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dc.contributor.authorHernandez-Bocanegra, Diana C.
dc.contributor.authorZiegler, Jürgen
dc.date.accessioned2021-01-17T20:04:29Z
dc.date.available2021-01-17T20:04:29Z
dc.date.issued2021
dc.identifier.issn2196-6826
dc.identifier.urihttp://dl.gi.de/handle/20.500.12116/34679
dc.description.abstractProviding explanations based on user reviews in recommender systems (RS) may increase users’ perception of transparency or effectiveness. However, little is known about how these explanations should be presented to users, or which types of user interface components should be included in explanations, in order to increase both their comprehensibility and acceptance. To investigate such matters, we conducted two experiments and evaluated the differences in users’ perception when providing information about their own profiles, in addition to a summarized view on the opinions of other customers about the recommended hotel. Additionally, we also aimed to test the effect of different display styles (bar chart and table) on the perception of review-based explanations for recommended hotels, as well as how useful users find different explanatory interface components. Our results suggest that the perception of an RS and its explanations given profile transparency and different presentation styles, may vary depending on individual differences on user characteristics, such as decision-making styles, social awareness, or visualization familiarity.en
dc.language.isoen
dc.publisherDe Gruyter
dc.relation.ispartofi-com: Vol. 19, No. 3
dc.subjectRecommender systems
dc.subjectuser study
dc.subjectexplanations
dc.titleExplaining Review-Based Recommendations: Effects of Profile Transparency, Presentation Style and User Characteristicsen
dc.typeText/Journal Article
dc.pubPlaceBerlin
mci.reference.pages181-200
dc.identifier.doi10.1515/icom-2020-0021


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