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Implicit user data in fashion recommendation systems
University of Borås, Faculty of Librarianship, Information, Education and IT.
University of Borås, Faculty of Librarianship, Information, Education and IT. (InnovationLab)
Jönköpings Universitet.
Jönköpings Universitet.
2020 (English)In: Developments of Artificial Intelligence Technologies in Computation and Robotics, WORLD SCIENTIFIC , 2020Chapter in book (Other academic)
Abstract [en]

Recommendation systems in fashion are used to provide recommendations to users on clothing items, matching styles, and size or fit. These recommendations are generated based on user actions such as ratings, reviews or general interaction with a seller. There is an increased adoption of implicit feedback in models aimed at providing recommendations in fashion. This paper aims to understand the nature of implicit user feedback in fashion recommendation systems by following guidelines to group user actions. Categories of user actions that characterize implicit feedback are examination, retention, reference, and annotation. Each category describes a specific set of actions a user takes. It is observed that fashion recommendations using implicit user feedback mostly rely on retention as a user action to provide recommendations.

Place, publisher, year, edition, pages
WORLD SCIENTIFIC , 2020.
Series
World Scientific Proceedings Series on Computer Engineering and Information Science
National Category
Computer and Information Sciences
Identifiers
URN: urn:nbn:se:hb:diva-24658DOI: 10.1142/9789811223334_0074OAI: oai:DiVA.org:hb-24658DiVA, id: diva2:1517630
Funder
Knowledge FoundationAvailable from: 2021-01-14 Created: 2021-01-14 Last updated: 2023-11-27Bibliographically approved

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Publisher's full texthttps://doi.org/10.1142/9789811223334_0074

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Annavarjula, VaishnaviMbiydzenyuy, Gideon

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