• W4313705063 hasConcept C154945302 @default.
• W4313705063 hasConcept C2522767166 @default.
• W4313705063 hasConcept C2777212361 @default.
• W4313705063 hasConcept C2779343474 @default.
• W4313705063 hasConcept C33923547 @default.
• W4313705063 hasConcept C41008148 @default.
• W4313705063 hasConcept C59822182 @default.
• W4313705063 hasConcept C86803240 @default.
• W4313705063 hasConcept C9354725 @default.
• W4313705063 hasConceptScore W4313705063C111472728 @default.
• W4313705063 hasConceptScore W4313705063C116834253 @default.
• W4313705063 hasConceptScore W4313705063C138885662 @default.
• W4313705063 hasConceptScore W4313705063C144237770 @default.
• W4313705063 hasConceptScore W4313705063C148220186 @default.
• W4313705063 hasConceptScore W4313705063C151730666 @default.
• W4313705063 hasConceptScore W4313705063C154945302 @default.
• W4313705063 hasConceptScore W4313705063C2522767166 @default.
• W4313705063 hasConceptScore W4313705063C2777212361 @default.
• W4313705063 hasConceptScore W4313705063C2779343474 @default.
• W4313705063 hasConceptScore W4313705063C33923547 @default.
• W4313705063 hasConceptScore W4313705063C41008148 @default.
• W4313705063 hasConceptScore W4313705063C59822182 @default.
• W4313705063 hasConceptScore W4313705063C86803240 @default.
• W4313705063 hasConceptScore W4313705063C9354725 @default.
• W4313705063 hasLocation W43137050631 @default.
• W4313705063 hasOpenAccess W4313705063 @default.
• W4313705063 hasPrimaryLocation W43137050631 @default.
• W4313705063 hasRelatedWork W1978193169 @default.
• W4313705063 hasRelatedWork W2032236720 @default.
• W4313705063 hasRelatedWork W2037830852 @default.
• W4313705063 hasRelatedWork W2090512807 @default.
• W4313705063 hasRelatedWork W2363804782 @default.
• W4313705063 hasRelatedWork W2739591556 @default.
• W4313705063 hasRelatedWork W2899374547 @default.
• W4313705063 hasRelatedWork W3216619183 @default.
• W4313705063 hasRelatedWork W4248817909 @default.
• W4313705063 hasRelatedWork W4367048510 @default.
• W4313705063 hasVolume "81" @default.
• W4313705063 isParatext "false" @default.
• W4313705063 isRetracted "false" @default.

• next