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Program Systems: Theory and Applications, 2014, Volume 5, Issue 5, Pages 55–65 (Mi ps146)  

Optimization Methods and Control Theory

Quality of recommender systems and transitivity of content's relevance

Denis Ponyzovkin

Program Systems Institute of RAS
References:
Abstract: In this paper, we propose relevance and degree of relevance of user's or item's contents. Heuristic motivations of traditional recommender systems assume that there is transitivity property of relevance. We introduce importance of transitivity property, its influence on values of evaluation metrics and show that transitivity not performed in general case for traditional recommender systems. (In Russian).
Key words and phrases: traditional recommender system, similarity measure, transitivity, content's relevance, evaluation metric.
Received: 07.12.2014
Accepted: 31.12.2014
Document Type: Article
UDC: 004.9
Language: Russian
Citation: Denis Ponyzovkin, “Quality of recommender systems and transitivity of content's relevance”, Program Systems: Theory and Applications, 5:5 (2014), 55–65
Citation in format AMSBIB
\Bibitem{Pon14}
\by Denis~Ponyzovkin
\paper Quality of recommender systems and transitivity of content's relevance
\jour Program Systems: Theory and Applications
\yr 2014
\vol 5
\issue 5
\pages 55--65
\mathnet{http://mi.mathnet.ru/ps146}
Linking options:
  • https://www.mathnet.ru/eng/ps146
  • https://www.mathnet.ru/eng/ps/v5/i5/p55
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    Program Systems: Theory and Applications
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