Robustness analyses of instance-based collaborative recommendation

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 2430, Issue , 2002, Pages 232-244

  Kushmerick, Nicholas ^a  

^a UNIVERSITY COLLEGE DUBLIN   (Ireland)

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL INTELLIGENCE; COMPUTER SCIENCE; COMPUTERS;

COLLABORATIVE RECOMMENDATION; MARKETING OPERATIONS; PERSONALIZED INFORMATION; PRODUCT RATINGS; REAL-WORLD; ROBUSTNESS ANALYSIS;

MACHINE LEARNING;

EID: 84945264603     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/3-540-36755-1_20     Document Type: Conference Paper

References (10)

1. M. Albert and D. Aha. Analyses of instance-based learning algorithms. In Proc. 9th Nat. Conf. Artificial Intelligence, 1991.
2. Y. Azar, A. Fiat, A. Karlin, F. McSherry, and J. Saia. Spectral analysis of data. In Proc. 32nd ACM Symp. Theory of Computing, 2001.
3. J. Breese, D. Heckerman, and C. Kadie. Empirical analysis of predictive algorithms for collaborative filtering. In Conf. Uncertainty in Artificial Intelligence, 1998.
4. P. Drineas, I. Kerenidis, and P. Raghavan. Competetive recommender systems. In Proc. 32nd ACM Symp. Theory of Computing, 2002.
5. D. Goldberg, D. Nichols, B. Oki, and D. Terry. Using collaborative filtering to weave an information tapestry. C. ACM, 35(12): 61-70, 1992.
6. M. Kearns and M. Li. Learning in the presence of malicious errors. In Proc. ACM Symp. Theory of Computing, 1988.
7. R. Kumar, P. Raghavan, S. Rajagopalan, and A. Tompkins. Recommender systems: A probabilistic analysis. In Proc. 39th IEEE Symp. Foundations of Computer Science, 1998.
8. M. O’Mahony, N. Hurley, N. Kushmerick, and G. Silvestre. Collaborative recommendation: A robustness analysis. Submitted for publication, 2002.
9. M. O’Mahony, N. Hurley, and G. Silvestre. Promoting recommendations: An attack on collaborative filtering. In Proc. Int. Conf. on Database and Expert System Applications, 2002.
10. U. Shardanand and P. Maes. Social information filtering: Algorithms for automating "word of mouth". In Proc. Conf. Human Factors in Computing Systems, 1994.