|
Published Articles >> Table of Contents >> Abstract
January/February 2003 (Vol. 7, No. 1)
pp. 76-80
Amazon.com Recommendations: Item-to-Item Collaborative Filtering
Greg Linden
Brent Smith
Jeremy York
Full Article Text:
   
DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/MIC.2003.1167344
Send link to a friend
| Abstract |
|
By comparing similar items rather than similar customers, item-to-item collaborative filtering scales to very large data sets and produces high-quality recommendations.
|
 References
|
[1] J.B. Schafer, J.A. Konstan, and J. Riedl, "E-Commerce Recommendation Applications," J. Data Mining and Knowledge Discovery, Jan. 2001.
[2] P. Resnick, N. Iacovou, M. Suchak, P. Bergstrom, and J. Riedl, "GroupLens: An Open Architecture for Collaborative Filtering of Netnews," Proc. ACM Conf. Computer-Supported Cooperative Work, pp. 175-186, ACM Press, 1994.
[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 Trademark 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.
|
 Additional Information
|
Citation:
Greg Linden, Brent Smith, Jeremy York,
"Amazon.com Recommendations: Item-to-Item Collaborative Filtering,"
IEEE Internet Computing,
vol. 07,
no. 1,
pp. 76-80,
Jan/Feb,
2003
|
|
RSS Feed