Publikation:

MyMediaLite : a free recommender system library

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Datum

2011

Autor:innen

Gantner, Zeno
Schmidt-Thieme, Lars

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http://nbn-resolving.de/urn:nbn:de:bsz:352-182241
DOI (zitierfähiger Link)
https://doi.org/10.1145/2043932.2043989
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Open Access-Veröffentlichung

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Erschienen in

Proceedings of the fifth ACM conference on Recommender systems - RecSys '11. New York, New York, USA: ACM Press, 2011, pp. 305-308. ISBN 978-1-4503-0683-6. Available under: doi: 10.1145/2043932.2043989

Zusammenfassung

MyMediaLite is a fast and scalable, multi-purpose library of recommender system algorithms, aimed both at recommender system researchers and practitioners. It addresses two common scenarios in collaborative filtering: rating prediction (e.g. on a scale of 1 to 5 stars) and item prediction from positive-only implicit feedback (e.g. from clicks or purchase actions). The library offers state-of-the-art algorithms for those two tasks. Programs that expose most of the library’s functionality, plus a GUI demo, are included in the package. Efficient data structures and a common API are used by the implemented algorithms, and may be used to implement further algorithms. The API also contains methods for real-time updates and loading/storing of already trained recommender models. MyMediaLite is free/open source software, distributed under the terms of the GNU General Public License (GPL). Its methods have been used in four different industrial field trials of the MyMedia project, including one trial involving over 50,000 households.

Zusammenfassung in einer weiteren Sprache

Fachgebiet (DDC)
004 Informatik

Schlagwörter

Algorithms, Experimentation, Open source, E-commerce, Personalization

Konferenz

The fifth ACM conference on Recommender systems - RecSys '11, 23. Okt. 2011 - 27. Okt. 2011, Chicago, Illinois, USA
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ISO 690GANTNER, Zeno, Steffen RENDLE, Christoph FREUDENTHALER, Lars SCHMIDT-THIEME, 2011. MyMediaLite : a free recommender system library. The fifth ACM conference on Recommender systems - RecSys '11. Chicago, Illinois, USA, 23. Okt. 2011 - 27. Okt. 2011. In: Proceedings of the fifth ACM conference on Recommender systems - RecSys '11. New York, New York, USA: ACM Press, 2011, pp. 305-308. ISBN 978-1-4503-0683-6. Available under: doi: 10.1145/2043932.2043989
BibTex
@inproceedings{Gantner2011MyMed-18224,
  year={2011},
  doi={10.1145/2043932.2043989},
  title={MyMediaLite : a free recommender system library},
  isbn={978-1-4503-0683-6},
  publisher={ACM Press},
  address={New York, New York, USA},
  booktitle={Proceedings of the fifth ACM conference on Recommender systems - RecSys '11},
  pages={305--308},
  author={Gantner, Zeno and Rendle, Steffen and Freudenthaler, Christoph and Schmidt-Thieme, Lars}
}
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