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Abstract: Predicting items a user would like on the basis of other users' ratings for these items has become a well-established strategy adopted by many recommendation services on the Internet. Although this can be seen as a classification problem, algorithms proposed thus far do not draw on results from the machine learning literature. We propose a representation for collaborative filtering tasks that allows the application of virtually any machine learning algorithm. We identify the... (Update)
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BibTeX entry: (Update)
D. Billsus and M. J. Pazzani. Learning collaborative information filters. In Proceedings of the Fifteenth International Conference on Machine Learning, pages 46-- 54, Madison, WI, 1998. Morgan Kaufman. http://citeseer.ist.psu.edu/billsus98learning.html More
@inproceedings{ billsus98learning,
author = "Daniel Billsus and Michael J. Pazzani",
title = "Learning collaborative information filters",
booktitle = "Proc. 15th International Conf. on Machine Learning",
publisher = "Morgan Kaufmann, San Francisco, CA",
pages = "46--54",
year = "1998",
url = "citeseer.ist.psu.edu/billsus98learning.html" }
Citations (may not include all citations):1359 Induction of decision trees (context) - Quinlan - 1986
625 Parallel Distributed Processing: Explorations in the Microst.. (context) - Rumelhart, McClelland - 1986
568 Indexing by latent semantic analysis - Deerwester, Dumais et al. - 1990
490 Pattern Recognition and Neural Networks - Ripley - 1996
254 GroupLens: An Open Architecture for Collaborative Filtering .. - Resnick, Neophytos et al. - 1994
192 Using linear algebra for intelligent information retrieval - Berry, Dumais et al. - 1995
135 A sequential algorithm for training text classifiers - Lewis, Gale - 1994
91 Learning and Revising User Profiles: The identification of i.. - Pazzani, Billsus - 1997
88 Adaptive Control Processes: A Guided Tour (context) - Bellman - 1961
40 Large scale singular value computations (context) - Berry - 1992
10 EachMovie collaborative filtering data set (context) - McJones - 1997
The graph only includes citing articles where the year of publication is known.
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