Factor Models for Tag Recommendation in BibSonomy
S. Rendle, и L. Schmidt-Thieme.
ECML PKDD Discovery Challenge 2009 (DC09), 497, стр. 235--242. Bled, Slovenia, CEUR Workshop Proceedings, (Сентябрь 2009)

This paper describes our approach to the ECML/PKDD Discovery Challenge 2009. Our approach is a pure statistical model taking no content information into account. It tries to find latent interactions between users, items and tags by factorizing the observed tagging data. The factorization model is learned by the Bayesian Personal Ranking method (BPR) which is inspired by a Bayesian analysis of personalized ranking with missing data. To prevent overfitting, we ensemble the models over several iterations and hyperparameters. Finally, we enhance the top-n lists by estimating how many tags to recommend.

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@inproceedings{marinho:ecml2009,
  abstract = {This paper describes our approach to the ECML/PKDD Discovery Challenge 2009. Our approach is a pure statistical model taking no content information into account. It tries to find latent interactions between users, items and tags by factorizing the observed tagging data. The factorization model is learned by the Bayesian Personal Ranking method (BPR) which is inspired by a Bayesian analysis of personalized ranking with missing data. To prevent overfitting, we ensemble the models over several iterations and hyperparameters. Finally, we enhance the top-n lists by estimating how many tags to recommend.},
  added-at = {2010-11-08T12:05:22.000+0100},
  address = {Bled, Slovenia},
  author = {Rendle, Steffen and Schmidt-Thieme, Lars},
  biburl = {https://puma.uni-kassel.de/bibtex/2ceed045a84e121fa37384f797306d30f/stephandoerfel},
  booktitle = {ECML PKDD Discovery Challenge 2009 (DC09)},
  editor = {Eisterlehner, Folke and Hotho, Andreas and Jäschke, Robert},
  interhash = {8485850cde1a6b61971cac27fa867845},
  intrahash = {ceed045a84e121fa37384f797306d30f},
  issn = {1613-0073},
  keywords = {3d folksonomy kde recommender social tensor},
  month = {September},
  pages = {235--242},
  publisher = {CEUR Workshop Proceedings},
  timestamp = {2010-11-08T12:05:22.000+0100},
  title = {Factor Models for Tag Recommendation in BibSonomy},
  url = {http://sunsite.informatik.rwth-aachen.de/Publications/CEUR-WS/Vol-497/},
  volume = 497,
  year = 2009
}

%0 Conference Paper
%1 marinho:ecml2009
%A Rendle, Steffen
%A Schmidt-Thieme, Lars
%B ECML PKDD Discovery Challenge 2009 (DC09)
%C Bled, Slovenia
%D 2009
%E Eisterlehner, Folke
%E Hotho, Andreas
%E Jäschke, Robert
%I CEUR Workshop Proceedings
%K 3d folksonomy kde recommender social tensor
%P 235--242
%T Factor Models for Tag Recommendation in BibSonomy
%U http://sunsite.informatik.rwth-aachen.de/Publications/CEUR-WS/Vol-497/
%V 497
%X This paper describes our approach to the ECML/PKDD Discovery Challenge 2009. Our approach is a pure statistical model taking no content information into account. It tries to find latent interactions between users, items and tags by factorizing the observed tagging data. The factorization model is learned by the Bayesian Personal Ranking method (BPR) which is inspired by a Bayesian analysis of personalized ranking with missing data. To prevent overfitting, we ensemble the models over several iterations and hyperparameters. Finally, we enhance the top-n lists by estimating how many tags to recommend.

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Factor Models for Tag Recommendation in BibSonomy
S. Rendle, и L. Schmidt-Thieme.
ECML PKDD Discovery Challenge 2009 (DC09), 497, стр. 235--242. Bled, Slovenia, CEUR Workshop Proceedings, (Сентябрь 2009)

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Factor Models for Tag Recommendation in BibSonomyS. Rendle, и L. Schmidt-Thieme. ECML PKDD Discovery Challenge 2009 (DC09), 497, стр. 235--242. Bled, Slovenia, CEUR Workshop Proceedings, (Сентябрь 2009)

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Factor Models for Tag Recommendation in BibSonomy
S. Rendle, и L. Schmidt-Thieme.
ECML PKDD Discovery Challenge 2009 (DC09), 497, стр. 235--242. Bled, Slovenia, CEUR Workshop Proceedings, (Сентябрь 2009)