Improvement of naïve Bayes collaborative filtering using interval estimation

Proceedings - IEEE/WIC International Conference on Web Intelligence, WI 2003

Volumn , Issue , 2003, Pages 168-174

  Robles, V ^a   Larranaga P ^b   Menasalvas, E ^a   Perez M S ^a   Herves, V ^a  

^a UNIVERSIDAD POLITÉCNICA DE MADRID   (Spain)

^b UNIVERSITY OF THE BASQUE COUNTRY UPV EHU   (Spain)

Author keywords

Algorithm design and analysis; Clustering algorithms; Collaboration; Collaborative work; Data mining; Filtering algorithms; Probability; Recommender systems; Scalability; Training data

Indexed keywords

ALGORITHMS; CLUSTERING ALGORITHMS; DATA MINING; PROBABILITY; RECOMMENDER SYSTEMS; SCALABILITY;

ALGORITHM DESIGN AND ANALYSIS; COLLABORATION; COLLABORATIVE WORK; FILTERING ALGORITHM; TRAINING DATA;

COLLABORATIVE FILTERING;

EID: 84945186210     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/WI.2003.1241189     Document Type: Conference Paper

References (17)

1. D. Billsus and M.J. Pazzani. Learning collaborative information filters. In Proceeding of the 15th International Conference on Machine Learning, pages 46-54, San Francisco, CA, 1998. Morgan Kaufmann.
2. J.S. Breese, D. Heckerman, and C. Kadie. Empirical analysis of predictive algorithms for collaborative filtering. In Gregory F. Cooper and Serafn Moral, editors, Proceedings of the 14th Conference on Uncertainty in Artificial Intelligence (UAI-98), pages 43-52, San Francisco, July 24-26 1998. Morgan Kaufmann.
3. J. Canny. Collaborative filtering with privacy, 2002.
4. R. Duda and P. Hart. Pattern Classification and Scene Analysis. John Wiley and Sons, 1973.
5. L. Getoor and M. Sahami. Using probabilistic relational models for collaborative filtering. In Springer, editor, Proceedings WEBKDD99, 1999.
6. D.J. Hand and K. Yu. Idiot's Bayes - not so stupid after all? International Statistical Review, 69(3):385-398, 2001.
7. T. Hofmann and J. Puzicha. Latent class models for collaborative filtering. In Dean Thomas, editor, Proceedings of the 16th International Joint Conference on Artificial Intelligence (IJCAI-99-Vol2), pages 688-693. Morgan Kaufmann Publishers, July 31-August 6 1999.
8. R. Kohavi. A study of cross-validation and bootstrap for accuracy estimation and model selection. In IJCAI, pages 1137-1145, 1995.
9. J.A. Konstan, B.N. Miller, D. Maltz, J.L. Herlocker, L.R. Gordon, and J. Riedl. Grouplens: Applying collaborative filtering to usenet news. In Communications of the ACM, volume 40, pages 77-87. March 1997.
10. P. Larrañaga, J.A. Lozano, and E. Bengoetxea. Estimation of Distribution Algorithms based on multivariate normal and Gaussian networks. Technical Report KZZA-IK-1-01, Department of Computer Science and Artificial Intelligence, University of the Basque Country, 2001.
11. K. Miyahara and M.J. Pazzani. Collaborative filtering with the simple bayesian classifier. In Pacific Rim International Conference on Artificial Intelligence, pages 679-689, 2000.
12. H. Mühlenbein. The equation for response to selection and its use for prediction. Evolutionary Computation, 5:303-346, 1998.
13. P. M. Murphy and D. W. Aha. UCI repository of machine learning databases. http://www.ics.uci.edu/~mlearn/, 1995.
14. A. Popescul, L. Ungar, D. Pennock, and S. Lawrence. Probabilistic models for unified collaborative and content-based recommendation in sparse-data environments. In 17th Conference on Uncertainty in Artificial Intelligence, pages 437-444, Seattle, Washington, August 2-5 2001.
15. P. Resnick, N. Iacovou, M. Suchak, P. Bergstrom, and J. Riedl. Grouplens: An open architecture for collaborative filtering in netnews. In Proceedings of CSCW'94, Chapel Hill NC, 1994.
16. B. Sarwar, G. Karypis, J. Konstan, and J. Rieddl. Analysis of recommendation algorithms for e-commerce. In Proceedings of EC'00, Mineapolis, October 2000.
17. U. Shardanand and P. Maes. Social information filtering: Algorithms for automating word of mouth. In Proceedings of ACM CHI'95 Conference on Human Factors in Computing Systems, volume Volume 1 of papers: Using the Information of Others, pages 210-217, 1995.