Matches in SemOpenAlex for { <https://semopenalex.org/work/W2860751629> ?p ?o ?g. }
Showing items 1 to 94 of
94
with 100 items per page.
- W2860751629 abstract "Explanations can give credibility to recommendations and help users to make better choices. In current recommender systems, explanation is a step that comes after recommendation. In this paper, we describe an approach that turns recommender systems on their head. In our approach, which we call Recommendation-by-Explanation (hr-by-e ), the system constructs a reason, or explanation, for recommending each candidate item; then it recommends those candidate items that have the best explanations. By unifying recommendation and explanation, r-by-e finds relevant recommendations with explanations that have a high degree of fidelity. We present the results of an offline experiment using a movie recommendation dataset. We show that r-by-e achieves higher precision than a comparable recommender, while both produce recommendations with roughly equal levels of diversity and serendipity. We also present the results of deploying a web-based system through which we have conducted two user trials. In one trial, we evaluate recommendation quality. Participants in this trial found r-by-e's recommendations to be more diverse, serendipitous and relevant than those of the competitor system. In another trial, we evaluate explanation quality. We used a re-rating task: users rated recommendations initially in the case where they were given only the explanation and not the identity of the movie, and then re-rated in the case where they were given information about the recommended movie. We found a stronger correlation between the pairs of ratings in the case of r-by-e. This suggests that r-by-e's explanations allow users to make more accurate judgments about the quality of recommended items." @default.
- W2860751629 created "2018-07-19" @default.
- W2860751629 creator A5008002610 @default.
- W2860751629 creator A5075250646 @default.
- W2860751629 date "2018-07-03" @default.
- W2860751629 modified "2023-10-14" @default.
- W2860751629 title "Explanations that are Intrinsic to Recommendations" @default.
- W2860751629 cites W1994606570 @default.
- W2860751629 cites W2045663397 @default.
- W2860751629 cites W2048567639 @default.
- W2860751629 cites W2100171245 @default.
- W2860751629 cites W2114281505 @default.
- W2860751629 cites W2126159342 @default.
- W2860751629 cites W2134584261 @default.
- W2860751629 cites W2138216384 @default.
- W2860751629 cites W2148855470 @default.
- W2860751629 cites W2159094788 @default.
- W2860751629 cites W2507449987 @default.
- W2860751629 cites W2511352244 @default.
- W2860751629 cites W2562236173 @default.
- W2860751629 cites W2593222764 @default.
- W2860751629 doi "https://doi.org/10.1145/3209219.3209230" @default.
- W2860751629 hasPublicationYear "2018" @default.
- W2860751629 type Work @default.
- W2860751629 sameAs 2860751629 @default.
- W2860751629 citedByCount "12" @default.
- W2860751629 countsByYear W28607516292019 @default.
- W2860751629 countsByYear W28607516292020 @default.
- W2860751629 countsByYear W28607516292021 @default.
- W2860751629 countsByYear W28607516292022 @default.
- W2860751629 crossrefType "proceedings-article" @default.
- W2860751629 hasAuthorship W2860751629A5008002610 @default.
- W2860751629 hasAuthorship W2860751629A5075250646 @default.
- W2860751629 hasConcept C111472728 @default.
- W2860751629 hasConcept C121332964 @default.
- W2860751629 hasConcept C136764020 @default.
- W2860751629 hasConcept C138885662 @default.
- W2860751629 hasConcept C144024400 @default.
- W2860751629 hasConcept C162324750 @default.
- W2860751629 hasConcept C17744445 @default.
- W2860751629 hasConcept C187736073 @default.
- W2860751629 hasConcept C19165224 @default.
- W2860751629 hasConcept C199539241 @default.
- W2860751629 hasConcept C23123220 @default.
- W2860751629 hasConcept C24890656 @default.
- W2860751629 hasConcept C2776459999 @default.
- W2860751629 hasConcept C2778355321 @default.
- W2860751629 hasConcept C2779119418 @default.
- W2860751629 hasConcept C2779530757 @default.
- W2860751629 hasConcept C2780224610 @default.
- W2860751629 hasConcept C2780451532 @default.
- W2860751629 hasConcept C2781316041 @default.
- W2860751629 hasConcept C41008148 @default.
- W2860751629 hasConcept C557471498 @default.
- W2860751629 hasConcept C76155785 @default.
- W2860751629 hasConceptScore W2860751629C111472728 @default.
- W2860751629 hasConceptScore W2860751629C121332964 @default.
- W2860751629 hasConceptScore W2860751629C136764020 @default.
- W2860751629 hasConceptScore W2860751629C138885662 @default.
- W2860751629 hasConceptScore W2860751629C144024400 @default.
- W2860751629 hasConceptScore W2860751629C162324750 @default.
- W2860751629 hasConceptScore W2860751629C17744445 @default.
- W2860751629 hasConceptScore W2860751629C187736073 @default.
- W2860751629 hasConceptScore W2860751629C19165224 @default.
- W2860751629 hasConceptScore W2860751629C199539241 @default.
- W2860751629 hasConceptScore W2860751629C23123220 @default.
- W2860751629 hasConceptScore W2860751629C24890656 @default.
- W2860751629 hasConceptScore W2860751629C2776459999 @default.
- W2860751629 hasConceptScore W2860751629C2778355321 @default.
- W2860751629 hasConceptScore W2860751629C2779119418 @default.
- W2860751629 hasConceptScore W2860751629C2779530757 @default.
- W2860751629 hasConceptScore W2860751629C2780224610 @default.
- W2860751629 hasConceptScore W2860751629C2780451532 @default.
- W2860751629 hasConceptScore W2860751629C2781316041 @default.
- W2860751629 hasConceptScore W2860751629C41008148 @default.
- W2860751629 hasConceptScore W2860751629C557471498 @default.
- W2860751629 hasConceptScore W2860751629C76155785 @default.
- W2860751629 hasLocation W28607516291 @default.
- W2860751629 hasOpenAccess W2860751629 @default.
- W2860751629 hasPrimaryLocation W28607516291 @default.
- W2860751629 hasRelatedWork W1596829668 @default.
- W2860751629 hasRelatedWork W2014447309 @default.
- W2860751629 hasRelatedWork W2462401563 @default.
- W2860751629 hasRelatedWork W2468858026 @default.
- W2860751629 hasRelatedWork W2748952813 @default.
- W2860751629 hasRelatedWork W2901850002 @default.
- W2860751629 hasRelatedWork W3008464913 @default.
- W2860751629 hasRelatedWork W3049266240 @default.
- W2860751629 hasRelatedWork W4312541699 @default.
- W2860751629 hasRelatedWork W4382282153 @default.
- W2860751629 isParatext "false" @default.
- W2860751629 isRetracted "false" @default.
- W2860751629 magId "2860751629" @default.
- W2860751629 workType "article" @default.