Amazon.com recommendations: Item-to-item collaborative filtering

IEEE Internet Computing

Volumn 7, Issue 1, 2003, Pages 76-80

  Linden, Greg ^a   Smith, Brent ^a   York, Jeremy ^a  

^a AMAZON   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

COLLABORATIVE FILTERING;

ALGORITHMS; ELECTRONIC COMMERCE; ELECTRONIC MAIL; ONLINE SYSTEMS; PROBLEM SOLVING;

WEBSITES;

EID: 0037252945     PISSN: 10897801     EISSN: None     Source Type: Journal    
DOI: 10.1109/MIC.2003.1167344     Document Type: Article

References (10)

1. J.B. Schafer, J.A. Konstan, and J. Reidl, "E-Commerce Recommendation Applications," Data Mining and Knowledge Discovery, Kluwer Academic, 2001, pp. 115-153.
2. P. Resnick et al., "GroupLens: An Open Architecture for Collaborative Filtering of Netnews," Proc. ACM 1994 Conf. Computer Supported Cooperative Work, ACM Press, 1994, pp. 175-186.
3. J. Breese, D. Heckerman, and C. Kadie, "Empirical Analysis of Predictive Algorithms for Collaborative Filtering," Proc. 14th Conf. Uncertainty in Artificial Intelligence, Morgan Kaufmann, 1998, pp. 43-52.
4. B.M. Sarwarm et al., "Analysis of Recommendation Algorithms for E-Commerce," ACM Conf. Electronic Commerce, ACM Press, 2000, pp. 158-167.
5. K. Goldberg et al., "Eigentaste: A Constant Time Collaborative Filtering Algorithm," Information Retrieval J., vol. 4, no. 2, July 2001, pp. 133-151.
6. P.S. Bradley, U.M. Fayyad, and C. Reina, "Scaling Clustering Algorithms to Large Databases," Knowledge Discovery and Data Mining, Kluwer Academic, 1998, pp. 9-15.
7. L. Ungar and D. Foster, "Clustering Methods for Collaborative Filtering," Proc. Workshop on Recommendation Systems, AAAI Press, 1998.
8. M. Balabanovic and Y. Shoham, "Content-Based Collaborative Recommendation," Comm. ACM, Mar. 1997, pp. 66-72.
9. G.D. Linden, J.A. Jacobi, and E.A. Benson, Collaborative Recommendations Using Item-to-Item Similarity Mappings, US Patent 6,266,649 (to Amazon.com), Patent and Trade-mark Office, Washington, D.C., 2001.
10. B.M. Sarwar et al., "Item-Based Collaborative Filtering Recommendation Algorithms," 10th Int'l World Wide Web Conference, ACM Press, 2001, pp. 285-295.