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Trudy SPIIRAN, 2013, Issue 30, Pages 169–188 (Mi trspy669)  

Incorporating context into collaborative filtering systems: a survey

A. V. Ponomarev

St. Petersburg Institute for Informatics and Automation of RAS
References:
Abstract: It is recognized that incorporating context information into recommender systems is one of the most effective ways to increase their quality and predictive abilities. The paper surveys primary methods of enhancing collaborative filtering systems by taking actual context information into account. The focus is mostly on different flavours of contextual pre-filtering and matrix factorization approaches which are the most popular and promising.
Keywords: recommender systems, collaborative filtering, context, personalization.
Received: 19.06.2013
Document Type: Article
UDC: 004.8
Language: Russian
Citation: A. V. Ponomarev, “Incorporating context into collaborative filtering systems: a survey”, Tr. SPIIRAN, 30 (2013), 169–188
Citation in format AMSBIB
\Bibitem{Pon13}
\by A.~V.~Ponomarev
\paper Incorporating context into collaborative filtering systems: a survey
\jour Tr. SPIIRAN
\yr 2013
\vol 30
\pages 169--188
\mathnet{http://mi.mathnet.ru/trspy669}
Linking options:
  • https://www.mathnet.ru/eng/trspy669
  • https://www.mathnet.ru/eng/trspy/v30/p169
  • Citing articles in Google Scholar: Russian citations, English citations
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    Informatics and Automation
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    References:39
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