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A comparative analysis of offline and online evaluations and discussion of research paper recommender system evaluation

A comparative analysis of offline and online evaluations and discussion of research paper recommender system evaluation

Publikationstyp: Beitrag zu einer Konferenz
URI (zitierfähiger Link): http://nbn-resolving.de/urn:nbn:de:bsz:352-0-285617
Autor/innen: Beel, Joeran; Genzmehr, Marcel; Langer, Stefan; Nürnberger, Andreas; Gipp, Bela
Erscheinungsjahr: 2013
Konferenz: RepSys '13, 12. Okt 2013, Hong Kong
Erschienen in: Proceedings of the International Workshop on Reproducibility and Replication in Recommender Systems Evaluation / Alejandro Bellogin (Hrsg.). - New York : ACM, 2013. - S. 7-14. - ISBN 978-1-4503-2465-6
DOI (zitierfähiger Link): https://dx.doi.org/10.1145/2532508.2532511
Zusammenfassung:
Offline evaluations are the most common evaluation method for research paper recommender systems. However, no thorough discussion on the appropriateness of offline evaluations has taken place, despite some voiced criticism. We conducted a study in which we evaluated various recommendation approaches with both offline and online evaluations. We found that results of offline and online evaluations often contradict each other. We discuss this finding in detail and conclude that offline evaluations may be inappropriate for evaluating research paper recommender systems, in many settings.
Fachgebiet (DDC): 004 Informatik
Schlagwörter: Research paper recommender systems, evaluation, offline evaluation, click-through rate, online evaluation, comparative study
Link zur Lizenz: Deposit-Lizenz

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BEEL, Joeran, Marcel GENZMEHR, Stefan LANGER, Andreas NÜRNBERGER, Bela GIPP, 2013. A comparative analysis of offline and online evaluations and discussion of research paper recommender system evaluation. RepSys '13. Hong Kong, 12. Okt 2013. In: ALEJANDRO BELLOGIN, , ed.. Proceedings of the International Workshop on Reproducibility and Replication in Recommender Systems Evaluation. RepSys '13. Hong Kong, 12. Okt 2013. New York:ACM, pp. 7-14. ISBN 978-1-4503-2465-6

@inproceedings{Beel2013compa-31055, title={A comparative analysis of offline and online evaluations and discussion of research paper recommender system evaluation}, year={2013}, doi={10.1145/2532508.2532511}, isbn={978-1-4503-2465-6}, address={New York}, publisher={ACM}, booktitle={Proceedings of the International Workshop on Reproducibility and Replication in Recommender Systems Evaluation}, pages={7--14}, editor={Alejandro Bellogin}, author={Beel, Joeran and Genzmehr, Marcel and Langer, Stefan and Nürnberger, Andreas and Gipp, Bela} }

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