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Context-aware explanations in recommender systems

Zhong, Jinfeng; Negre, Elsa (2021), Context-aware explanations in recommender systems, 3rd International Conference on Deep Learning, Artificial Intelligence and Robotics, (ICDLAIR) 2021, 2021-12, Salerno, ITALY

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Type
Communication / Conférence
Date
2021
Conference title
3rd International Conference on Deep Learning, Artificial Intelligence and Robotics, (ICDLAIR) 2021
Conference date
2021-12
Conference city
Salerno
Conference country
ITALY
Metadata
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Author(s)
Zhong, Jinfeng
Negre, Elsa
Abstract (EN)
Recommender systems aim to help users find relevant items more quickly by providing personalized recommendations. Explanations in recommender systems help users understand why such recommendations have been generated, which in turn makes the system more transparent and promotes users' trust and satisfaction. In recent years, explaining recommendations has drawn increasing attention from both academia and from industry. In this paper, we present a user study to investigate context-aware explanations in recommender systems. In particular, we build a web-based questionnaire that is able to interact with users: generating and explaining recommendations. With this questionnaire, we investigate the effects of context-aware explanations in terms of efficiency, effectiveness, persuasiveness, satisfaction, trust and transparency through a user study.
Subjects / Keywords
Context-aware explanations; Explainable recommendations; Recommender systems

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