Cross-technique mediation of user models

Shlomo Berkovsky, Tsvi Kuflik, Francesco Ricci

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contribution

14 Citations (Scopus)

Abstract

Nowadays, personalization is considered a powerful approach for designing more precise and easy to use information search and recommendation tools. Since the quality of the personalization provided depends on the accuracy of the user models (UMs) managed by the system, it would be beneficial enriching these models through mediating partial UMs, built by other services. This paper proposes a cross-technique mediation of the UMs from collaborative to content-based services. According to this approach, content-based recommendations are built for the target users having no content-based user model, knowing his collaborative-based user model only. Experimental evaluation conducted in the domain of movies, shows that for small UMs, the personalization provided using the mediated content-based UMs outperforms the personalization provided using the original collaborative UMs.
Original languageEnglish
Title of host publicationAdaptive Hypermedia and Adaptive Web-Based Systems
Subtitle of host publication4th International Conference, AH 2006, Proceedings
EditorsVincent Wade, Helen Ashman, Barry Smyth
Place of PublicationBerlin
PublisherSpringer, Springer Nature
Pages21-30
Number of pages10
ISBN (Electronic)9783540346975
ISBN (Print)9783540346968
DOIs
Publication statusPublished - 2006
Externally publishedYes
Event4th International Conference on Adaptive Hypermedia and Adaptive Web-Based Systems, AH 2006 - Dublin, Ireland
Duration: 21 Jun 200623 Jun 2006

Publication series

NameLecture Notes in Computer Science
PublisherSpringer
Volume4018
ISSN (Print)0302-9743

Other

Other4th International Conference on Adaptive Hypermedia and Adaptive Web-Based Systems, AH 2006
CountryIreland
CityDublin
Period21/06/0623/06/06

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    Berkovsky, S., Kuflik, T., & Ricci, F. (2006). Cross-technique mediation of user models. In V. Wade, H. Ashman, & B. Smyth (Eds.), Adaptive Hypermedia and Adaptive Web-Based Systems: 4th International Conference, AH 2006, Proceedings (pp. 21-30). (Lecture Notes in Computer Science; Vol. 4018). Berlin: Springer, Springer Nature. https://doi.org/10.1007/11768012_4