Offline and online evaluation of news recommender systems at swissinfo.ch

RecSys 2014 - Proceedings of the 8th ACM Conference on Recommender Systems

Volumn , Issue , 2014, Pages 169-176

  Garcin, Florent ^a   Faltings, Boi ^a   Donatsch, Olivier ^b   Alazzawi, Ayar ^b   Bruttin, Christophe ^b   Huber, Amr ^b  

^a EPFL   (Switzerland)

^b Swiss Broadcasting Corporation   (Switzerland)

Author keywords

Evaluation; Live; News; Real time; Recommender system

Indexed keywords

PETROLEUM RESERVOIR EVALUATION; REAL TIME SYSTEMS; RECOMMENDER SYSTEMS;

ACCURACY EVALUATION; EVALUATION; LIVE; NEWS; NEWS RECOMMENDER SYSTEMS; ON-LINE EVALUATION; PERFORMANCE INDICATORS; REAL TIME;

ONLINE SYSTEMS;

EID: 84908876421     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2645710.2645745     Document Type: Conference Paper

References (23)

1. J. Ahn, P. Brusilovsky, J. Grady, and D. He. Open user proles for adaptive news systems: Help or harm? In Conf. on WWW, pages 11-20, 2007.
2. D. Billsus and M. Pazzani. A hybrid user model for news story classication. In Conf. on User Modeling, pages 99-108, 1999.
3. R. Burke. Hybrid recommender systems: Survey and experiments. User Modeling and User-Adapted Interaction, 12:331-370, November 2002.
4. L. Chen and P. Pu. Eye-tracking study of user behavior in recommender interfaces. In User Modeling, Adaptation, and Personalization, pages 375-380, 2010.
5. P. Cremonesi, Y. Koren, and R. Turrin. Performance of recommender algorithms on top-n recommendation tasks. In Conf. on Rec. Systems, pages 39-46, 2010.
6. A. Das, M. Datar, A. Garg, and S. Rajaram. Google news personalization: Scalable online collaborative filtering. In Conf. on WWW, pages 271-280, 2007.
7. F. Garcin, C. Dimitrakakis, and B. Faltings. Personalized news recommendation with context trees. In Conf. on Rec. Systems, pages 105-112, 2013.
8. F. Garcin and B. Faltings. Pen recsys: A personalized news recommender systems framework. In Conf. on Rec. Systems, pages 469-470, 2013.
9. J. Herlocker, J. Konstan, L. Terveen, and J. Riedl. Evaluating collaborative filtering recommender systems. Trans. on Info. Systems, 22:5-53, 2004.
10. W. IJntema, F. Goossen, F. Frasincar, and F. Hogenboom. Ontology-based news recommendation. In Workshop on Data Semantics, page 16, 2010.
11. B. Kille, F. Hopfgartner, T. Brodt, and T. Heintz. The plista dataset. In News Recommender Systems Workshop, pages 16-23, 2013.
12. E. Kirshenbaum, G. Forman, and M. Dugan. A live comparison of methods for personalized article recommendation at forbes.com. In ECML-PKDD, pages 51-66, 2012.
13. K. Lerman and T. Hogg. Using a model of social dynamics to predict popularity of news. In Conf. on WWW, pages 621-630, 2010.
14. L. Li, W. Chu, J. Langford, and R. Schapire. A contextual-bandit approach to personalized news article recommendation. In Conf. on WWW, pages 661-670, 2010.
15. J. Liu, P. Dolan, and E. Pedersen. Personalized news recommendation based on click behavior. In Proc. of IUI, pages 31-40, 2010.
16. P. Pu, L. Chen, and R. Hu. A user-centric evaluation framework for recommender systems. In Conf. on Rec. Systems, pages 157-164, 2011.
17. P. Resnick, N. Iacovou, M. Suchak, P. Bergstrom, and J. Riedl. Grouplens: An open architecture for collaborative filtering of netnews. In CSCW, pages 175-186, 1994.
18. A. Said, A. Bellogin, J. Lin, and A. de Vries. Do recommendations matter?: News recommendation in real life. In CSCW, pages 237-240, 2014.
19. A. Said, B. Fields, B. Jain, and S. Albayrak. User-centric evaluation of a k-furthest neighbor collaborative filtering recommender algorithm. In CSCW, pages 1399-1408, 2013.
20. A. Said, J. Lin, A. Bellogin, and A. de Vries. A month in the life of a production news recommender system. In Workshop on Living Labs for Information Retrieval Evaluation, pages 7-10, 2013.
21. G. Shani and A. Gunawardana. Evaluating recommendation systems. In Recommender Systems Handbook, pages 257-297. Springer, 2011.
22. M. Tavakolifard, J. Gulla, K. Almeroth, F. Hopfgartner, B. Kille, T. Plumbaum, A. Lommatzsch, T. Brodt, A. Bucko, and T. Heintz. Workshop and challenge on news recommender systems. In Conf. on Rec. Systems, pages 481-482, 2013.
23. H. Zheng, D. Wang, Q. Zhang, H. Li, and T. Yang. Do clicks measure recommendation relevancy?: An empirical user study. In Conf. on Rec. Systems, pages 249-252, 2010.