The Effectiveness of Personalized Movie Explanations

An Experiment Using Commercial Meta-data

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

22 Citations (Scopus)
1 Downloads (Pure)

Abstract

This paper studies the properties of a helpful and trustworthy explanation in a movie recommender system. It discuss the results of an experiment based on a natural language explanation prototype. The explanations were varied according to three factors: degree of personalization, polarity and expression of unknown movie features. Personalized explanations were not found to be significantly more Effective than nonpersonalized, or baseline explanations. Rather, explanations in all three conditions performed surprisingly well. We also found that participants evaluated the explanations themselves most highly in the personalized, feature-based condition.
Original languageEnglish
Title of host publicationAdaptive Hypermedia and Adaptive Web-Based Systems
Subtitle of host publication5th International Conference, AH 2008, Hannover, Germany, July/August, 2008, Proceedings
EditorsWolfgang Nejdl, Judy Kay, Pearl Pu, Eelco Herder
Place of PublicationBerlin, Germany
PublisherSpringer-Verlag
Pages204-213
ISBN (Print)3540709843, 978-3540709848
DOIs
Publication statusPublished - 18 Jul 2008

Publication series

NameLecture Notes in Computer Science
PublisherSpringer Verlag
Volume5149
ISSN (Print)0302-9743

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Recommender systems
Metadata
Experiments

Cite this

Tintarev, N., & Masthoff, J. (2008). The Effectiveness of Personalized Movie Explanations: An Experiment Using Commercial Meta-data. In W. Nejdl, J. Kay, P. Pu, & E. Herder (Eds.), Adaptive Hypermedia and Adaptive Web-Based Systems: 5th International Conference, AH 2008, Hannover, Germany, July/August, 2008, Proceedings (pp. 204-213). (Lecture Notes in Computer Science; Vol. 5149). Berlin, Germany: Springer-Verlag. https://doi.org/10.1007/978-3-540-70987-9_23

The Effectiveness of Personalized Movie Explanations : An Experiment Using Commercial Meta-data. / Tintarev, Nava; Masthoff, Judith.

Adaptive Hypermedia and Adaptive Web-Based Systems: 5th International Conference, AH 2008, Hannover, Germany, July/August, 2008, Proceedings . ed. / Wolfgang Nejdl; Judy Kay; Pearl Pu; Eelco Herder. Berlin, Germany : Springer-Verlag, 2008. p. 204-213 (Lecture Notes in Computer Science; Vol. 5149).

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

Tintarev, N & Masthoff, J 2008, The Effectiveness of Personalized Movie Explanations: An Experiment Using Commercial Meta-data. in W Nejdl, J Kay, P Pu & E Herder (eds), Adaptive Hypermedia and Adaptive Web-Based Systems: 5th International Conference, AH 2008, Hannover, Germany, July/August, 2008, Proceedings . Lecture Notes in Computer Science, vol. 5149, Springer-Verlag, Berlin, Germany, pp. 204-213. https://doi.org/10.1007/978-3-540-70987-9_23
Tintarev N, Masthoff J. The Effectiveness of Personalized Movie Explanations: An Experiment Using Commercial Meta-data. In Nejdl W, Kay J, Pu P, Herder E, editors, Adaptive Hypermedia and Adaptive Web-Based Systems: 5th International Conference, AH 2008, Hannover, Germany, July/August, 2008, Proceedings . Berlin, Germany: Springer-Verlag. 2008. p. 204-213. (Lecture Notes in Computer Science). https://doi.org/10.1007/978-3-540-70987-9_23
Tintarev, Nava ; Masthoff, Judith. / The Effectiveness of Personalized Movie Explanations : An Experiment Using Commercial Meta-data. Adaptive Hypermedia and Adaptive Web-Based Systems: 5th International Conference, AH 2008, Hannover, Germany, July/August, 2008, Proceedings . editor / Wolfgang Nejdl ; Judy Kay ; Pearl Pu ; Eelco Herder. Berlin, Germany : Springer-Verlag, 2008. pp. 204-213 (Lecture Notes in Computer Science).
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