Item popularity and recommendation accuracy

RecSys'11 - Proceedings of the 5th ACM Conference on Recommender Systems

Volumn , Issue , 2011, Pages 125-132

  Steck, Harald ^a  

^a LUCENT TECHNOLOGIES   (United States)

Author keywords

recommender systems

Indexed keywords

ACCURACY MEASURES; EMPIRICAL EVIDENCE; LONG TAIL; POPULARITY DISTRIBUTION; REAL WORLD DATA; RECOMMENDATION ACCURACY; SELECTION BIAS; UNBIASED ESTIMATES; USER STUDY;

DISTRIBUTED COMPUTER SYSTEMS;

RECOMMENDER SYSTEMS;

EID: 82555183096     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2043932.2043957     Document Type: Conference Paper

References (25)

1. C. Anderson. The Long Tail. Hyperion, New York, 2006.
2. J. Bennet and S. Lanning. The Netflix Prize. In Workshop at SIGKDD-07, ACM Conference on Knowledge Discovery and Data Mining, 2007.
3. W. G. Cochran. Sampling Techniques. Wiley, 1977.
4. P. Cremonesi, Y. Koren, and R. Turrin. Performance of recommender algorithms on top-N recommendation tasks. In ACM Conference on Recommender Systems, pages 39-46, 2010.
5. MovieLens data. homepage: http://www.grouplens.org/node/73, 2006.
6. S. Deerwester, S. Dumais, G. Furnas, R. Harshman, T. Landauer, K. Lochbaum, Lynn Streeter, et al. Latent semantic analysis / indexing. homepage: http://lsa.colorado.edu/.
7. S. Funk. Netflix update: Try this at home, 2006. http://sifter.org/ simon/journal/20061211.html.
8. R. Groves, D. Dillman, J.L Eltinge, and R.J.A. Little. Survey Nonresponse. Wiley, 2002.
9. J. L. Herlocker, J. A. Konstan, L. G. Terveen, and J. T. Riedl. Evaluating collaborative filtering recommender systems. ACM Transactions on Information Systems, 22:5-53, 2004.
10. Y. Hu, Y. Koren, and C. Volinsky. Collaborative filtering for implicit feedback datasets. In IEEE International Conference on Data Mining (ICDM), 2008.
11. R. Keshavan, A. Montanari, and S. Oh. Matrix completion from noisy entries. Journal of Machine Learning Research, 11:2057-78, 2010.
12. J. K. Kim and J. J. Kim. Nonresponse weighting adjustment using estimated response probability. The Canadian Journal of Statistics, 35:501-14, 2007.
13. Y. Koren. Factorization meets the neighborhood: a multifaceted collaborative filtering model. In ACM Conference on Knowledge Discovery and Data Mining, pages 426-34, 2008.
14. L. Page, S. Brin, R. Motwani, and T. Winograd. The pagerank citation ranking: Bringing order to the web, 1999.
15. R. Pan, Y. Zhou, B. Cao, N. Liu, R. Lukose, M. Scholz, and Q. Yang. One-class collaborative filtering. In IEEE International Conference on Data Mining (ICDM), 2008.
16. A. Paterek. Improving regularized singular value decomposition for collaborative filtering. In KDDCup, 2007.
17. J. M. Robins, A. Rotnitzky, and L.P. Zhao. Estimation of regression coefficients when some regressors are not always observed. Journal of the American Statistical Association (JASA), 89:846-66, 1994.
18. P. R. Rosenbaum and D. B. Rubin. The central role of the propensity score in observational studies for causal effects. Biometrika, 70:41-55, 1983.
19. R. Salakhutdinov, A. Mnih, and G. Hinton. Restricted Boltzmann machines for collaborative filtering. In International Conference on Machine Learning (ICML), 2007.
20. R. Salakhutdinov and N. Srebro. Collaborative filtering in a non-uniform world: Learning with the weighted trace norm. In Advances in Neural Information Processing Systems 24 (NIPS), 2010.
21. C. F. Särndal and S. Lundström. Estimation in Surveys with Nonresponse. Wiley, 2006.
22. C. F. Särndal, B. Swensson, and J. Wretman. Model Assisted Survey Sampling. Springer, 1992.
23. G. Shani and A. Gunawardana. Evaluating recommendation systems. In Recommender Systems Handbook, pages 257-97. Springer, 2011.
24. H. Steck. Training and testing of recommender systems on data missing not at random. In ACM Conference on Knowledge Discovery and Data Mining, pages 713-22, 2010.
25. H. Steck and Y. Xin. A generalized probabilistic framework and its variants for training top-k recommender systems. In PRSAT Workshop at RecSys Conf., http://ceur-ws.org/#Vol-676, 2010.